diff --git a/README.md b/README.md index 0271add..b3d7afa 100644 --- a/README.md +++ b/README.md @@ -2,30 +2,62 @@ logo

-# arm-preprocessing -![PyPI Version](https://img.shields.io/pypi/v/arm-preprocessing.svg) -[![arm-preprocessing](https://github.com/firefly-cpp/arm-preprocessing/actions/workflows/test.yml/badge.svg)](https://github.com/firefly-cpp/arm-preprocessing/actions/workflows/test.yml) -[![Documentation Status](https://readthedocs.org/projects/arm-preprocessing/badge/?version=latest)](https://arm-preprocessing.readthedocs.io/en/latest/?badge=latest) -![Repository size](https://img.shields.io/github/repo-size/firefly-cpp/arm-preprocessing) -[![Downloads](https://static.pepy.tech/badge/arm-preprocessing)](https://pepy.tech/project/arm-preprocessing) -![License](https://img.shields.io/github/license/firefly-cpp/arm-preprocessing.svg) -![GitHub commit activity](https://img.shields.io/github/commit-activity/w/firefly-cpp/arm-preprocessing.svg) -![Open issues](https://isitmaintained.com/badge/open/firefly-cpp/arm-preprocessing.svg) -[![Average time to resolve an issue](http://isitmaintained.com/badge/resolution/firefly-cpp/arm-preprocessing.svg)](http://isitmaintained.com/project/firefly-cpp/arm-preprocessing "Average time to resolve an issue") -[![Packaging status](https://repology.org/badge/tiny-repos/python:arm-preprocessing.svg)](https://repology.org/project/python:arm-preprocessing/versions) +

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+ PyPI Version + PyPI - Python Version + PyPI - Downloads + + Packaging status + + + Downloads + + License + + arm-preprocessing + + + Documentation Status + +

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+ πŸ’‘ Why arm-preprocessing? β€’ + ✨ Key features β€’ + πŸ“¦ Installation β€’ + πŸš€ Usage β€’ + πŸ”— Related frameworks β€’ + πŸ“š References β€’ + πŸ”‘ License +

+ +arm-preprocessing is a lightweight Python library supporting several key steps involving data preparation, manipulation, and discretisation for Association Rule Mining (ARM). 🧠 Embrace its minimalistic design that prioritises simplicity. πŸ’‘ The framework is intended to be fully extensible and offers seamless integration with related ARM libraries (e.g., [NiaARM](https://github.com/firefly-cpp/NiaARM)). πŸ”— * **Free software:** MIT license * **Documentation**: [http://arm-preprocessing.readthedocs.io](http://arm-preprocessing.readthedocs.io) * **Python**: 3.9.x, 3.10.x, 3.11.x, 3.12x * **Tested OS:** Windows, Ubuntu, Fedora, Alpine, Arch, macOS. **However, that does not mean it does not work on others** -## About πŸ“‹ -arm-preprocessing is a lightweight Python library supporting several key steps involving data preparation, manipulation, and discretisation for Association Rule Mining (ARM). 🧠 Embrace its minimalistic design that prioritises simplicity. πŸ’‘ The framework is intended to be fully extensible and offers seamless integration with related ARM libraries (e.g., [NiaARM](https://github.com/firefly-cpp/NiaARM)). πŸ”— +## πŸ’‘ Why arm-preprocessing? -## Why arm-preprocessing? While numerous libraries facilitate data mining preprocessing tasks, this library is designed to integrate seamlessly with association rule mining. It harmonises well with the NiaARM library, a robust numerical association rule mining framework. The primary aim is to bridge the gap between preprocessing and rule mining, simplifying the workflow/pipeline. Additionally, its design allows for the effortless incorporation of new preprocessing methods and fast benchmarking. -## Key features ✨ +## ✨ Key features + - Loading various formats of datasets (CSV, JSON, TXT, TCX) πŸ“Š - Converting datasets to different formats πŸ”„ - Loading different types of datasets (numerical dataset, discrete dataset, time-series data, text, etc.) πŸ“‰ @@ -36,12 +68,15 @@ While numerous libraries facilitate data mining preprocessing tasks, this librar - Feature scaling methods βš–οΈ - Feature selection methods 🎯 -## Installation πŸ“¦ +## πŸ“¦ Installation + ### pip + To install ``arm-preprocessing`` with pip, use: ```bash pip install arm-preprocessing ``` + To install ``arm-preprocessing`` on Alpine Linux, please use: ```sh $ apk add py3-arm-preprocessing @@ -52,8 +87,10 @@ To install ``arm-preprocessing`` on Arch Linux, please use an [AUR helper](https $ yay -Syyu python-arm-preprocessing ``` -## Usage πŸš€ +## πŸš€ Usage + ### Data loading + The following example demonstrates how to load a dataset from a file (csv, json, txt). More examples can be found in the [examples/data_loading](./examples/data_loading/) directory: - [Loading a dataset from a CSV file](./examples/data_loading/load_dataset_csv.py) - [Loading a dataset from a JSON file](./examples/data_loading/load_dataset_json.py) @@ -72,6 +109,7 @@ df = dataset.data ``` ### Missing values + The following example demonstrates how to handle missing values in a dataset using imputation. More examples can be found in the [examples/missing_values](./examples/missing_values) directory: - [Handling missing values in a dataset using row deletion](./examples/missing_values/missing_values_rows.py) - [Handling missing values in a dataset using column deletion](./examples/missing_values/missing_values_columns.py) @@ -89,6 +127,7 @@ dataset.missing_values(method='impute') ``` ### Data discretisation + The following example demonstrates how to discretise a dataset using the equal width method. More examples can be found in the [examples/discretisation](./examples/discretisation) directory: - [Discretising a dataset using the equal width method](./examples/discretisation/equal_width_discretisation.py) - [Discretising a dataset using the equal frequency method](./examples/discretisation/equal_frequency_discretisation.py) @@ -106,6 +145,7 @@ dataset.discretise(method='equal_width', num_bins=5, columns=['calories']) ``` ### Data squashing + The following example demonstrates how to squash a dataset using the euclidean similarity. More examples can be found in the [examples/squashing](./examples/squashing) directory: - [Squashing a dataset using the euclidean similarity](./examples/squashing/squash_euclidean.py) - [Squashing a dataset using the cosine similarity](./examples/squashing/squash_cosine.py) @@ -122,6 +162,7 @@ dataset.squash(threshold=0.75, similarity='euclidean') ``` ### Feature scaling + The following example demonstrates how to scale the dataset's features. More examples can be found in the [examples/scaling](./examples/scaling) directory: - [Scale features using normalisation](./examples/scaling/normalisation.py) - [Scale features using standardisation](./examples/scaling/standardisation.py) @@ -138,6 +179,7 @@ dataset.scale(method='normalisation') ``` ### Feature selection + The following example demonstrates how to select features from a dataset. More examples can be found in the [examples/feature_selection](./examples/feature_selection) directory: - [Select features using the Kendall Tau correlation coefficient](./examples/feature_selection/feature_selection.py) @@ -153,19 +195,19 @@ dataset.feature_selection( method='kendall', threshold=0.15, class_column='calories') ``` -## Related frameworks πŸ”— +## πŸ”— Related frameworks [1] [NiaARM: A minimalistic framework for Numerical Association Rule Mining](https://github.com/firefly-cpp/NiaARM) [2] [uARMSolver: universal Association Rule Mining Solver](https://github.com/firefly-cpp/uARMSolver) -## References πŸ“š +## πŸ“š References [1] I. Fister, I. Fister Jr., D. Novak and D. Verber, [Data squashing as preprocessing in association rule mining](https://iztok-jr-fister.eu/static/publications/300.pdf), 2022 IEEE Symposium Series on Computational Intelligence (SSCI), Singapore, Singapore, 2022, pp. 1720-1725, doi: 10.1109/SSCI51031.2022.10022240. [2] I. Fister Jr., I. Fister [A brief overview of swarm intelligence-based algorithms for numerical association rule mining](https://arxiv.org/abs/2010.15524). arXiv preprint arXiv:2010.15524 (2020). -## License +## πŸ”‘ License This package is distributed under the MIT License. This license can be found online at . diff --git a/arm_preprocessing/__init__.py b/arm_preprocessing/__init__.py index d93b5b2..a6587ae 100644 --- a/arm_preprocessing/__init__.py +++ b/arm_preprocessing/__init__.py @@ -1 +1 @@ -__version__ = '0.2.3' +__version__ = '0.2.4' diff --git a/docs/conf.py b/docs/conf.py index 33fa5cd..2e967a2 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -22,7 +22,7 @@ author = 'Tadej Lahovnik, Iztok Fister Jr.' # The full version, including alpha/beta/rc tags -release = '0.2.3' +release = '0.2.4' # -- General configuration --------------------------------------------------- diff --git a/poetry.lock b/poetry.lock index a6b4d85..50178cd 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,106 +1,133 @@ # This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. +[[package]] +name = "aiohappyeyeballs" +version = "2.4.3" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = ">=3.8" +files = [ + {file = 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