From c12a1d83aeb7db0154f55104ec3b541a6118570e Mon Sep 17 00:00:00 2001 From: CoprDistGit Date: Mon, 29 May 2023 12:55:13 +0000 Subject: automatic import of python-probatus --- .gitignore | 1 + python-probatus.spec | 246 +++++++++++++++++++++++++++++++++++++++++++++++++++ sources | 1 + 3 files changed, 248 insertions(+) create mode 100644 python-probatus.spec create mode 100644 sources diff --git a/.gitignore b/.gitignore index e69de29..e8c129b 100644 --- a/.gitignore +++ b/.gitignore @@ -0,0 +1 @@ +/probatus-1.8.9.tar.gz diff --git a/python-probatus.spec b/python-probatus.spec new file mode 100644 index 0000000..2b8f728 --- /dev/null +++ b/python-probatus.spec @@ -0,0 +1,246 @@ +%global _empty_manifest_terminate_build 0 +Name: python-probatus +Version: 1.8.9 +Release: 1 +Summary: Validation of binary classifiers and data used to develop them +License: MIT License +URL: https://github.com/ing-bank/probatus +Source0: https://mirrors.nju.edu.cn/pypi/web/packages/c1/0d/22eac1702e874f67bd2e3001be4c01004f2f45ac7960699a30e7300571c1/probatus-1.8.9.tar.gz +BuildArch: noarch + +Requires: python3-scikit-learn +Requires: python3-pandas +Requires: python3-matplotlib +Requires: python3-scipy +Requires: python3-joblib +Requires: python3-tqdm +Requires: python3-shap +Requires: python3-numpy +Requires: python3-scikit-learn +Requires: python3-pandas +Requires: python3-matplotlib +Requires: python3-scipy +Requires: python3-joblib +Requires: python3-tqdm +Requires: python3-shap +Requires: python3-numpy +Requires: python3-lightgbm +Requires: python3-catboost +Requires: python3-xgboost +Requires: python3-flake8 +Requires: python3-black +Requires: python3-pre-commit +Requires: python3-mypy +Requires: python3-flake8-docstrings +Requires: python3-pytest +Requires: python3-pytest-cov +Requires: python3-pyflakes +Requires: python3-seaborn +Requires: python3-jupyter +Requires: python3-tabulate +Requires: python3-nbconvert +Requires: python3-pre-commit +Requires: python3-mkdocs-material +Requires: python3-mkdocs-git-revision-date-localized-plugin +Requires: python3-mkdocs-git-authors-plugin +Requires: python3-mkdocs-table-reader-plugin +Requires: python3-mkdocs-enumerate-headings-plugin +Requires: python3-mkdocs-awesome-pages-plugin +Requires: python3-mkdocs-minify-plugin +Requires: python3-mknotebooks +Requires: python3-mkdocstrings +Requires: python3-mkdocs-print-site-plugin +Requires: python3-mkdocs-markdownextradata-plugin +Requires: python3-scikit-learn +Requires: python3-pandas +Requires: python3-matplotlib +Requires: python3-scipy +Requires: python3-joblib +Requires: python3-tqdm +Requires: python3-shap +Requires: python3-numpy +Requires: python3-lightgbm +Requires: python3-catboost +Requires: python3-xgboost + +%description + + +[![pytest](https://github.com/ing-bank/probatus/workflows/Development/badge.svg)](https://github.com/ing-bank/probatus/actions?query=workflow%3A%22Development%22) +[![PyPi Version](https://img.shields.io/pypi/pyversions/probatus)](#) +[![PyPI](https://img.shields.io/pypi/v/probatus)](#) +[![PyPI - Downloads](https://img.shields.io/pypi/dm/probatus)](#) +![GitHub contributors](https://img.shields.io/github/contributors/ing-bank/probatus) + +# probatus + +## Overview + +**Probatus** is a python package that helps validate binary classification models and the data used to develop them. Main features: + +- [probatus.interpret](https://ing-bank.github.io/probatus/api/model_interpret.html) provides shap-based model interpretation tools +- [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. +- [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`. +- [probatus.feature_elimination.ShapRFECV](https://ing-bank.github.io/probatus/api/feature_elimination.html) provides cross-validated Recursive Feature Elimination using shap feature importance. +- [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. + +## Installation + +```bash +pip install probatus +``` + +## Documentation + +Documentation at [ing-bank.github.io/probatus/](https://ing-bank.github.io/probatus/). + +You can also check out blog posts about Probatus: + +- [Open-sourcing ShapRFECV — Improved feature selection powered by SHAP.](https://medium.com/ing-blog/open-sourcing-shaprfecv-improved-feature-selection-powered-by-shap-994fe7861560) +- [Model Explainability — How to choose the right tool?](https://medium.com/ing-blog/model-explainability-how-to-choose-the-right-tool-6c5eabd1a46a) + +## Contributing + +To learn more about making a contribution to probatus, please see [`CONTRIBUTING.md`](CONTRIBUTING.md). + + + + +%package -n python3-probatus +Summary: Validation of binary classifiers and data used to develop them +Provides: python-probatus +BuildRequires: python3-devel +BuildRequires: python3-setuptools +BuildRequires: python3-pip +%description -n python3-probatus + + +[![pytest](https://github.com/ing-bank/probatus/workflows/Development/badge.svg)](https://github.com/ing-bank/probatus/actions?query=workflow%3A%22Development%22) +[![PyPi Version](https://img.shields.io/pypi/pyversions/probatus)](#) +[![PyPI](https://img.shields.io/pypi/v/probatus)](#) +[![PyPI - Downloads](https://img.shields.io/pypi/dm/probatus)](#) +![GitHub contributors](https://img.shields.io/github/contributors/ing-bank/probatus) + +# probatus + +## Overview + +**Probatus** is a python package that helps validate binary classification models and the data used to develop them. Main features: + +- [probatus.interpret](https://ing-bank.github.io/probatus/api/model_interpret.html) provides shap-based model interpretation tools +- [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. +- [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`. +- [probatus.feature_elimination.ShapRFECV](https://ing-bank.github.io/probatus/api/feature_elimination.html) provides cross-validated Recursive Feature Elimination using shap feature importance. +- [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. + +## Installation + +```bash +pip install probatus +``` + +## Documentation + +Documentation at [ing-bank.github.io/probatus/](https://ing-bank.github.io/probatus/). + +You can also check out blog posts about Probatus: + +- [Open-sourcing ShapRFECV — Improved feature selection powered by SHAP.](https://medium.com/ing-blog/open-sourcing-shaprfecv-improved-feature-selection-powered-by-shap-994fe7861560) +- [Model Explainability — How to choose the right tool?](https://medium.com/ing-blog/model-explainability-how-to-choose-the-right-tool-6c5eabd1a46a) + +## Contributing + +To learn more about making a contribution to probatus, please see [`CONTRIBUTING.md`](CONTRIBUTING.md). + + + + +%package help +Summary: Development documents and examples for probatus +Provides: python3-probatus-doc +%description help + + +[![pytest](https://github.com/ing-bank/probatus/workflows/Development/badge.svg)](https://github.com/ing-bank/probatus/actions?query=workflow%3A%22Development%22) +[![PyPi Version](https://img.shields.io/pypi/pyversions/probatus)](#) +[![PyPI](https://img.shields.io/pypi/v/probatus)](#) +[![PyPI - Downloads](https://img.shields.io/pypi/dm/probatus)](#) +![GitHub contributors](https://img.shields.io/github/contributors/ing-bank/probatus) + +# probatus + +## Overview + +**Probatus** is a python package that helps validate binary classification models and the data used to develop them. Main features: + +- [probatus.interpret](https://ing-bank.github.io/probatus/api/model_interpret.html) provides shap-based model interpretation tools +- [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. +- [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`. +- [probatus.feature_elimination.ShapRFECV](https://ing-bank.github.io/probatus/api/feature_elimination.html) provides cross-validated Recursive Feature Elimination using shap feature importance. +- [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. + +## Installation + +```bash +pip install probatus +``` + +## Documentation + +Documentation at [ing-bank.github.io/probatus/](https://ing-bank.github.io/probatus/). + +You can also check out blog posts about Probatus: + +- [Open-sourcing ShapRFECV — Improved feature selection powered by SHAP.](https://medium.com/ing-blog/open-sourcing-shaprfecv-improved-feature-selection-powered-by-shap-994fe7861560) +- [Model Explainability — How to choose the right tool?](https://medium.com/ing-blog/model-explainability-how-to-choose-the-right-tool-6c5eabd1a46a) + +## Contributing + +To learn more about making a contribution to probatus, please see [`CONTRIBUTING.md`](CONTRIBUTING.md). + + + + +%prep +%autosetup -n probatus-1.8.9 + +%build +%py3_build + +%install +%py3_install +install -d -m755 %{buildroot}/%{_pkgdocdir} +if [ -d doc ]; then cp -arf doc %{buildroot}/%{_pkgdocdir}; fi +if [ -d docs ]; then cp -arf docs %{buildroot}/%{_pkgdocdir}; fi +if [ -d example ]; then cp -arf example %{buildroot}/%{_pkgdocdir}; fi +if [ -d examples ]; then cp -arf examples %{buildroot}/%{_pkgdocdir}; fi +pushd %{buildroot} +if [ -d usr/lib ]; then + find usr/lib -type f -printf "/%h/%f\n" >> filelist.lst +fi +if [ -d usr/lib64 ]; then + find usr/lib64 -type f -printf "/%h/%f\n" >> filelist.lst +fi +if [ -d usr/bin ]; then + find usr/bin -type f -printf "/%h/%f\n" >> filelist.lst +fi +if [ -d usr/sbin ]; then + find usr/sbin -type f -printf "/%h/%f\n" >> filelist.lst +fi +touch doclist.lst +if [ -d usr/share/man ]; then + find usr/share/man -type f -printf "/%h/%f.gz\n" >> doclist.lst +fi +popd +mv %{buildroot}/filelist.lst . +mv %{buildroot}/doclist.lst . + +%files -n python3-probatus -f filelist.lst +%dir %{python3_sitelib}/* + +%files help -f doclist.lst +%{_docdir}/* + +%changelog +* Mon May 29 2023 Python_Bot - 1.8.9-1 +- Package Spec generated diff --git a/sources b/sources new file mode 100644 index 0000000..9b6be7f --- /dev/null +++ b/sources @@ -0,0 +1 @@ +fe2f1aefab0bc03788c17d3cef589999 probatus-1.8.9.tar.gz -- cgit v1.2.3