diff --git a/README.md b/README.md
index b2c490e..f237f8f 100644
--- a/README.md
+++ b/README.md
@@ -17,7 +17,7 @@
-This curated list contains 390 awesome open-source projects with a total of 1.5M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome!
+This curated list contains 390 awesome open-source projects with a total of 1.8M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome!
---
@@ -40,15 +40,15 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
- [File & Path Utilities](#file--path-utilities) _10 projects_
- [Compatiblity](#compatiblity) _7 projects_
- [Cryptography](#cryptography) _7 projects_
-- [Infrastructure & DevOps](#infrastructure--devops) _19 projects_
+- [Infrastructure & DevOps](#infrastructure--devops) _20 projects_
- [Process Utilities](#process-utilities) _4 projects_
- [Asynchronous Programming](#asynchronous-programming) _7 projects_
- [Configuration](#configuration) _9 projects_
-- [CLI Development](#cli-development) _18 projects_
+- [CLI Development](#cli-development) _19 projects_
- [Development Tools](#development-tools) _1 projects_
- [Data Caching](#data-caching) _6 projects_
- [GUI Development](#gui-development) _10 projects_
-- [Computer & Machine Vision](#computer--machine-vision) _1 projects_
+- [Computer & Machine Vision](#computer--machine-vision) _2 projects_
- [Machine Learning & Data Engineering](#machine-learning--data-engineering) _1 projects_
- [Text Data](#text-data) _12 projects_
- [Web Development](#web-development) _1 projects_
@@ -84,253 +84,253 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
-protobuf (π₯50 Β· β 58K) - Protocol Buffers - Googles data interchange format. BSD-3
+protobuf (π₯52 Β· β 64K Β· π) - Protocol Buffers - Googles data interchange format. BSD-3
-- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.1K Β· π 15K Β· π₯ 37M Β· π¦ 360K Β· π 5.6K - 14% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.2K Β· π 15K Β· π₯ 44M Β· π¦ 650K Β· π 6.2K - 6% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/protocolbuffers/protobuf
```
-- [PyPi](https://pypi.org/project/protobuf) (π₯ 120M / month Β· π¦ 16K Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/protobuf) (π₯ 190M / month Β· π¦ 6.8K Β· β±οΈ 23.05.2024):
```
pip install protobuf
```
-- [Conda](https://anaconda.org/conda-forge/protobuf) (π₯ 13M Β· β±οΈ 23.12.2022):
+- [Conda](https://anaconda.org/conda-forge/protobuf) (π₯ 18M Β· β±οΈ 06.03.2024):
```
conda install -c conda-forge protobuf
```
-- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 6.4M / month Β· π¦ 3.3K Β· β±οΈ 10.10.2022):
+- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 7.6M / month Β· π¦ 2.9K Β· β±οΈ 10.10.2022):
```
npm install google-protobuf
```
flatbuffers (π₯43 Β· β 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
+flatbuffers (π₯43 Β· β 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 630 Β· π 3K Β· π₯ 160K Β· π¦ 49K Β· π 2.2K - 8% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 680 Β· π 3.2K Β· π₯ 460K Β· π¦ 110K Β· π 2.4K - 6% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/google/flatbuffers
```
-- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 10M / month Β· π¦ 270 Β· β±οΈ 21.01.2023):
+- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 19M / month Β· π¦ 410 Β· β±οΈ 26.03.2024):
```
pip install flatbuffers
```
-- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 600K Β· β±οΈ 10.12.2022):
+- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 1.1M Β· β±οΈ 26.03.2024):
```
conda install -c conda-forge flatbuffers
```
-- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 1M / month Β· π¦ 250 Β· β±οΈ 03.03.2023):
+- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 1.4M / month Β· π¦ 230 Β· β±οΈ 26.03.2024):
```
npm install flatbuffers
```
marshmallow (π₯39 Β· β 6.5K) - A lightweight library for converting complex objects to and from.. MIT
+marshmallow (π₯40 Β· β 6.9K) - A lightweight library for converting complex objects to and from.. MIT
-- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 200 Β· π 620 Β· π¦ 71K Β· π 1.2K - 13% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 620 Β· π¦ 140K Β· π 1.2K - 14% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/marshmallow-code/marshmallow
```
-- [PyPi](https://pypi.org/project/marshmallow) (π₯ 20M / month Β· π¦ 10K Β· β±οΈ 11.11.2022):
+- [PyPi](https://pypi.org/project/marshmallow) (π₯ 49M / month Β· π¦ 2.2K Β· β±οΈ 06.06.2024):
```
pip install marshmallow
```
-- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 1.5M Β· β±οΈ 13.11.2022):
+- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 2.5M Β· β±οΈ 06.06.2024):
```
conda install -c conda-forge marshmallow
```
simplejson (π₯37 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
+orjson (π₯38 Β· β 5.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 41 Β· π 320 Β· π₯ 6.1K Β· π¦ 100K Β· π 190 - 9% open Β· β±οΈ 05.02.2023):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 200 Β· π¦ 98K Β· π 400 - 2% open Β· β±οΈ 03.05.2024):
```
- git clone https://github.com/simplejson/simplejson
+ git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/simplejson) (π₯ 18M / month Β· π¦ 21K Β· β±οΈ 03.01.2023):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 32M / month Β· π¦ 2.4K Β· β±οΈ 03.05.2024):
```
- pip install simplejson
+ pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 2.3M Β· β±οΈ 06.02.2023):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 1.3M Β· β±οΈ 03.05.2024):
```
- conda install -c conda-forge simplejson
+ conda install -c conda-forge orjson
```
dill (π₯36 Β· β 1.9K) - serialize all of python. BSD-3
+dill (π₯37 Β· β 2.2K) - serialize all of Python. BSD-3
-- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 40 Β· π 150 Β· π₯ 290K Β· π¦ 85K Β· π 460 - 34% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 45 Β· π 170 Β· π₯ 290K Β· π¦ 160K Β· π 520 - 35% open Β· β±οΈ 24.05.2024):
```
git clone https://github.com/uqfoundation/dill
```
-- [PyPi](https://pypi.org/project/dill) (π₯ 23M / month Β· π¦ 3.6K Β· β±οΈ 23.10.2022):
+- [PyPi](https://pypi.org/project/dill) (π₯ 60M / month Β· π¦ 2.9K Β· β±οΈ 27.01.2024):
```
pip install dill
```
-- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 3.5M Β· β±οΈ 24.10.2022):
+- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 6.8M Β· β±οΈ 28.01.2024):
```
conda install -c conda-forge dill
```
orjson (π₯35 Β· β 4.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
+jsonpickle (π₯36 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 18 Β· π 150 Β· π¦ 37K Β· π 300 - 3% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 76 Β· π 170 Β· π 320 - 22% open Β· β±οΈ 02.06.2024):
```
- git clone https://github.com/ijl/orjson
+ git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 11M / month Β· π¦ 820 Β· β±οΈ 10.01.2023):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 12M / month Β· π¦ 1.2K Β· β±οΈ 11.04.2024):
```
- pip install orjson
+ pip install jsonpickle
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 610K Β· β±οΈ 12.01.2023):
+- [Conda](https://anaconda.org/conda-forge/jsonpickle) (π₯ 1.7M Β· β±οΈ 11.04.2024):
```
- conda install -c conda-forge orjson
+ conda install -c conda-forge jsonpickle
```
ultrajson (π₯35 Β· β 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
+msgpack (π₯35 Β· β 1.9K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
-- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 85 Β· π 360 Β· π 340 - 7% open Β· β±οΈ 08.02.2023):
+- [GitHub](https://github.com/msgpack/msgpack-python) (π¨βπ» 79 Β· π 220 Β· π₯ 1.3K Β· π 290 - 1% open Β· β±οΈ 07.05.2024):
```
- git clone https://github.com/ultrajson/ultrajson
+ git clone https://github.com/msgpack/msgpack-python
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 8.1M / month Β· π¦ 4.2K Β· β±οΈ 06.01.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 71M / month Β· π¦ 1.9K Β· β±οΈ 07.05.2024):
```
- pip install ujson
+ pip install msgpack
```
-- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 3.1M Β· β±οΈ 31.01.2023):
+- [Conda](https://anaconda.org/conda-forge/msgpack-python) (π₯ 16M Β· β±οΈ 14.05.2024):
```
- conda install -c conda-forge ujson
+ conda install -c conda-forge msgpack-python
```
cloudpickle (π₯35 Β· β 1.3K) - Extended pickling support for Python objects. BSD-3
+ultrajson (π₯34 Β· β 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
-- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 53 Β· π 140 Β· π₯ 20 Β· π¦ 73K Β· π 240 - 33% open Β· β±οΈ 19.01.2023):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 88 Β· π 360 Β· π 350 - 8% open Β· β±οΈ 01.06.2024):
```
- git clone https://github.com/cloudpipe/cloudpickle
+ git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 27M / month Β· π¦ 2.7K Β· β±οΈ 19.01.2023):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 21M / month Β· π¦ 2.2K Β· β±οΈ 14.05.2024):
```
- pip install cloudpickle
+ pip install ujson
```
-- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 12M Β· β±οΈ 20.01.2023):
+- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.9M Β· β±οΈ 15.05.2024):
```
- conda install -c conda-forge cloudpickle
+ conda install -c conda-forge ujson
```
jsonpickle (π₯35 Β· β 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3
+simplejson (π₯34 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
-- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 69 Β· π 150 Β· π 280 - 20% open Β· β±οΈ 22.02.2023):
+- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 43 Β· π 330 Β· π₯ 6.5K Β· π¦ 130K Β· π 200 - 10% open Β· β±οΈ 03.12.2023):
```
- git clone https://github.com/jsonpickle/jsonpickle
+ git clone https://github.com/simplejson/simplejson
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 10M / month Β· π¦ 2.3K Β· β±οΈ 16.12.2022):
+- [PyPi](https://pypi.org/project/simplejson) (π₯ 21M / month Β· π¦ 2.5K Β· β±οΈ 06.10.2023):
```
- pip install jsonpickle
+ pip install simplejson
```
-- [Conda](https://anaconda.org/conda-forge/jsonpickle) (π₯ 1.2M Β· β±οΈ 02.12.2022):
+- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 3.3M Β· β±οΈ 15.02.2024):
```
- conda install -c conda-forge jsonpickle
+ conda install -c conda-forge simplejson
```
msgpack (π₯34 Β· β 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
+cloudpickle (π₯32 Β· β 1.6K) - Extended pickling support for Python objects. BSD-3
-- [GitHub](https://github.com/msgpack/msgpack-python) (π¨βπ» 75 Β· π 220 Β· π₯ 970 Β· π 260 - 2% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 59 Β· π 160 Β· π₯ 27 Β· π 260 - 34% open Β· β±οΈ 08.04.2024):
```
- git clone https://github.com/msgpack/msgpack-python
+ git clone https://github.com/cloudpipe/cloudpickle
```
-- [PyPi](https://pypi.org/project/msgpack) (π₯ 30M / month Β· π¦ 2.2K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 44M / month Β· π¦ 1.6K Β· β±οΈ 16.10.2023):
```
- pip install msgpack
+ pip install cloudpickle
```
-- [Conda](https://anaconda.org/conda-forge/msgpack-python) (π₯ 11M Β· β±οΈ 08.03.2023):
+- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 17M Β· β±οΈ 16.10.2023):
```
- conda install -c conda-forge msgpack-python
+ conda install -c conda-forge cloudpickle
```
srsly (π₯30 Β· β 340) - Modern high-performance serialization utilities for Python (JSON,.. MIT
+python-rapidjson (π₯29 Β· β 490) - Python wrapper around rapidjson. MIT
-- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 14 Β· π 28 Β· π¦ 25K Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 23 Β· π 47 Β· π¦ 5.5K Β· π 110 - 12% open Β· β±οΈ 18.05.2024):
```
- git clone https://github.com/explosion/srsly
+ git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 4.1M / month Β· π¦ 270 Β· β±οΈ 18.10.2022):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 2M / month Β· π¦ 240 Β· β±οΈ 18.05.2024):
```
- pip install srsly
+ pip install python-rapidjson
```
-- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 1.1M Β· β±οΈ 01.03.2023):
+- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 1.7M Β· β±οΈ 18.05.2024):
```
- conda install -c conda-forge srsly
+ conda install -c conda-forge python-rapidjson
```
python-rapidjson (π₯26 Β· β 470) - Python wrapper around rapidjson. MIT
+srsly (π₯28 Β· β 420) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 19 Β· π 43 Β· π¦ 3.7K Β· π 100 - 11% open Β· β±οΈ 17.10.2022):
+- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 30 Β· π¦ 45K Β· π 30 - 13% open Β· β±οΈ 11.04.2024):
```
- git clone https://github.com/python-rapidjson/python-rapidjson
+ git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 950K / month Β· π¦ 250 Β· β±οΈ 17.10.2022):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 11M / month Β· π¦ 170 Β· β±οΈ 22.09.2023):
```
- pip install python-rapidjson
+ pip install srsly
```
-- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 1.1M Β· β±οΈ 28.10.2022):
+- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 1.5M Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge python-rapidjson
+ conda install -c conda-forge srsly
```
pysimdjson (π₯25 Β· β 580) - Python bindings for the simdjson project. MIT
+pysimdjson (π₯26 Β· β 630) - Python bindings for the simdjson project. MIT
-- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 48 Β· π¦ 920 Β· π 83 - 18% open Β· β±οΈ 12.09.2022):
+- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 52 Β· π¦ 1.3K Β· π 87 - 10% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/TkTech/pysimdjson
```
-- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 210K / month Β· π¦ 21 Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 1.1M / month Β· π¦ 49 Β· β±οΈ 06.02.2024):
```
pip install pysimdjson
```
-- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 55K Β· β±οΈ 29.10.2022):
+- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 98K Β· β±οΈ 06.02.2024):
```
conda install -c conda-forge pysimdjson
```
hickle (π₯25 Β· β 450 Β· π€) - a HDF5-based python pickle replacement. MIT
+hickle (π₯26 Β· β 480) - a HDF5-based python pickle replacement. MIT
-- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 23 Β· π 70 Β· π¦ 470 Β· π 110 - 9% open Β· β±οΈ 31.08.2022):
+- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 26 Β· π 71 Β· π¦ 760 Β· π 110 - 5% open Β· β±οΈ 31.03.2024):
```
git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/hickle) (π₯ 14K / month Β· π¦ 86 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 49K / month Β· π¦ 39 Β· β±οΈ 30.03.2024):
```
pip install hickle
```
-- [Conda](https://anaconda.org/conda-forge/hickle) (π₯ 21K Β· β±οΈ 11.07.2019):
+- [Conda](https://anaconda.org/conda-forge/hickle) (π₯ 25K Β· β±οΈ 14.02.2024):
```
conda install -c conda-forge hickle
```
rtoml (π₯21 Β· β 220) - A fast TOML library for python implemented in rust. MIT
+rtoml (π₯22 Β· β 300) - A fast TOML library for python implemented in rust. MIT
-- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 12 Β· π 26 Β· π¦ 180 Β· π 15 - 40% open Β· β±οΈ 22.11.2022):
+- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 15 Β· π 30 Β· π¦ 420 Β· π 26 - 57% open Β· β±οΈ 26.01.2024):
```
git clone https://github.com/samuelcolvin/rtoml
```
-- [PyPi](https://pypi.org/project/rtoml) (π₯ 28K / month Β· π¦ 19 Β· β±οΈ 10.11.2022):
+- [PyPi](https://pypi.org/project/rtoml) (π₯ 460K / month Β· π¦ 110 Β· β±οΈ 21.12.2023):
```
pip install rtoml
```
Show 1 hidden projects...
-- pyasn1 (π₯31 Β· β 230 Β· π) - Generic ASN.1 library for Python. BSD-2
+- pyasn1 (π₯35 Β· β 240 Β· π) - Generic ASN.1 library for Python. BSD-2
@@ -340,367 +340,326 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
_General-purpose data containers as well as utilities & extensions for pandas._
-pandas (π₯53 Β· β 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
+pandas (π₯54 Β· β 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.3K Β· π 16K Β· π₯ 180K Β· π¦ 1M Β· π 24K - 15% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.6K Β· π 17K Β· π₯ 270K Β· π¦ 1.7M Β· π 27K - 14% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 110M / month Β· π¦ 67K Β· β±οΈ 19.01.2023):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 230M / month Β· π¦ 67K Β· β±οΈ 10.04.2024):
```
pip install pandas
```
-- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 35M Β· β±οΈ 21.02.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 52M Β· β±οΈ 16.05.2024):
```
conda install -c conda-forge pandas
```
numpy (π₯51 Β· β 23K) - The fundamental package for scientific computing with Python. BSD-3
+polars (π₯44 Β· β 27K Β· π) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
-- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.6K Β· π 7.8K Β· π₯ 670K Β· π¦ 1.5M Β· π 11K - 18% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 420 Β· π 1.6K Β· π₯ 980 Β· π¦ 9.8K Β· π 7.7K - 21% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/numpy/numpy
- ```
-- [PyPi](https://pypi.org/project/numpy) (π₯ 150M / month Β· π¦ 130K Β· β±οΈ 26.12.2022):
- ```
- pip install numpy
+ git clone https://github.com/pola-rs/polars
```
-- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 50M Β· β±οΈ 06.02.2023):
+- [PyPi](https://pypi.org/project/polars) (π₯ 7.6M / month Β· π¦ 980 Β· β±οΈ 01.06.2024):
```
- conda install -c conda-forge numpy
+ pip install polars
```
h5py (π₯41 Β· β 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+h5py (π₯41 Β· β 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 190 Β· π 490 Β· π₯ 2.5K Β· π¦ 200K Β· π 1.4K - 17% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 520 Β· π₯ 3.4K Β· π¦ 270K Β· π 1.5K - 18% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 14M / month Β· π¦ 14K Β· β±οΈ 23.01.2023):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 22M / month Β· π¦ 6.7K Β· β±οΈ 10.04.2024):
```
pip install h5py
```
-- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 11M Β· β±οΈ 06.02.2023):
+- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 16M Β· β±οΈ 06.06.2024):
```
conda install -c conda-forge h5py
```
polars (π₯38 Β· β 15K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT
-
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 190 Β· π 760 Β· π¦ 1.1K Β· π 3.2K - 16% open Β· β±οΈ 09.03.2023):
-
- ```
- git clone https://github.com/pola-rs/polars
- ```
-- [PyPi](https://pypi.org/project/polars) (π₯ 430K / month Β· π¦ 100 Β· β±οΈ 05.03.2023):
- ```
- pip install polars
- ```
-xarray (π₯37 Β· β 2.9K) - N-D labeled arrays and datasets in Python. Apache-2
+xarray (π₯40 Β· β 3.4K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 410 Β· π 890 Β· π¦ 1 Β· π 3.7K - 29% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 500 Β· π 1K Β· π¦ 27K Β· π 4.3K - 26% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 2.2M / month Β· π¦ 1.7K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 5.3M / month Β· π¦ 3K Β· β±οΈ 13.05.2024):
```
pip install xarray
```
-- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 7.3M Β· β±οΈ 07.02.2023):
+- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 10M Β· β±οΈ 13.05.2024):
```
conda install -c conda-forge xarray
```
PyTables (π₯37 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
+Modin (π₯37 Β· β 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 110 Β· π 240 Β· π₯ 170 Β· π¦ 44K Β· π 680 - 22% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 130 Β· π 640 Β· π₯ 200K Β· π¦ 1.5K Β· π 4.2K - 16% open Β· β±οΈ 03.06.2024):
```
- git clone https://github.com/PyTables/PyTables
+ git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 820K / month Β· π¦ 2.4K Β· β±οΈ 23.12.2022):
+- [PyPi](https://pypi.org/project/modin) (π₯ 1.4M / month Β· π¦ 47 Β· β±οΈ 15.05.2024):
```
- pip install tables
+ pip install modin
```
-- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 5.5M Β· β±οΈ 07.02.2023):
+- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 330K Β· β±οΈ 15.05.2024):
```
- conda install -c conda-forge pytables
+ conda install -c conda-forge modin-core
```
Modin (π₯36 Β· β 8.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
+numexpr (π₯37 Β· β 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
-- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 110 Β· π 590 Β· π₯ 200K Β· π¦ 950 Β· π 3.4K - 25% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 78 Β· π 200 Β· π₯ 640 Β· π¦ 76K Β· π 380 - 1% open Β· β±οΈ 31.05.2024):
```
- git clone https://github.com/modin-project/modin
+ git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 390K / month Β· π¦ 38 Β· β±οΈ 26.01.2023):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 3.9M / month Β· π¦ 860 Β· β±οΈ 02.04.2024):
```
- pip install modin
+ pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 210K Β· β±οΈ 29.01.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 8.2M Β· β±οΈ 27.05.2024):
```
- conda install -c conda-forge modin-core
+ conda install -c conda-forge numexpr
```
TinyDB (π₯33 Β· β 5.7K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
+zarr (π₯36 Β· β 1.4K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 80 Β· π 490 Β· π¦ 10K Β· π 300 - 4% open Β· β±οΈ 18.02.2023):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 98 Β· π 260 Β· π¦ 3.9K Β· π 770 - 42% open Β· β±οΈ 04.06.2024):
```
- git clone https://github.com/msiemens/tinydb
+ git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 470K / month Β· π¦ 820 Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 610K / month Β· π¦ 900 Β· β±οΈ 26.05.2024):
```
- pip install tinydb
+ pip install zarr
```
-- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 260K Β· β±οΈ 14.01.2023):
+- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 3.1M Β· β±οΈ 27.05.2024):
```
- conda install -c conda-forge tinydb
+ conda install -c conda-forge zarr
```
numexpr (π₯33 Β· β 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
+PyTables (π₯34 Β· β 1.3K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 63 Β· π 190 Β· π₯ 150 Β· π 340 - 19% open Β· β±οΈ 17.11.2022):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 140 Β· π 270 Β· π₯ 190 Β· π 730 - 23% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/pydata/numexpr
+ git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 3.6M / month Β· π¦ 3.1K Β· β±οΈ 26.10.2022):
+- [PyPi](https://pypi.org/project/tables) (π₯ 970K / month Β· π¦ 1.4K Β· β±οΈ 27.11.2023):
```
- pip install numexpr
+ pip install tables
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 5.9M Β· β±οΈ 26.10.2022):
+- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 7.3M Β· β±οΈ 11.04.2024):
```
- conda install -c conda-forge numexpr
+ conda install -c conda-forge pytables
```
zarr (π₯33 Β· β 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+pandera (π₯33 Β· β 3.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 84 Β· π 220 Β· π¦ 2K Β· π 600 - 41% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 130 Β· π 280 Β· π¦ 1.6K Β· π 800 - 40% open Β· β±οΈ 31.05.2024):
```
- git clone https://github.com/zarr-developers/zarr-python
+ git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 180K / month Β· π¦ 320 Β· β±οΈ 16.01.2023):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 1.9M / month Β· π¦ 180 Β· β±οΈ 14.05.2024):
```
- pip install zarr
+ pip install pandera
```
-- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.1M Β· β±οΈ 03.02.2023):
+- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 40K Β· β±οΈ 08.05.2024):
```
- conda install -c conda-forge zarr
+ conda install -c conda-forge pandera-core
```
Bottleneck (π₯33 Β· β 870) - Fast NumPy array functions written in C. BSD-2
+Bottleneck (π₯33 Β· β 1K) - Fast NumPy array functions written in C. BSD-2
-- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 29 Β· π 93 Β· π¦ 39K Β· π 230 - 18% open Β· β±οΈ 20.02.2023):
+- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 32 Β· π 99 Β· π¦ 48K Β· π 240 - 20% open Β· β±οΈ 23.05.2024):
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 560K / month Β· π¦ 1.6K Β· β±οΈ 20.01.2023):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 1M / month Β· π¦ 410 Β· β±οΈ 23.05.2024):
```
pip install Bottleneck
```
-- [Conda](https://anaconda.org/conda-forge/bottleneck) (π₯ 3.2M Β· β±οΈ 09.03.2023):
+- [Conda](https://anaconda.org/conda-forge/bottleneck) (π₯ 4.1M Β· β±οΈ 26.02.2024):
```
conda install -c conda-forge bottleneck
```
Vaex (π₯31 Β· β 7.8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
+TinyDB (π₯32 Β· β 6.6K Β· π€) - TinyDB is a lightweight document oriented database optimized for your.. MIT
-- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 250 Β· π¦ 430 Β· π 1.2K - 38% open Β· β±οΈ 08.12.2022):
+- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 520 Β· π¦ 13K Β· π 320 - 8% open Β· β±οΈ 24.07.2023):
```
- git clone https://github.com/vaexio/vaex
+ git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 59K / month Β· π¦ 23 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 650K / month Β· π¦ 650 Β· β±οΈ 12.06.2023):
```
- pip install vaex
+ pip install tinydb
```
-- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 160K Β· β±οΈ 02.12.2022):
+- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 400K Β· β±οΈ 12.06.2023):
```
- conda install -c conda-forge vaex
+ conda install -c conda-forge tinydb
```
Koalas (π₯30 Β· β 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark
+docarray (π₯32 Β· β 2.8K) - Represent, send, store and search multimodal data. Apache-2
-- [GitHub](https://github.com/databricks/koalas) (π¨βπ» 51 Β· π 340 Β· π₯ 1K Β· π¦ 280 Β· π 590 - 18% open Β· β±οΈ 14.12.2022):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 74 Β· π 220 Β· π¦ 4.4K Β· π 640 - 10% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/databricks/koalas
+ git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/koalas) (π₯ 1.8M / month Β· π¦ 13 Β· β±οΈ 19.10.2021):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 86K / month Β· π¦ 68 Β· β±οΈ 22.12.2023):
```
- pip install koalas
+ pip install docarray
```
-- [Conda](https://anaconda.org/conda-forge/koalas) (π₯ 260K Β· β±οΈ 20.10.2021):
+- [Conda](https://anaconda.org/conda-forge/docarray) (π₯ 140K Β· β±οΈ 18.06.2023):
```
- conda install -c conda-forge koalas
+ conda install -c conda-forge docarray
```
pandera (π₯30 Β· β 2K) - A light-weight, flexible, and expressive statistical data testing.. MIT
+Koalas (π₯31 Β· β 3.3K Β· π€) - Koalas: pandas API on Apache Spark. Apache-2 spark
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 79 Β· π 160 Β· π¦ 680 Β· π 530 - 32% open Β· β±οΈ 20.02.2023):
+- [GitHub](https://github.com/databricks/koalas) (π¨βπ» 51 Β· π 360 Β· π₯ 1K Β· π¦ 340 Β· π 600 - 18% open Β· β±οΈ 21.09.2023):
```
- git clone https://github.com/pandera-dev/pandera
+ git clone https://github.com/databricks/koalas
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 690K / month Β· π¦ 33 Β· β±οΈ 02.11.2022):
+- [PyPi](https://pypi.org/project/koalas) (π₯ 2.3M / month Β· π¦ 31 Β· β±οΈ 19.10.2021):
```
- pip install pandera
+ pip install koalas
```
-- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 19K Β· β±οΈ 03.11.2022):
+- [Conda](https://anaconda.org/conda-forge/koalas) (π₯ 340K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pandera-core
+ conda install -c conda-forge koalas
```
docarray (π₯30 Β· β 1.8K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2
+datasketch (π₯31 Β· β 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 51 Β· π 150 Β· π¦ 180 Β· π 390 - 21% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 30 Β· π 290 Β· π₯ 27 Β· π¦ 1.3K Β· π 170 - 30% open Β· β±οΈ 26.03.2024):
```
- git clone https://github.com/jina-ai/docarray
- ```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 94K / month Β· π¦ 4 Β· β±οΈ 27.01.2023):
- ```
- pip install docarray
+ git clone https://github.com/ekzhu/datasketch
```
-- [Conda](https://anaconda.org/conda-forge/docarray) (π₯ 79K Β· β±οΈ 08.09.2022):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 2.8M / month Β· π¦ 44 Β· β±οΈ 04.06.2024):
```
- conda install -c conda-forge docarray
+ pip install datasketch
```
datasketch (π₯29 Β· β 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
+Vaex (π₯30 Β· β 8.2K Β· π€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 25 Β· π 260 Β· π₯ 19 Β· π¦ 650 Β· π 140 - 27% open Β· β±οΈ 19.02.2023):
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 760 Β· π 1.3K - 40% open Β· β±οΈ 21.07.2023):
```
- git clone https://github.com/ekzhu/datasketch
+ git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 850K / month Β· π¦ 63 Β· β±οΈ 19.02.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 22K / month Β· π¦ 51 Β· β±οΈ 21.07.2023):
```
- pip install datasketch
+ pip install vaex
+ ```
+- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 190K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge vaex
```
datatable (π₯29 Β· β 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
+datatable (π₯28 Β· β 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
-- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 35 Β· π 150 Β· π₯ 1.8K Β· π 1.5K - 10% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 37 Β· π 150 Β· π₯ 2.4K Β· π 1.5K - 11% open Β· β±οΈ 01.12.2023):
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 91K / month Β· π¦ 22 Β· β±οΈ 01.07.2021):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 53K / month Β· π¦ 45 Β· β±οΈ 01.12.2023):
```
pip install datatable
```
-- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 19K Β· β±οΈ 23.12.2020):
+- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 26K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge datatable
```
PandaralΒ·lel (π₯27 Β· β 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
+PandaralΒ·lel (π₯27 Β· β 3.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
-- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 25 Β· π 180 Β· π 180 - 36% open Β· β±οΈ 12.02.2023):
+- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 26 Β· π 200 Β· π 220 - 40% open Β· β±οΈ 16.02.2024):
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 420K / month Β· π¦ 26 Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 420K / month Β· π¦ 91 Β· β±οΈ 02.05.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 16K Β· β±οΈ 16.01.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 93K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
swifter (π₯27 Β· β 2.2K Β· π€) - A package which efficiently applies any function to a pandas.. MIT
-
-- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 17 Β· π 99 Β· π¦ 860 Β· π 130 - 10% open Β· β±οΈ 16.08.2022):
-
- ```
- git clone https://github.com/jmcarpenter2/swifter
- ```
-- [PyPi](https://pypi.org/project/swifter) (π₯ 490K / month Β· π¦ 30 Β· β±οΈ 16.08.2022):
- ```
- pip install swifter
- ```
-- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 190K Β· β±οΈ 17.08.2022):
- ```
- conda install -c conda-forge swifter
- ```
-StaticFrame (π₯27 Β· β 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
+StaticFrame (π₯27 Β· β 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
-- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 21 Β· π 30 Β· π¦ 15 Β· π 540 - 5% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 23 Β· π 33 Β· π¦ 22 Β· π 630 - 7% open Β· β±οΈ 21.05.2024):
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 2.2K / month Β· π¦ 2 Β· β±οΈ 01.07.2022):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 6.1K / month Β· π¦ 4 Β· β±οΈ 21.05.2024):
```
pip install static-frame
```
-- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 240K Β· β±οΈ 01.03.2023):
+- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 340K Β· β±οΈ 21.05.2024):
```
conda install -c conda-forge static-frame
```
Pandas Summary (π₯26 Β· β 460) - Engine for ML/Data tracking, visualization,.. Apache-2
+swifter (π₯26 Β· β 2.5K) - A package which efficiently applies any function to a pandas.. MIT
-- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 98 Β· π 40 Β· π 13 - 46% open Β· β±οΈ 24.02.2023):
+- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 18 Β· π 100 Β· π¦ 1.3K Β· π 150 - 13% open Β· β±οΈ 14.03.2024):
```
- git clone https://github.com/polyaxon/datatile
- ```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 65K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
- ```
- pip install pandas-summary
+ git clone https://github.com/jmcarpenter2/swifter
```
-Bounter (π₯19 Β· β 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
-
-- [GitHub](https://github.com/RaRe-Technologies/bounter) (π¨βπ» 9 Β· π 49 Β· π¦ 28 Β· π 25 - 60% open Β· β±οΈ 20.11.2022):
-
+- [PyPi](https://pypi.org/project/swifter) (π₯ 720K / month Β· π¦ 52 Β· β±οΈ 31.07.2023):
```
- git clone https://github.com/RaRe-Technologies/bounter
+ pip install swifter
```
-- [PyPi](https://pypi.org/project/bounter) (π₯ 480 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
+- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 340K Β· β±οΈ 31.07.2023):
```
- pip install bounter
+ conda install -c conda-forge swifter
```
fletcher (π₯19 Β· β 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
+Pandas Summary (π₯24 Β· β 490) - Engine for ML/Data tracking, visualization,.. Apache-2
-- [GitHub](https://github.com/xhochy/fletcher) (π¨βπ» 24 Β· π 33 Β· π₯ 14 Β· π¦ 4 Β· π 110 - 31% open Β· β±οΈ 22.02.2023):
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 16.05.2024):
```
- git clone https://github.com/xhochy/fletcher
- ```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 510 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
- ```
- pip install fletcher
+ git clone https://github.com/polyaxon/datatile
```
-- [Conda](https://anaconda.org/conda-forge/fletcher) (π₯ 53K Β· β±οΈ 04.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 87K / month Β· π¦ 21 Β· β±οΈ 25.11.2021):
```
- conda install -c conda-forge fletcher
+ pip install pandas-summary
```
Show 7 hidden projects...
+Show 10 hidden projects...
-- Blaze (π₯31 Β· β 3.1K Β· π) - NumPy and Pandas interface to Big Data. BSD-3
-- Arctic (π₯29 Β· β 2.9K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
-- sklearn-pandas (π₯29 Β· β 2.7K Β· π€) - Pandas integration with sklearn. βοΈZlib sklearn MIT BSD-3
-- pickleDB (π₯22 Β· β 770 Β· π) - pickleDB is an open source key-value store using Pythons json module. BSD-3
-- PandaPy (π₯11 Β· β 540 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT βUnlicensed
+- Blaze (π₯31 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data. BSD-3
+- Arctic (π₯29 Β· β 3K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
+- sklearn-pandas (π₯28 Β· β 2.8K Β· π) - Pandas integration with sklearn. βοΈZlib sklearn MIT BSD-3
+- pickleDB (π₯22 Β· β 880 Β· π) - pickleDB is an open source key-value store using Pythons json module. BSD-3
+- fletcher (π₯19 Β· β 230 Β· π) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT MIT
+- PandaPy (π₯13 Β· β 550 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
@@ -708,218 +667,188 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-python-sortedcontainers (π₯35 Β· β 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
-
-- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (π¨βπ» 23 Β· π 180 Β· π¦ 100K Β· π 170 - 11% open Β· β±οΈ 06.11.2022):
-
- ```
- git clone https://github.com/grantjenks/python-sortedcontainers
- ```
-- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 17M / month Β· π¦ 2K Β· β±οΈ 16.05.2021):
- ```
- pip install sortedcontainers
- ```
-- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (π₯ 9.1M Β· β±οΈ 17.05.2021):
- ```
- conda install -c conda-forge sortedcontainers
- ```
-pyrsistent (π₯35 Β· β 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT
+pyrsistent (π₯35 Β· β 2K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
-- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 69 Β· π 140 Β· π¦ 240K Β· π 160 - 11% open Β· β±οΈ 29.12.2022):
+- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 73 Β· π 140 Β· π¦ 340K Β· π 180 - 14% open Β· β±οΈ 25.10.2023):
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 53M / month Β· π¦ 2.2K Β· β±οΈ 29.12.2022):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 41M / month Β· π¦ 1K Β· β±οΈ 25.10.2023):
```
pip install pyrsistent
```
-- [Conda](https://anaconda.org/conda-forge/pyrsistent) (π₯ 16M Β· β±οΈ 02.01.2023):
+- [Conda](https://anaconda.org/conda-forge/pyrsistent) (π₯ 21M Β· β±οΈ 31.10.2023):
```
conda install -c conda-forge pyrsistent
```
multidict (π₯32 Β· β 330) - The multidict implementation. Apache-2
-
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 47 Β· π 80 Β· π₯ 3K Β· π 130 - 10% open Β· β±οΈ 04.03.2023):
-
- ```
- git clone https://github.com/aio-libs/multidict
- ```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 76M / month Β· π¦ 3K Β· β±οΈ 24.12.2022):
- ```
- pip install multidict
- ```
-- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 8.2M Β· β±οΈ 29.12.2022):
- ```
- conda install -c conda-forge multidict
- ```
-glom (π₯30 Β· β 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
+python-sortedcontainers (π₯32 Β· β 3.3K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 19 Β· π 54 Β· π¦ 960 Β· π 170 - 62% open Β· β±οΈ 27.02.2023):
+- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (π¨βπ» 24 Β· π 200 Β· π 190 - 12% open Β· β±οΈ 01.03.2024):
```
- git clone https://github.com/mahmoud/glom
+ git clone https://github.com/grantjenks/python-sortedcontainers
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 1.3M / month Β· π¦ 91 Β· β±οΈ 19.01.2023):
+- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 59M / month Β· π¦ 1.2K Β· β±οΈ 16.05.2021):
```
- pip install glom
+ pip install sortedcontainers
```
-- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 19K Β· β±οΈ 19.01.2023):
+- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (π₯ 13M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge glom
+ conda install -c conda-forge sortedcontainers
```
bidict (π₯30 Β· β 1.3K) - The bidirectional mapping library for Python. MPL-2.0
+bidict (π₯32 Β· β 1.4K) - The bidirectional mapping library for Python. MPL-2.0
-- [GitHub](https://github.com/jab/bidict) (π¨βπ» 13 Β· π 53 Β· π¦ 12K Β· π 54 - 5% open Β· β±οΈ 05.03.2023):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 63 Β· π₯ 53 Β· π¦ 26K Β· π 62 - 3% open Β· β±οΈ 04.05.2024):
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 1.4M / month Β· π¦ 470 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 3.9M / month Β· π¦ 440 Β· β±οΈ 18.02.2024):
```
pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 210K Β· β±οΈ 01.01.2023):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 410K Β· β±οΈ 18.02.2024):
```
conda install -c conda-forge bidict
```
anytree (π₯29 Β· β 800) - Python tree data library. Apache-2
+multidict (π₯32 Β· β 400) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 23 Β· π 110 Β· π¦ 14K Β· π 160 - 24% open Β· β±οΈ 20.09.2022):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 54 Β· π 95 Β· π₯ 6.8K Β· π 160 - 14% open Β· β±οΈ 19.04.2024):
```
- git clone https://github.com/c0fec0de/anytree
+ git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 610K / month Β· π¦ 200 Β· β±οΈ 15.01.2020):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 110M / month Β· π¦ 1.3K Β· β±οΈ 01.02.2024):
```
- pip install anytree
+ pip install multidict
```
-- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 25K Β· β±οΈ 19.04.2020):
+- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 13M Β· β±οΈ 04.02.2024):
```
- conda install -c conda-forge anytree
+ conda install -c conda-forge multidict
```
ordered-set (π₯29 Β· β 180) - A mutable set that remembers the order of its entries. One of Pythons.. MIT
+anytree (π₯31 Β· β 910 Β· π€) - Python tree data library. Apache-2
-- [GitHub](https://github.com/rspeer/ordered-set) (π¨βπ» 19 Β· π 42 Β· π¦ 6.6K Β· π 40 - 12% open Β· β±οΈ 06.09.2022):
+- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 29 Β· π 130 Β· π¦ 19K Β· π 190 - 14% open Β· β±οΈ 16.11.2023):
```
- git clone https://github.com/rspeer/ordered-set
+ git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/ordered-set) (π₯ 7.1M / month Β· π¦ 280 Β· β±οΈ 26.01.2022):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 1.5M / month Β· π¦ 480 Β· β±οΈ 16.11.2023):
```
- pip install ordered-set
+ pip install anytree
```
-- [Conda](https://anaconda.org/conda-forge/ordered-set) (π₯ 280K Β· β±οΈ 26.01.2022):
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 40K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge ordered-set
+ conda install -c conda-forge anytree
```
sqlitedict (π₯27 Β· β 990) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2
+python-benedict (π₯29 Β· β 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 2.9K Β· π 100 - 33% open Β· β±οΈ 03.12.2022):
+- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 48 Β· π¦ 1.7K Β· π 110 - 17% open Β· β±οΈ 15.05.2024):
```
- git clone https://github.com/RaRe-Technologies/sqlitedict
+ git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 220K / month Β· π¦ 200 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 620K / month Β· π¦ 67 Β· β±οΈ 04.03.2024):
```
- pip install sqlitedict
+ pip install python-benedict
```
-- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 63K Β· β±οΈ 04.03.2022):
+- [Conda](https://anaconda.org/conda-forge/python-benedict) (π₯ 160K Β· β±οΈ 05.03.2024):
```
- conda install -c conda-forge sqlitedict
+ conda install -c conda-forge python-benedict
```
janus (π₯27 Β· β 680) - Thread-safe asyncio-aware queue for Python. Apache-2
+glom (π₯28 Β· β 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 43 Β· π 38 - 15% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 23 Β· π 60 Β· π¦ 1.6K Β· π 190 - 59% open Β· β±οΈ 12.01.2024):
```
- git clone https://github.com/aio-libs/janus
+ git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 310K / month Β· π¦ 92 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/glom) (π₯ 2.1M / month Β· π¦ 170 Β· β±οΈ 27.11.2023):
```
- pip install janus
+ pip install glom
```
-- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 13K Β· β±οΈ 17.12.2021):
+- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 34K Β· β±οΈ 27.11.2023):
```
- conda install -c conda-forge janus
+ conda install -c conda-forge glom
```
munch (π₯27 Β· β 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
+immutables (π₯27 Β· β 1.1K Β· π€) - A high-performance immutable mapping type for Python. Apache-2
-- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 75 Β· π 44 - 25% open Β· β±οΈ 05.02.2023):
+- [GitHub](https://github.com/MagicStack/immutables) (π¨βπ» 16 Β· π 54 Β· π¦ 6.7K Β· π 48 - 22% open Β· β±οΈ 15.08.2023):
```
- git clone https://github.com/Infinidat/munch
+ git clone https://github.com/MagicStack/immutables
```
-- [PyPi](https://pypi.org/project/munch) (π₯ 3.7M / month Β· π¦ 770 Β· β±οΈ 09.03.2020):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 1.2M / month Β· π¦ 130 Β· β±οΈ 14.08.2023):
```
- pip install munch
+ pip install immutables
```
-- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3M Β· β±οΈ 30.10.2019):
+- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 1M Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge munch
+ conda install -c conda-forge immutables
```
immutables (π₯26 Β· β 1K) - A high-performance immutable mapping type for Python. Apache-2
+janus (π₯27 Β· β 790) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [GitHub](https://github.com/MagicStack/immutables) (π¨βπ» 13 Β· π 51 Β· π¦ 5.4K Β· π 44 - 25% open Β· β±οΈ 18.11.2022):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 26 Β· π 45 Β· π 42 - 21% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/MagicStack/immutables
+ git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/immutables) (π₯ 1.4M / month Β· π¦ 100 Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/janus) (π₯ 800K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
```
- pip install immutables
+ pip install janus
```
-- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 890K Β· β±οΈ 30.10.2022):
+- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 19K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge immutables
+ conda install -c conda-forge janus
```
python-benedict (π₯26 Β· β 990) - dict subclass with keylist/keypath support, built-in I/O.. MIT
+munch (π₯27 Β· β 760 Β· π€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
-- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 5 Β· π 40 Β· π 84 - 9% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 84 Β· π 49 - 18% open Β· β±οΈ 01.07.2023):
```
- git clone https://github.com/fabiocaccamo/python-benedict
+ git clone https://github.com/Infinidat/munch
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 1.4M / month Β· π¦ 20 Β· β±οΈ 12.01.2023):
+- [PyPi](https://pypi.org/project/munch) (π₯ 1.9M / month Β· π¦ 540 Β· β±οΈ 01.07.2023):
```
- pip install python-benedict
+ pip install munch
```
-- [Conda](https://anaconda.org/conda-forge/python-benedict) (π₯ 110K Β· β±οΈ 09.03.2023):
+- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 4M Β· β±οΈ 02.07.2023):
```
- conda install -c conda-forge python-benedict
+ conda install -c conda-forge munch
```
python-box (π₯25 Β· β 2.2K) - Python dictionaries with advanced dot notation access. MIT
+python-box (π₯25 Β· β 2.4K Β· π€) - Python dictionaries with advanced dot notation access. MIT
-- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 96 Β· π₯ 31 Β· π 150 - 10% open Β· β±οΈ 22.02.2023):
+- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 98 Β· π₯ 39 Β· π 160 - 14% open Β· β±οΈ 26.08.2023):
```
git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 1.5M / month Β· π¦ 320 Β· β±οΈ 02.04.2022):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 3.1M / month Β· π¦ 410 Β· β±οΈ 26.08.2023):
```
pip install python-box
```
-- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 370K Β· β±οΈ 04.02.2023):
+- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 560K Β· β±οΈ 01.10.2023):
```
conda install -c conda-forge python-box
```
Show 2 hidden projects...
+Show 4 hidden projects...
-- addict (π₯29 Β· β 2.3K Β· π) - The Python Dict thats better than heroin. MIT
-- cleverdict (π₯14 Β· β 94 Β· π€) - A JSON-friendly data structure which allows both object attributes.. MIT
+- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- sqlitedict (π₯29 Β· β 1.1K Β· π) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
+- ordered-set (π₯28 Β· β 210 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
+- cleverdict (π₯15 Β· β 99 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -927,154 +856,169 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-pydantic (π₯44 Β· β 13K) - Data validation using Python type hints. MIT
+pydantic (π₯46 Β· β 19K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 350 Β· π 1.2K Β· π¦ 170K Β· π 2.2K - 25% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 540 Β· π 1.7K Β· π¦ 420K Β· π 4.1K - 10% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 56M / month Β· π¦ 5.9K Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 200M / month Β· π¦ 19K Β· β±οΈ 03.06.2024):
```
pip install pydantic
```
-- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 4.1M Β· β±οΈ 08.03.2023):
+- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 7.9M Β· β±οΈ 04.06.2024):
```
conda install -c conda-forge pydantic
```
jsonschema (π₯40 Β· β 4K Β· π) - An implementation of the JSON Schema specification for Python. MIT
+jsonschema (π₯41 Β· β 4.5K Β· π) - An implementation of the JSON Schema specification for Python. MIT
-- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 100 Β· π 550 Β· π¦ 340K Β· π 710 - 3% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 250 Β· π¦ 570K Β· π 830 - 3% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 66M / month Β· π¦ 18K Β· β±οΈ 29.11.2022):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 120M / month Β· π¦ 6.2K Β· β±οΈ 30.04.2024):
```
pip install jsonschema
```
-- [Conda](https://anaconda.org/conda-forge/jsonschema) (π₯ 17M Β· β±οΈ 30.11.2022):
+- [Conda](https://anaconda.org/conda-forge/jsonschema) (π₯ 28M Β· β±οΈ 01.05.2024):
```
conda install -c conda-forge jsonschema
```
voluptuous (π₯32 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
+validators (π₯35 Β· β 920) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 90 Β· π 200 Β· π¦ 13K Β· π 240 - 16% open Β· β±οΈ 22.02.2023):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 54 Β· π 150 Β· π₯ 40 Β· π¦ 120K Β· π 170 - 0% open Β· β±οΈ 25.05.2024):
```
- git clone https://github.com/alecthomas/voluptuous
+ git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 2.6M / month Β· π¦ 1.3K Β· β±οΈ 07.04.2022):
+- [PyPi](https://pypi.org/project/validators) (π₯ 8.5M / month Β· π¦ 7.1K Β· β±οΈ 25.05.2024):
```
- pip install voluptuous
+ pip install validators
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 260K Β· β±οΈ 07.04.2022):
+- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 650K Β· β±οΈ 28.05.2024):
```
- conda install -c conda-forge voluptuous
+ conda install -c conda-forge validators
```
validators (π₯31 Β· β 710) - Python Data Validation for Humans. MIT
+cerberus (π₯34 Β· β 3.1K Β· π€) - Lightweight, extensible data validation library for Python. ISC
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 43 Β· π 120 Β· π¦ 61K Β· π 120 - 43% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 66 Β· π 240 Β· π¦ 16K Β· π 350 - 5% open Β· β±οΈ 23.10.2023):
```
- git clone https://github.com/kvesteri/validators
+ git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 4.9M / month Β· π¦ 1.5K Β· β±οΈ 05.06.2022):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.5M / month Β· π¦ 660 Β· β±οΈ 09.08.2023):
```
- pip install validators
+ pip install cerberus
```
-- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 290K Β· β±οΈ 19.02.2023):
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 380K Β· β±οΈ 06.10.2023):
```
- conda install -c conda-forge validators
+ conda install -c conda-forge cerberus
```
param (π₯31 Β· β 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
+schema (π₯33 Β· β 2.8K) - Schema validation just got Pythonic. MIT
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 33 Β· π 59 Β· π¦ 5.9K Β· π 370 - 44% open Β· β±οΈ 27.02.2023):
+- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 69 Β· π 210 Β· π¦ 9.4K Β· π 180 - 53% open Β· β±οΈ 06.05.2024):
```
- git clone https://github.com/holoviz/param
+ git clone https://github.com/keleshev/schema
```
-- [PyPi](https://pypi.org/project/param) (π₯ 500K / month Β· π¦ 140 Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/schema) (π₯ 18M / month Β· π¦ 740 Β· β±οΈ 04.05.2024):
```
- pip install param
+ pip install schema
```
-- [Conda](https://anaconda.org/conda-forge/param) (π₯ 1M Β· β±οΈ 13.12.2022):
+- [Conda](https://anaconda.org/conda-forge/schema) (π₯ 170K Β· β±οΈ 04.05.2024):
```
- conda install -c conda-forge param
+ conda install -c conda-forge schema
```
strictyaml (π₯29 Β· β 1.2K) - Type-safe YAML parser and validator. MIT
+voluptuous (π₯32 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
-- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 56 Β· π¦ 1.4K Β· π 150 - 54% open Β· β±οΈ 05.03.2023):
+- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 96 Β· π 210 Β· π¦ 16K Β· π 250 - 16% open Β· β±οΈ 02.02.2024):
```
- git clone https://github.com/crdoconnor/strictyaml
+ git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/strictyaml) (π₯ 390K / month Β· π¦ 220 Β· β±οΈ 08.10.2022):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 2.5M / month Β· π¦ 540 Β· β±οΈ 03.02.2024):
```
- pip install strictyaml
+ pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/strictyaml) (π₯ 190K Β· β±οΈ 08.10.2022):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 370K Β· β±οΈ 03.02.2024):
```
- conda install -c conda-forge strictyaml
+ conda install -c conda-forge voluptuous
```
dirty-equals (π₯20 Β· β 620) - Doing dirty (but extremely useful) things with equals. MIT
+python-email-validator (π₯30 Β· β 1K) - A robust email syntax and deliverability validation.. Unlicense
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 9 Β· π 21 Β· π¦ 140 Β· π 19 - 52% open Β· β±οΈ 27.09.2022):
+- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 24 Β· π 150 Β· π 98 - 11% open Β· β±οΈ 10.05.2024):
```
- git clone https://github.com/samuelcolvin/dirty-equals
+ git clone https://github.com/JoshData/python-email-validator
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 21K / month Β· π¦ 10 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/email-validator) (π₯ 22M / month Β· π¦ 690 Β· β±οΈ 26.02.2024):
```
- pip install dirty-equals
+ pip install email-validator
```
-- [Conda](https://anaconda.org/conda-forge/dirty-equals) (π₯ 23K Β· β±οΈ 02.02.2023):
+- [Conda](https://anaconda.org/conda-forge/email-validator) (π₯ 210K Β· β±οΈ 27.02.2024):
```
- conda install -c conda-forge dirty-equals
+ conda install -c conda-forge email-validator
+ ```
+param (π₯30 Β· β 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
+
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 37 Β· π 68 Β· π¦ 11K Β· π 460 - 35% open Β· β±οΈ 15.05.2024):
+
+ ```
+ git clone https://github.com/holoviz/param
+ ```
+- [PyPi](https://pypi.org/project/param) (π₯ 600K / month Β· π¦ 150 Β· β±οΈ 02.05.2024):
+ ```
+ pip install param
+ ```
+- [Conda](https://anaconda.org/conda-forge/param) (π₯ 1.6M Β· β±οΈ 22.03.2024):
+ ```
+ conda install -c conda-forge param
```
valideer (π₯20 Β· β 260) - Lightweight data validation and adaptation Python library. MIT
+dirty-equals (π₯21 Β· β 780 Β· π€) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/podio/valideer) (π¨βπ» 9 Β· π 24 Β· π¦ 65 Β· π 18 - 38% open Β· β±οΈ 05.01.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 16 Β· π 35 Β· π¦ 330 Β· π 34 - 44% open Β· β±οΈ 15.11.2023):
```
- git clone https://github.com/podio/valideer
+ git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/valideer) (π₯ 14K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 140K / month Β· π¦ 31 Β· β±οΈ 15.11.2023):
```
- pip install valideer
+ pip install dirty-equals
```
-- [Conda](https://anaconda.org/conda-forge/valideer) (π₯ 20K Β· β±οΈ 06.07.2018):
+- [Conda](https://anaconda.org/conda-forge/dirty-equals) (π₯ 48K Β· β±οΈ 15.11.2023):
```
- conda install -c conda-forge valideer
+ conda install -c conda-forge dirty-equals
```
validr (π₯18 Β· β 210 Β· π€) - A simple, fast, extensible python library for data validation. MIT
+validr (π₯17 Β· β 210) - A simple, fast, extensible python library for data validation. MIT
-- [GitHub](https://github.com/guyskk/validr) (π¨βπ» 7 Β· π 13 Β· π 24 - 12% open Β· β±οΈ 03.05.2022):
+- [GitHub](https://github.com/guyskk/validr) (π¨βπ» 7 Β· π 12 Β· π 25 - 12% open Β· β±οΈ 23.12.2023):
```
git clone https://github.com/guyskk/validr
```
-- [PyPi](https://pypi.org/project/validr) (π₯ 15K / month Β· π¦ 4 Β· β±οΈ 10.03.2021):
+- [PyPi](https://pypi.org/project/validr) (π₯ 620 / month Β· π¦ 6 Β· β±οΈ 13.12.2023):
```
pip install validr
```
Show 6 hidden projects...
+Show 5 hidden projects...
-- cerberus (π₯34 Β· β 2.9K Β· π) - Lightweight, extensible data validation library for Python. ISC
-- schema (π₯32 Β· β 2.7K Β· π) - Schema validation just got Pythonic. MIT
- schematics (π₯30 Β· β 2.6K Β· π) - Python Data Structures for Humans. BSD-3
-- python-email-validator (π₯27 Β· β 740) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
-- typical (π₯22 Β· β 170 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
-- dataklasses (π₯7 Β· β 760 Β· π) - A different spin on dataclasses. βUnlicensed
+- strictyaml (π₯27 Β· β 1.4K Β· π) - Type-safe YAML parser and validator. MIT
+- valideer (π₯19 Β· β 260 Β· π) - Lightweight data validation and adaptation Python library. MIT
+- typical (π₯19 Β· β 180 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
+- dataklasses (π₯7 Β· β 780 Β· π) - A different spin on dataclasses. βUnlicensed
@@ -1082,43 +1026,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-π python-patterns ( β 37K) - Collection of design patterns/idioms in Python.
+π python-patterns ( β 40K) - Collection of design patterns/idioms in Python.
-algorithms (π₯30 Β· β 22K) - Minimal examples of data structures and algorithms in Python. MIT
+transitions (π₯34 Β· β 5.4K) - A lightweight, object-oriented finite state machine implementation.. MIT
-- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.4K Β· π¦ 79 Β· π 300 - 66% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 78 Β· π 520 Β· π¦ 3.5K Β· π 460 - 3% open Β· β±οΈ 28.05.2024):
```
- git clone https://github.com/keon/algorithms
+ git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 17K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 600K / month Β· π¦ 170 Β· β±οΈ 14.05.2024):
```
- pip install algorithms
+ pip install transitions
```
-- [Conda](https://anaconda.org/conda-forge/algorithms) (π₯ 1.3K Β· β±οΈ 23.04.2021):
+- [Conda](https://anaconda.org/conda-forge/transitions) (π₯ 660K Β· β±οΈ 14.05.2024):
```
- conda install -c conda-forge algorithms
+ conda install -c conda-forge transitions
```
transitions (π₯29 Β· β 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT
+algorithms (π₯29 Β· β 24K) - Minimal examples of data structures and algorithms in Python. MIT
-- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 75 Β· π 510 Β· π¦ 2.9K Β· π 420 - 1% open Β· β±οΈ 06.01.2023):
+- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.6K Β· π¦ 110 Β· π 300 - 66% open Β· β±οΈ 05.02.2024):
```
- git clone https://github.com/pytransitions/transitions
+ git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 430K / month Β· π¦ 270 Β· β±οΈ 24.02.2022):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 1.5K / month Β· π¦ 4 Β· β±οΈ 04.10.2020):
```
- pip install transitions
+ pip install algorithms
```
-- [Conda](https://anaconda.org/conda-forge/transitions) (π₯ 350K Β· β±οΈ 02.09.2022):
+- [Conda](https://anaconda.org/conda-forge/algorithms) (π₯ 2.2K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge transitions
+ conda install -c conda-forge algorithms
```
Show 1 hidden projects...
+PyPattyrn (π₯21 Β· β 2.2K) - A simple library for implementing common design patterns. MIT
+
+- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (π¨βπ» 4 Β· π 150 Β· π¦ 49 Β· π 42 - 2% open Β· β±οΈ 26.05.2024):
-- PyPattyrn (π₯20 Β· β 1.9K Β· π) - A simple library for implementing common design patterns. MIT
+ ```
+ git clone https://github.com/tylerlaberge/PyPattyrn
+ ```
+- [PyPi](https://pypi.org/project/pypattyrn) (π₯ 1.4K / month Β· π¦ 14 Β· β±οΈ 11.09.2016):
+ ```
+ pip install pypattyrn
+ ```
@@ -1126,137 +1078,122 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-python-dateutil (π₯39 Β· β 2K Β· π) - Useful extensions to the standard Python datetime.. Apache-2
+arrow (π₯39 Β· β 8.6K Β· π€) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/dateutil/dateutil) (π¨βπ» 130 Β· π 430 Β· π₯ 35K Β· π¦ 960K Β· π 710 - 45% open Β· β±οΈ 03.12.2022):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 660 Β· π¦ 110K Β· π 500 - 20% open Β· β±οΈ 30.09.2023):
```
- git clone https://github.com/dateutil/dateutil
+ git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 200M / month Β· π¦ 2.8K Β· β±οΈ 14.07.2021):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 30M / month Β· π¦ 1.9K Β· β±οΈ 30.09.2023):
```
- pip install python-dateutil
+ pip install arrow
```
-- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 39M Β· β±οΈ 14.07.2021):
+- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 4.9M Β· β±οΈ 01.10.2023):
```
- conda install -c conda-forge python-dateutil
+ conda install -c conda-forge arrow
```
arrow (π₯37 Β· β 8.2K) - Better dates & times for Python. Apache-2
+pendulum (π₯35 Β· β 6.1K) - Python datetimes made easy. MIT
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 640 Β· π¦ 43K Β· π 490 - 19% open Β· β±οΈ 15.11.2022):
+- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 96 Β· π 360 Β· π₯ 650 Β· π¦ 28K Β· π 560 - 42% open Β· β±οΈ 16.12.2023):
```
- git clone https://github.com/arrow-py/arrow
+ git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 11M / month Β· π¦ 4.6K Β· β±οΈ 03.09.2022):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 48M / month Β· π¦ 1.2K Β· β±οΈ 16.12.2023):
```
- pip install arrow
+ pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 1.5M Β· β±οΈ 05.09.2022):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 1M Β· β±οΈ 07.01.2024):
```
- conda install -c conda-forge arrow
+ conda install -c conda-forge pendulum
```
dateparser (π₯37 Β· β 2.2K) - python parser for human readable dates. BSD-3
+python-dateutil (π₯35 Β· β 2.3K) - Useful extensions to the standard Python datetime features. Apache-2
-- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 120 Β· π 430 Β· π¦ 18K Β· π 650 - 44% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/dateutil/dateutil) (π¨βπ» 130 Β· π 480 Β· π₯ 35K Β· π 790 - 45% open Β· β±οΈ 20.05.2024):
```
- git clone https://github.com/scrapinghub/dateparser
+ git clone https://github.com/dateutil/dateutil
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 5.4M / month Β· π¦ 1.1K Β· β±οΈ 17.03.2022):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 360M / month Β· π¦ 10K Β· β±οΈ 01.03.2024):
```
- pip install dateparser
+ pip install python-dateutil
```
-- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 120K Β· β±οΈ 02.02.2023):
+- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 58M Β· β±οΈ 01.03.2024):
```
- conda install -c conda-forge dateparser
+ conda install -c conda-forge python-dateutil
```
pendulum (π₯35 Β· β 5.4K) - Python datetimes made easy. MIT
+dateparser (π₯34 Β· β 2.5K) - python parser for human readable dates. BSD-3
-- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 88 Β· π 320 Β· π₯ 76 Β· π¦ 18K Β· π 500 - 47% open Β· β±οΈ 25.02.2023):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 470 Β· π¦ 28K Β· π 700 - 46% open Β· β±οΈ 08.04.2024):
```
- git clone https://github.com/sdispater/pendulum
+ git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 11M / month Β· π¦ 1.1K Β· β±οΈ 23.11.2022):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 7.2M / month Β· π¦ 1K Β· β±οΈ 17.11.2023):
```
- pip install pendulum
+ pip install dateparser
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 670K Β· β±οΈ 04.02.2023):
+- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 220K Β· β±οΈ 17.11.2023):
```
- conda install -c conda-forge pendulum
+ conda install -c conda-forge dateparser
```
pytz (π₯34 Β· β 240) - pytz Python historical timezone library and database. MIT
+pytz (π₯34 Β· β 320) - pytz Python historical timezone library and database. MIT
-- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 19 Β· π 69 Β· π¦ 1.4M Β· π 67 - 37% open Β· β±οΈ 14.01.2023):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 86 Β· π₯ 59 Β· π¦ 2M Β· π 88 - 37% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 110M / month Β· π¦ 82K Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 180M / month Β· π¦ 11K Β· β±οΈ 02.02.2024):
```
pip install pytz
```
-- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 35M Β· β±οΈ 16.01.2023):
+- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 54M Β· β±οΈ 02.02.2024):
```
conda install -c conda-forge pytz
```
holidays (π₯33 Β· β 920) - Generate and work with holidays in Python. MIT
+holidays (π₯31 Β· β 1.4K) - Generate and work with holidays in Python. MIT
-- [GitHub](https://github.com/dr-prodigy/python-holidays) (π¨βπ» 210 Β· π 370 Β· π₯ 170 Β· π 330 - 5% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/dr-prodigy/python-holidays) (π¨βπ» 230 Β· π 440 Β· β±οΈ 12.04.2024):
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 5.5M / month Β· π¦ 410 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 7.4M / month Β· π¦ 320 Β· β±οΈ 03.06.2024):
```
pip install holidays
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 2.7M Β· β±οΈ 06.03.2023):
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.9M Β· β±οΈ 04.06.2024):
```
conda install -c conda-forge holidays
```
tzlocal (π₯29 Β· β 160) - A Python module that tries to figure out what your local timezone is. MIT
+tzlocal (π₯31 Β· β 180) - A Python module that tries to figure out what your local timezone is. MIT
-- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 28 Β· π 52 Β· π 77 - 7% open Β· β±οΈ 25.02.2023):
+- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 31 Β· π 59 Β· π¦ 170K Β· π 84 - 3% open Β· β±οΈ 08.12.2023):
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 27M / month Β· π¦ 3.6K Β· β±οΈ 02.04.2022):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 47M / month Β· π¦ 1.6K Β· β±οΈ 22.10.2023):
```
pip install tzlocal
```
-- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 1.9M Β· β±οΈ 26.10.2022):
+- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 2.7M Β· β±οΈ 22.10.2023):
```
conda install -c conda-forge tzlocal
```
isodate (π₯29 Β· β 120 Β· π€) - ISO 8601 date/time parser. BSD-3
-
-- [GitHub](https://github.com/gweis/isodate) (π¨βπ» 24 Β· π 46 Β· π¦ 36K Β· π 36 - 41% open Β· β±οΈ 13.03.2022):
-
- ```
- git clone https://github.com/gweis/isodate
- ```
-- [PyPi](https://pypi.org/project/isodate) (π₯ 64M / month Β· π¦ 2.1K Β· β±οΈ 13.12.2021):
- ```
- pip install isodate
- ```
-- [Conda](https://anaconda.org/conda-forge/isodate) (π₯ 4M Β· β±οΈ 15.12.2021):
- ```
- conda install -c conda-forge isodate
- ```
-Show 1 hidden projects...
+Show 2 hidden projects...
-- parsedatetime (π₯28 Β· β 660 Β· π) - Parse human-readable date/time strings. Apache-2
+- parsedatetime (π₯29 Β· β 690 Β· π) - Parse human-readable date/time strings. Apache-2
+- isodate (π₯29 Β· β 140 Β· π) - ISO 8601 date/time parser. BSD-3
@@ -1264,123 +1201,108 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-watchdog (π₯38 Β· β 5.7K) - Python library and shell utilities to monitor filesystem events. Apache-2
-
-- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 670 Β· π¦ 84K Β· π 600 - 27% open Β· β±οΈ 28.02.2023):
-
- ```
- git clone https://github.com/gorakhargosh/watchdog
- ```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 12M / month Β· π¦ 8K Β· β±οΈ 02.01.2023):
- ```
- pip install watchdog
- ```
-- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 1.8M Β· β±οΈ 28.02.2023):
- ```
- conda install -c conda-forge watchdog
- ```
-filesystem_spec (π₯38 Β· β 560) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯40 Β· β 920) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 170 Β· π 240 Β· π¦ 41K Β· π 530 - 36% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 240 Β· π 340 Β· π¦ 130K Β· π 690 - 37% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 84M / month Β· π¦ 560 Β· β±οΈ 19.01.2023):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 260M / month Β· π¦ 1.6K Β· β±οΈ 04.06.2024):
```
pip install fsspec
```
-- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 11M Β· β±οΈ 06.03.2023):
+- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 17M Β· β±οΈ 04.06.2024):
```
conda install -c conda-forge fsspec
```
aiofiles (π₯34 Β· β 2.2K) - File support for asyncio. Apache-2
+watchdog (π₯36 Β· β 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2
-- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 30 Β· π 140 Β· π¦ 82K Β· π 110 - 44% open Β· β±οΈ 09.02.2023):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 150 Β· π 680 Β· π¦ 150K Β· π 650 - 29% open Β· β±οΈ 23.05.2024):
```
- git clone https://github.com/Tinche/aiofiles
+ git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 16M / month Β· π¦ 1.8K Β· β±οΈ 09.02.2023):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 22M / month Β· π¦ 2.4K Β· β±οΈ 23.05.2024):
```
- pip install aiofiles
+ pip install watchdog
```
-- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 410K Β· β±οΈ 23.02.2023):
+- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 3M Β· β±οΈ 24.05.2024):
```
- conda install -c conda-forge aiofiles
+ conda install -c conda-forge watchdog
```
filelock (π₯33 Β· β 520) - A platform-independent file lock for Python. Unlicense
+filelock (π₯35 Β· β 700) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/py-filelock) (π¨βπ» 30 Β· π 79 Β· π¦ 210K Β· π 86 - 20% open Β· β±οΈ 05.02.2023):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 46 Β· π 100 Β· π¦ 450K Β· π 110 - 13% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 56M / month Β· π¦ 2.4K Β· β±οΈ 28.12.2022):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 140M / month Β· π¦ 2.1K Β· β±οΈ 29.04.2024):
```
pip install filelock
```
-- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 11M Β· β±οΈ 29.12.2022):
+- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 18M Β· β±οΈ 29.04.2024):
```
conda install -c conda-forge filelock
```
appdirs (π₯32 Β· β 970) - A small Python module for determining appropriate platform-specific dirs,.. MIT
+aiofiles (π₯33 Β· β 2.6K) - File support for asyncio. Apache-2
-- [GitHub](https://github.com/ActiveState/appdirs) (π¨βπ» 34 Β· π 94 Β· π¦ 230K Β· π 110 - 45% open Β· β±οΈ 10.02.2023):
+- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 36 Β· π 150 Β· π¦ 150K Β· π 120 - 42% open Β· β±οΈ 06.02.2024):
```
- git clone https://github.com/ActiveState/appdirs
+ git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/appdirs) (π₯ 14M / month Β· π¦ 15K Β· β±οΈ 11.05.2020):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 19M / month Β· π¦ 2.5K Β· β±οΈ 09.08.2023):
```
- pip install appdirs
+ pip install aiofiles
```
-- [Conda](https://anaconda.org/conda-forge/appdirs) (π₯ 8.4M Β· β±οΈ 19.10.2020):
+- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 1.1M Β· β±οΈ 02.11.2023):
```
- conda install -c conda-forge appdirs
+ conda install -c conda-forge aiofiles
```
pyfilesystem2 (π₯30 Β· β 1.8K) - Pythons Filesystem abstraction layer. MIT
+path (π₯33 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
-- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (π¨βπ» 47 Β· π 170 Β· π 360 - 26% open Β· β±οΈ 18.10.2022):
+- [GitHub](https://github.com/jaraco/path) (π¨βπ» 54 Β· π 140 Β· π¦ 15K Β· π 140 - 2% open Β· β±οΈ 27.05.2024):
```
- git clone https://github.com/pyfilesystem/pyfilesystem2
+ git clone https://github.com/jaraco/path
```
-- [PyPi](https://pypi.org/project/fs) (π₯ 980K / month Β· π¦ 570 Β· β±οΈ 02.05.2022):
+- [PyPi](https://pypi.org/project/path) (π₯ 1.4M / month Β· π¦ 200 Β· β±οΈ 09.04.2024):
```
- pip install fs
+ pip install path
```
-- [Conda](https://anaconda.org/conda-forge/fs) (π₯ 570K Β· β±οΈ 02.03.2022):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 550K Β· β±οΈ 15.04.2024):
```
- conda install -c conda-forge fs
+ conda install -c conda-forge path
```
path (π₯29 Β· β 1K) - Object-oriented file system path manipulation. MIT
+scandir (π₯28 Β· β 530 Β· π€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3
-- [GitHub](https://github.com/jaraco/path) (π¨βπ» 48 Β· π 140 Β· π 130 - 1% open Β· β±οΈ 23.02.2023):
+- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 69 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
```
- git clone https://github.com/jaraco/path
+ git clone https://github.com/benhoyt/scandir
```
-- [PyPi](https://pypi.org/project/path) (π₯ 980K / month Β· π¦ 120 Β· β±οΈ 30.11.2022):
+- [PyPi](https://pypi.org/project/scandir) (π₯ 3.2M / month Β· π¦ 210 Β· β±οΈ 09.03.2019):
```
- pip install path
+ pip install scandir
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 360K Β· β±οΈ 26.12.2022):
+- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.4M Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge path
+ conda install -c conda-forge scandir
```
Show 3 hidden projects...
+Show 4 hidden projects...
-- zipp (π₯31 Β· β 35) - Backport of pathlib-compatible object wrapper for zip files. MIT
-- scandir (π₯29 Β· β 510 Β· π) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3
-- Unipath (π₯23 Β· β 510 Β· π) - An object-oriented approach to Python file/directory operations. MIT
+- zipp (π₯36 Β· β 52 Β· π) - Backport of pathlib-compatible object wrapper for zip files. MIT
+- appdirs (π₯31 Β· β 1K Β· π) - A small Python module for determining appropriate platform-specific.. MIT
+- pyfilesystem2 (π₯30 Β· β 2K Β· π) - Pythons Filesystem abstraction layer. MIT
+- Unipath (π₯22 Β· β 520 Β· π) - An object-oriented approach to Python file/directory operations. MIT
@@ -1390,88 +1312,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (π₯38 Β· β 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT
-- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 110 Β· π 280 Β· π¦ 260K Β· π 390 - 50% open Β· β±οΈ 29.01.2023):
+- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 130 Β· π 280 Β· π¦ 330K Β· π 400 - 46% open Β· β±οΈ 21.02.2024):
```
git clone https://github.com/PythonCharmers/python-future
```
-- [PyPi](https://pypi.org/project/future) (π₯ 33M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/future) (π₯ 41M / month Β· π¦ 5.5K Β· β±οΈ 21.02.2024):
```
pip install future
```
-- [Conda](https://anaconda.org/conda-forge/future) (π₯ 11M Β· β±οΈ 13.01.2023):
+- [Conda](https://anaconda.org/conda-forge/future) (π₯ 13M Β· β±οΈ 22.02.2024):
```
conda install -c conda-forge future
```
six (π₯37 Β· β 930 Β· π€) - Python 2 and 3 compatibility library. MIT
+six (π₯37 Β· β 970) - Python 2 and 3 compatibility library. MIT
-- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 65 Β· π 250 Β· π¦ 1.6M Β· π 290 - 37% open Β· β±οΈ 26.07.2022):
+- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 67 Β· π 270 Β· π¦ 2.2M Β· π 300 - 37% open Β· β±οΈ 27.03.2024):
```
git clone https://github.com/benjaminp/six
```
-- [PyPi](https://pypi.org/project/six) (π₯ 180M / month Β· π¦ 130K Β· β±οΈ 05.05.2021):
+- [PyPi](https://pypi.org/project/six) (π₯ 320M / month Β· π¦ 24K Β· β±οΈ 05.05.2021):
```
pip install six
```
-- [Conda](https://anaconda.org/conda-forge/six) (π₯ 38M Β· β±οΈ 05.05.2021):
+- [Conda](https://anaconda.org/conda-forge/six) (π₯ 56M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge six
```
typing (π₯33 Β· β 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
+typing (π₯34 Β· β 1.6K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-- [GitHub](https://github.com/python/typing) (π¨βπ» 90 Β· π 220 Β· π 700 - 16% open Β· β±οΈ 20.02.2023):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 100 Β· π 220 Β· π 800 - 19% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 8.8M / month Β· π¦ 5.8K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 9.1M / month Β· π¦ 3.1K Β· β±οΈ 01.05.2021):
```
pip install typing
```
-- [Conda](https://anaconda.org/conda-forge/typing) (π₯ 2.2M Β· β±οΈ 01.05.2021):
+- [Conda](https://anaconda.org/conda-forge/typing) (π₯ 3M Β· β±οΈ 17.05.2024):
```
conda install -c conda-forge typing
```
futures (π₯28 Β· β 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
-
-- [GitHub](https://github.com/agronholm/pythonfutures) (π¨βπ» 19 Β· π 52 Β· π¦ 37K Β· π 73 - 8% open Β· β±οΈ 31.10.2022):
-
- ```
- git clone https://github.com/agronholm/pythonfutures
- ```
-- [PyPi](https://pypi.org/project/futures) (π₯ 11M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
- ```
- pip install futures
- ```
-- [Conda](https://anaconda.org/conda-forge/futures) (π₯ 1.2M Β· β±οΈ 18.03.2020):
- ```
- conda install -c conda-forge futures
- ```
-dataclasses (π₯27 Β· β 560 Β· π€) - A backport of the dataclasses module for Python 3.6. Apache-2
-
-- [GitHub](https://github.com/ericvsmith/dataclasses) (π¨βπ» 12 Β· π 51 Β· π¦ 50K Β· π 120 - 5% open Β· β±οΈ 22.03.2022):
-
- ```
- git clone https://github.com/ericvsmith/dataclasses
- ```
-- [PyPi](https://pypi.org/project/dataclasses) (π₯ 11M / month Β· π¦ 2.1K Β· β±οΈ 13.11.2020):
- ```
- pip install dataclasses
- ```
-- [Conda](https://anaconda.org/conda-forge/dataclasses) (π₯ 9.5M Β· β±οΈ 14.08.2021):
- ```
- conda install -c conda-forge dataclasses
- ```
-Show 2 hidden projects...
+Show 4 hidden projects...
-- pathlib2 (π₯27 Β· β 71 Β· π) - Backport of pathlib aiming to support the full stdlib Python API. MIT
-- contextlib2 (π₯26 Β· β 35 Β· π€) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
+- contextlib2 (π₯28 Β· β 38) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
+- dataclasses (π₯27 Β· β 580 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
+- futures (π₯27 Β· β 230 Β· π) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
+- pathlib2 (π₯27 Β· β 81 Β· π€) - Backport of pathlib aiming to support the full stdlib Python API. MIT
@@ -1479,114 +1371,114 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-cryptography (π₯46 Β· β 5.4K) - cryptography is a package designed to expose cryptographic.. Apache-2
+cryptography (π₯47 Β· β 6.4K) - cryptography is a package designed to expose cryptographic.. Apache-2
-- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 280 Β· π 1.1K Β· π¦ 420K Β· π 2.2K - 1% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 320 Β· π 1.5K Β· π¦ 680K Β· π 2.5K - 1% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/pyca/cryptography
```
-- [PyPi](https://pypi.org/project/cryptography) (π₯ 160M / month Β· π¦ 21K Β· β±οΈ 07.02.2023):
+- [PyPi](https://pypi.org/project/cryptography) (π₯ 270M / month Β· π¦ 8.8K Β· β±οΈ 04.06.2024):
```
pip install cryptography
```
-- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 34M Β· β±οΈ 03.03.2023):
+- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 48M Β· β±οΈ 05.06.2024):
```
conda install -c conda-forge cryptography
```
pycryptodomex (π₯38 Β· β 2.3K) - A self-contained cryptographic library for Python. BSD-3
+pycryptodomex (π₯39 Β· β 2.7K) - A self-contained cryptographic library for Python. BSD-3
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 130 Β· π 410 Β· π¦ 63K Β· π 530 - 10% open Β· β±οΈ 28.01.2023):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 150 Β· π 480 Β· π₯ 540 Β· π¦ 98K Β· π 580 - 10% open Β· β±οΈ 12.05.2024):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 29M / month Β· π¦ 1.4K Β· β±οΈ 28.01.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 36M / month Β· π¦ 1.3K Β· β±οΈ 10.01.2024):
```
pip install pycryptodomex
```
-- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.1M Β· β±οΈ 27.11.2022):
+- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.7M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge pycryptodomex
```
tink (π₯36 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
+keyring (π₯39 Β· β 1.2K) - Store and access your passwords safely. MIT
-- [GitHub](https://github.com/google/tink) (π¨βπ» 110 Β· π 1.2K Β· π₯ 1K Β· π¦ 40 Β· π 470 - 16% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 120 Β· π 150 Β· π¦ 120K Β· π 520 - 12% open Β· β±οΈ 13.05.2024):
```
- git clone https://github.com/google/tink
+ git clone https://github.com/jaraco/keyring
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 610K / month Β· π¦ 3 Β· β±οΈ 10.08.2021):
+- [PyPi](https://pypi.org/project/keyring) (π₯ 54M / month Β· π¦ 2.9K Β· β±οΈ 13.05.2024):
```
- pip install tink
+ pip install keyring
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 240 / month Β· π¦ 1 Β· β±οΈ 25.08.2020):
+- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 4.8M Β· β±οΈ 14.05.2024):
```
- npm install tink-crypto
+ conda install -c conda-forge keyring
```
bcrypt (π₯33 Β· β 980) - Modern(-ish) password hashing for your software and your servers. Apache-2
+bcrypt (π₯38 Β· β 1.2K) - Modern(-ish) password hashing for your software and your servers. Apache-2
-- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 31 Β· π 140 Β· π 110 - 6% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 150 Β· π¦ 230K Β· π 140 - 5% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 35M / month Β· π¦ 7.9K Β· β±οΈ 09.10.2022):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 61M / month Β· π¦ 1.3K Β· β±οΈ 04.05.2024):
```
pip install bcrypt
```
-- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 2.9M Β· β±οΈ 27.10.2022):
+- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 5M Β· β±οΈ 17.05.2024):
```
conda install -c conda-forge bcrypt
```
keyring (π₯33 Β· β 980) - Store and access your passwords safely. MIT
+tink (π₯37 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
-- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 110 Β· π 140 Β· π 470 - 10% open Β· β±οΈ 23.02.2023):
+- [GitHub](https://github.com/tink-crypto/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 1.1K Β· β±οΈ 17.04.2024):
```
- git clone https://github.com/jaraco/keyring
+ git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/keyring) (π₯ 25M / month Β· π¦ 3.8K Β· β±οΈ 18.12.2022):
+- [PyPi](https://pypi.org/project/tink) (π₯ 420K / month Β· π¦ 8 Β· β±οΈ 02.05.2024):
```
- pip install keyring
+ pip install tink
```
-- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 2.8M Β· β±οΈ 22.12.2022):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 270 / month Β· π¦ 3 Β· β±οΈ 02.05.2023):
```
- conda install -c conda-forge keyring
+ npm install tink-crypto
```
asn1crypto (π₯33 Β· β 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
+asn1crypto (π₯33 Β· β 320 Β· π€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
-- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 38 Β· π 130 Β· π¦ 98K Β· π 180 - 27% open Β· β±οΈ 18.10.2022):
+- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 140 Β· π¦ 110K Β· π 190 - 25% open Β· β±οΈ 03.11.2023):
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 48M / month Β· π¦ 7K Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 82M / month Β· π¦ 590 Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
-- [Conda](https://anaconda.org/conda-forge/asn1crypto) (π₯ 7.8M Β· β±οΈ 15.03.2022):
+- [Conda](https://anaconda.org/conda-forge/asn1crypto) (π₯ 8.5M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge asn1crypto
```
rsa (π₯31 Β· β 420 Β· π€) - Python-RSA is a pure-Python RSA implementation. Apache-2
+rsa (π₯29 Β· β 470) - Python-RSA is a pure-Python RSA implementation. Apache-2
-- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 39 Β· π 100 Β· π¦ 240K Β· π 120 - 20% open Β· β±οΈ 20.07.2022):
+- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 100 Β· π 130 - 15% open Β· β±οΈ 30.01.2024):
```
git clone https://github.com/sybrenstuvel/python-rsa
```
-- [PyPi](https://pypi.org/project/rsa) (π₯ 120M / month Β· π¦ 6.9K Β· β±οΈ 20.07.2022):
+- [PyPi](https://pypi.org/project/rsa) (π₯ 200M / month Β· π¦ 1.4K Β· β±οΈ 20.07.2022):
```
pip install rsa
```
-- [Conda](https://anaconda.org/conda-forge/rsa) (π₯ 10M Β· β±οΈ 20.07.2022):
+- [Conda](https://anaconda.org/conda-forge/rsa) (π₯ 14M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge rsa
```
@@ -1597,244 +1489,230 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-ansible (π₯48 Β· β 57K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
+ansible (π₯48 Β· β 62K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
-- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.7K Β· π 23K Β· π¦ 27K Β· π 32K - 3% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 34K Β· π 33K - 2% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4.4M / month Β· π¦ 4.1K Β· β±οΈ 31.01.2023):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 5.1M / month Β· π¦ 460 Β· β±οΈ 06.06.2024):
```
pip install ansible
```
-- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 830K Β· β±οΈ 28.02.2023):
+- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 1.1M Β· β±οΈ 06.06.2024):
```
conda install -c conda-forge ansible
```
awscli (π₯44 Β· β 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2
+botocore (π₯44 Β· β 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 410 Β· π 3.6K Β· π₯ 1.3K Β· π¦ 2 Β· π 4.3K - 12% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1.1K Β· π¦ 330K Β· π 1.1K - 13% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/aws/aws-cli
+ git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 150M / month Β· π¦ 3K Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 640M / month Β· π¦ 2.6K Β· β±οΈ 05.06.2024):
```
- pip install awscli
+ pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 18M Β· β±οΈ 09.03.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 27M Β· β±οΈ 05.06.2024):
```
- conda install -c conda-forge awscli
+ conda install -c conda-forge botocore
```
botocore (π₯44 Β· β 1.2K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
+pulumi (π₯43 Β· β 20K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
-- [GitHub](https://github.com/boto/botocore) (π¨βπ» 190 Β· π 990 Β· π¦ 200K Β· π 1K - 13% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 270 Β· π 1.1K Β· π₯ 3.4M Β· π¦ 7.9K Β· π 7.3K - 29% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/boto/botocore
+ git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 270M / month Β· π¦ 8.3K Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 940K / month Β· π¦ 260 Β· β±οΈ 06.06.2024):
```
- pip install botocore
+ pip install pulumi
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 20M Β· β±οΈ 08.03.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 2.7M / month Β· π¦ 930 Β· β±οΈ 31.05.2024):
```
- conda install -c conda-forge botocore
+ npm install @pulumi/pulumi
```
docker-compose (π₯43 Β· β 29K) - Define and run multi-container applications with Docker. Apache-2
+awscli (π₯43 Β· β 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 4.8K Β· π₯ 140M Β· π¦ 12K Β· π 6.7K - 3% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 440 Β· π 4K Β· π₯ 1.7K Β· π¦ 5 Β· π 4.6K - 11% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/docker/compose
+ git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.7M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 620 Β· β±οΈ 05.06.2024):
```
- pip install docker-compose
+ pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 300K Β· β±οΈ 04.11.2022):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 24M Β· β±οΈ 06.06.2024):
```
- conda install -c conda-forge docker-compose
+ conda install -c conda-forge awscli
```
paramiko (π₯43 Β· β 8.2K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
+docker (π₯43 Β· β 6.7K) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 180 Β· π 1.9K Β· π¦ 73K Β· π 1.7K - 57% open Β· β±οΈ 03.03.2023):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 980 Β· π¦ 82K Β· π 1.7K - 27% open Β· β±οΈ 23.05.2024):
```
- git clone https://github.com/paramiko/paramiko
+ git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 34M / month Β· π¦ 13K Β· β±οΈ 20.01.2023):
+- [PyPi](https://pypi.org/project/docker) (π₯ 44M / month Β· π¦ 3.1K Β· β±οΈ 23.05.2024):
```
- pip install paramiko
+ pip install docker
```
-- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 2.8M Β· β±οΈ 26.01.2023):
+- [Conda](https://anaconda.org/conda-forge/docker-py) (π₯ 4.3M Β· β±οΈ 24.05.2024):
```
- conda install -c conda-forge paramiko
+ conda install -c conda-forge docker-py
```
docker (π₯42 Β· β 6.1K) - A Python library for the Docker Engine API. Apache-2
+docker-compose (π₯40 Β· β 33K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 430 Β· π 1.6K Β· π₯ 350 Β· π¦ 57K Β· π 1.6K - 26% open Β· β±οΈ 22.02.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 540 Β· π 5.1K Β· π₯ 98M Β· π¦ 560 Β· π 7.5K - 3% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/docker/docker-py
+ git clone https://github.com/docker/compose
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 30M / month Β· π¦ 3.5K Β· β±οΈ 02.11.2022):
+- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.9M / month Β· π¦ 250 Β· β±οΈ 10.05.2021):
```
- pip install docker
+ pip install docker-compose
```
-- [Conda](https://anaconda.org/conda-forge/docker-py) (π₯ 3.1M Β· β±οΈ 23.10.2022):
+- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 420K Β· β±οΈ 24.05.2024):
```
- conda install -c conda-forge docker-py
+ conda install -c conda-forge docker-compose
```
pulumi (π₯41 Β· β 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2
+paramiko (π₯40 Β· β 8.9K Β· π) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 220 Β· π 860 Β· π₯ 180K Β· π¦ 2.3K Β· π 5.9K - 28% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2K Β· π¦ 97K Β· π 1.8K - 56% open Β· β±οΈ 11.02.2024):
```
- git clone https://github.com/pulumi/pulumi
+ git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 610K / month Β· π¦ 120 Β· β±οΈ 25.01.2023):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 58M / month Β· π¦ 2.8K Β· β±οΈ 18.12.2023):
```
- pip install pulumi
+ pip install paramiko
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.2M / month Β· π¦ 540 Β· β±οΈ 09.03.2023):
+- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 4.6M Β· β±οΈ 19.12.2023):
```
- npm install @pulumi/pulumi
+ conda install -c conda-forge paramiko
```
kubernetes (π₯39 Β· β 5.5K) - Official Python client library for kubernetes. Apache-2
+kubernetes (π₯39 Β· β 6.5K) - Official Python client library for kubernetes. Apache-2
-- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 170 Β· π 3K Β· π 1.2K - 8% open Β· β±οΈ 27.02.2023):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 200 Β· π 3.2K Β· π 1.3K - 7% open Β· β±οΈ 30.05.2024):
```
git clone https://github.com/kubernetes-client/python
```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 14M / month Β· π¦ 1.3K Β· β±οΈ 31.01.2023):
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 30M / month Β· π¦ 1.3K Β· β±οΈ 30.05.2024):
```
pip install kubernetes
```
-- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 390K Β· β±οΈ 20.10.2022):
+- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 500K Β· β±οΈ 30.05.2024):
```
conda install -c conda-forge kubernetes
```
fabric (π₯37 Β· β 14K Β· π) - Simple, Pythonic remote execution and deployment. BSD-2
+netmiko (π₯37 Β· β 3.5K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 1.9K Β· π 1.7K - 25% open Β· β±οΈ 16.02.2023):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 240 Β· π 1.3K Β· π¦ 4.4K Β· π 2.1K - 8% open Β· β±οΈ 16.05.2024):
```
- git clone https://github.com/fabric/fabric
- ```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 3.3M / month Β· π¦ 71 Β· β±οΈ 20.01.2023):
- ```
- pip install fabric
+ git clone https://github.com/ktbyers/netmiko
```
-- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 60K Β· β±οΈ 22.01.2023):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 320K / month Β· π¦ 180 Β· β±οΈ 17.11.2023):
```
- conda install -c conda-forge fabric
+ pip install netmiko
```
netmiko (π₯36 Β· β 3K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT
+fabric (π₯36 Β· β 15K) - Simple, Pythonic remote execution and deployment. BSD-2
-- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 210 Β· π 1.2K Β· π¦ 3.4K Β· π 1.9K - 12% open Β· β±οΈ 18.02.2023):
+- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 1.9K Β· π¦ 21 Β· π 1.8K - 26% open Β· β±οΈ 26.01.2024):
```
- git clone https://github.com/ktbyers/netmiko
+ git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/netmiko) (π₯ 190K / month Β· π¦ 250 Β· β±οΈ 09.08.2022):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 6.5M / month Β· π¦ 280 Β· β±οΈ 31.08.2023):
```
- pip install netmiko
+ pip install fabric
+ ```
+- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 94K Β· β±οΈ 31.08.2023):
+ ```
+ conda install -c conda-forge fabric
```
schedule (π₯35 Β· β 11K Β· π€) - Python job scheduling for humans. MIT
+schedule (π₯36 Β· β 12K) - Python job scheduling for humans. MIT
-- [GitHub](https://github.com/dbader/schedule) (π¨βπ» 51 Β· π 860 Β· π¦ 24K Β· π 400 - 34% open Β· β±οΈ 23.04.2022):
+- [GitHub](https://github.com/dbader/schedule) (π¨βπ» 60 Β· π 950 Β· π¦ 35K Β· π 460 - 34% open Β· β±οΈ 25.05.2024):
```
git clone https://github.com/dbader/schedule
```
-- [PyPi](https://pypi.org/project/schedule) (π₯ 2.4M / month Β· π¦ 1.3K Β· β±οΈ 10.04.2021):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 2.3M / month Β· π¦ 660 Β· β±οΈ 25.05.2024):
```
pip install schedule
```
-- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 30K Β· β±οΈ 10.04.2021):
+- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 58K Β· β±οΈ 02.10.2023):
```
conda install -c conda-forge schedule
```
plumbum (π₯35 Β· β 2.6K) - Plumbum: Shell Combinators. MIT
+plumbum (π₯34 Β· β 2.8K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 3.7K Β· π 340 - 36% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 6.5K Β· π 360 - 37% open Β· β±οΈ 20.05.2024):
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 1.2M / month Β· π¦ 450 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.9M / month Β· π¦ 290 Β· β±οΈ 29.04.2024):
```
pip install plumbum
```
-- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 910K Β· β±οΈ 04.01.2023):
+- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 1M Β· β±οΈ 29.04.2024):
```
conda install -c conda-forge plumbum
```
pyinfra (π₯30 Β· β 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT
+pyinfra (π₯31 Β· β 3.6K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
-- [GitHub](https://github.com/Fizzadar/pyinfra) (π¨βπ» 88 Β· π 300 Β· π¦ 74 Β· π 660 - 18% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 120 Β· π 350 Β· π¦ 120 Β· π 720 - 22% open Β· β±οΈ 27.05.2024):
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 16K / month Β· π¦ 11 Β· β±οΈ 29.01.2023):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 20K / month Β· π¦ 16 Β· β±οΈ 04.05.2024):
```
pip install pyinfra
```
sshtunnel (π₯30 Β· β 1.1K) - SSH tunnels to remote server. MIT
-
-- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 24 Β· π 180 Β· π¦ 5.1K Β· π 190 - 30% open Β· β±οΈ 28.10.2022):
-
- ```
- git clone https://github.com/pahaz/sshtunnel
- ```
-- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 5.5M / month Β· π¦ 290 Β· β±οΈ 11.01.2021):
- ```
- pip install sshtunnel
- ```
-- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 100K Β· β±οΈ 08.11.2021):
- ```
- conda install -c conda-forge sshtunnel
- ```
-pypyr (π₯21 Β· β 490) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
+pypyr (π₯20 Β· β 570 Β· π€) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
-- [GitHub](https://github.com/pypyr/pypyr) (π¨βπ» 9 Β· π 23 Β· π¦ 89 Β· π 130 - 12% open Β· β±οΈ 25.10.2022):
+- [GitHub](https://github.com/pypyr/pypyr) (π¨βπ» 10 Β· π 26 Β· π¦ 110 Β· π 140 - 11% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.3K / month Β· π¦ 9 Β· β±οΈ 25.10.2022):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.6K / month Β· π¦ 11 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
-- [Conda](https://anaconda.org/conda-forge/pypyr) (π₯ 7.2K Β· β±οΈ 26.10.2022):
+- [Conda](https://anaconda.org/conda-forge/pypyr) (π₯ 16K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pypyr
```
Show 4 hidden projects...
+Show 6 hidden projects...
-- fabtools (π₯25 Β· β 1.3K Β· π) - Tools for writing awesome Fabric files. BSD-2
-- parallel-ssh (π₯25 Β· β 1.1K Β· π€) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
+- sshtunnel (π₯31 Β· β 1.2K Β· π) - SSH tunnels to remote server. MIT
+- parallel-ssh (π₯26 Β· β 1.2K Β· π) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
- storm (π₯24 Β· β 3.9K Β· π) - Manage your SSH like a boss. MIT
-- wssh (π₯17 Β· β 1.3K Β· π) - SSH to WebSockets Bridge. MIT
+- fabtools (π₯24 Β· β 1.2K Β· π) - Tools for writing awesome Fabric files. BSD-2
+- wssh (π₯17 Β· β 1.4K Β· π) - SSH to WebSockets Bridge. MIT
+- Grai (π₯14 Β· β 280) - Platform to programmatically manage, test, and debug data.. βοΈMulanPSL-2.0
@@ -1842,57 +1720,69 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-pexpect (π₯38 Β· β 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
+pexpect (π₯38 Β· β 2.5K Β· π€) - A Python module for controlling interactive programs in a pseudo-.. ISC
-- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 98 Β· π 450 Β· π₯ 4.3K Β· π¦ 260K Β· π 470 - 39% open Β· β±οΈ 14.02.2023):
+- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 480 Β· π₯ 4.4K Β· π¦ 390K Β· π 490 - 32% open Β· β±οΈ 25.11.2023):
```
git clone https://github.com/pexpect/pexpect
```
-- [PyPi](https://pypi.org/project/pexpect) (π₯ 32M / month Β· π¦ 16K Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/pexpect) (π₯ 72M / month Β· π¦ 1.6K Β· β±οΈ 25.11.2023):
```
pip install pexpect
```
-- [Conda](https://anaconda.org/conda-forge/pexpect) (π₯ 13M Β· β±οΈ 01.11.2022):
+- [Conda](https://anaconda.org/conda-forge/pexpect) (π₯ 19M Β· β±οΈ 24.01.2024):
```
conda install -c conda-forge pexpect
```
supervisor (π₯37 Β· β 7.7K) - Supervisor process control system for Unix.. βοΈRepoze Public License
+supervisor (π₯36 Β· β 8.3K) - Supervisor process control system for Unix.. βοΈRepoze Public License
-- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 170 Β· π 1.2K Β· π¦ 8.8K Β· π 1.1K - 12% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 11K Β· π 1.2K - 13% open Β· β±οΈ 22.05.2024):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.9M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.5M / month Β· π¦ 120 Β· β±οΈ 24.12.2022):
```
pip install supervisor
```
-- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 240K Β· β±οΈ 29.12.2022):
+- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 310K Β· β±οΈ 23.11.2023):
```
conda install -c conda-forge supervisor
```
sh (π₯37 Β· β 6.5K) - Python process launching. MIT
+sh (π₯35 Β· β 6.9K) - Python process launching. MIT
-- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 91 Β· π 480 Β· π¦ 12K Β· π 430 - 1% open Β· β±οΈ 13.02.2023):
+- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 98 Β· π 500 Β· π¦ 15K Β· π 480 - 1% open Β· β±οΈ 31.05.2024):
```
git clone https://github.com/amoffat/sh
```
-- [PyPi](https://pypi.org/project/sh) (π₯ 4.1M / month Β· π¦ 2.6K Β· β±οΈ 18.07.2022):
+- [PyPi](https://pypi.org/project/sh) (π₯ 7.2M / month Β· π¦ 720 Β· β±οΈ 01.06.2024):
```
pip install sh
```
-- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 160K Β· β±οΈ 13.02.2023):
+- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 210K Β· β±οΈ 01.06.2024):
```
conda install -c conda-forge sh
```
Show 1 hidden projects...
+ptyprocess (π₯24 Β· β 210 Β· π€) - Run a subprocess in a pseudo terminal. ISC
-- ptyprocess (π₯26 Β· β 190 Β· π) - Run a subprocess in a pseudo terminal. ISC
+- [GitHub](https://github.com/pexpect/ptyprocess) (π¨βπ» 19 Β· π 70 Β· π 37 - 51% open Β· β±οΈ 23.10.2023):
+
+ ```
+ git clone https://github.com/pexpect/ptyprocess
+ ```
+- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 73M / month Β· π¦ 680 Β· β±οΈ 28.12.2020):
+ ```
+ pip install ptyprocess
+ ```
+- [Conda](https://anaconda.org/conda-forge/ptyprocess) (π₯ 18M Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge ptyprocess
+ ```
@@ -1900,86 +1790,113 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-greenlet (π₯38 Β· β 1.5K) - Lightweight in-process concurrent programming. MIT
+uvloop (π₯37 Β· β 10K Β· π€) - Ultra fast asyncio event loop. Apache-2
-- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 63 Β· π 220 Β· π¦ 220K Β· π 200 - 9% open Β· β±οΈ 28.01.2023):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 60 Β· π 530 Β· π₯ 440 Β· π¦ 130K Β· π 360 - 28% open Β· β±οΈ 22.10.2023):
```
- git clone https://github.com/python-greenlet/greenlet
+ git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 65M / month Β· π¦ 10K Β· β±οΈ 28.01.2023):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 18M / month Β· π¦ 1.3K Β· β±οΈ 22.10.2023):
```
- pip install greenlet
+ pip install uvloop
```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 6.1M Β· β±οΈ 28.01.2023):
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 730K Β· β±οΈ 23.10.2023):
```
- conda install -c conda-forge greenlet
+ conda install -c conda-forge uvloop
```
anyio (π₯36 Β· β 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT
+anyio (π₯37 Β· β 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 38 Β· π 100 Β· π¦ 100K Β· π 280 - 16% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 51 Β· π 130 Β· π¦ 310K Β· π 350 - 16% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 26M / month Β· π¦ 230 Β· β±οΈ 19.10.2022):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 74M / month Β· π¦ 1.5K Β· β±οΈ 26.05.2024):
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 5.4M Β· β±οΈ 19.10.2022):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 14M Β· β±οΈ 19.02.2024):
```
conda install -c conda-forge anyio
```
uvloop (π₯35 Β· β 9.2K) - Ultra fast asyncio event loop. Apache-2
+greenlet (π₯37 Β· β 1.6K) - Lightweight in-process concurrent programming. MIT
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 56 Β· π 540 Β· π₯ 360 Β· π¦ 70K Β· π 320 - 21% open Β· β±οΈ 15.01.2023):
+- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 68 Β· π 240 Β· π¦ 390K Β· π 250 - 12% open Β· β±οΈ 21.12.2023):
```
- git clone https://github.com/MagicStack/uvloop
+ git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 16M / month Β· π¦ 1.8K Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 100M / month Β· π¦ 1.1K Β· β±οΈ 21.12.2023):
```
- pip install uvloop
+ pip install greenlet
```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 550K Β· β±οΈ 26.10.2022):
+- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 10M Β· β±οΈ 21.12.2023):
```
- conda install -c conda-forge uvloop
+ conda install -c conda-forge greenlet
```
asyncer (π₯24 Β· β 960) - Asyncer, async and await, focused on developer experience. MIT
+asyncer (π₯28 Β· β 1.5K) - Asyncer, async and await, focused on developer experience. MIT
-- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 10 Β· π 38 Β· π¦ 380 Β· π 10 - 60% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 15 Β· π 47 Β· π¦ 3.9K Β· π 20 - 80% open Β· β±οΈ 23.05.2024):
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 64K / month Β· π¦ 9 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 210K / month Β· π¦ 120 Β· β±οΈ 30.04.2024):
```
pip install asyncer
```
-- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 2.3K Β· β±οΈ 05.11.2022):
+- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 8.4K Β· β±οΈ 30.04.2024):
```
conda install -c conda-forge asyncer
```
aiomisc (π₯24 Β· β 310) - aiomisc - miscellaneous utils for asyncio. MIT
+aiomisc (π₯24 Β· β 370) - aiomisc - miscellaneous utils for asyncio. MIT
-- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 14 Β· π 19 Β· π¦ 280 Β· π 17 - 41% open Β· β±οΈ 18.02.2023):
+- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 20 Β· π 26 Β· π¦ 370 Β· π 24 - 25% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 17K / month Β· π¦ 32 Β· β±οΈ 14.06.2022):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 19K / month Β· π¦ 57 Β· β±οΈ 04.06.2024):
```
pip install aiomisc
```
Show 2 hidden projects...
+unsync (π₯22 Β· β 870) - Unsynchronize asyncio. MIT
+
+- [GitHub](https://github.com/alex-sherman/unsync) (π¨βπ» 11 Β· π 51 Β· π¦ 230 Β· π 31 - 9% open Β· β±οΈ 16.03.2024):
+
+ ```
+ git clone https://github.com/alex-sherman/unsync
+ ```
+- [PyPi](https://pypi.org/project/unsync) (π₯ 67K / month Β· π¦ 19 Β· β±οΈ 21.10.2021):
+ ```
+ pip install unsync
+ ```
+- [Conda](https://anaconda.org/conda-forge/unsync) (π₯ 13K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge unsync
+ ```
+stopit (π₯21 Β· β 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
+
+- [GitHub](https://github.com/glenfant/stopit) (π¨βπ» 7 Β· π 21 Β· π¦ 2.4K Β· π 20 - 25% open Β· β±οΈ 09.01.2024):
-- unsync (π₯20 Β· β 810 Β· π) - Unsynchronize asyncio. MIT
-- stopit (π₯20 Β· β 98 Β· π) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
+ ```
+ git clone https://github.com/glenfant/stopit
+ ```
+- [PyPi](https://pypi.org/project/stopit) (π₯ 390K / month Β· π¦ 94 Β· β±οΈ 09.02.2018):
+ ```
+ pip install stopit
+ ```
+- [Conda](https://anaconda.org/conda-forge/stopit) (π₯ 910K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge stopit
+ ```
@@ -1987,363 +1904,367 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-python-dotenv (π₯39 Β· β 5.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
+python-dotenv (π₯38 Β· β 7.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 89 Β· π 360 Β· π¦ 400K Β· π 240 - 12% open Β· β±οΈ 24.02.2023):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 95 Β· π 410 Β· π¦ 810K Β· π 290 - 19% open Β· β±οΈ 29.04.2024):
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 25M / month Β· π¦ 7.5K Β· β±οΈ 21.01.2023):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 70M / month Β· π¦ 9.2K Β· β±οΈ 23.01.2024):
```
pip install python-dotenv
```
-- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 2.2M Β· β±οΈ 24.02.2023):
+- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 3.5M Β· β±οΈ 23.01.2024):
```
conda install -c conda-forge python-dotenv
```
traitlets (π₯37 Β· β 540) - A lightweight Traits like module. BSD-3
+traitlets (π₯38 Β· β 600) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 190 Β· π₯ 110 Β· π¦ 290K Β· π 280 - 32% open Β· β±οΈ 23.02.2023):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 200 Β· π₯ 350 Β· π¦ 440K Β· π 300 - 33% open Β· β±οΈ 19.04.2024):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 24M / month Β· π¦ 15K Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 45M / month Β· π¦ 1.3K Β· β±οΈ 19.04.2024):
```
pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 18M Β· β±οΈ 30.01.2023):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 28M Β· β±οΈ 19.04.2024):
```
conda install -c conda-forge traitlets
```
Dynaconf (π₯34 Β· β 2.9K) - Configuration Management for Python. MIT
+Dynaconf (π₯34 Β· β 3.6K) - Configuration Management for Python. MIT
-- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 260 Β· π¦ 6K Β· π 420 - 26% open Β· β±οΈ 03.03.2023):
+- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 120 Β· π 290 Β· π¦ 8.6K Β· π 510 - 23% open Β· β±οΈ 28.05.2024):
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 3.2M / month Β· π¦ 220 Β· β±οΈ 22.09.2022):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.9M / month Β· π¦ 420 Β· β±οΈ 18.03.2024):
```
pip install dynaconf
```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 42K Β· β±οΈ 06.03.2023):
+- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 78K Β· β±οΈ 26.03.2024):
```
conda install -c conda-forge dynaconf
```
python-decouple (π₯33 Β· β 2.4K) - Strict separation of config from code. MIT
-
-- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 35 Β· π 170 Β· π₯ 11 Β· π¦ 92K Β· π 85 - 5% open Β· β±οΈ 01.03.2023):
-
- ```
- git clone https://github.com/henriquebastos/python-decouple
- ```
-- [PyPi](https://pypi.org/project/python-decouple) (π₯ 1.3M / month Β· π¦ 3.3K Β· β±οΈ 09.01.2023):
- ```
- pip install python-decouple
- ```
-- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 57K Β· β±οΈ 02.03.2023):
- ```
- conda install -c conda-forge python-decouple
- ```
-omegaconf (π₯32 Β· β 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3
+hydra (π₯33 Β· β 8.3K) - Hydra is a framework for elegantly configuring complex applications. MIT
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 28 Β· π 75 Β· π¦ 10K Β· π 490 - 14% open Β· β±οΈ 20.12.2022):
+- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 120 Β· π 600 Β· π¦ 24K Β· π 1.4K - 19% open Β· β±οΈ 03.04.2024):
```
- git clone https://github.com/omry/omegaconf
+ git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 3.5M / month Β· π¦ 190 Β· β±οΈ 08.12.2022):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 10K / month Β· π¦ 11 Β· β±οΈ 03.08.2016):
```
- pip install omegaconf
+ pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 780K Β· β±οΈ 09.12.2022):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 990K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge omegaconf
+ conda install -c conda-forge hydra-core
```
configobj (π₯30 Β· β 290) - Python 3+ compatible port of the configobj library. BSD-3
+python-decouple (π₯32 Β· β 2.7K) - Strict separation of config from code. MIT
-- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 68 Β· π₯ 19 Β· π¦ 25K Β· π 160 - 40% open Β· β±οΈ 18.01.2023):
+- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 36 Β· π 190 Β· π₯ 12 Β· π¦ 130K Β· π 94 - 4% open Β· β±οΈ 01.01.2024):
```
- git clone https://github.com/DiffSK/configobj
+ git clone https://github.com/henriquebastos/python-decouple
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 3.2M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/python-decouple) (π₯ 3.9M / month Β· π¦ 650 Β· β±οΈ 01.03.2023):
```
- pip install configobj
+ pip install python-decouple
```
-- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 570K Β· β±οΈ 20.01.2023):
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 85K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge configobj
+ conda install -c conda-forge python-decouple
```
hydra (π₯29 Β· β 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT
+omegaconf (π₯31 Β· β 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 560 Β· π¦ 14 Β· π 1.2K - 15% open Β· β±οΈ 25.02.2023):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 35 Β· π 98 Β· π¦ 31K Β· π 560 - 19% open Β· β±οΈ 30.05.2024):
```
- git clone https://github.com/facebookresearch/hydra
+ git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 15K / month Β· π¦ 6 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 9.5M / month Β· π¦ 910 Β· β±οΈ 29.02.2024):
```
- pip install hydra
+ pip install omegaconf
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 520K Β· β±οΈ 28.02.2023):
+- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 1.4M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge hydra-core
+ conda install -c conda-forge omegaconf
```
gin-config (π₯28 Β· β 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2
+gin-config (π₯29 Β· β 2K) - Gin provides a lightweight configuration framework for Python. Apache-2
-- [GitHub](https://github.com/google/gin-config) (π¨βπ» 23 Β· π 110 Β· π¦ 5.5K Β· π 90 - 53% open Β· β±οΈ 05.12.2022):
+- [GitHub](https://github.com/google/gin-config) (π¨βπ» 24 Β· π 120 Β· π¦ 8.7K Β· π 95 - 55% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 270K / month Β· π¦ 86 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 270K / month Β· π¦ 72 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
-- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 16K Β· β±οΈ 07.01.2022):
+- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 25K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge gin-config
```
everett (π₯23 Β· β 140) - configuration library for python projects. MPL-2.0
+everett (π₯24 Β· β 150) - configuration library for python projects. MPL-2.0
-- [GitHub](https://github.com/willkg/everett) (π¨βπ» 6 Β· π 28 Β· π¦ 640 Β· π 75 - 5% open Β· β±οΈ 06.12.2022):
+- [GitHub](https://github.com/willkg/everett) (π¨βπ» 8 Β· π 33 Β· π¦ 1.3K Β· π 88 - 4% open Β· β±οΈ 02.06.2024):
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 160K / month Β· π¦ 45 Β· β±οΈ 26.10.2022):
+- [PyPi](https://pypi.org/project/everett) (π₯ 220K / month Β· π¦ 22 Β· β±οΈ 06.11.2023):
```
pip install everett
```
-- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 30K Β· β±οΈ 27.10.2022):
+- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 63K Β· β±οΈ 06.11.2023):
```
conda install -c conda-forge everett
```
Show 1 hidden projects...
+
+- configobj (π₯28 Β· β 310 Β· π) - Python 3+ compatible port of the configobj library. BSD-3
+
## CLI Development
-click (π₯44 Β· β 14K) - Python composable command line interface toolkit. BSD-3
+click (π₯46 Β· β 15K) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 340 Β· π 1.3K Β· π¦ 1.1M Β· π 1.5K - 8% open Β· β±οΈ 01.03.2023):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 370 Β· π¦ 1.7M Β· π 1.6K - 7% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 140M / month Β· π¦ 71K Β· β±οΈ 28.04.2022):
+- [PyPi](https://pypi.org/project/click) (π₯ 210M / month Β· π¦ 37K Β· β±οΈ 17.08.2023):
```
pip install click
```
-- [Conda](https://anaconda.org/conda-forge/click) (π₯ 24M Β· β±οΈ 26.10.2022):
+- [Conda](https://anaconda.org/conda-forge/click) (π₯ 35M Β· β±οΈ 17.08.2023):
```
conda install -c conda-forge click
```
rich (π₯42 Β· β 42K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
+rich (π₯43 Β· β 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
-- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 220 Β· π 1.5K Β· π¦ 71K Β· π 1.1K - 8% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 240 Β· π 1.7K Β· π¦ 220K Β· π 1.4K - 20% open Β· β±οΈ 01.05.2024):
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 23M / month Β· π¦ 3.6K Β· β±οΈ 28.01.2023):
+- [PyPi](https://pypi.org/project/rich) (π₯ 67M / month Β· π¦ 11K Β· β±οΈ 28.02.2024):
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 3.1M Β· β±οΈ 04.03.2023):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 7.1M Β· β±οΈ 28.02.2024):
```
conda install -c conda-forge rich
```
python-fire (π₯39 Β· β 24K) - Python Fire is a library for automatically generating command.. Apache-2
+Typer (π₯40 Β· β 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-- [GitHub](https://github.com/google/python-fire) (π¨βπ» 59 Β· π 1.4K Β· π¦ 19K Β· π 300 - 43% open Β· β±οΈ 13.02.2023):
+- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 55 Β· π 620 Β· π¦ 98K Β· π 390 - 53% open Β· β±οΈ 23.05.2024):
+
+ ```
+ git clone https://github.com/tiangolo/typer
+ ```
+- [PyPi](https://pypi.org/project/typer) (π₯ 33M / month Β· π¦ 5.2K Β· β±οΈ 09.04.2024):
+ ```
+ pip install typer
+ ```
+- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 2.5M Β· β±οΈ 09.04.2024):
+ ```
+ conda install -c conda-forge typer
+ ```
+python-fire (π₯39 Β· β 26K) - Python Fire is a library for automatically generating command.. Apache-2
+
+- [GitHub](https://github.com/google/python-fire) (π¨βπ» 65 Β· π 1.4K Β· π¦ 34K Β· π 340 - 44% open Β· β±οΈ 05.04.2024):
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.3M / month Β· π¦ 1.6K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.9M / month Β· π¦ 2.3K Β· β±οΈ 11.03.2024):
```
pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 440K Β· β±οΈ 22.01.2021):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 950K Β· β±οΈ 12.03.2024):
```
conda install -c conda-forge fire
```
python-prompt-toolkit (π₯39 Β· β 8.2K Β· π) - Library for building powerful interactive command.. BSD-3
+python-prompt-toolkit (π₯39 Β· β 9K) - Library for building powerful interactive command line.. BSD-3
-- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 210 Β· π 670 Β· π 1.1K - 50% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 230 Β· π 710 Β· π 1.2K - 52% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 25M / month Β· π¦ 1.3K Β· β±οΈ 06.12.2022):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 51M / month Β· π¦ 2.6K Β· β±οΈ 04.06.2024):
```
pip install prompt_toolkit
```
-- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 14M Β· β±οΈ 28.02.2023):
+- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 23M Β· β±οΈ 05.06.2024):
```
conda install -c conda-forge prompt-toolkit
```
colorama (π₯37 Β· β 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3
+colorama (π₯36 Β· β 3.5K) - Simple cross-platform colored terminal text in Python. BSD-3
-- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 51 Β· π 220 Β· π¦ 590K Β· π 240 - 43% open Β· β±οΈ 04.11.2022):
+- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 51 Β· π 240 Β· π¦ 970K Β· π 260 - 45% open Β· β±οΈ 01.12.2023):
```
git clone https://github.com/tartley/colorama
```
-- [PyPi](https://pypi.org/project/colorama) (π₯ 130M / month Β· π¦ 21K Β· β±οΈ 25.10.2022):
+- [PyPi](https://pypi.org/project/colorama) (π₯ 170M / month Β· π¦ 11K Β· β±οΈ 25.10.2022):
```
pip install colorama
```
-- [Conda](https://anaconda.org/conda-forge/colorama) (π₯ 19M Β· β±οΈ 25.10.2022):
+- [Conda](https://anaconda.org/conda-forge/colorama) (π₯ 31M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge colorama
```
Typer (π₯35 Β· β 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
+argcomplete (π₯35 Β· β 1.4K) - Python and tab completion, better together. Apache-2
-- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 32 Β· π 430 Β· π 370 - 58% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 73 Β· π 120 Β· π₯ 360 Β· π¦ 53K Β· π 270 - 19% open Β· β±οΈ 12.05.2024):
```
- git clone https://github.com/tiangolo/typer
+ git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 10M / month Β· π¦ 2.4K Β· β±οΈ 05.11.2022):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 29M / month Β· π¦ 1.3K Β· β±οΈ 14.04.2024):
```
- pip install typer
+ pip install argcomplete
```
-- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 1.1M Β· β±οΈ 07.11.2022):
+- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 1.6M Β· β±οΈ 15.04.2024):
```
- conda install -c conda-forge typer
+ conda install -c conda-forge argcomplete
```
argcomplete (π₯35 Β· β 1.2K Β· π) - Python and tab completion, better together. Apache-2
+cleo (π₯33 Β· β 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 62 Β· π 110 Β· π₯ 190 Β· π¦ 41K Β· π 220 - 24% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 36 Β· π 85 Β· π¦ 22K Β· π 110 - 29% open Β· β±οΈ 03.06.2024):
```
- git clone https://github.com/kislyuk/argcomplete
+ git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 18M / month Β· π¦ 1.9K Β· β±οΈ 06.03.2023):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 33M / month Β· π¦ 310 Β· β±οΈ 30.10.2023):
```
- pip install argcomplete
+ pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 950K Β· β±οΈ 06.03.2023):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 730K Β· β±οΈ 30.10.2023):
```
- conda install -c conda-forge argcomplete
+ conda install -c conda-forge cleo
```
wcwidth (π₯34 Β· β 320) - Python library that measures the width of unicode strings rendered to a.. MIT
+wcwidth (π₯33 Β· β 380) - Python library that measures the width of unicode strings rendered to a.. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 14 Β· π 49 Β· π¦ 370K Β· π 38 - 42% open Β· β±οΈ 15.01.2023):
+- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 19 Β· π 56 Β· π¦ 560K Β· π 59 - 32% open Β· β±οΈ 14.02.2024):
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 34M / month Β· π¦ 13K Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 65M / month Β· π¦ 1.6K Β· β±οΈ 06.01.2024):
```
pip install wcwidth
```
-- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 16M Β· β±οΈ 16.01.2023):
+- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 25M Β· β±οΈ 08.01.2024):
```
conda install -c conda-forge wcwidth
```
cleo (π₯31 Β· β 1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
+questionary (π₯30 Β· β 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 31 Β· π 76 Β· π¦ 14K Β· π 91 - 30% open Β· β±οΈ 22.01.2023):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 40 Β· π 85 Β· π¦ 12K Β· π 150 - 35% open Β· β±οΈ 12.01.2024):
```
- git clone https://github.com/sdispater/cleo
+ git clone https://github.com/tmbo/questionary
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 11M / month Β· π¦ 210 Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/questionary) (π₯ 2M / month Β· π¦ 660 Β· β±οΈ 08.09.2023):
```
- pip install cleo
+ pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 410K Β· β±οΈ 23.11.2022):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 76K Β· β±οΈ 10.09.2023):
```
- conda install -c conda-forge cleo
+ conda install -c conda-forge questionary
```
asciimatics (π₯29 Β· β 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2
+asciimatics (π₯29 Β· β 3.6K) - A cross platform package to do curses-like operations, plus.. Apache-2
-- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 41 Β· π 240 Β· π¦ 820 Β· π 290 - 8% open Β· β±οΈ 17.01.2023):
+- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 240 Β· π¦ 1K Β· π 300 - 8% open Β· β±οΈ 24.04.2024):
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 74K / month Β· π¦ 120 Β· β±οΈ 23.04.2022):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 24K / month Β· π¦ 110 Β· β±οΈ 25.10.2023):
```
pip install asciimatics
```
-- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 120K Β· β±οΈ 10.11.2022):
+- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 160K Β· β±οΈ 25.10.2023):
```
conda install -c conda-forge asciimatics
```
questionary (π₯28 Β· β 1K Β· π€) - Python library to build pretty command line user prompts Easy to.. MIT
+ConfigArgParse (π₯28 Β· β 700 Β· π€) - A drop-in replacement for argparse that allows options to.. MIT
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 33 Β· π 63 Β· π¦ 8.3K Β· π 110 - 30% open Β· β±οΈ 15.08.2022):
+- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 53 Β· π 120 Β· π¦ 17K Β· π 200 - 36% open Β· β±οΈ 23.07.2023):
```
- git clone https://github.com/tmbo/questionary
+ git clone https://github.com/bw2/ConfigArgParse
```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 1M / month Β· π¦ 240 Β· β±οΈ 15.07.2021):
+- [PyPi](https://pypi.org/project/configargparse) (π₯ 4.6M / month Β· π¦ 570 Β· β±οΈ 23.07.2023):
```
- pip install questionary
+ pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 29K Β· β±οΈ 14.03.2022):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 860K Β· β±οΈ 23.07.2023):
```
- conda install -c conda-forge questionary
+ conda install -c conda-forge configargparse
```
colout (π₯19 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
+docopt-ng (π₯23 Β· β 180) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
-- [GitHub](https://github.com/nojhan/colout) (π¨βπ» 30 Β· π 56 Β· π¦ 5 Β· π 69 - 17% open Β· β±οΈ 14.02.2023):
+- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 49 Β· π 20 Β· π¦ 320 Β· π 35 - 54% open Β· β±οΈ 13.05.2024):
```
- git clone https://github.com/nojhan/colout
+ git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/colout) (π₯ 1.1K / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 210K / month Β· π¦ 84 Β· β±οΈ 30.05.2023):
```
- pip install colout
+ pip install docopt-ng
```
docopt-ng (π₯19 Β· β 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
+colout (π₯18 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
-- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 13 Β· π 24 - 58% open Β· β±οΈ 09.09.2022):
+- [GitHub](https://github.com/nojhan/colout) (π¨βπ» 30 Β· π 58 Β· π¦ 6 Β· π 72 - 19% open Β· β±οΈ 29.01.2024):
```
- git clone https://github.com/jazzband/docopt-ng
+ git clone https://github.com/nojhan/colout
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 18K / month Β· π¦ 27 Β· β±οΈ 31.05.2022):
+- [PyPi](https://pypi.org/project/colout) (π₯ 200 / month Β· β±οΈ 21.06.2020):
```
- pip install docopt-ng
+ pip install colout
```
Show 5 hidden projects...
-- docopt (π₯35 Β· β 7.7K Β· π) - Pythonic command line arguments parser, that will make you smile. MIT
-- blessings (π₯29 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
-- ConfigArgParse (π₯27 Β· β 640 Β· π) - A drop-in replacement for argparse that allows options to.. MIT
-- clint (π₯24 Β· β 85 Β· π) - Python Command-line Application Tools. ISC
-- bashplotlib (π₯21 Β· β 1.7K Β· π) - plotting in the terminal. MIT
+- docopt (π₯36 Β· β 7.9K Β· π) - Create *beautiful* command-line interfaces with Python. MIT
+- blessings (π₯28 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
+- clint (π₯24 Β· β 95 Β· π) - Python Command-line Application Tools. ISC
+- bashplotlib (π₯22 Β· β 1.8K Β· π) - plotting in the terminal. MIT
+- Click Extra (π₯22 Β· β 54) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
@@ -2351,7 +2272,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-π best-of-python-dev ( β 680) - A ranked list of awesome python developer tools and libraries. Updated..
+π best-of-python-dev ( β 930) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2359,81 +2280,81 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-cachetools (π₯33 Β· β 1.6K) - Extensible memoizing collections and decorators. MIT
+cachetools (π₯34 Β· β 2.2K) - Extensible memoizing collections and decorators. MIT
-- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 8 Β· π 140 Β· π 220 - 2% open Β· β±οΈ 22.01.2023):
+- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 13 Β· π 160 Β· π 240 - 4% open Β· β±οΈ 02.06.2024):
```
git clone https://github.com/tkem/cachetools
```
-- [PyPi](https://pypi.org/project/cachetools) (π₯ 74M / month Β· π¦ 3.1K Β· β±οΈ 22.01.2023):
+- [PyPi](https://pypi.org/project/cachetools) (π₯ 140M / month Β· π¦ 2.5K Β· β±οΈ 26.02.2024):
```
pip install cachetools
```
-- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 7.8M Β· β±οΈ 23.01.2023):
+- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 12M Β· β±οΈ 26.02.2024):
```
conda install -c conda-forge cachetools
```
aiocache (π₯31 Β· β 810) - Asyncio cache manager for redis, memcached and memory. BSD-3
+aiocache (π₯30 Β· β 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3
-- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 40 Β· π 130 Β· π₯ 2 Β· π¦ 1.6K Β· π 280 - 13% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 45 Β· π 140 Β· π₯ 16 Β· π¦ 2.2K Β· π 300 - 13% open Β· β±οΈ 01.06.2024):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 190K / month Β· π¦ 110 Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 770K / month Β· π¦ 120 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
beaker (π₯28 Β· β 500 Β· π) - WSGI middleware for sessions and caching. BSD-3
+beaker (π₯29 Β· β 510) - WSGI middleware for sessions and caching. BSD-3
-- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 88 Β· π 140 Β· π¦ 4.4K Β· π 120 - 51% open Β· β±οΈ 04.02.2023):
+- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 91 Β· π 140 Β· π¦ 5.4K Β· π 140 - 55% open Β· β±οΈ 11.04.2024):
```
git clone https://github.com/bbangert/beaker
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 340K / month Β· π¦ 1.4K Β· β±οΈ 07.12.2022):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 220K / month Β· π¦ 78 Β· β±οΈ 11.04.2024):
```
pip install beaker
```
-- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 67K Β· β±οΈ 06.02.2023):
+- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 75K Β· β±οΈ 12.04.2024):
```
conda install -c conda-forge beaker
```
pylibmc (π₯28 Β· β 460 Β· π€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
+pylibmc (π₯27 Β· β 480 Β· π€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 52 Β· π 130 Β· π₯ 87 Β· π¦ 4.4K Β· π 190 - 11% open Β· β±οΈ 26.08.2022):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 610 Β· π¦ 5.1K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 240K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 250K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
```
pip install pylibmc
```
-- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 200K Β· β±οΈ 30.10.2022):
+- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 230K Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge pylibmc
```
cachier (π₯24 Β· β 420 Β· π) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
+cachier (π₯26 Β· β 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
-- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 11 Β· π 48 Β· π¦ 360 Β· π 60 - 38% open Β· β±οΈ 06.12.2022):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 20 Β· π 59 Β· π₯ 17 Β· π¦ 460 Β· π 82 - 26% open Β· β±οΈ 01.06.2024):
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 14K / month Β· π¦ 25 Β· β±οΈ 06.12.2022):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 100K / month Β· π¦ 40 Β· β±οΈ 26.02.2024):
```
pip install cachier
```
Show 1 hidden projects...
-- cached-property (π₯30 Β· β 660 Β· π) - A decorator for caching properties in classes. BSD-3
+- cached-property (π₯30 Β· β 680 Β· π) - A decorator for caching properties in classes. BSD-3
@@ -2441,116 +2362,75 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-π best-of-web-python - Web UI ( β 1.8K) - Collection of libraries to implement web-based UIs.
+π best-of-web-python - Web UI ( β 2.2K) - Collection of libraries to implement web-based UIs.
-kivy (π₯39 Β· β 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
+kivy (π₯41 Β· β 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 580 Β· π 3K Β· π₯ 30K Β· π¦ 9.3K Β· π 4.8K - 20% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 620 Β· π 3K Β· π₯ 37K Β· π¦ 13K Β· π 5.1K - 15% open Β· β±οΈ 27.05.2024):
```
git clone https://github.com/kivy/kivy
```
-- [PyPi](https://pypi.org/project/kivy) (π₯ 96K / month Β· π¦ 600 Β· β±οΈ 06.03.2022):
+- [PyPi](https://pypi.org/project/kivy) (π₯ 180K / month Β· π¦ 310 Β· β±οΈ 05.01.2024):
```
pip install kivy
```
-- [Conda](https://anaconda.org/conda-forge/kivy) (π₯ 280K Β· β±οΈ 06.02.2023):
+- [Conda](https://anaconda.org/conda-forge/kivy) (π₯ 360K Β· β±οΈ 08.04.2024):
```
conda install -c conda-forge kivy
```
PySimpleGUI (π₯37 Β· β 11K) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
-
-- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.7K Β· π¦ 7.5K Β· π 3.2K - 21% open Β· β±οΈ 09.03.2023):
-
- ```
- git clone https://github.com/PySimpleGUI/PySimpleGUI
- ```
-- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 190K / month Β· π¦ 250 Β· β±οΈ 10.10.2022):
- ```
- pip install pysimplegui
- ```
-- [Conda](https://anaconda.org/conda-forge/pysimplegui) (π₯ 94K Β· β±οΈ 17.10.2022):
- ```
- conda install -c conda-forge pysimplegui
- ```
-DearPyGui (π₯33 Β· β 9.8K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
+DearPyGui (π₯32 Β· β 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
-- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 58 Β· π 510 Β· π¦ 1.7K Β· π 1.1K - 15% open Β· β±οΈ 02.03.2023):
+- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 65 Β· π 650 Β· π¦ 3K Β· π 1.3K - 21% open Β· β±οΈ 13.04.2024):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 15K / month Β· π¦ 33 Β· β±οΈ 31.10.2022):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 41K / month Β· π¦ 100 Β· β±οΈ 15.03.2024):
```
pip install dearpygui
```
Eel (π₯33 Β· β 5.5K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
-
-- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 550 Β· π¦ 4.9K Β· π 490 - 32% open Β· β±οΈ 04.03.2023):
-
- ```
- git clone https://github.com/ChrisKnott/Eel
- ```
-- [PyPi](https://pypi.org/project/eel) (π₯ 78K / month Β· π¦ 72 Β· β±οΈ 09.12.2022):
- ```
- pip install eel
- ```
-toga (π₯31 Β· β 3.4K) - A Python native, OS native GUI toolkit. BSD-3
+toga (π₯32 Β· β 4.2K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 230 Β· π 580 Β· π₯ 1.1K Β· π 640 - 19% open Β· β±οΈ 05.03.2023):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 270 Β· π 650 Β· π₯ 3.4K Β· π¦ 3 Β· π 910 - 20% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 1.4K / month Β· π¦ 34 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/toga) (π₯ 4.8K / month Β· π¦ 24 Β· β±οΈ 08.05.2024):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 20 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 8 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
Gooey (π₯28 Β· β 17K Β· π€) - Turn (almost) any Python command line program into a full GUI.. MIT
-
-- [GitHub](https://github.com/chriskiehl/Gooey) (π¨βπ» 100 Β· π 930 Β· π₯ 400 Β· π¦ 720 Β· π 600 - 24% open Β· β±οΈ 08.05.2022):
-
- ```
- git clone https://github.com/chriskiehl/Gooey
- ```
-- [PyPi](https://pypi.org/project/gooey) (π₯ 5.5K / month Β· π¦ 77 Β· β±οΈ 29.01.2022):
- ```
- pip install gooey
- ```
-- [Conda](https://anaconda.org/conda-forge/gooey) (π₯ 62K Β· β±οΈ 29.12.2021):
- ```
- conda install -c conda-forge gooey
- ```
-flexx (π₯26 Β· β 3.1K Β· π€) - Write desktop and web apps in pure Python. BSD-2
+flexx (π₯26 Β· β 3.2K) - Write desktop and web apps in pure Python. BSD-2
-- [GitHub](https://github.com/flexxui/flexx) (π¨βπ» 37 Β· π 260 Β· π¦ 120 Β· π 450 - 19% open Β· β±οΈ 22.07.2022):
+- [GitHub](https://github.com/flexxui/flexx) (π¨βπ» 37 Β· π 260 Β· π¦ 140 Β· π 460 - 19% open Β· β±οΈ 06.01.2024):
```
git clone https://github.com/flexxui/flexx
```
-- [PyPi](https://pypi.org/project/flexx) (π₯ 550 / month Β· π¦ 21 Β· β±οΈ 12.04.2022):
+- [PyPi](https://pypi.org/project/flexx) (π₯ 810 / month Β· π¦ 7 Β· β±οΈ 12.04.2022):
```
pip install flexx
```
-- [Conda](https://anaconda.org/conda-forge/flexx) (π₯ 96K Β· β±οΈ 12.04.2022):
+- [Conda](https://anaconda.org/conda-forge/flexx) (π₯ 110K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge flexx
```
Show 2 hidden projects...
+Show 5 hidden projects...
-- enaml (π₯28 Β· β 1.5K) - Declarative User Interfaces for Python. βUnlicensed
-- Phoenix (π₯27 Β· β 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
+- PySimpleGUI (π₯35 Β· β 13K) - PySimpleGUI is a Python package that enables Python.. βUnlicensed
+- Eel (π₯31 Β· β 6.2K Β· π) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
+- Gooey (π₯30 Β· β 20K Β· π) - Turn (almost) any Python command line program into a full GUI.. MIT
+- enaml (π₯25 Β· β 1.5K) - Declarative User Interfaces for Python. βUnlicensed
+- Phoenix (π₯24 Β· β 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
@@ -2558,15 +2438,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-π best-of-ml-python - Computer Vision ( β 13K) - Collection of computer vision and image processing..
+π best-of-ml-python - Computer Vision ( β 16K) - Collection of computer vision and image processing..
+Pipeless (π₯18 Β· β 660) - An open-source framework to create and deploy computer vision.. Apache-2
+
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 8 Β· π 31 Β· π₯ 990 Β· π 26 - 26% open Β· β±οΈ 08.05.2024):
+
+ ```
+ git clone https://github.com/pipeless-ai/pipeless
+ ```
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 80 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
+ ```
+ pip install pipeless-ai
+ ```
+
## Machine Learning & Data Engineering
-π best-of-ml-python ( β 13K) - A ranked list of awesome machine learning Python libraries. Updated..
+π best-of-ml-python ( β 16K) - A ranked list of awesome machine learning Python libraries. Updated..
@@ -2574,156 +2466,126 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-π best-of-ml-python - NLP ( β 13K) - Collection of text processing and NLP libraries.
-
-phonenumbers (π₯35 Β· β 3.2K) - Python port of Googles libphonenumber. Apache-2
+π best-of-ml-python - NLP ( β 16K) - Collection of text processing and NLP libraries.
-- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 27 Β· π 400 Β· π 160 - 3% open Β· β±οΈ 03.03.2023):
-
- ```
- git clone https://github.com/daviddrysdale/python-phonenumbers
- ```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 5.1M / month Β· π¦ 1.4K Β· β±οΈ 29.01.2023):
- ```
- pip install phonenumbers
- ```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 700K Β· β±οΈ 03.03.2023):
- ```
- conda install -c conda-forge phonenumbers
- ```
-emoji (π₯34 Β· β 1.6K) - emoji terminal output for Python. BSD-3
+emoji (π₯37 Β· β 1.8K) - emoji terminal output for Python. BSD-3
-- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 59 Β· π 250 Β· π¦ 53K Β· π 150 - 7% open Β· β±οΈ 04.02.2023):
+- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 68 Β· π 270 Β· π¦ 71K Β· π 170 - 8% open Β· β±οΈ 20.05.2024):
```
git clone https://github.com/carpedm20/emoji
```
-- [PyPi](https://pypi.org/project/emoji) (π₯ 2M / month Β· π¦ 1.4K Β· β±οΈ 31.10.2022):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 4.1M / month Β· π¦ 980 Β· β±οΈ 20.05.2024):
```
pip install emoji
```
-- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 44K Β· β±οΈ 02.11.2022):
+- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 75K Β· β±οΈ 20.05.2024):
```
conda install -c conda-forge emoji
```
chardet (π₯33 Β· β 1.9K) - Python character encoding detector. βοΈLGPL-2.1
+phonenumbers (π₯34 Β· β 3.4K) - Python port of Googles libphonenumber. Apache-2
-- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 48 Β· π 240 Β· π 140 - 39% open Β· β±οΈ 02.12.2022):
+- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 31 Β· π 410 Β· π 180 - 5% open Β· β±οΈ 04.06.2024):
```
- git clone https://github.com/chardet/chardet
- ```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 59M / month Β· π¦ 39K Β· β±οΈ 01.12.2022):
- ```
- pip install chardet
+ git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [Conda](https://anaconda.org/conda-forge/chardet) (π₯ 19M Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 7M / month Β· π¦ 530 Β· β±οΈ 04.06.2024):
```
- conda install -c conda-forge chardet
+ pip install phonenumbers
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 7 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 920K Β· β±οΈ 05.06.2024):
```
- npm install @pypi/chardet
+ conda install -c conda-forge phonenumbers
```
humanize (π₯32 Β· β 1.6K Β· π€) - python humanize functions. MIT
+inflect (π₯34 Β· β 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
-- [GitHub](https://github.com/jmoiron/humanize) (π¨βπ» 64 Β· π 160 Β· β±οΈ 13.06.2022):
+- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 55 Β· π 100 Β· π¦ 22K Β· π 120 - 23% open Β· β±οΈ 24.04.2024):
```
- git clone https://github.com/jmoiron/humanize
+ git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/humanize) (π₯ 4.9M / month Β· π¦ 1.9K Β· β±οΈ 29.01.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 6M / month Β· π¦ 610 Β· β±οΈ 23.04.2024):
```
- pip install humanize
+ pip install inflect
```
-- [Conda](https://anaconda.org/conda-forge/humanize) (π₯ 350K Β· β±οΈ 06.02.2023):
+- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 380K Β· β±οΈ 23.04.2024):
```
- conda install -c conda-forge humanize
+ conda install -c conda-forge inflect
```
python-slugify (π₯31 Β· β 1.3K) - Returns unicode slugs. MIT
+python-slugify (π₯33 Β· β 1.5K) - Returns unicode slugs. MIT
-- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 33 Β· π 95 Β· π 65 - 1% open Β· β±οΈ 24.02.2023):
+- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 36 Β· π 110 Β· π¦ 85K Β· π 73 - 2% open Β· β±οΈ 01.03.2024):
```
git clone https://github.com/un33k/python-slugify
```
-- [PyPi](https://pypi.org/project/python-slugify) (π₯ 15M / month Β· π¦ 2.8K Β· β±οΈ 28.01.2023):
+- [PyPi](https://pypi.org/project/python-slugify) (π₯ 20M / month Β· π¦ 1.4K Β· β±οΈ 08.02.2024):
```
pip install python-slugify
```
-- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 1.4M Β· β±οΈ 25.02.2023):
+- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 2.1M Β· β±οΈ 08.02.2024):
```
conda install -c conda-forge python-slugify
```
inflect (π₯31 Β· β 790) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
+chardet (π₯31 Β· β 2.1K Β· π€) - Python character encoding detector. βοΈLGPL-2.1
-- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 47 Β· π 85 Β· π 96 - 20% open Β· β±οΈ 23.02.2023):
+- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 48 Β· π 250 Β· π¦ 6 Β· π 150 - 42% open Β· β±οΈ 01.08.2023):
```
- git clone https://github.com/jaraco/inflect
+ git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 3.6M / month Β· π¦ 930 Β· β±οΈ 20.10.2022):
+- [PyPi](https://pypi.org/project/chardet) (π₯ 68M / month Β· π¦ 5.4K Β· β±οΈ 01.08.2023):
```
- pip install inflect
+ pip install chardet
```
-- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 300K Β· β±οΈ 21.10.2022):
+- [Conda](https://anaconda.org/conda-forge/chardet) (π₯ 23M Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge inflect
+ conda install -c conda-forge chardet
+ ```
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 58 / month Β· π¦ 5 Β· β±οΈ 20.08.2017):
+ ```
+ npm install @pypi/chardet
```
pyahocorasick (π₯29 Β· β 780) - Python module (C extension and plain python) implementing Aho-.. BSD-3
+pyahocorasick (π₯29 Β· β 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3
-- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 29 Β· π 120 Β· π¦ 1.6K Β· π 130 - 18% open Β· β±οΈ 14.01.2023):
+- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 30 Β· π 120 Β· π₯ 50 Β· π¦ 2.8K Β· π 130 - 18% open Β· β±οΈ 21.03.2024):
```
git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 620K / month Β· π¦ 99 Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 830K / month Β· π¦ 140 Β· β±οΈ 21.03.2024):
```
pip install pyahocorasick
```
-- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 180K Β· β±οΈ 16.01.2023):
+- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 220K Β· β±οΈ 21.03.2024):
```
conda install -c conda-forge pyahocorasick
```
coolname (π₯24 Β· β 110) - Random Name and Slug Generator. BSD-2
-
-- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 3 Β· π 11 Β· π¦ 1.2K Β· π 9 - 22% open Β· β±οΈ 09.01.2023):
-
- ```
- git clone https://github.com/alexanderlukanin13/coolname
- ```
-- [PyPi](https://pypi.org/project/coolname) (π₯ 340K / month Β· π¦ 47 Β· β±οΈ 09.01.2023):
- ```
- pip install coolname
- ```
-- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 46K Β· β±οΈ 09.01.2023):
- ```
- conda install -c conda-forge coolname
- ```
-price-parser (π₯21 Β· β 260) - Extract price amount and currency symbol from a raw text string. BSD-3
+price-parser (π₯21 Β· β 300 Β· π€) - Extract price amount and currency symbol from a raw text.. BSD-3
-- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 13 Β· π 44 Β· π¦ 340 Β· π 28 - 67% open Β· β±οΈ 22.11.2022):
+- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 14 Β· π 48 Β· π¦ 420 Β· π 39 - 66% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/scrapinghub/price-parser
```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 81K / month Β· π¦ 2 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 120K / month Β· π¦ 32 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
Show 2 hidden projects...
+Show 4 hidden projects...
-- awesome-slugify (π₯22 Β· β 470 Β· π) - Python flexible slugify function. βοΈGPL-3.0
-- millify (π₯15 Β· β 76 Β· π) - Convert long numbers into a human-readable format in Python. MIT
+- humanize (π₯30 Β· β 1.7K Β· π) - python humanize functions. MIT
+- coolname (π₯22 Β· β 130 Β· π) - Random Name and Slug Generator. BSD-2
+- awesome-slugify (π₯20 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
+- millify (π₯16 Β· β 83 Β· π) - Convert long numbers into a human-readable format in Python. MIT
@@ -2731,7 +2593,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-π best-of-web-python ( β 1.8K) - A ranked list of awesome python libraries for web development. Updated..
+π best-of-web-python ( β 2.2K) - A ranked list of awesome python libraries for web development. Updated..
@@ -2741,778 +2603,741 @@ _General-purpose data containers as well as utilities & extensions for pandas._
_Libraries for connecting to, operating, and querying databases._
-redis (π₯44 Β· β 11K) - Redis Python Client. MIT
-
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 380 Β· π 2.3K Β· π 1.4K - 10% open Β· β±οΈ 19.02.2023):
-
- ```
- git clone https://github.com/redis/redis-py
- ```
-- [PyPi](https://pypi.org/project/redis) (π₯ 27M / month Β· π¦ 27K Β· β±οΈ 11.01.2023):
- ```
- pip install redis
- ```
-- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 910K Β· β±οΈ 09.02.2023):
- ```
- conda install -c conda-forge redis-py
- ```
-boto3 (π₯44 Β· β 7.9K) - AWS SDK for Python. Apache-2
+boto3 (π₯48 Β· β 8.8K Β· π) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 140 Β· π 1.7K Β· π¦ 280K Β· π 2.9K - 5% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 160 Β· π 1.8K Β· π¦ 440K Β· π 3.3K - 5% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 520M / month Β· π¦ 17K Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 1.3B / month Β· π¦ 11K Β· β±οΈ 05.06.2024):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 14M Β· β±οΈ 08.03.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 20M Β· β±οΈ 06.06.2024):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯44 Β· β 6.9K) - The Database Toolkit for Python. MIT
+SQLAlchemy (π₯46 Β· β 9K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 610 Β· π 1.1K Β· π₯ 40K Β· π¦ 530K Β· π 7.2K - 2% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 710 Β· π 1.3K Β· π₯ 48K Β· π¦ 790K Β· π 7.8K - 2% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 81M / month Β· π¦ 47K Β· β±οΈ 26.01.2023):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 120M / month Β· π¦ 11K Β· β±οΈ 05.05.2024):
```
pip install SQLAlchemy
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 11M Β· β±οΈ 06.03.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 15M Β· β±οΈ 06.05.2024):
```
conda install -c conda-forge sqlalchemy
```
azure-storage-blob (π₯42 Β· β 3.5K) - This repository is for active development of the Azure SDK.. MIT
+azure-storage-blob (π₯43 Β· β 4.3K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 540 Β· π 2.2K Β· π¦ 2.2K Β· π 7.9K - 12% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 720 Β· π 2.7K Β· π¦ 2.5K Β· π 9.8K - 10% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 37M / month Β· π¦ 620 Β· β±οΈ 15.06.2022):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 52M / month Β· π¦ 880 Β· β±οΈ 08.05.2024):
```
pip install azure-storage-blob
```
-- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 890K Β· β±οΈ 23.02.2023):
+- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 1.1M Β· β±οΈ 09.05.2024):
```
conda install -c conda-forge azure-storage-blob
```
peewee (π₯41 Β· β 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT
+redis (π₯42 Β· β 12K) - Redis Python client. MIT
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 21K Β· β±οΈ 05.03.2023):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 440 Β· π 2.5K Β· π 1.7K - 13% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/coleifer/peewee
+ git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 1.3M / month Β· π¦ 3.7K Β· β±οΈ 11.11.2022):
+- [PyPi](https://pypi.org/project/redis) (π₯ 41M / month Β· π¦ 5.5K Β· β±οΈ 06.06.2024):
```
- pip install peewee
+ pip install redis
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 480K Β· β±οΈ 27.02.2023):
+- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.2M Β· β±οΈ 06.06.2024):
```
- conda install -c conda-forge peewee
+ conda install -c conda-forge redis-py
```
google-cloud-storage (π₯40 Β· β 4.1K) - Google Cloud Client Library for Python. Apache-2
+google-cloud-storage (π₯42 Β· β 4.7K) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 330 Β· π 1.4K Β· π 3.4K - 1% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 520 Β· π 1.5K Β· π 3.8K - 2% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 54M / month Β· π¦ 1.7K Β· β±οΈ 07.12.2022):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 75M / month Β· π¦ 1.6K Β· β±οΈ 18.03.2024):
```
pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.1M Β· β±οΈ 07.12.2022):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 4.5M Β· β±οΈ 19.03.2024):
```
conda install -c conda-forge google-cloud-storage
```
MongoEngine (π₯40 Β· β 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT
+elasticsearch (π₯42 Β· β 4.2K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 380 Β· π 1.2K Β· π¦ 20K Β· π 1.7K - 22% open Β· β±οΈ 03.03.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.9K Β· π¦ 49K Β· π 1.1K - 5% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/MongoEngine/mongoengine
+ git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.1M / month Β· π¦ 3.6K Β· β±οΈ 20.01.2023):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 28M / month Β· π¦ 1.4K Β· β±οΈ 06.06.2024):
```
- pip install mongoengine
+ pip install elasticsearch
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 190K Β· β±οΈ 21.01.2023):
+- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 1M Β· β±οΈ 25.05.2024):
```
- conda install -c conda-forge mongoengine
+ conda install -c conda-forge elasticsearch
```
elasticsearch (π₯40 Β· β 3.9K) - Official Elasticsearch client library for Python. Apache-2
+peewee (π₯41 Β· β 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 190 Β· π 1.1K Β· π₯ 2.7K Β· π¦ 36K Β· π 1K - 3% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 30K Β· π 2.4K - 0% open Β· β±οΈ 22.05.2024):
```
- git clone https://github.com/elastic/elasticsearch-py
+ git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 15M / month Β· π¦ 6K Β· β±οΈ 27.01.2023):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 2.6M / month Β· π¦ 900 Β· β±οΈ 10.05.2024):
```
- pip install elasticsearch
+ pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 780K Β· β±οΈ 23.02.2023):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 670K Β· β±οΈ 18.04.2024):
```
- conda install -c conda-forge elasticsearch
+ conda install -c conda-forge peewee
```
PyMySQL (π₯39 Β· β 7.2K) - Pure Python MySQL Client. MIT
+PyMySQL (π₯40 Β· β 7.6K) - MySQL client library for Python. MIT
-- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.4K Β· π¦ 160K Β· π 630 - 5% open Β· β±οΈ 06.02.2023):
+- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.4K Β· π¦ 220K Β· π 660 - 2% open Β· β±οΈ 21.05.2024):
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 46M / month Β· π¦ 11K Β· β±οΈ 09.01.2021):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 50M / month Β· π¦ 7 Β· β±οΈ 21.05.2024):
```
pip install PyMySQL
```
-- [Conda](https://anaconda.org/conda-forge/pymysql) (π₯ 1M Β· β±οΈ 09.01.2021):
+- [Conda](https://anaconda.org/conda-forge/pymysql) (π₯ 1.4M Β· β±οΈ 26.06.2023):
```
conda install -c conda-forge pymysql
```
alembic (π₯39 Β· β 1.8K) - A database migrations tool for SQLAlchemy. MIT
+python-bigquery (π₯39 Β· β 720) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 160 Β· π 180 Β· π¦ 150K Β· π 930 - 10% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 160 Β· π 280 Β· π¦ 30K Β· π 660 - 7% open Β· β±οΈ 04.06.2024):
```
- git clone https://github.com/sqlalchemy/alembic
+ git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 22M / month Β· π¦ 11K Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 48M / month Β· π¦ 880 Β· β±οΈ 04.06.2024):
```
- pip install alembic
+ pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 3.1M Β· β±οΈ 08.03.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.9M Β· β±οΈ 05.06.2024):
```
- conda install -c conda-forge alembic
+ conda install -c conda-forge google-cloud-bigquery
```
kafka-python (π₯38 Β· β 5.1K) - Python client for Apache Kafka. Apache-2
+Ibis (π₯38 Β· β 4.4K) - the portable Python dataframe library. Apache-2
-- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 210 Β· π 1.3K Β· π₯ 1.8K Β· π¦ 17K Β· π 1.5K - 19% open Β· β±οΈ 02.03.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 310 Β· π 540 Β· π₯ 150 Β· π¦ 1.6K Β· π 2.9K - 9% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/dpkp/kafka-python
+ git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 15M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 190K / month Β· π¦ 67 Β· β±οΈ 02.06.2024):
```
- pip install kafka-python
+ pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/kafka-python) (π₯ 380K Β· β±οΈ 30.09.2020):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 340K Β· β±οΈ 13.05.2024):
```
- conda install -c conda-forge kafka-python
+ conda install -c conda-forge ibis-framework
```
python-bigquery (π₯38 Β· β 580) - Google BigQuery API client library. Apache-2
+MongoEngine (π₯38 Β· β 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 120 Β· π 230 Β· π¦ 18K Β· π 550 - 18% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 24K Β· π 1.7K - 22% open Β· β±οΈ 10.03.2024):
```
- git clone https://github.com/googleapis/python-bigquery
+ git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 43M / month Β· π¦ 1.1K Β· β±οΈ 09.06.2022):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.1M / month Β· π¦ 390 Β· β±οΈ 07.03.2024):
```
- pip install google-cloud-bigquery
+ pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.4M Β· β±οΈ 23.02.2023):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 250K Β· β±οΈ 28.09.2023):
```
- conda install -c conda-forge google-cloud-bigquery
+ conda install -c conda-forge mongoengine
```
pymongo (π₯37 Β· β 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2
+pymongo (π₯38 Β· β 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.1K Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1.1K Β· β±οΈ 05.06.2024):
```
git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 20M / month Β· π¦ 20K Β· β±οΈ 25.01.2023):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 29M / month Β· π¦ 4K Β· β±οΈ 04.06.2024):
```
pip install pymongo
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 980K Β· β±οΈ 18.11.2022):
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.8M Β· β±οΈ 05.06.2024):
```
conda install -c conda-forge pymongo
```
AWS Data Wrangler (π₯36 Β· β 3.3K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
+AWS Data Wrangler (π₯38 Β· β 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 120 Β· π 580 Β· π₯ 180K Β· π¦ 900 Β· π 880 - 4% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 150 Β· π 670 Β· π₯ 240K Β· π¦ 1.6K Β· π 1.1K - 3% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 21M / month Β· π¦ 49 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 46M / month Β· π¦ 97 Β· β±οΈ 05.06.2024):
```
pip install awswrangler
```
-- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 320K Β· β±οΈ 03.03.2023):
+- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 500K Β· β±οΈ 05.06.2024):
```
conda install -c conda-forge awswrangler
```
Ibis (π₯36 Β· β 2.5K) - Expressive analytics in Python at any scale. Apache-2
+sqlmodel (π₯37 Β· β 13K Β· π) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 130 Β· π 400 Β· π₯ 57 Β· π¦ 440 Β· π 2K - 4% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 77 Β· π 610 Β· π¦ 13K Β· π 390 - 60% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/ibis-project/ibis
+ git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 86K / month Β· π¦ 51 Β· β±οΈ 25.01.2023):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 1.4M / month Β· π¦ 360 Β· β±οΈ 04.06.2024):
```
- pip install ibis-framework
+ pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 270K Β· β±οΈ 27.01.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 31K Β· β±οΈ 04.06.2024):
```
- conda install -c conda-forge ibis-framework
+ conda install -c conda-forge sqlmodel
```
SQLAlchemy-Utils (π₯36 Β· β 1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
+kafka-python (π₯37 Β· β 5.5K) - Python client for Apache Kafka. Apache-2
-- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 110 Β· π 300 Β· π¦ 21K Β· π 410 - 42% open Β· β±οΈ 03.03.2023):
+- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 220 Β· π 1.4K Β· π₯ 1.8K Β· π¦ 26K Β· π 1.5K - 20% open Β· β±οΈ 08.03.2024):
```
- git clone https://github.com/kvesteri/sqlalchemy-utils
+ git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 12M / month Β· π¦ 2.1K Β· β±οΈ 23.12.2022):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 13M / month Β· π¦ 690 Β· β±οΈ 30.09.2020):
```
- pip install sqlalchemy-utils
+ pip install kafka-python
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 440K Β· β±οΈ 12.02.2023):
+- [Conda](https://anaconda.org/conda-forge/kafka-python) (π₯ 440K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge sqlalchemy-utils
+ conda install -c conda-forge kafka-python
```
libcloud (π₯35 Β· β 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
+Elasticsearch DSL (π₯37 Β· β 3.8K) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 460 Β· π 890 Β· π¦ 2.8K Β· π 180 - 38% open Β· β±οΈ 30.01.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 140 Β· π 800 Β· π₯ 200 Β· π¦ 10K Β· π 1.3K - 3% open Β· β±οΈ 30.05.2024):
```
- git clone https://github.com/apache/libcloud
+ git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 170K / month Β· π¦ 850 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 4.5M / month Β· π¦ 340 Β· β±οΈ 30.04.2024):
```
- pip install apache-libcloud
+ pip install elasticsearch-dsl
+ ```
+- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl):
+ ```
+ conda install -c anaconda elasticsearch-dsl
```
s3fs (π₯35 Β· β 650) - S3 Filesystem. BSD-3
+alembic (π₯36 Β· β 2.5K Β· π) - A database migrations tool for SQLAlchemy. MIT
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 110 Β· π 220 Β· π¦ 13K Β· π 370 - 26% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 180 Β· π 230 Β· π¦ 220K Β· π 1.1K - 10% open Β· β±οΈ 24.04.2024):
```
- git clone https://github.com/fsspec/s3fs
+ git clone https://github.com/sqlalchemy/alembic
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 79M / month Β· π¦ 590 Β· β±οΈ 20.01.2023):
+- [PyPi](https://pypi.org/project/alembic) (π₯ 41M / month Β· π¦ 1.5K Β· β±οΈ 20.12.2023):
```
- pip install s3fs
+ pip install alembic
```
-- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 5.2M Β· β±οΈ 04.03.2023):
+- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 4.7M Β· β±οΈ 13.01.2024):
```
- conda install -c conda-forge s3fs
+ conda install -c conda-forge alembic
```
Elasticsearch DSL (π₯34 Β· β 3.6K) - High level Python client for Elasticsearch. Apache-2
+SQLAlchemy-Utils (π₯36 Β· β 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 780 Β· π₯ 160 Β· π¦ 8.6K Β· π 1.3K - 11% open Β· β±οΈ 01.03.2023):
+- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 320 Β· π¦ 30K Β· π 440 - 45% open Β· β±οΈ 22.03.2024):
```
- git clone https://github.com/elastic/elasticsearch-dsl-py
+ git clone https://github.com/kvesteri/sqlalchemy-utils
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 2.8M / month Β· π¦ 970 Β· β±οΈ 15.07.2021):
+- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 7.3M / month Β· π¦ 860 Β· β±οΈ 24.03.2024):
```
- pip install elasticsearch-dsl
+ pip install sqlalchemy-utils
```
-- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 6.7K Β· β±οΈ 02.05.2022):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 580K Β· β±οΈ 24.03.2024):
```
- conda install -c anaconda elasticsearch-dsl
+ conda install -c conda-forge sqlalchemy-utils
```
confluent-kafka-python (π₯34 Β· β 3.2K Β· π) - Confluents Kafka Python Client. Apache-2
+s3fs (π₯36 Β· β 830) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 810 Β· π 1.1K - 22% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 140 Β· π 270 Β· π¦ 18K Β· π 470 - 29% open Β· β±οΈ 04.06.2024):
```
- git clone https://github.com/confluentinc/confluent-kafka-python
+ git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 8.8M / month Β· π¦ 400 Β· β±οΈ 24.01.2023):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 260M / month Β· π¦ 950 Β· β±οΈ 04.06.2024):
```
- pip install confluent-kafka
+ pip install s3fs
```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 650K Β· β±οΈ 28.10.2022):
+- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.9M Β· β±οΈ 04.06.2024):
```
- conda install -c conda-forge python-confluent-kafka
+ conda install -c conda-forge s3fs
```
tortoise-orm (π₯33 Β· β 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+tortoise-orm (π₯35 Β· β 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 300 Β· π₯ 10 Β· π¦ 5.1K Β· π 900 - 47% open Β· β±οΈ 12.02.2023):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 130 Β· π 350 Β· π₯ 13 Β· π¦ 7.8K Β· π 1.1K - 50% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 93K / month Β· π¦ 85 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 140K / month Β· π¦ 160 Β· β±οΈ 01.06.2024):
```
pip install tortoise-orm
```
-- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 10K Β· β±οΈ 03.02.2023):
+- [Conda](https://anaconda.org/conda-forge/tortoise-orm):
```
conda install -c conda-forge tortoise-orm
```
Databases (π₯33 Β· β 3.3K) - Async database support for Python. BSD-3
+Motor (π₯35 Β· β 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/encode/databases) (π¨βπ» 52 Β· π 230 Β· π¦ 18K Β· π 310 - 40% open Β· β±οΈ 16.01.2023):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 52 Β· π 210 Β· π¦ 91K Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/encode/databases
+ git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/databases) (π₯ 390K / month Β· π¦ 110 Β· β±οΈ 18.12.2022):
+- [PyPi](https://pypi.org/project/motor) (π₯ 2M / month Β· π¦ 560 Β· β±οΈ 26.03.2024):
```
- pip install databases
+ pip install motor
```
-- [Conda](https://anaconda.org/conda-forge/databases) (π₯ 170K Β· β±οΈ 02.11.2022):
+- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 68K Β· β±οΈ 26.03.2024):
```
- conda install -c conda-forge databases
+ conda install -c conda-forge motor
```
Prometheus Client (π₯33 Β· β 3.3K) - Prometheus instrumentation library for Python.. Apache-2
+s3transfer (π₯35 Β· β 200) - Amazon S3 Transfer Manager for Python. Apache-2
-- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 130 Β· π 710 Β· π 470 - 16% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 39 Β· π 130 Β· π¦ 290K Β· π 87 - 58% open Β· β±οΈ 23.05.2024):
```
- git clone https://github.com/prometheus/client_python
+ git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 19M / month Β· π¦ 570 Β· β±οΈ 23.01.2023):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 340M / month Β· π¦ 670 Β· β±οΈ 14.03.2024):
```
- pip install prometheus_client
+ pip install s3transfer
```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 9.6M Β· β±οΈ 24.01.2023):
+- [Conda](https://anaconda.org/conda-forge/s3transfer):
```
- conda install -c conda-forge prometheus_client
+ conda install -c conda-forge s3transfer
```
PynamoDB (π₯33 Β· β 2.1K) - A pythonic interface to Amazons DynamoDB. MIT
+Prometheus Client (π₯34 Β· β 3.8K) - Prometheus instrumentation library for Python.. Apache-2
-- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 100 Β· π 410 Β· π¦ 1.3K Β· π 620 - 42% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 150 Β· π 790 Β· π 550 - 19% open Β· β±οΈ 28.05.2024):
```
- git clone https://github.com/pynamodb/PynamoDB
+ git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.3M / month Β· π¦ 160 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 36M / month Β· π¦ 1.5K Β· β±οΈ 14.02.2024):
```
- pip install pynamodb
+ pip install prometheus_client
```
-- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 270K Β· β±οΈ 21.02.2023):
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 17M Β· β±οΈ 14.02.2024):
```
- conda install -c conda-forge pynamodb
+ conda install -c conda-forge prometheus_client
```
Motor (π₯33 Β· β 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
+Databases (π₯34 Β· β 3.7K) - Async database support for Python. BSD-3
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 41 Β· π 190 Β· π¦ 53K Β· β±οΈ 17.02.2023):
+- [GitHub](https://github.com/encode/databases) (π¨βπ» 59 Β· π 260 Β· π¦ 23K Β· π 330 - 39% open Β· β±οΈ 01.03.2024):
```
- git clone https://github.com/mongodb/motor
+ git clone https://github.com/encode/databases
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 1.4M / month Β· π¦ 1.1K Β· β±οΈ 25.10.2022):
+- [PyPi](https://pypi.org/project/databases) (π₯ 720K / month Β· π¦ 160 Β· β±οΈ 01.03.2024):
```
- pip install motor
+ pip install databases
```
-- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 54K Β· β±οΈ 25.10.2022):
+- [Conda](https://anaconda.org/conda-forge/databases):
```
- conda install -c conda-forge motor
+ conda install -c conda-forge databases
```
pygsheets (π₯33 Β· β 1.4K) - Google Sheets Python API v4. MIT
+mysqlclient (π₯34 Β· β 2.4K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
-- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 87 Β· π 200 Β· π¦ 1.7K Β· π 380 - 13% open Β· β±οΈ 09.02.2023):
+- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 84 Β· π 430 Β· π₯ 5.3K Β· π¦ 170K Β· π 340 - 3% open Β· β±οΈ 08.02.2024):
```
- git clone https://github.com/nithinmurali/pygsheets
+ git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.5M / month Β· π¦ 82 Β· β±οΈ 30.11.2022):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 8.3M / month Β· π¦ 800 Β· β±οΈ 08.02.2024):
```
- pip install pygsheets
+ pip install mysqlclient
+ ```
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 370K Β· β±οΈ 10.03.2024):
+ ```
+ conda install -c conda-forge mysqlclient
```
Cassandra Driver (π₯33 Β· β 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2
+Cassandra Driver (π₯34 Β· β 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
-- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 190 Β· π 500 Β· π¦ 4.7K Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 540 Β· π¦ 7K Β· β±οΈ 31.05.2024):
```
git clone https://github.com/datastax/python-driver
```
-- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.4M / month Β· π¦ 680 Β· β±οΈ 18.03.2021):
+- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 2.1M / month Β· π¦ 200 Β· β±οΈ 20.03.2024):
```
pip install cassandra-driver
```
-- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 150K Β· β±οΈ 07.11.2022):
+- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 220K Β· β±οΈ 20.03.2024):
```
conda install -c conda-forge cassandra-driver
```
neo4j-driver (π₯33 Β· β 780) - Neo4j Bolt driver for Python. Apache-2
+PyPika (π₯33 Β· β 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 170 Β· π¦ 4K Β· π 230 - 3% open Β· β±οΈ 27.02.2023):
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 100 Β· π 290 Β· π¦ 22K Β· π 470 - 44% open Β· β±οΈ 26.04.2024):
```
- git clone https://github.com/neo4j/neo4j-python-driver
+ git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 200K / month Β· π¦ 230 Β· β±οΈ 27.01.2023):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 3.1M / month Β· π¦ 160 Β· β±οΈ 15.03.2022):
```
- pip install neo4j-driver
+ pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 170K Β· β±οΈ 04.03.2023):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 16K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge neo4j-python-driver
+ conda install -c conda-forge pypika
```
sqlmodel (π₯32 Β· β 9.5K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic
+neo4j-driver (π₯33 Β· β 870) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 54 Β· π 400 Β· π¦ 5.3K Β· π 370 - 60% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 43 Β· π 190 Β· π¦ 9.5K Β· π 240 - 1% open Β· β±οΈ 15.05.2024):
```
- git clone https://github.com/tiangolo/sqlmodel
+ git clone https://github.com/neo4j/neo4j-python-driver
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 370K / month Β· π¦ 69 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 130K / month Β· π¦ 61 Β· β±οΈ 26.04.2024):
```
- pip install sqlmodel
+ pip install neo4j-driver
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 8.9K Β· β±οΈ 30.08.2022):
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver):
```
- conda install -c conda-forge sqlmodel
+ conda install -c conda-forge neo4j-python-driver
```
mysqlclient (π₯32 Β· β 2.2K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
+minio (π₯33 Β· β 790) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 73 Β· π 380 Β· π₯ 5.2K Β· π 310 - 7% open Β· β±οΈ 17.01.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 130 Β· π 310 Β· π¦ 7.7K Β· π 560 - 1% open Β· β±οΈ 30.04.2024):
```
- git clone https://github.com/PyMySQL/mysqlclient
+ git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.6M / month Β· π¦ 7.1K Β· β±οΈ 22.06.2022):
+- [PyPi](https://pypi.org/project/minio) (π₯ 2.7M / month Β· π¦ 510 Β· β±οΈ 30.04.2024):
```
- pip install mysqlclient
+ pip install minio
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 230K Β· β±οΈ 28.10.2022):
+- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 170K Β· β±οΈ 01.05.2024):
```
- conda install -c conda-forge mysqlclient
+ conda install -c conda-forge minio
```
PyPika (π₯32 Β· β 1.9K Β· π€) - PyPika is a python SQL query builder that exposes the full.. Apache-2
+pandas-gbq (π₯33 Β· β 420) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 90 Β· π 230 Β· π¦ 12K Β· π 380 - 34% open Β· β±οΈ 15.03.2022):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 51 Β· π 120 Β· π₯ 350 Β· π¦ 10K Β· π 350 - 10% open Β· β±οΈ 04.06.2024):
```
- git clone https://github.com/kayak/pypika
+ git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 2M / month Β· π¦ 64 Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 16M / month Β· π¦ 180 Β· β±οΈ 20.05.2024):
```
- pip install pypika
+ pip install pandas-gbq
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 1.6K Β· β±οΈ 25.10.2021):
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 30.05.2024):
```
- conda install -c conda-forge pypika
+ conda install -c conda-forge pandas-gbq
```
minio (π₯32 Β· β 610) - MinIO Client SDK for Python. Apache-2
+Pony (π₯32 Β· β 3.6K Β· π€) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 110 Β· π 270 Β· π¦ 4.1K Β· π 490 - 1% open Β· β±οΈ 09.01.2023):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 240 Β· π₯ 110 Β· π¦ 4K Β· π 650 - 48% open Β· β±οΈ 25.09.2023):
```
- git clone https://github.com/minio/minio-py
+ git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 1.1M / month Β· π¦ 350 Β· β±οΈ 07.01.2023):
+- [PyPi](https://pypi.org/project/pony) (π₯ 180K / month Β· π¦ 160 Β· β±οΈ 25.09.2023):
```
- pip install minio
+ pip install pony
```
-- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 120K Β· β±οΈ 07.01.2023):
+- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 100K Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge minio
+ conda install -c conda-forge pony
```
pandas-gbq (π₯32 Β· β 360) - Google BigQuery connector for pandas. BSD-3
+PynamoDB (π₯32 Β· β 2.4K) - A pythonic interface to Amazons DynamoDB. MIT
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 40 Β· π 110 Β· π₯ 280 Β· π¦ 6.1K Β· π 290 - 18% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 430 Β· π¦ 1.7K Β· π 660 - 42% open Β· β±οΈ 29.05.2024):
```
- git clone https://github.com/googleapis/python-bigquery-pandas
+ git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 14M / month Β· π¦ 290 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 2.3M / month Β· π¦ 80 Β· β±οΈ 29.05.2024):
```
- pip install pandas-gbq
+ pip install pynamodb
```
-- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.7M Β· β±οΈ 08.02.2023):
+- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 660K Β· β±οΈ 31.05.2024):
```
- conda install -c conda-forge pandas-gbq
+ conda install -c conda-forge pynamodb
```
s3transfer (π₯32 Β· β 160) - Amazon S3 Transfer Manager for Python. Apache-2
+libcloud (π₯32 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 34 Β· π 110 Β· π¦ 170K Β· π 80 - 60% open Β· β±οΈ 24.02.2023):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 930 Β· π 210 - 40% open Β· β±οΈ 27.04.2024):
```
- git clone https://github.com/boto/s3transfer
- ```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 220M / month Β· π¦ 4.3K Β· β±οΈ 31.05.2022):
- ```
- pip install s3transfer
+ git clone https://github.com/apache/libcloud
```
-- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 14M Β· β±οΈ 31.05.2022):
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 180K / month Β· π¦ 160 Β· β±οΈ 10.08.2023):
```
- conda install -c conda-forge s3transfer
+ pip install apache-libcloud
```
influxdb (π₯31 Β· β 1.6K) - Python client for InfluxDB. MIT
+pygsheets (π₯32 Β· β 1.5K) - Google Sheets Python API v4. MIT
-- [GitHub](https://github.com/influxdata/influxdb-python) (π¨βπ» 140 Β· π 500 Β· π¦ 6.8K Β· π 520 - 27% open Β· β±οΈ 15.11.2022):
+- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 91 Β· π 220 Β· π¦ 2.5K Β· π 400 - 15% open Β· β±οΈ 14.01.2024):
```
- git clone https://github.com/influxdata/influxdb-python
- ```
-- [PyPi](https://pypi.org/project/influxdb) (π₯ 1.6M / month Β· π¦ 1.2K Β· β±οΈ 11.11.2020):
- ```
- pip install influxdb
+ git clone https://github.com/nithinmurali/pygsheets
```
-- [Conda](https://anaconda.org/conda-forge/influxdb) (π₯ 110K Β· β±οΈ 12.11.2020):
+- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.8M / month Β· π¦ 76 Β· β±οΈ 30.11.2022):
```
- conda install -c conda-forge influxdb
+ pip install pygsheets
```
dataset (π₯30 Β· β 4.3K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
+Records (π₯31 Β· β 7.1K) - SQL for Humans. ISC
-- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 76 Β· π 280 Β· π¦ 2.9K Β· π 290 - 9% open Β· β±οΈ 30.01.2023):
+- [GitHub](https://github.com/kennethreitz/records) (π¨βπ» 50 Β· π 570 Β· π¦ 1.2K Β· π 130 - 29% open Β· β±οΈ 30.03.2024):
```
- git clone https://github.com/pudo/dataset
+ git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 52K / month Β· π¦ 570 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/records) (π₯ 190K / month Β· π¦ 46 Β· β±οΈ 29.03.2024):
```
- pip install dataset
+ pip install records
```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 4.7K Β· β±οΈ 01.02.2023):
+- [Conda](https://anaconda.org/conda-forge/records):
```
- conda install -c conda-forge dataset
+ conda install -c conda-forge records
```
Pony (π₯30 Β· β 3.2K) - Pony Object Relational Mapper. Apache-2
+influxdb (π₯31 Β· β 1.7K) - Python client for InfluxDB. MIT
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 24 Β· π 220 Β· π₯ 47 Β· π¦ 3.3K Β· π 610 - 46% open Β· β±οΈ 15.12.2022):
+- [GitHub](https://github.com/influxdata/influxdb-python) (π¨βπ» 140 Β· π 520 Β· π 550 - 30% open Β· β±οΈ 17.04.2024):
```
- git clone https://github.com/ponyorm/pony
+ git clone https://github.com/influxdata/influxdb-python
```
-- [PyPi](https://pypi.org/project/pony) (π₯ 80K / month Β· π¦ 350 Β· β±οΈ 27.01.2022):
+- [PyPi](https://pypi.org/project/influxdb) (π₯ 2.3M / month Β· π¦ 350 Β· β±οΈ 18.04.2024):
```
- pip install pony
+ pip install influxdb
```
-- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 86K Β· β±οΈ 28.01.2022):
+- [Conda](https://anaconda.org/conda-forge/influxdb) (π₯ 150K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pony
+ conda install -c conda-forge influxdb
```
cx-Oracle (π₯30 Β· β 850 Β· π€) - Python interface to Oracle Database now superseded by python-.. BSD-3
+cx-Oracle (π₯31 Β· β 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
-- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 340 Β· π¦ 7.1K Β· π 630 - 6% open Β· β±οΈ 08.06.2022):
+- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 8.3K Β· π 650 - 4% open Β· β±οΈ 31.05.2024):
```
git clone https://github.com/oracle/python-cx_Oracle
```
-- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.6M / month Β· π¦ 280 Β· β±οΈ 04.11.2021):
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 3.9M / month Β· π¦ 420 Β· β±οΈ 20.07.2023):
```
pip install cx-Oracle
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 370K Β· β±οΈ 29.10.2022):
+- [Conda](https://anaconda.org/conda-forge/cx_oracle):
```
conda install -c conda-forge cx_oracle
```
redis-py-cluster (π₯29 Β· β 1.1K Β· π€) - Python cluster client for the official redis cluster... MIT
+dataset (π₯30 Β· β 4.7K Β· π€) - Easy-to-use data handling for SQL data stores with support for.. MIT
-- [GitHub](https://github.com/Grokzen/redis-py-cluster) (π¨βπ» 72 Β· π 300 Β· π₯ 3.6K Β· π¦ 1.5K Β· π 290 - 9% open Β· β±οΈ 12.03.2022):
+- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 78 Β· π 300 Β· π¦ 3.9K Β· π 300 - 12% open Β· β±οΈ 12.07.2023):
```
- git clone https://github.com/grokzen/redis-py-cluster
+ git clone https://github.com/pudo/dataset
+ ```
+- [PyPi](https://pypi.org/project/dataset) (π₯ 120K / month Β· π¦ 130 Β· β±οΈ 12.07.2023):
```
-- [PyPi](https://pypi.org/project/redis-py-cluster) (π₯ 2.3M / month Β· π¦ 200 Β· β±οΈ 30.05.2021):
+ pip install dataset
+ ```
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 8.9K Β· β±οΈ 12.07.2023):
```
- pip install redis-py-cluster
+ conda install -c conda-forge dataset
```
pysolr (π₯29 Β· β 630 Β· π€) - Pysolr Python Solr client. BSD-3
+confluent-kafka-python (π₯29 Β· β 3.6K) - Confluents Kafka Python Client. Apache-2
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 65 Β· π 330 Β· π¦ 2.9K Β· π 160 - 23% open Β· β±οΈ 12.04.2022):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 100 Β· π 880 Β· π¦ 10K):
```
- git clone https://github.com/django-haystack/pysolr
+ git clone https://github.com/confluentinc/confluent-kafka-python
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 260K / month Β· π¦ 1.3K Β· β±οΈ 01.06.2022):
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 15M / month Β· π¦ 530 Β· β±οΈ 07.05.2024):
```
- pip install pysolr
+ pip install confluent-kafka
```
-- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 20K Β· β±οΈ 28.04.2020):
+- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 890K Β· β±οΈ 21.05.2024):
```
- conda install -c conda-forge pysolr
+ conda install -c conda-forge python-confluent-kafka
```
piccolos (π₯28 Β· β 980) - A fast, user friendly ORM and query builder which supports asyncio. MIT
+piccolos (π₯29 Β· β 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 38 Β· π 66 Β· π¦ 250 Β· π 300 - 30% open Β· β±οΈ 05.03.2023):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 43 Β· π 85 Β· π¦ 360 Β· π 390 - 32% open Β· β±οΈ 03.06.2024):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 14K / month Β· π¦ 10 Β· β±οΈ 07.01.2023):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 19K / month Β· π¦ 16 Β· β±οΈ 31.05.2024):
```
pip install piccolo
```
HappyBase (π₯27 Β· β 600 Β· π€) - A developer-friendly Python library to interact with Apache HBase. MIT
-
-- [GitHub](https://github.com/python-happybase/happybase) (π¨βπ» 19 Β· π 160 Β· π¦ 730 Β· π 220 - 14% open Β· β±οΈ 12.07.2022):
-
- ```
- git clone https://github.com/python-happybase/happybase
- ```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 170K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
- ```
- pip install happybase
- ```
-- [Conda](https://anaconda.org/conda-forge/happybase) (π₯ 130K Β· β±οΈ 01.07.2019):
- ```
- conda install -c conda-forge happybase
- ```
-cloudant (π₯27 Β· β 170 Β· π€) - A Python library for Cloudant and CouchDB. Apache-2
+pysolr (π₯29 Β· β 660) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/cloudant/python-cloudant) (π¨βπ» 32 Β· π 52 Β· π¦ 2K Β· π 250 - 0% open Β· β±οΈ 10.03.2022):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 72 Β· π 340 Β· π¦ 3.4K Β· π 160 - 18% open Β· β±οΈ 21.05.2024):
```
- git clone https://github.com/cloudant/python-cloudant
+ git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/cloudant) (π₯ 120K / month Β· π¦ 290 Β· β±οΈ 26.08.2021):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 290K / month Β· π¦ 54 Β· β±οΈ 13.10.2023):
```
- pip install cloudant
+ pip install pysolr
```
-- [Conda](https://anaconda.org/conda-forge/cloudant) (π₯ 100K Β· β±οΈ 26.08.2021):
+- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 34K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge cloudant
+ conda install -c conda-forge pysolr
```
prisma (π₯26 Β· β 1K) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2
+prisma (π₯27 Β· β 1.7K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 21 Β· π 43 Β· π¦ 180 Β· π 300 - 49% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 28 Β· π 69 Β· π 390 - 52% open Β· β±οΈ 30.05.2024):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 11K / month Β· π¦ 3 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 92K / month Β· π¦ 16 Β· β±οΈ 24.03.2024):
```
pip install prisma
```
umongo (π₯25 Β· β 430) - sync/async MongoDB ODM, yes. MIT
+HappyBase (π₯27 Β· β 610) - A developer-friendly Python library to interact with Apache HBase. MIT
-- [GitHub](https://github.com/Scille/umongo) (π¨βπ» 15 Β· π 64 Β· π¦ 11K Β· π 200 - 21% open Β· β±οΈ 21.09.2022):
+- [GitHub](https://github.com/python-happybase/happybase) (π¨βπ» 21 Β· π 160 Β· π¦ 860 Β· π 220 - 15% open Β· β±οΈ 04.12.2023):
```
- git clone https://github.com/Scille/umongo
+ git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/umongo) (π₯ 40K / month Β· π¦ 14 Β· β±οΈ 23.12.2021):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 38K / month Β· π¦ 35 Β· β±οΈ 14.05.2019):
```
- pip install umongo
+ pip install happybase
```
-- [Conda](https://anaconda.org/conda-forge/umongo) (π₯ 3.5K Β· β±οΈ 23.12.2021):
+- [Conda](https://anaconda.org/conda-forge/happybase) (π₯ 160K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge umongo
+ conda install -c conda-forge happybase
```
filedepot (π₯23 Β· β 140) - Toolkit for storing files and attachments in web applications. MIT
+ODMantic (π₯26 Β· β 1K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
-- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 720 Β· π 47 - 23% open Β· β±οΈ 04.02.2023):
+- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 19 Β· π 92 Β· π¦ 3.3K Β· π 180 - 50% open Β· β±οΈ 26.04.2024):
```
- git clone https://github.com/amol-/depot
+ git clone https://github.com/art049/odmantic
```
-- [PyPi](https://pypi.org/project/filedepot) (π₯ 4.8K / month Β· π¦ 49 Β· β±οΈ 11.12.2022):
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 30K / month Β· π¦ 8 Β· β±οΈ 26.04.2024):
```
- pip install filedepot
+ pip install odmantic
```
ODMantic (π₯21 Β· β 770) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
+filedepot (π₯25 Β· β 160) - Toolkit for storing files and attachments in web applications. MIT
-- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 17 Β· π 72 Β· π 140 - 43% open Β· β±οΈ 03.01.2023):
+- [GitHub](https://github.com/amol-/depot) (π¨βπ» 21 Β· π 43 Β· π¦ 1.1K Β· π 46 - 15% open Β· β±οΈ 22.02.2024):
```
- git clone https://github.com/art049/odmantic
+ git clone https://github.com/amol-/depot
```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 27K / month Β· π¦ 1 Β· β±οΈ 03.01.2023):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 13K / month Β· π¦ 9 Β· β±οΈ 22.02.2024):
```
- pip install odmantic
+ pip install filedepot
```
PugSQL (π₯20 Β· β 600 Β· π€) - A HugSQL-inspired database library for Python. Apache-2
+aioprometheus (π₯21 Β· β 170) - A Prometheus Python client library for asyncio-based applications. MIT
-- [GitHub](https://github.com/mcfunley/pugsql) (π¨βπ» 12 Β· π 20 Β· π¦ 51 Β· π 38 - 47% open Β· β±οΈ 27.05.2022):
+- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 19 Β· π¦ 330 Β· π 36 - 33% open Β· β±οΈ 27.12.2023):
```
- git clone https://github.com/mcfunley/pugsql
+ git clone https://github.com/claws/aioprometheus
```
-- [PyPi](https://pypi.org/project/pugsql) (π₯ 26K / month Β· π¦ 1 Β· β±οΈ 13.03.2022):
+- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 140K / month Β· π¦ 15 Β· β±οΈ 27.12.2023):
```
- pip install pugsql
+ pip install aioprometheus
```
psycopg3 (π₯18 Β· β 960) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
+psycopg3 (π₯19 Β· β 1.5K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 35 Β· π 92 Β· π 280 - 12% open Β· β±οΈ 16.02.2023):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 56 Β· π 150 Β· π 460 - 7% open Β· β±οΈ 04.06.2024):
```
git clone https://github.com/psycopg/psycopg
```
aioprometheus (π₯18 Β· β 130 Β· π€) - A Prometheus Python client library for asyncio-based.. MIT
-
-- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 16 Β· π¦ 120 Β· π 25 - 28% open Β· β±οΈ 24.05.2022):
+Show 17 hidden projects...
- ```
- git clone https://github.com/claws/aioprometheus
- ```
-- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 110K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
- ```
- pip install aioprometheus
- ```
-Show 14 hidden projects...
-
-- psycopg2 (π₯38 Β· β 2.9K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
-- pyodbc (π₯32 Β· β 2.6K) - Python ODBC bridge. βοΈMIT-0
-- google-cloud-bigtable (π₯31 Β· β 46) - Google Cloud Bigtable API client library. Apache-2
-- Records (π₯29 Β· β 6.9K Β· π) - SQL for Humans. ISC
-- py2neo (π₯29 Β· β 1.2K Β· π) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
-- gino (π₯28 Β· β 2.5K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
+- psycopg2 (π₯38 Β· β 3.2K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
+- pyodbc (π₯35 Β· β 2.9K) - Python ODBC bridge. βοΈMIT-0
+- google-cloud-bigtable (π₯31 Β· β 63) - Google Cloud Bigtable API client library. Apache-2
+- gino (π₯29 Β· β 2.7K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
+- redis-py-cluster (π₯29 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
+- umongo (π₯28 Β· β 440 Β· π) - sync/async MongoDB ODM, yes. MIT
+- cloudant (π₯28 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
- mongo-connector (π₯27 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
-- pyhdb (π₯24 Β· β 300 Β· π) - SAP HANA Connector in pure Python. Apache-2
-- PyMODM (π₯22 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
-- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
-- Queries (π₯19 Β· β 250 Β· π) - PostgreSQL database access simplified. BSD-3
-- gsheets-db-api (π₯19 Β· β 190 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
-- lazydata (π₯16 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
-- SuperSQLite (π₯15 Β· β 700 Β· π) - A supercharged SQLite library for Python. MIT
+- pyhdb (π₯24 Β· β 320 Β· π) - SAP HANA Connector in pure Python. Apache-2
+- PyMODM (π₯21 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
+- gsheets-db-api (π₯21 Β· β 210 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
+- py2neo (π₯21 Β· β 14 Β· π€) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
+- PugSQL (π₯20 Β· β 670 Β· π) - A HugSQL-inspired database library for Python. Apache-2
+- db.py (π₯19 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
+- Queries (π₯19 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
+- SuperSQLite (π₯15 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
+- lazydata (π₯15 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
@@ -3522,270 +3347,298 @@ _Libraries for connecting to, operating, and querying databases._
_Libraries for loading, collecting, and extracting data from a variety of data sources and formats._
-Faker (π₯43 Β· β 15K) - Faker is a Python package that generates fake data for you. MIT
+Datasets (π₯43 Β· β 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 510 Β· π 1.7K Β· π¦ 110K Β· π 620 - 3% open Β· β±οΈ 03.03.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 560 Β· π 2.5K Β· π¦ 51K Β· π 2.9K - 24% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/joke2k/faker
+ git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 7.7M / month Β· π¦ 3K Β· β±οΈ 24.01.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 10M / month Β· π¦ 1.7K Β· β±οΈ 03.06.2024):
```
- pip install Faker
+ pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 720K Β· β±οΈ 03.03.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 790K Β· β±οΈ 03.06.2024):
```
- conda install -c conda-forge faker
+ conda install -c conda-forge datasets
```
Datasets (π₯41 Β· β 15K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
+Faker (π₯43 Β· β 17K) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 500 Β· π 2K Β· π¦ 12K Β· π 2.1K - 24% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 580 Β· π 1.9K Β· π¦ 220K Β· π 720 - 2% open Β· β±οΈ 04.06.2024):
```
- git clone https://github.com/huggingface/datasets
+ git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 2.5M / month Β· π¦ 380 Β· β±οΈ 26.01.2023):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 16M / month Β· π¦ 1.8K Β· β±οΈ 04.06.2024):
```
- pip install datasets
+ pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 200K Β· β±οΈ 02.03.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 950K Β· β±οΈ 05.06.2024):
```
- conda install -c conda-forge datasets
+ conda install -c conda-forge faker
```
xlwings (π₯37 Β· β 2.5K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
+Tablib (π₯36 Β· β 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 57 Β· π 460 Β· π₯ 24K Β· π¦ 27K Β· π 1.7K - 15% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 130 Β· π 590 Β· π¦ 98K Β· π 260 - 12% open Β· β±οΈ 05.04.2024):
```
- git clone https://github.com/xlwings/xlwings
+ git clone https://github.com/jazzband/tablib
```
-- [PyPi](https://pypi.org/project/xlwings) (π₯ 88K / month Β· π¦ 630 Β· β±οΈ 29.01.2023):
+- [PyPi](https://pypi.org/project/tablib) (π₯ 1.9M / month Β· π¦ 170 Β· β±οΈ 04.04.2024):
```
- pip install xlwings
+ pip install tablib
```
-- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 560K Β· β±οΈ 06.03.2023):
+- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 98K Β· β±οΈ 04.04.2024):
```
- conda install -c conda-forge xlwings
+ conda install -c conda-forge tablib
```
Tablib (π₯36 Β· β 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+xlwings (π₯36 Β· β 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 570 Β· π¦ 34K Β· π 250 - 14% open Β· β±οΈ 05.03.2023):
+- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 65 Β· π 480 Β· π₯ 17K Β· π¦ 31K Β· π 1.9K - 18% open Β· β±οΈ 03.06.2024):
```
- git clone https://github.com/jazzband/tablib
+ git clone https://github.com/xlwings/xlwings
```
-- [PyPi](https://pypi.org/project/tablib) (π₯ 1.5M / month Β· π¦ 1.3K Β· β±οΈ 10.12.2022):
+- [PyPi](https://pypi.org/project/xlwings) (π₯ 160K / month Β· π¦ 150 Β· β±οΈ 03.06.2024):
```
- pip install tablib
+ pip install xlwings
```
-- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 83K Β· β±οΈ 16.01.2023):
+- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 770K Β· β±οΈ 04.06.2024):
```
- conda install -c conda-forge tablib
+ conda install -c conda-forge xlwings
```
xmltodict (π₯34 Β· β 5.1K Β· π€) - Python module that makes working with XML feel like you are.. MIT
+xmltodict (π₯35 Β· β 5.4K) - Python module that makes working with XML feel like you are working.. MIT
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 460 Β· π¦ 51K Β· π 230 - 31% open Β· β±οΈ 08.05.2022):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 51 Β· π 460 Β· π¦ 67K Β· π 260 - 36% open Β· β±οΈ 03.05.2024):
```
git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 22M / month Β· π¦ 5.1K Β· β±οΈ 08.05.2022):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 48M / month Β· π¦ 2.9K Β· β±οΈ 08.05.2022):
```
pip install xmltodict
```
-- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 2.4M Β· β±οΈ 08.05.2022):
+- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 4M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge xmltodict
```
python-magic (π₯34 Β· β 2.3K) - A python wrapper for libmagic. MIT
+python-magic (π₯35 Β· β 2.6K) - A python wrapper for libmagic. MIT
-- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 58 Β· π 260 Β· π¦ 39K Β· π 190 - 17% open Β· β±οΈ 23.01.2023):
+- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 63 Β· π 270 Β· π¦ 58K Β· π 210 - 8% open Β· β±οΈ 26.05.2024):
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 6.5M / month Β· π¦ 3.1K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 9.2M / month Β· π¦ 1.4K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
-- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 190K Β· β±οΈ 03.11.2022):
+- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 260K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge python-magic
```
csvkit (π₯33 Β· β 5.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
+gdown (π₯34 Β· β 4K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
-- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 100 Β· π 580 Β· π¦ 1.3K Β· π 870 - 7% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 24 Β· π 330 Β· π¦ 32K Β· π 170 - 19% open Β· β±οΈ 12.05.2024):
```
- git clone https://github.com/wireservice/csvkit
+ git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 160K / month Β· π¦ 370 Β· β±οΈ 03.01.2023):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.5M / month Β· π¦ 800 Β· β±οΈ 12.05.2024):
```
- pip install csvkit
+ pip install gdown
```
-- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 82K Β· β±οΈ 22.02.2023):
+- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 280K Β· β±οΈ 12.05.2024):
```
- conda install -c conda-forge csvkit
+ conda install -c conda-forge gdown
```
smart-open (π₯32 Β· β 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+smart-open (π₯34 Β· β 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- [GitHub](https://github.com/RaRe-Technologies/smart_open) (π¨βπ» 100 Β· π 340 Β· π 380 - 19% open Β· β±οΈ 19.01.2023):
+- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 120 Β· π 380 Β· π 390 - 16% open Β· β±οΈ 08.05.2024):
```
git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 14M / month Β· π¦ 560 Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 25M / month Β· π¦ 510 Β· β±οΈ 26.03.2024):
```
pip install smart-open
```
-- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 1.6M Β· β±οΈ 08.01.2023):
+- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 2.5M Β· β±οΈ 26.03.2024):
```
conda install -c conda-forge smart_open
```
gdown (π₯31 Β· β 2.9K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
+csvkit (π₯33 Β· β 5.9K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 16 Β· π 270 Β· π¦ 15K Β· π 130 - 7% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.6K Β· π 910 - 3% open Β· β±οΈ 22.05.2024):
```
- git clone https://github.com/wkentaro/gdown
+ git clone https://github.com/wireservice/csvkit
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.1M / month Β· π¦ 280 Β· β±οΈ 05.12.2022):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 140K / month Β· π¦ 39 Β· β±οΈ 01.05.2024):
```
- pip install gdown
+ pip install csvkit
```
-- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 150K Β· β±οΈ 21.02.2023):
+- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 110K Β· β±οΈ 02.05.2024):
```
- conda install -c conda-forge gdown
+ conda install -c conda-forge csvkit
```
pandas-datareader (π₯30 Β· β 2.6K Β· π€) - Extract data from a wide range of Internet sources.. BSD-3
+pandas-datareader (π₯32 Β· β 2.8K Β· π€) - Extract data from a wide range of Internet sources.. BSD-3
-- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 85 Β· π 620 Β· π 510 - 22% open Β· β±οΈ 16.03.2022):
+- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 92 Β· π 670 Β· π¦ 24K Β· π 540 - 26% open Β· β±οΈ 24.10.2023):
```
git clone https://github.com/pydata/pandas-datareader
```
-- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 580K / month Β· π¦ 790 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 500K / month Β· π¦ 260 Β· β±οΈ 13.07.2021):
```
pip install pandas-datareader
```
-- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 260K Β· β±οΈ 14.07.2021):
+- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 360K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandas-datareader
```
Intake (π₯30 Β· β 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
+Intake (π₯32 Β· β 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
-- [GitHub](https://github.com/intake/intake) (π¨βπ» 80 Β· π 120 Β· π¦ 920 Β· π 340 - 28% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/intake/intake) (π¨βπ» 89 Β· π 140 Β· π¦ 2.4K Β· π 380 - 28% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 19K / month Β· π¦ 110 Β· β±οΈ 26.08.2022):
+- [PyPi](https://pypi.org/project/intake) (π₯ 67K / month Β· π¦ 170 Β· β±οΈ 24.04.2024):
```
pip install intake
```
-- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 350K Β· β±οΈ 13.02.2023):
+- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 590K Β· β±οΈ 24.04.2024):
```
conda install -c conda-forge intake
```
snorkel (π₯29 Β· β 5.4K) - A system for quickly generating training data with weak supervision. Apache-2
+snorkel (π₯31 Β· β 5.7K) - A system for quickly generating training data with weak supervision. Apache-2
-- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 78 Β· π 850 Β· π₯ 1K Β· π¦ 270 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
+- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 81 Β· π 860 Β· π₯ 1.1K Β· π¦ 520 Β· π 980 - 1% open Β· β±οΈ 27.02.2024):
```
git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 53K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 35K / month Β· π¦ 18 Β· β±οΈ 27.02.2024):
```
pip install snorkel
```
-- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 38K Β· β±οΈ 29.07.2022):
+- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 50K Β· β±οΈ 28.02.2024):
```
conda install -c conda-forge snorkel
```
textract (π₯27 Β· β 3.4K Β· π€) - extract text from any document. no muss. no fuss. MIT
+textract (π₯27 Β· β 3.8K) - extract text from any document. no muss. no fuss. MIT
-- [GitHub](https://github.com/deanmalmgren/textract) (π¨βπ» 40 Β· π 490 Β· π 220 - 41% open Β· β±οΈ 10.03.2022):
+- [GitHub](https://github.com/deanmalmgren/textract) (π¨βπ» 41 Β· π 580 Β· π 260 - 50% open Β· β±οΈ 10.03.2024):
```
git clone https://github.com/deanmalmgren/textract
```
-- [PyPi](https://pypi.org/project/textract) (π₯ 140K / month Β· π¦ 120 Β· β±οΈ 10.03.2022):
+- [PyPi](https://pypi.org/project/textract) (π₯ 290K / month Β· π¦ 58 Β· β±οΈ 10.03.2022):
```
pip install textract
```
-- [Conda](https://anaconda.org/conda-forge/textract) (π₯ 19K Β· β±οΈ 10.03.2022):
+- [Conda](https://anaconda.org/conda-forge/textract) (π₯ 24K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge textract
```
img2dataset (π₯24 Β· β 1.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
+img2dataset (π₯27 Β· β 3.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 20 Β· π 170 Β· π₯ 780 Β· π¦ 24 Β· π 180 - 41% open Β· β±οΈ 16.01.2023):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 34 Β· π 310 Β· π₯ 1.7K Β· π¦ 150 Β· π 250 - 43% open Β· β±οΈ 22.02.2024):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 4.9K / month Β· π¦ 1 Β· β±οΈ 07.01.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 22K / month Β· π¦ 2 Β· β±οΈ 22.01.2024):
```
pip install img2dataset
```
camelot (π₯23 Β· β 1.9K) - A Python library to extract tabular data from PDFs. MIT
+deepdish (π₯24 Β· β 270) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
-- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 39 Β· π 330 Β· π 260 - 61% open Β· β±οΈ 26.02.2023):
+- [GitHub](https://github.com/uchicago-cs/deepdish) (π¨βπ» 11 Β· π 58 Β· π¦ 880 Β· π 42 - 42% open Β· β±οΈ 29.05.2024):
+
+ ```
+ git clone https://github.com/uchicago-cs/deepdish
+ ```
+- [PyPi](https://pypi.org/project/deepdish) (π₯ 18K / month Β· π¦ 64 Β· β±οΈ 24.09.2021):
+ ```
+ pip install deepdish
+ ```
+- [Conda](https://anaconda.org/conda-forge/deepdish) (π₯ 96K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge deepdish
+ ```
+camelot (π₯23 Β· β 2.7K Β· π€) - A Python library to extract tabular data from PDFs. MIT
+
+- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 46 Β· π 430 Β· π 380 - 70% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 5K / month Β· π¦ 9 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 6.4K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
```
pip install camelot
```
rows (π₯23 Β· β 840) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
+rows (π₯23 Β· β 860) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
-- [GitHub](https://github.com/turicas/rows) (π¨βπ» 31 Β· π 140 Β· π₯ 38 Β· π¦ 150 Β· π 320 - 52% open Β· β±οΈ 18.02.2023):
+- [GitHub](https://github.com/turicas/rows) (π¨βπ» 31 Β· π 140 Β· π₯ 38 Β· π¦ 170 Β· π 320 - 52% open Β· β±οΈ 16.05.2024):
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 1.5K / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
+- [PyPi](https://pypi.org/project/rows) (π₯ 1.4K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
```
pip install rows
```
Upgini (π₯19 Β· β 180) - Free automated data enrichment library for machine learning searches.. BSD-3
+excalibur (π₯21 Β· β 1.5K Β· π€) - A web interface to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 17 Β· π¦ 1 Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/camelot-dev/excalibur) (π¨βπ» 13 Β· π 220 Β· π₯ 12K Β· π 130 - 68% open Β· β±οΈ 15.07.2023):
+
+ ```
+ git clone https://github.com/camelot-dev/excalibur
+ ```
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 1.5K / month Β· β±οΈ 21.03.2020):
+ ```
+ pip install excalibur-py
+ ```
+Upgini (π₯21 Β· β 300) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
+
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 12 Β· π 25 Β· π¦ 6 Β· β±οΈ 01.06.2024):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 3.5K / month Β· β±οΈ 30.06.2022):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 8.5K / month Β· β±οΈ 05.06.2024):
```
pip install upgini
```
Squirrel (π₯17 Β· β 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2
+Squirrel (π₯17 Β· β 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2
-- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 13 Β· π 6 Β· π¦ 2 Β· π 5 - 60% open Β· β±οΈ 02.03.2023):
+- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 19 Β· π 8 Β· π¦ 2 Β· π 14 - 21% open Β· β±οΈ 08.05.2024):
```
git clone https://github.com/merantix-momentum/squirrel-core
```
-- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.7K / month Β· π¦ 1 Β· β±οΈ 31.01.2023):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.3K / month Β· β±οΈ 08.05.2024):
```
pip install squirrel-core
```
@@ -3794,20 +3647,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c anaconda squirrel-core
```
Show 12 hidden projects...
+Show 10 hidden projects...
-- xlrd (π₯32 Β· β 2.1K Β· π) - Please use openpyxl where you can... BSD-3
-- PDFMiner (π₯29 Β· β 5K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
-- SDV (π₯29 Β· β 1.3K) - Synthetic Data Generation for tabular, relational and time series data. βοΈSSPL-1.0
+- xlrd (π₯33 Β· β 2.1K Β· π) - Please use openpyxl where you can... BSD-3
+- SDV (π₯31 Β· β 2.2K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
+- PDFMiner (π₯27 Β· β 5.2K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- tabulator-py (π₯27 Β· β 240 Β· π) - Python library for reading and writing tabular data via streams. MIT
-- Singer (π₯25 Β· β 1.1K Β· π) - Standard for moving data between databases, web APIs, files,.. βοΈAGPL-3.0
-- messytables (π₯24 Β· β 380 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
-- pyexcel-xlsx (π₯24 Β· β 110 Β· π) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
-- deepdish (π₯22 Β· β 260 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
-- excalibur (π₯21 Β· β 1.3K Β· π) - A web interface to extract tabular data from PDFs. MIT
-- datatest (π₯21 Β· β 270 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
-- borb (π₯19 Β· β 2.9K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
-- csvs-to-sqlite (π₯16 Β· β 750 Β· π) - Convert CSV files into a SQLite database. Apache-2
+- Singer (π₯26 Β· β 1.2K Β· π) - Standard for moving data between databases, web APIs, files,.. βοΈAGPL-3.0
+- messytables (π₯24 Β· β 390 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
+- pyexcel-xlsx (π₯23 Β· β 110 Β· π) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
+- borb (π₯22 Β· β 3.3K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
+- datatest (π₯21 Β· β 290 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
+- csvs-to-sqlite (π₯15 Β· β 860 Β· π) - Convert CSV files into a SQLite database. Apache-2
@@ -3817,519 +3668,412 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
_Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._
-Airflow (π₯45 Β· β 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
+Airflow (π₯49 Β· β 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 2.8K Β· π 12K Β· π₯ 440K Β· π¦ 6.1K Β· π 7.1K - 12% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.3K Β· π 14K Β· π₯ 620K Β· π¦ 11K Β· π 9.3K - 10% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 12M / month Β· π¦ 200 Β· β±οΈ 20.01.2023):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 24M / month Β· π¦ 470 Β· β±οΈ 06.06.2024):
```
pip install apache-airflow
```
-- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 850K Β· β±οΈ 21.01.2023):
+- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 1.1M Β· β±οΈ 07.05.2024):
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 110M Β· β 430 Β· β±οΈ 04.03.2023):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 1.3B Β· β 520 Β· β±οΈ 06.06.2024):
```
docker pull apache/airflow
```
Celery (π₯45 Β· β 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
+Celery (π₯46 Β· β 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.4K Β· π¦ 96K Β· π 4.9K - 12% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.4K Β· π 4.6K Β· π¦ 130K Β· π 5.1K - 14% open Β· β±οΈ 05.06.2024):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 6.2M / month Β· π¦ 15K Β· β±οΈ 01.08.2022):
+- [PyPi](https://pypi.org/project/celery) (π₯ 11M / month Β· π¦ 1.7K Β· β±οΈ 17.04.2024):
```
pip install celery
```
-- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 1.1M Β· β±οΈ 29.05.2022):
+- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 1.7M Β· β±οΈ 30.12.2023):
```
conda install -c conda-forge celery
```
Prefect (π₯42 Β· β 11K) - The easiest way to coordinate your dataflow. Apache-2
+Beam (π₯44 Β· β 7.6K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.1K Β· π¦ 2.3K Β· π 3.4K - 21% open Β· β±οΈ 08.03.2023):
-
- ```
- git clone https://github.com/PrefectHQ/prefect
- ```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 730K / month Β· π¦ 130 Β· β±οΈ 05.07.2022):
- ```
- pip install prefect
- ```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 400K Β· β±οΈ 03.03.2023):
- ```
- conda install -c conda-forge prefect
- ```
-Beam (π₯41 Β· β 6.6K) - Unified programming model to define and execute data processing.. Apache-2
-
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.4K Β· π 3.8K Β· π¦ 2 Β· π 5.6K - 77% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 7.1K Β· π 6.8K - 64% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.9M / month Β· π¦ 180 Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 8.6M / month Β· π¦ 150 Β· β±οΈ 02.05.2024):
```
pip install apache-beam
```
-- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 35K Β· β±οΈ 16.02.2023):
+- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 77K Β· β±οΈ 08.05.2024):
```
conda install -c conda-forge apache-beam-with-aws
```
rq (π₯40 Β· β 8.8K) - Simple job queues for Python. BSD-3
+Prefect (π₯43 Β· β 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 280 Β· π 1.3K Β· π¦ 13K Β· π 1K - 14% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 470 Β· π 1.5K Β· π¦ 4.9K Β· π 5K - 17% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/rq/rq
+ git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 820K / month Β· π¦ 1.8K Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 1.7M / month Β· π¦ 250 Β· β±οΈ 04.06.2024):
```
- pip install rq
+ pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 87K Β· β±οΈ 30.06.2021):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 660K Β· β±οΈ 05.06.2024):
```
- conda install -c conda-forge rq
+ conda install -c conda-forge prefect
```
Dagster (π₯40 Β· β 6.7K) - An orchestration platform for the development, production, and.. Apache-2
+Dagster (π₯42 Β· β 10K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 280 Β· π 840 Β· π¦ 1K Β· π 5.3K - 29% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 430 Β· π 1.3K Β· π¦ 2.4K Β· π 7.4K - 33% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 640K / month Β· π¦ 110 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 980K / month Β· π¦ 170 Β· β±οΈ 30.05.2024):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 800K Β· β±οΈ 04.03.2023):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1.2M Β· β±οΈ 31.05.2024):
```
conda install -c conda-forge dagster
```
joblib (π₯39 Β· β 3.1K) - Computing with Python functions. BSD-3
+Great Expectations (π₯40 Β· β 9.6K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 360 Β· π¦ 260K Β· π 820 - 47% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 430 Β· π 1.5K Β· π 1.9K - 11% open Β· β±οΈ 06.06.2024):
```
- git clone https://github.com/joblib/joblib
+ git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 28M / month Β· π¦ 5.4K Β· β±οΈ 10.10.2022):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 21M / month Β· π¦ 92 Β· β±οΈ 28.05.2024):
```
- pip install joblib
+ pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 16M Β· β±οΈ 10.10.2022):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 810K Β· β±οΈ 29.05.2024):
```
- conda install -c conda-forge joblib
+ conda install -c conda-forge great-expectations
```
Great Expectations (π₯38 Β· β 8.1K) - Always know what to expect from your data. Apache-2
+joblib (π₯40 Β· β 3.7K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 370 Β· π 1.2K Β· π 1.6K - 16% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 130 Β· π 410 Β· π¦ 450K Β· π 900 - 45% open Β· β±οΈ 02.05.2024):
```
- git clone https://github.com/great-expectations/great_expectations
+ git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 9.1M / month Β· π¦ 23 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 54M / month Β· π¦ 6K Β· β±οΈ 02.05.2024):
```
- pip install great_expectations
+ pip install joblib
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 600K Β· β±οΈ 23.02.2023):
+- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 26M Β· β±οΈ 02.05.2024):
```
- conda install -c conda-forge great-expectations
+ conda install -c conda-forge joblib
```
dbt (π₯38 Β· β 6.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
+rq (π₯39 Β· β 9.6K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 270 Β· π 1.2K Β· π₯ 1K Β· π¦ 2.3K Β· π 3.8K - 12% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/rq/rq) (π¨βπ» 320 Β· π 1.4K Β· π¦ 17K Β· π 1.2K - 17% open Β· β±οΈ 26.05.2024):
```
- git clone https://github.com/dbt-labs/dbt-core
+ git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 140K / month Β· π¦ 30 Β· β±οΈ 06.12.2021):
+- [PyPi](https://pypi.org/project/rq) (π₯ 1.4M / month Β· π¦ 220 Β· β±οΈ 01.05.2024):
```
- pip install dbt
+ pip install rq
```
-- [Conda](https://anaconda.org/conda-forge/dbt) (π₯ 230K Β· β±οΈ 09.12.2021):
+- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 110K Β· β±οΈ 26.03.2024):
```
- conda install -c conda-forge dbt
+ conda install -c conda-forge rq
```
luigi (π₯37 Β· β 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
+luigi (π₯38 Β· β 17K Β· π) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.1K Β· π 990 - 11% open Β· β±οΈ 25.02.2023):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 620 Β· π 2.4K Β· π¦ 2.4K Β· π 1K - 12% open Β· β±οΈ 20.05.2024):
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 820K / month Β· π¦ 410 Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 480K / month Β· π¦ 140 Β· β±οΈ 20.05.2024):
```
pip install luigi
```
-- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 12K Β· π¦ 2 Β· β±οΈ 22.02.2023):
+- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 14K Β· π¦ 3 Β· β±οΈ 16.06.2023):
```
conda install -c anaconda luigi
```
Kedro (π₯37 Β· β 8.1K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2
+Kedro (π₯38 Β· β 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 180 Β· π 770 Β· π¦ 1.4K Β· π 1.2K - 22% open Β· β±οΈ 09.03.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 230 Β· π 870 Β· π¦ 2.4K Β· π 1.8K - 14% open Β· β±οΈ 06.06.2024):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 490K / month Β· π¦ 62 Β· β±οΈ 06.03.2023):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 560K / month Β· π¦ 110 Β· β±οΈ 27.05.2024):
```
pip install kedro
```
Activeloop (π₯32 Β· β 5.3K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0
-
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 110 Β· π 420 Β· π¦ 62 Β· π 410 - 11% open Β· β±οΈ 08.03.2023):
-
- ```
- git clone https://github.com/activeloopai/Hub
- ```
-- [PyPi](https://pypi.org/project/hub) (π₯ 25K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
- ```
- pip install hub
- ```
-huey (π₯32 Β· β 4.4K) - a little task queue for python. MIT
+dbt (π₯38 Β· β 9.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 67 Β· π 360 Β· π¦ 1.1K Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 320 Β· π 1.5K Β· π₯ 4.1K Β· π¦ 5.1K Β· π 5.2K - 10% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/coleifer/huey
+ git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/huey) (π₯ 79K / month Β· π¦ 170 Β· β±οΈ 21.10.2022):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 47K / month Β· π¦ 35 Β· β±οΈ 04.06.2024):
```
- pip install huey
+ pip install dbt
```
-- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 29K Β· β±οΈ 16.10.2019):
+- [Conda](https://anaconda.org/conda-forge/dbt) (π₯ 260K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge huey
+ conda install -c conda-forge dbt
```
petl (π₯32 Β· β 1.1K) - Python Extract Transform and Load Tables of Data. MIT
+petl (π₯35 Β· β 1.2K) - Python Extract Transform and Load Tables of Data. MIT
-- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 58 Β· π 180 Β· π¦ 3.3K Β· π 450 - 17% open Β· β±οΈ 23.11.2022):
+- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 64 Β· π 190 Β· π¦ 3.7K Β· π 460 - 18% open Β· β±οΈ 17.04.2024):
```
git clone https://github.com/petl-developers/petl
```
-- [PyPi](https://pypi.org/project/petl) (π₯ 410K / month Β· π¦ 79 Β· β±οΈ 23.11.2022):
+- [PyPi](https://pypi.org/project/petl) (π₯ 1.6M / month Β· π¦ 44 Β· β±οΈ 12.03.2024):
```
pip install petl
```
-- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 160K Β· β±οΈ 23.11.2022):
+- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 230K Β· β±οΈ 13.03.2024):
```
conda install -c conda-forge petl
```
ploomber (π₯31 Β· β 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2
+Activeloop (π₯33 Β· β 7.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 72 Β· π 210 Β· π¦ 72 Β· π 830 - 16% open Β· β±οΈ 31.01.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 130 Β· π 600 Β· π¦ 2.8K Β· π 450 - 11% open Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/ploomber/ploomber
- ```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 12K / month Β· π¦ 6 Β· β±οΈ 30.01.2023):
- ```
- pip install ploomber
+ git clone https://github.com/activeloopai/Hub
```
-- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 49K Β· β±οΈ 31.01.2023):
+- [PyPi](https://pypi.org/project/hub) (π₯ 4.7K / month Β· π¦ 4 Β· β±οΈ 02.02.2023):
```
- conda install -c conda-forge ploomber
+ pip install hub
```
zenml (π₯30 Β· β 2.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
+zenml (π₯32 Β· β 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 63 Β· π 280 Β· π₯ 1 Β· π¦ 86 Β· π 180 - 20% open Β· β±οΈ 07.03.2023):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 93 Β· π 400 Β· π₯ 1 Β· π¦ 540 Β· π 320 - 23% open Β· β±οΈ 27.05.2024):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 7.5K / month Β· π¦ 3 Β· β±οΈ 28.06.2022):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 42K / month Β· π¦ 3 Β· β±οΈ 27.05.2024):
```
pip install zenml
```
mleap (π₯30 Β· β 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2
+whylogs (π₯31 Β· β 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-- [GitHub](https://github.com/combust/mleap) (π¨βπ» 81 Β· π 310 Β· π¦ 200 Β· π 470 - 22% open Β· β±οΈ 24.02.2023):
-
- ```
- git clone https://github.com/combust/mleap
- ```
-- [PyPi](https://pypi.org/project/mleap) (π₯ 130K / month Β· π¦ 26 Β· β±οΈ 22.12.2022):
- ```
- pip install mleap
- ```
-- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 63K Β· β±οΈ 24.02.2023):
- ```
- conda install -c conda-forge mleap
- ```
-faust (π₯29 Β· β 6.5K) - Python Stream Processing. BSD-3
-
-- [GitHub](https://github.com/robinhood/faust) (π¨βπ» 95 Β· π 550 Β· π¦ 1.4K Β· π 520 - 53% open Β· β±οΈ 23.02.2023):
-
- ```
- git clone https://github.com/robinhood/faust
- ```
-- [PyPi](https://pypi.org/project/faust) (π₯ 29K / month Β· π¦ 31 Β· β±οΈ 25.02.2020):
- ```
- pip install faust
- ```
-whylogs (π₯29 Β· β 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-
-- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 21 Β· π 90 Β· π₯ 81 Β· π¦ 74 Β· π 340 - 9% open Β· β±οΈ 08.03.2023):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 34 Β· π 120 Β· π₯ 27 Β· π¦ 260 Β· π 430 - 2% open Β· β±οΈ 29.05.2024):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 59K / month Β· π¦ 5 Β· β±οΈ 08.03.2023):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 530K / month Β· π¦ 7 Β· β±οΈ 22.05.2024):
```
pip install whylogs
```
arq (π₯27 Β· β 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT
+arq (π₯31 Β· β 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT
-- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 52 Β· π 130 Β· π¦ 370 Β· π 180 - 31% open Β· β±οΈ 14.12.2022):
+- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 61 Β· π 160 Β· π¦ 620 Β· π 220 - 30% open Β· β±οΈ 01.05.2024):
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 45K / month Β· π¦ 13 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/arq) (π₯ 97K / month Β· π¦ 31 Β· β±οΈ 01.05.2024):
```
pip install arq
```
-- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 5.9K Β· β±οΈ 02.12.2022):
+- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 10K Β· β±οΈ 02.05.2024):
```
conda install -c conda-forge arq
```
PyFunctional (π₯26 Β· β 2.1K) - Python library for creating data pipelines with chain functional.. MIT
-
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 27 Β· π 120 Β· π¦ 580 Β· π 130 - 6% open Β· β±οΈ 12.10.2022):
-
- ```
- git clone https://github.com/EntilZha/PyFunctional
- ```
-- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 310K / month Β· π¦ 15 Β· β±οΈ 12.01.2021):
- ```
- pip install pyfunctional
- ```
-streamparse (π₯26 Β· β 1.5K Β· π€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
-
-- [GitHub](https://github.com/Parsely/streamparse) (π¨βπ» 43 Β· π 220 Β· π¦ 57 Β· π 340 - 21% open Β· β±οΈ 18.07.2022):
-
- ```
- git clone https://github.com/Parsely/streamparse
- ```
-- [PyPi](https://pypi.org/project/streamparse) (π₯ 2.5K / month Β· π¦ 27 Β· β±οΈ 10.01.2022):
- ```
- pip install streamparse
- ```
-dbnd (π₯26 Β· β 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
-
-- [GitHub](https://github.com/databand-ai/dbnd) (π¨βπ» 63 Β· π 28 Β· π¦ 32 Β· π 5 - 20% open Β· β±οΈ 16.02.2023):
-
- ```
- git clone https://github.com/databand-ai/dbnd
- ```
-- [PyPi](https://pypi.org/project/dbnd) (π₯ 73K / month Β· π¦ 24 Β· β±οΈ 06.07.2022):
- ```
- pip install dbnd
- ```
-Optimus (π₯25 Β· β 1.3K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark
+huey (π₯30 Β· β 4.9K) - a little task queue for python. MIT
-- [GitHub](https://github.com/hi-primus/optimus) (π¨βπ» 26 Β· π 220 Β· π 220 - 4% open Β· β±οΈ 17.10.2022):
+- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 67 Β· π 360 Β· π¦ 1.5K Β· β±οΈ 05.06.2024):
```
- git clone https://github.com/hi-primus/optimus
- ```
-- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 18K / month Β· β±οΈ 19.07.2020):
+ git clone https://github.com/coleifer/huey
```
- pip install optimuspyspark
+- [PyPi](https://pypi.org/project/huey) (π₯ 100K / month Β· π¦ 70 Β· β±οΈ 20.09.2023):
```
-TaskTiger (π₯25 Β· β 1.2K) - Python task queue using Redis. MIT
-
-- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 26 Β· π 69 Β· π¦ 26 Β· π 77 - 50% open Β· β±οΈ 02.03.2023):
-
- ```
- git clone https://github.com/closeio/tasktiger
+ pip install huey
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 1.3K / month Β· π¦ 10 Β· β±οΈ 21.12.2022):
+- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 34K Β· β±οΈ 16.06.2023):
```
- pip install tasktiger
+ conda install -c conda-forge huey
```
Pypeline (π₯23 Β· β 1.4K Β· π€) - Concurrent data pipelines in Python . MIT
+ploomber (π₯29 Β· β 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 86 Β· π¦ 89 Β· π 63 - 26% open Β· β±οΈ 23.06.2022):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 230 Β· π¦ 130 Β· π 860 - 11% open Β· β±οΈ 20.02.2024):
```
- git clone https://github.com/cgarciae/pypeln
+ git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 18K / month Β· π¦ 9 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 6.9K / month Β· π¦ 11 Β· β±οΈ 08.02.2024):
```
- pip install pypeln
+ pip install ploomber
```
-- [Conda](https://anaconda.org/conda-forge/pypeln) (π₯ 12K Β· β±οΈ 06.01.2022):
+- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 91K Β· β±οΈ 09.02.2024):
```
- conda install -c conda-forge pypeln
+ conda install -c conda-forge ploomber
```
pysparkling (π₯23 Β· β 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
+mleap (π₯28 Β· β 1.5K Β· π€) - MLeap: Deploy ML Pipelines to Production. Apache-2
-- [GitHub](https://github.com/svenkreiss/pysparkling) (π¨βπ» 10 Β· π 48 Β· π¦ 140 Β· π 30 - 30% open Β· β±οΈ 13.11.2022):
+- [GitHub](https://github.com/combust/mleap) (π¨βπ» 85 Β· π 310 Β· π¦ 230 Β· π 480 - 23% open Β· β±οΈ 14.11.2023):
```
- git clone https://github.com/svenkreiss/pysparkling
+ git clone https://github.com/combust/mleap
```
-- [PyPi](https://pypi.org/project/pysparkling) (π₯ 15K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 170K / month Β· π¦ 11 Β· β±οΈ 14.11.2023):
```
- pip install pysparkling
+ pip install mleap
```
-- [Conda](https://anaconda.org/conda-forge/pysparkling) (π₯ 4K Β· β±οΈ 23.03.2021):
+- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 81K Β· β±οΈ 15.11.2023):
```
- conda install -c conda-forge pysparkling
+ conda install -c conda-forge mleap
```
BatchFlow (π₯23 Β· β 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
+PyFunctional (π₯27 Β· β 2.4K) - Python library for creating data pipelines with chain functional.. MIT
-- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 32 Β· π 42 Β· π¦ 3 Β· π 110 - 29% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 800 Β· π 140 - 10% open Β· β±οΈ 13.03.2024):
```
- git clone https://github.com/analysiscenter/batchflow
+ git clone https://github.com/EntilZha/PyFunctional
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 1.1K / month Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 170K / month Β· π¦ 27 Β· β±οΈ 13.03.2024):
```
- pip install batchflow
+ pip install pyfunctional
```
pdpipe (π₯21 Β· β 700) - Easy pipelines for pandas DataFrames. MIT
+streamparse (π₯25 Β· β 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
-- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 11 Β· π 44 Β· π¦ 51 Β· π 53 - 28% open Β· β±οΈ 24.12.2022):
+- [GitHub](https://github.com/pystorm/streamparse) (π¨βπ» 45 Β· π 220 Β· π¦ 65 Β· π 340 - 21% open Β· β±οΈ 21.04.2024):
```
- git clone https://github.com/pdpipe/pdpipe
- ```
-- [PyPi](https://pypi.org/project/pdpipe) (π₯ 2K / month Β· π¦ 6 Β· β±οΈ 20.09.2022):
- ```
- pip install pdpipe
- ```
-- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 19K Β· β±οΈ 24.09.2022):
- ```
- conda install -c conda-forge pdpipe
+ git clone https://github.com/Parsely/streamparse
```
-spark-deep-learning (π₯19 Β· β 2K Β· π€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
-
-- [GitHub](https://github.com/databricks/spark-deep-learning) (π¨βπ» 17 Β· π 460 Β· π¦ 32 Β· π 100 - 74% open Β· β±οΈ 21.03.2022):
-
+- [PyPi](https://pypi.org/project/streamparse) (π₯ 1.7K / month Β· π¦ 2 Β· β±οΈ 10.01.2022):
```
- git clone https://github.com/databricks/spark-deep-learning
+ pip install streamparse
```
Databolt Flow (π₯19 Β· β 950) - Python library for building highly effective data science workflows. MIT
+TaskTiger (π₯25 Β· β 1.4K) - Python task queue using Redis. MIT
-- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 73 Β· π¦ 20 Β· π 24 - 45% open Β· β±οΈ 26.10.2022):
+- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 30 Β· π 81 Β· π¦ 30 Β· π 84 - 51% open Β· β±οΈ 25.04.2024):
```
- git clone https://github.com/d6t/d6tflow
+ git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 200 / month Β· β±οΈ 26.10.2022):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.4K / month Β· π¦ 2 Β· β±οΈ 25.04.2024):
```
- pip install d6tflow
+ pip install tasktiger
```
flupy (π₯18 Β· β 180) - Fluent data pipelines for python and your shell. MIT
+dbnd (π₯25 Β· β 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
-- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 6 Β· π 12 Β· β±οΈ 24.10.2022):
+- [GitHub](https://github.com/databand-ai/dbnd) (π¨βπ» 82 Β· π 34 Β· π¦ 36 Β· π 30 - 86% open Β· β±οΈ 19.05.2024):
```
- git clone https://github.com/olirice/flupy
+ git clone https://github.com/databand-ai/dbnd
```
-- [PyPi](https://pypi.org/project/flupy) (π₯ 150K / month Β· π¦ 1 Β· β±οΈ 21.10.2022):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 270K / month Β· π¦ 26 Β· β±οΈ 19.05.2024):
```
- pip install flupy
+ pip install dbnd
```
Mara Pipelines (π₯17 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
+Databolt Flow (π₯19 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
-- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 99 Β· π 39 - 58% open Β· β±οΈ 03.03.2023):
+- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 77 Β· π¦ 28 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
```
- git clone https://github.com/mara/mara-pipelines
+ git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 130 / month Β· β±οΈ 22.09.2022):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 270 / month Β· β±οΈ 20.02.2024):
```
- pip install mara-pipelines
+ pip install d6tflow
```
bodywork-core (π₯16 Β· β 410 Β· π€) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
+BatchFlow (π₯19 Β· β 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-- [GitHub](https://github.com/bodywork-ml/bodywork-core) (π¨βπ» 4 Β· π 17 Β· π¦ 11 Β· π 77 - 25% open Β· β±οΈ 04.07.2022):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 37 Β· π 44 Β· π¦ 9 Β· π 110 - 29% open Β· β±οΈ 18.05.2024):
```
- git clone https://github.com/bodywork-ml/bodywork-core
+ git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/bodywork) (π₯ 270 / month Β· β±οΈ 04.07.2022):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 210 / month Β· β±οΈ 01.08.2023):
```
- pip install bodywork
+ pip install batchflow
```
datajob (π₯15 Β· β 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
+flupy (π₯18 Β· β 190) - Fluent data pipelines for python and your shell. MIT
-- [GitHub](https://github.com/vincentclaes/datajob) (π¨βπ» 7 Β· π 18 Β· π 58 - 31% open Β· β±οΈ 22.11.2022):
+- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 6 Β· π 15 Β· π 14 - 14% open Β· β±οΈ 27.02.2024):
```
- git clone https://github.com/vincentclaes/datajob
+ git clone https://github.com/olirice/flupy
```
-- [PyPi](https://pypi.org/project/datajob) (π₯ 85 / month Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/flupy) (π₯ 230K / month Β· β±οΈ 21.10.2022):
```
- pip install datajob
+ pip install flupy
```
RasgoQL (π₯12 Β· β 260 Β· π€) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
+Mara Pipelines (π₯16 Β· β 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
-- [GitHub](https://github.com/rasgointelligence/RasgoQL) (π¨βπ» 10 Β· π 10 Β· π 26 - 42% open Β· β±οΈ 05.07.2022):
+- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 42 - 61% open Β· β±οΈ 07.12.2023):
```
- git clone https://github.com/rasgointelligence/RasgoQL
+ git clone https://github.com/mara/mara-pipelines
```
-- [PyPi](https://pypi.org/project/rasgoql) (π₯ 120 / month Β· β±οΈ 05.07.2022):
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 59 / month Β· π¦ 1 Β· β±οΈ 06.12.2023):
```
- pip install rasgoql
+ pip install mara-pipelines
```
Show 7 hidden projects...
+Show 16 hidden projects...
- mrjob (π₯31 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
-- bonobo (π₯24 Β· β 1.5K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
+- faust (π₯29 Β· β 6.7K Β· π) - Python Stream Processing. BSD-3
+- Optimus (π₯25 Β· β 1.4K Β· π) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
+- bonobo (π₯24 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
+- Pypeline (π₯24 Β· β 1.5K Β· π) - Concurrent data pipelines in Python . MIT
+- pysparkling (π₯23 Β· β 260 Β· π) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
-- mrq (π₯21 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
+- pdpipe (π₯20 Β· β 720 Β· π) - Easy pipelines for pandas DataFrames. MIT Apache-2 spark
+- mrq (π₯19 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (π₯18 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
-- kale (π₯17 Β· β 590 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
+- bodywork-core (π₯17 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
+- kale (π₯16 Β· β 630 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- Botflow (π₯15 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
+- RasgoQL (π₯13 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
+- datajob (π₯13 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
@@ -4337,53 +4081,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-PyYAML (π₯38 Β· β 2.1K) - Canonical source repository for PyYAML. MIT
+PyYAML (π₯38 Β· β 2.4K Β· π€) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 420 Β· π¦ 730K Β· π 540 - 48% open Β· β±οΈ 13.09.2022):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 500 Β· π¦ 1.2M Β· π 610 - 46% open Β· β±οΈ 14.11.2023):
```
git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 180M / month Β· π¦ 71K Β· β±οΈ 13.10.2021):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 320M / month Β· π¦ 37K Β· β±οΈ 18.07.2023):
```
pip install pyyaml
```
-- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 31M Β· β±οΈ 09.11.2022):
+- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 45M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pyyaml
```
XlsxWriter (π₯37 Β· β 3.2K) - A Python module for creating Excel XLSX files. BSD-2
+XlsxWriter (π₯36 Β· β 3.5K) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 47 Β· π 590 Β· π¦ 57K Β· π 850 - 1% open Β· β±οΈ 06.03.2023):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 52 Β· π 620 Β· π¦ 78K Β· π 940 - 1% open Β· β±οΈ 06.04.2024):
```
git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 12M / month Β· π¦ 3.7K Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 22M / month Β· π¦ 1.6K Β· β±οΈ 18.02.2024):
```
pip install xlsxwriter
```
-- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 2.5M Β· β±οΈ 03.02.2023):
+- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 3.3M Β· β±οΈ 05.11.2023):
```
conda install -c conda-forge xlsxwriter
```
jmespath (π₯33 Β· β 1.8K Β· π€) - JMESPath is a query language for JSON. MIT
-
-- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 29 Β· π 170 Β· π 130 - 40% open Β· β±οΈ 17.06.2022):
+Show 1 hidden projects...
- ```
- git clone https://github.com/jmespath/jmespath.py
- ```
-- [PyPi](https://pypi.org/project/jmespath) (π₯ 120M / month Β· π¦ 6.8K Β· β±οΈ 17.06.2022):
- ```
- pip install jmespath
- ```
-- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 14M Β· β±οΈ 18.06.2022):
- ```
- conda install -c conda-forge jmespath
- ```
+- jmespath (π₯32 Β· β 2.1K Β· π) - JMESPath is a query language for JSON. MIT
@@ -4391,42 +4123,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-deepdiff (π₯35 Β· β 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
+