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        "author_email": "mateusz.garbacz@ing.com",
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            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9",
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        "description": "<img src=\"https://github.com/ing-bank/probatus/raw/main/docs/img/logo_large.png\" width=\"120\" align=\"right\">\n\n[![pytest](https://github.com/ing-bank/probatus/workflows/Development/badge.svg)](https://github.com/ing-bank/probatus/actions?query=workflow%3A%22Development%22)\n[![PyPi Version](https://img.shields.io/pypi/pyversions/probatus)](#)\n[![PyPI](https://img.shields.io/pypi/v/probatus)](#)\n[![PyPI - Downloads](https://img.shields.io/pypi/dm/probatus)](#)\n![GitHub contributors](https://img.shields.io/github/contributors/ing-bank/probatus)\n\n# probatus\n\n## Overview\n\n**Probatus** is a python package that helps validate binary classification models and the data used to develop them. Main features:\n\n- [probatus.interpret](https://ing-bank.github.io/probatus/api/model_interpret.html) provides shap-based model interpretation tools \n- [probatus.metric_volatility](https://ing-bank.github.io/probatus/api/metric_volatility.html) provides tools using bootstrapping and/or different random seeds to assess metric volatility/stability.\n- [probatus.sample_similarity](https://ing-bank.github.io/probatus/api/sample_similarity.html) to compare two datasets using resemblance modelling, f.e. `train` with out-of-time `test`.\n- [probatus.feature_elimination.ShapRFECV](https://ing-bank.github.io/probatus/api/feature_elimination.html) provides cross-validated Recursive Feature Elimination using shap feature importance.\n- [probatus.missing_values](https://ing-bank.github.io/probatus/api/imputation_selector.html) compares performance gains of different missing values imputation strategies for a given model.\n\n## Installation\n\n```bash\npip install probatus\n```\n\n## Documentation\n\nDocumentation at [ing-bank.github.io/probatus/](https://ing-bank.github.io/probatus/).\n\nYou can also check out blog posts about Probatus: \n\n-  [Open-sourcing ShapRFECV \u2014 Improved feature selection powered by SHAP.](https://medium.com/ing-blog/open-sourcing-shaprfecv-improved-feature-selection-powered-by-shap-994fe7861560)\n-  [Model Explainability \u2014 How to choose the right tool?](https://medium.com/ing-blog/model-explainability-how-to-choose-the-right-tool-6c5eabd1a46a)\n\n## Contributing\n\nTo learn more about making a contribution to probatus, please see [`CONTRIBUTING.md`](CONTRIBUTING.md).\n\n\n",
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