├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── config.yml │ ├── documentation.md │ └── feature.md ├── PULL_REQUEST_TEMPLATE.md └── workflows │ └── main.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CONTRIBUTING.md ├── LICENSE ├── MANIFEST.in ├── Makefile ├── README.md ├── data ├── US_Accidents_extract.csv ├── house_prices_dataset.csv ├── house_prices_labels.json ├── titanicdata.csv └── titaniclabels.json ├── docs ├── .gitignore ├── Makefile ├── _static │ ├── add_column_icon.png │ ├── awards-argus-or.png │ ├── groups_features.gif │ ├── identity_card.png │ ├── logo_SixfoisSept.png │ ├── logo_groupe_vyv.png │ ├── logo_maif.png │ ├── logo_quantmetry.png │ ├── logo_societe_generale.png │ ├── maif.png │ ├── modular.png │ ├── picking.png │ ├── quality-metrics.png │ ├── report-icon.png │ ├── shapash-contribution_plot-example.png │ ├── shapash-diagram.png │ ├── shapash-grid-images-01.png │ ├── shapash-grid-images-02.png │ ├── shapash-grid-images-03.png │ ├── shapash-grid-images-04.png │ ├── shapash-grid-images-05.png │ ├── shapash-grid-images-06.png │ ├── shapash-grid-images-07.png │ ├── shapash-grid-images-08.png │ ├── shapash-grid-images-09.png │ ├── shapash-grid-images-10.png │ ├── shapash-grid-images-11.png │ ├── shapash-grid-images-12.png │ ├── shapash-grid-images-13.png │ ├── shapash-local_plot-example.png │ ├── shapash-report-demo.gif │ ├── shapash-resize.png │ ├── shapash-to_pandas-example.png │ ├── shapash-top-interactions-plot.png │ ├── shapash_global.gif │ ├── shapash_select_subset.gif │ ├── tutorial │ │ ├── tuto-webapp01-additional_filtered.png │ │ ├── tuto-webapp01-additional_identity_card.png │ │ ├── tuto-webapp01-additional_in_dataset.png │ │ └── tuto-webapp01-additional_picking.png │ ├── variabilize-colors.png │ ├── webapp.png │ ├── webinar_screenshot.png │ └── wheel.png ├── _templates │ └── sidebar.html ├── assets │ ├── css │ │ └── style.css │ ├── images │ │ ├── contributing │ │ │ ├── shapash-clone.png │ │ │ ├── shapash-compare-pr.png │ │ │ ├── shapash-create-pr.png │ │ │ ├── shapash-fork.png │ │ │ ├── shapash-pr-branch.png │ │ │ ├── shapash-pr-description.png │ │ │ └── shapash-pr.png │ │ ├── logos │ │ │ ├── favicon.png │ │ │ └── shapash-github.png │ │ └── svg │ │ │ ├── configure.svg │ │ │ ├── etiquette.svg │ │ │ ├── footer.svg │ │ │ ├── latency.svg │ │ │ └── shapash-github.svg │ └── js │ │ └── tarteaucitron │ │ ├── LICENSE │ │ ├── README.md │ │ ├── advertising.js │ │ ├── css │ │ └── tarteaucitron.css │ │ ├── lang │ │ ├── tarteaucitron.cs.js │ │ ├── tarteaucitron.de.js │ │ ├── tarteaucitron.en.js │ │ ├── tarteaucitron.es.js │ │ ├── tarteaucitron.fr.js │ │ ├── tarteaucitron.it.js │ │ ├── tarteaucitron.pl.js │ │ ├── tarteaucitron.pt.js │ │ └── tarteaucitron.ru.js │ │ ├── tarteaucitron.js │ │ └── tarteaucitron.services.js ├── autodocs │ ├── index.rst │ ├── shapash.data.rst │ ├── shapash.explainer.rst │ ├── shapash.load_smartpredictor.rst │ └── shapash.predictor.rst ├── conf.py ├── index.html ├── index.rst ├── installation-instructions │ ├── index.rst │ ├── plotly.png │ └── widget.png ├── make.bat ├── overview.rst ├── requirements.txt └── tutorials.rst ├── pyproject.toml ├── shapash ├── __init__.py ├── __version__.py ├── backend │ ├── __init__.py │ ├── base_backend.py │ ├── lime_backend.py │ └── shap_backend.py ├── data │ ├── __init__.py │ └── data_loader.py ├── decomposition │ ├── __init__.py │ └── contributions.py ├── explainer │ ├── __init__.py │ ├── consistency.py │ ├── multi_decorator.py │ ├── smart_explainer.py │ ├── smart_plotter.py │ ├── smart_predictor.py │ └── smart_state.py ├── manipulation │ ├── __init__.py │ ├── filters.py │ ├── mask.py │ ├── select_lines.py │ └── summarize.py ├── plots │ ├── __init__.py │ ├── plot_bar_chart.py │ ├── plot_compacity.py │ ├── plot_contribution.py │ ├── plot_correlations.py │ ├── plot_evaluation_metrics.py │ ├── plot_feature_importance.py │ ├── plot_interactions.py │ ├── plot_line_comparison.py │ ├── plot_stability.py │ └── plot_univariate.py ├── report │ ├── __init__.py │ ├── base_report.ipynb │ ├── common.py │ ├── data_analysis.py │ ├── generation.py │ ├── html │ │ ├── double_table.html │ │ ├── dropdown.html │ │ ├── explainability.html │ │ ├── table_two_columns.html │ │ └── univariate.html │ ├── project_report.py │ ├── template │ │ └── custom │ │ │ ├── conf.json │ │ │ └── index.html.j2 │ └── visualisation.py ├── style │ ├── __init__.py │ ├── colors.json │ └── style_utils.py ├── utils │ ├── __init__.py │ ├── category_encoder_backend.py │ ├── check.py │ ├── columntransformer_backend.py │ ├── explanation_metrics.py │ ├── io.py │ ├── load_smartpredictor.py │ ├── model.py │ ├── model_synoptic.py │ ├── sampling.py │ ├── threading.py │ ├── transform.py │ ├── translate.py │ └── utils.py └── webapp │ ├── __init__.py │ ├── assets │ ├── favicon.ico │ ├── jquery.js │ ├── main.js │ ├── material-icons.css │ ├── reload.png │ ├── settings.png │ ├── shapash-fond-fonce.png │ └── style.css │ ├── smart_app.py │ ├── utils │ ├── MyGraph.py │ ├── callbacks.py │ ├── explanations.py │ └── utils.py │ ├── webapp_launch.py │ └── webapp_launch_DVF.py ├── tests ├── __init__.py ├── data │ ├── clean_titanic.pkl │ ├── metadata.yaml │ ├── predictor_to_load_310.pkl │ ├── predictor_to_load_38.pkl │ └── predictor_to_load_39.pkl ├── integration_tests │ ├── backend_integration.ipynb │ ├── test_contributions_binary.py │ ├── test_contributions_multiclass.py │ ├── test_integration_inverse_tranform.py │ └── test_report_generation.py └── unit_tests │ ├── __init__.py │ ├── backend │ ├── test_base_backend.py │ ├── test_lime_backend.py │ └── test_shap_backend.py │ ├── data │ └── test_data_loader.py │ ├── decomposition │ ├── __init__.py │ ├── test_contributions.py │ └── test_inverse_contribution.py │ ├── explainer │ ├── test_consistency.py │ ├── test_multi_decorator.py │ ├── test_smart_explainer.py │ ├── test_smart_plotter.py │ ├── test_smart_predictor.py │ └── test_smart_state.py │ ├── manipulation │ ├── test_filters.py │ ├── test_mask.py │ ├── test_select_lines.py │ └── test_summarize.py │ ├── report │ ├── __init__.py │ ├── test_common.py │ ├── test_data_analysis.py │ ├── test_plots.py │ └── test_project_report.py │ ├── style │ └── test_style_utils.py │ ├── utils │ ├── test_category_encoders_backend.py │ ├── test_check.py │ ├── test_columntransformer_backend.py │ ├── test_explanation_metrics.py │ ├── test_load_smartpredictor.py │ ├── test_model.py │ ├── test_transform.py │ ├── test_translate.py │ └── test_utils.py │ └── webapp │ ├── __init__.py │ ├── test_webapp_settings.py │ └── utils │ ├── __init__.py │ ├── test_callbacks.py │ └── test_utils.py └── tutorial ├── .gitignore ├── common ├── tuto-common01-groups_of_features.ipynb └── tuto-common02-colors.ipynb ├── explainability_quality └── tuto-quality01-Builing-confidence-explainability.ipynb ├── explainer_and_backend ├── tuto-expl01-Shapash-Viz-using-Shap-contributions.ipynb ├── tuto-expl02-Shapash-Viz-using-Lime-contributions.ipynb ├── tuto-expl04-Shapash-compute-Lime-faster.ipynb ├── tuto-expl05-Shapash-using-Fasttreeshap.ipynb └── tuto-expl06-Shapash-custom-backend.ipynb ├── generate_report ├── output │ └── .gitignore ├── shapash_report_example.py ├── tuto-shapash-report01.ipynb ├── utils │ ├── custom_report.ipynb │ └── project_info.yml └── working │ └── .gitignore ├── generate_webapp └── tuto-webapp01-additional-data.ipynb ├── plots_and_charts ├── tuto-plot01-local_plot-and-to_pandas.ipynb ├── tuto-plot02-contribution_plot.ipynb ├── tuto-plot03-features-importance.ipynb ├── tuto-plot04-compare_plot.ipynb ├── tuto-plot05-interactions-plot.ipynb ├── tuto-plot06-prediction_plot.ipynb └── tuto-plot07-additional_plots_visualizations.ipynb ├── postprocess └── tuto-postprocess01.ipynb ├── predictor_to_production └── tuto-smartpredictor-introduction-to-SmartPredictor.ipynb ├── tutorial01-Shapash-Overview-Launch-WebApp.ipynb ├── tutorial02-Shapash-overview-in-Jupyter.ipynb ├── tutorial03-Shapash-overview-model-in-production.ipynb └── use_encoders ├── tuto-encoder01-using-category_encoder.ipynb ├── tuto-encoder02-using-columntransformer.ipynb └── tuto-encoder03-using-dict.ipynb /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/config.yml: -------------------------------------------------------------------------------- 1 | blank_issues_enabled: false 2 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/documentation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.github/ISSUE_TEMPLATE/documentation.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.github/ISSUE_TEMPLATE/feature.md -------------------------------------------------------------------------------- /.github/PULL_REQUEST_TEMPLATE.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.github/PULL_REQUEST_TEMPLATE.md -------------------------------------------------------------------------------- /.github/workflows/main.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.github/workflows/main.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.gitignore -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.pre-commit-config.yaml -------------------------------------------------------------------------------- /.readthedocs.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/.readthedocs.yml -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/LICENSE -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/MANIFEST.in -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/Makefile -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/README.md -------------------------------------------------------------------------------- /data/US_Accidents_extract.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/data/US_Accidents_extract.csv -------------------------------------------------------------------------------- /data/house_prices_dataset.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/data/house_prices_dataset.csv -------------------------------------------------------------------------------- /data/house_prices_labels.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/data/house_prices_labels.json -------------------------------------------------------------------------------- /data/titanicdata.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/data/titanicdata.csv -------------------------------------------------------------------------------- /data/titaniclabels.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/data/titaniclabels.json -------------------------------------------------------------------------------- /docs/.gitignore: -------------------------------------------------------------------------------- 1 | build 2 | source/generated/*.rst 3 | -------------------------------------------------------------------------------- /docs/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/Makefile -------------------------------------------------------------------------------- /docs/_static/add_column_icon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/add_column_icon.png -------------------------------------------------------------------------------- /docs/_static/awards-argus-or.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/awards-argus-or.png -------------------------------------------------------------------------------- /docs/_static/groups_features.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/groups_features.gif -------------------------------------------------------------------------------- /docs/_static/identity_card.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/identity_card.png -------------------------------------------------------------------------------- /docs/_static/logo_SixfoisSept.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/logo_SixfoisSept.png -------------------------------------------------------------------------------- /docs/_static/logo_groupe_vyv.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/logo_groupe_vyv.png -------------------------------------------------------------------------------- /docs/_static/logo_maif.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/logo_maif.png -------------------------------------------------------------------------------- /docs/_static/logo_quantmetry.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/logo_quantmetry.png -------------------------------------------------------------------------------- /docs/_static/logo_societe_generale.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/logo_societe_generale.png -------------------------------------------------------------------------------- /docs/_static/maif.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/maif.png -------------------------------------------------------------------------------- /docs/_static/modular.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/modular.png -------------------------------------------------------------------------------- /docs/_static/picking.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/picking.png -------------------------------------------------------------------------------- /docs/_static/quality-metrics.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/quality-metrics.png -------------------------------------------------------------------------------- /docs/_static/report-icon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/report-icon.png -------------------------------------------------------------------------------- /docs/_static/shapash-contribution_plot-example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-contribution_plot-example.png -------------------------------------------------------------------------------- /docs/_static/shapash-diagram.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-diagram.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-01.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-01.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-02.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-02.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-03.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-03.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-04.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-04.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-05.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-05.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-06.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-06.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-07.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-07.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-08.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-08.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-09.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-09.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-10.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-10.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-11.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-11.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-12.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-12.png -------------------------------------------------------------------------------- /docs/_static/shapash-grid-images-13.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-grid-images-13.png -------------------------------------------------------------------------------- /docs/_static/shapash-local_plot-example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-local_plot-example.png -------------------------------------------------------------------------------- /docs/_static/shapash-report-demo.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-report-demo.gif -------------------------------------------------------------------------------- /docs/_static/shapash-resize.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-resize.png -------------------------------------------------------------------------------- /docs/_static/shapash-to_pandas-example.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-to_pandas-example.png -------------------------------------------------------------------------------- /docs/_static/shapash-top-interactions-plot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash-top-interactions-plot.png -------------------------------------------------------------------------------- /docs/_static/shapash_global.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash_global.gif -------------------------------------------------------------------------------- /docs/_static/shapash_select_subset.gif: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/shapash_select_subset.gif -------------------------------------------------------------------------------- /docs/_static/tutorial/tuto-webapp01-additional_filtered.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/tutorial/tuto-webapp01-additional_filtered.png -------------------------------------------------------------------------------- /docs/_static/tutorial/tuto-webapp01-additional_identity_card.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/tutorial/tuto-webapp01-additional_identity_card.png -------------------------------------------------------------------------------- /docs/_static/tutorial/tuto-webapp01-additional_in_dataset.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/tutorial/tuto-webapp01-additional_in_dataset.png -------------------------------------------------------------------------------- /docs/_static/tutorial/tuto-webapp01-additional_picking.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/tutorial/tuto-webapp01-additional_picking.png -------------------------------------------------------------------------------- /docs/_static/variabilize-colors.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/variabilize-colors.png -------------------------------------------------------------------------------- /docs/_static/webapp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/webapp.png -------------------------------------------------------------------------------- /docs/_static/webinar_screenshot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/webinar_screenshot.png -------------------------------------------------------------------------------- /docs/_static/wheel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_static/wheel.png -------------------------------------------------------------------------------- /docs/_templates/sidebar.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/_templates/sidebar.html -------------------------------------------------------------------------------- /docs/assets/css/style.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/css/style.css -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-clone.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-clone.png -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-compare-pr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-compare-pr.png -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-create-pr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-create-pr.png -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-fork.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-fork.png -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-pr-branch.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-pr-branch.png -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-pr-description.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-pr-description.png -------------------------------------------------------------------------------- /docs/assets/images/contributing/shapash-pr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/contributing/shapash-pr.png -------------------------------------------------------------------------------- /docs/assets/images/logos/favicon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/logos/favicon.png -------------------------------------------------------------------------------- /docs/assets/images/logos/shapash-github.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/logos/shapash-github.png -------------------------------------------------------------------------------- /docs/assets/images/svg/configure.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/svg/configure.svg -------------------------------------------------------------------------------- /docs/assets/images/svg/etiquette.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/svg/etiquette.svg -------------------------------------------------------------------------------- /docs/assets/images/svg/footer.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/svg/footer.svg -------------------------------------------------------------------------------- /docs/assets/images/svg/latency.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/svg/latency.svg -------------------------------------------------------------------------------- /docs/assets/images/svg/shapash-github.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/images/svg/shapash-github.svg -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/LICENSE -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/README.md -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/advertising.js: -------------------------------------------------------------------------------- 1 | tarteaucitronNoAdBlocker = true; -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/css/tarteaucitron.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/css/tarteaucitron.css -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.cs.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.cs.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.de.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.de.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.en.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.en.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.es.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.es.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.fr.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.fr.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.it.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.it.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.pl.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.pl.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.pt.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.pt.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/lang/tarteaucitron.ru.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/lang/tarteaucitron.ru.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/tarteaucitron.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/tarteaucitron.js -------------------------------------------------------------------------------- /docs/assets/js/tarteaucitron/tarteaucitron.services.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/assets/js/tarteaucitron/tarteaucitron.services.js -------------------------------------------------------------------------------- /docs/autodocs/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/autodocs/index.rst -------------------------------------------------------------------------------- /docs/autodocs/shapash.data.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/autodocs/shapash.data.rst -------------------------------------------------------------------------------- /docs/autodocs/shapash.explainer.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/autodocs/shapash.explainer.rst -------------------------------------------------------------------------------- /docs/autodocs/shapash.load_smartpredictor.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/autodocs/shapash.load_smartpredictor.rst -------------------------------------------------------------------------------- /docs/autodocs/shapash.predictor.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/autodocs/shapash.predictor.rst -------------------------------------------------------------------------------- /docs/conf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/conf.py -------------------------------------------------------------------------------- /docs/index.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/index.html -------------------------------------------------------------------------------- /docs/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/index.rst -------------------------------------------------------------------------------- /docs/installation-instructions/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/installation-instructions/index.rst -------------------------------------------------------------------------------- /docs/installation-instructions/plotly.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/installation-instructions/plotly.png -------------------------------------------------------------------------------- /docs/installation-instructions/widget.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/installation-instructions/widget.png -------------------------------------------------------------------------------- /docs/make.bat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/make.bat -------------------------------------------------------------------------------- /docs/overview.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/overview.rst -------------------------------------------------------------------------------- /docs/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/requirements.txt -------------------------------------------------------------------------------- /docs/tutorials.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/docs/tutorials.rst -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/pyproject.toml -------------------------------------------------------------------------------- /shapash/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/__init__.py -------------------------------------------------------------------------------- /shapash/__version__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/__version__.py -------------------------------------------------------------------------------- /shapash/backend/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/backend/__init__.py -------------------------------------------------------------------------------- /shapash/backend/base_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/backend/base_backend.py -------------------------------------------------------------------------------- /shapash/backend/lime_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/backend/lime_backend.py -------------------------------------------------------------------------------- /shapash/backend/shap_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/backend/shap_backend.py -------------------------------------------------------------------------------- /shapash/data/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/data/data_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/data/data_loader.py -------------------------------------------------------------------------------- /shapash/decomposition/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/decomposition/contributions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/decomposition/contributions.py -------------------------------------------------------------------------------- /shapash/explainer/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/explainer/consistency.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/explainer/consistency.py -------------------------------------------------------------------------------- /shapash/explainer/multi_decorator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/explainer/multi_decorator.py -------------------------------------------------------------------------------- /shapash/explainer/smart_explainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/explainer/smart_explainer.py -------------------------------------------------------------------------------- /shapash/explainer/smart_plotter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/explainer/smart_plotter.py -------------------------------------------------------------------------------- /shapash/explainer/smart_predictor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/explainer/smart_predictor.py -------------------------------------------------------------------------------- /shapash/explainer/smart_state.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/explainer/smart_state.py -------------------------------------------------------------------------------- /shapash/manipulation/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/manipulation/filters.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/manipulation/filters.py -------------------------------------------------------------------------------- /shapash/manipulation/mask.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/manipulation/mask.py -------------------------------------------------------------------------------- /shapash/manipulation/select_lines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/manipulation/select_lines.py -------------------------------------------------------------------------------- /shapash/manipulation/summarize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/manipulation/summarize.py -------------------------------------------------------------------------------- /shapash/plots/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/__init__.py -------------------------------------------------------------------------------- /shapash/plots/plot_bar_chart.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_bar_chart.py -------------------------------------------------------------------------------- /shapash/plots/plot_compacity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_compacity.py -------------------------------------------------------------------------------- /shapash/plots/plot_contribution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_contribution.py -------------------------------------------------------------------------------- /shapash/plots/plot_correlations.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_correlations.py -------------------------------------------------------------------------------- /shapash/plots/plot_evaluation_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_evaluation_metrics.py -------------------------------------------------------------------------------- /shapash/plots/plot_feature_importance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_feature_importance.py -------------------------------------------------------------------------------- /shapash/plots/plot_interactions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_interactions.py -------------------------------------------------------------------------------- /shapash/plots/plot_line_comparison.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_line_comparison.py -------------------------------------------------------------------------------- /shapash/plots/plot_stability.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_stability.py -------------------------------------------------------------------------------- /shapash/plots/plot_univariate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/plots/plot_univariate.py -------------------------------------------------------------------------------- /shapash/report/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/__init__.py -------------------------------------------------------------------------------- /shapash/report/base_report.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/base_report.ipynb -------------------------------------------------------------------------------- /shapash/report/common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/common.py -------------------------------------------------------------------------------- /shapash/report/data_analysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/data_analysis.py -------------------------------------------------------------------------------- /shapash/report/generation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/generation.py -------------------------------------------------------------------------------- /shapash/report/html/double_table.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/html/double_table.html -------------------------------------------------------------------------------- /shapash/report/html/dropdown.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/html/dropdown.html -------------------------------------------------------------------------------- /shapash/report/html/explainability.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/html/explainability.html -------------------------------------------------------------------------------- /shapash/report/html/table_two_columns.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/html/table_two_columns.html -------------------------------------------------------------------------------- /shapash/report/html/univariate.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/html/univariate.html -------------------------------------------------------------------------------- /shapash/report/project_report.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/project_report.py -------------------------------------------------------------------------------- /shapash/report/template/custom/conf.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/template/custom/conf.json -------------------------------------------------------------------------------- /shapash/report/template/custom/index.html.j2: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/template/custom/index.html.j2 -------------------------------------------------------------------------------- /shapash/report/visualisation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/report/visualisation.py -------------------------------------------------------------------------------- /shapash/style/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/style/colors.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/style/colors.json -------------------------------------------------------------------------------- /shapash/style/style_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/style/style_utils.py -------------------------------------------------------------------------------- /shapash/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/utils/category_encoder_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/category_encoder_backend.py -------------------------------------------------------------------------------- /shapash/utils/check.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/check.py -------------------------------------------------------------------------------- /shapash/utils/columntransformer_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/columntransformer_backend.py -------------------------------------------------------------------------------- /shapash/utils/explanation_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/explanation_metrics.py -------------------------------------------------------------------------------- /shapash/utils/io.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/io.py -------------------------------------------------------------------------------- /shapash/utils/load_smartpredictor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/load_smartpredictor.py -------------------------------------------------------------------------------- /shapash/utils/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/model.py -------------------------------------------------------------------------------- /shapash/utils/model_synoptic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/model_synoptic.py -------------------------------------------------------------------------------- /shapash/utils/sampling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/sampling.py -------------------------------------------------------------------------------- /shapash/utils/threading.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/threading.py -------------------------------------------------------------------------------- /shapash/utils/transform.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/transform.py -------------------------------------------------------------------------------- /shapash/utils/translate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/translate.py -------------------------------------------------------------------------------- /shapash/utils/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/utils/utils.py -------------------------------------------------------------------------------- /shapash/webapp/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /shapash/webapp/assets/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/favicon.ico -------------------------------------------------------------------------------- /shapash/webapp/assets/jquery.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/jquery.js -------------------------------------------------------------------------------- /shapash/webapp/assets/main.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/main.js -------------------------------------------------------------------------------- /shapash/webapp/assets/material-icons.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/material-icons.css -------------------------------------------------------------------------------- /shapash/webapp/assets/reload.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/reload.png -------------------------------------------------------------------------------- /shapash/webapp/assets/settings.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/settings.png -------------------------------------------------------------------------------- /shapash/webapp/assets/shapash-fond-fonce.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/shapash-fond-fonce.png -------------------------------------------------------------------------------- /shapash/webapp/assets/style.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/assets/style.css -------------------------------------------------------------------------------- /shapash/webapp/smart_app.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/smart_app.py -------------------------------------------------------------------------------- /shapash/webapp/utils/MyGraph.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/utils/MyGraph.py -------------------------------------------------------------------------------- /shapash/webapp/utils/callbacks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/utils/callbacks.py -------------------------------------------------------------------------------- /shapash/webapp/utils/explanations.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/utils/explanations.py -------------------------------------------------------------------------------- /shapash/webapp/utils/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/utils/utils.py -------------------------------------------------------------------------------- /shapash/webapp/webapp_launch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/webapp_launch.py -------------------------------------------------------------------------------- /shapash/webapp/webapp_launch_DVF.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/shapash/webapp/webapp_launch_DVF.py -------------------------------------------------------------------------------- /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/data/clean_titanic.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/data/clean_titanic.pkl -------------------------------------------------------------------------------- /tests/data/metadata.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/data/metadata.yaml -------------------------------------------------------------------------------- /tests/data/predictor_to_load_310.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/data/predictor_to_load_310.pkl -------------------------------------------------------------------------------- /tests/data/predictor_to_load_38.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/data/predictor_to_load_38.pkl -------------------------------------------------------------------------------- /tests/data/predictor_to_load_39.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/data/predictor_to_load_39.pkl -------------------------------------------------------------------------------- /tests/integration_tests/backend_integration.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/integration_tests/backend_integration.ipynb -------------------------------------------------------------------------------- /tests/integration_tests/test_contributions_binary.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/integration_tests/test_contributions_binary.py -------------------------------------------------------------------------------- /tests/integration_tests/test_contributions_multiclass.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/integration_tests/test_contributions_multiclass.py -------------------------------------------------------------------------------- /tests/integration_tests/test_integration_inverse_tranform.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/integration_tests/test_integration_inverse_tranform.py -------------------------------------------------------------------------------- /tests/integration_tests/test_report_generation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/integration_tests/test_report_generation.py -------------------------------------------------------------------------------- /tests/unit_tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit_tests/backend/test_base_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/backend/test_base_backend.py -------------------------------------------------------------------------------- /tests/unit_tests/backend/test_lime_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/backend/test_lime_backend.py -------------------------------------------------------------------------------- /tests/unit_tests/backend/test_shap_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/backend/test_shap_backend.py -------------------------------------------------------------------------------- /tests/unit_tests/data/test_data_loader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/data/test_data_loader.py -------------------------------------------------------------------------------- /tests/unit_tests/decomposition/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit_tests/decomposition/test_contributions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/decomposition/test_contributions.py -------------------------------------------------------------------------------- /tests/unit_tests/decomposition/test_inverse_contribution.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/decomposition/test_inverse_contribution.py -------------------------------------------------------------------------------- /tests/unit_tests/explainer/test_consistency.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/explainer/test_consistency.py -------------------------------------------------------------------------------- /tests/unit_tests/explainer/test_multi_decorator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/explainer/test_multi_decorator.py -------------------------------------------------------------------------------- /tests/unit_tests/explainer/test_smart_explainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/explainer/test_smart_explainer.py -------------------------------------------------------------------------------- /tests/unit_tests/explainer/test_smart_plotter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/explainer/test_smart_plotter.py -------------------------------------------------------------------------------- /tests/unit_tests/explainer/test_smart_predictor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/explainer/test_smart_predictor.py -------------------------------------------------------------------------------- /tests/unit_tests/explainer/test_smart_state.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/explainer/test_smart_state.py -------------------------------------------------------------------------------- /tests/unit_tests/manipulation/test_filters.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/manipulation/test_filters.py -------------------------------------------------------------------------------- /tests/unit_tests/manipulation/test_mask.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/manipulation/test_mask.py -------------------------------------------------------------------------------- /tests/unit_tests/manipulation/test_select_lines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/manipulation/test_select_lines.py -------------------------------------------------------------------------------- /tests/unit_tests/manipulation/test_summarize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/manipulation/test_summarize.py -------------------------------------------------------------------------------- /tests/unit_tests/report/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit_tests/report/test_common.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/report/test_common.py -------------------------------------------------------------------------------- /tests/unit_tests/report/test_data_analysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/report/test_data_analysis.py -------------------------------------------------------------------------------- /tests/unit_tests/report/test_plots.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/report/test_plots.py -------------------------------------------------------------------------------- /tests/unit_tests/report/test_project_report.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/report/test_project_report.py -------------------------------------------------------------------------------- /tests/unit_tests/style/test_style_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/style/test_style_utils.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_category_encoders_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_category_encoders_backend.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_check.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_check.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_columntransformer_backend.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_columntransformer_backend.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_explanation_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_explanation_metrics.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_load_smartpredictor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_load_smartpredictor.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_model.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_transform.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_transform.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_translate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_translate.py -------------------------------------------------------------------------------- /tests/unit_tests/utils/test_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/utils/test_utils.py -------------------------------------------------------------------------------- /tests/unit_tests/webapp/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit_tests/webapp/test_webapp_settings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/webapp/test_webapp_settings.py -------------------------------------------------------------------------------- /tests/unit_tests/webapp/utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/unit_tests/webapp/utils/test_callbacks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/webapp/utils/test_callbacks.py -------------------------------------------------------------------------------- /tests/unit_tests/webapp/utils/test_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tests/unit_tests/webapp/utils/test_utils.py -------------------------------------------------------------------------------- /tutorial/.gitignore: -------------------------------------------------------------------------------- 1 | coverage 2 | documentation 3 | -------------------------------------------------------------------------------- /tutorial/common/tuto-common01-groups_of_features.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/common/tuto-common01-groups_of_features.ipynb -------------------------------------------------------------------------------- /tutorial/common/tuto-common02-colors.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/common/tuto-common02-colors.ipynb -------------------------------------------------------------------------------- /tutorial/explainability_quality/tuto-quality01-Builing-confidence-explainability.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/explainability_quality/tuto-quality01-Builing-confidence-explainability.ipynb -------------------------------------------------------------------------------- /tutorial/explainer_and_backend/tuto-expl01-Shapash-Viz-using-Shap-contributions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/explainer_and_backend/tuto-expl01-Shapash-Viz-using-Shap-contributions.ipynb -------------------------------------------------------------------------------- /tutorial/explainer_and_backend/tuto-expl02-Shapash-Viz-using-Lime-contributions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/explainer_and_backend/tuto-expl02-Shapash-Viz-using-Lime-contributions.ipynb -------------------------------------------------------------------------------- /tutorial/explainer_and_backend/tuto-expl04-Shapash-compute-Lime-faster.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/explainer_and_backend/tuto-expl04-Shapash-compute-Lime-faster.ipynb -------------------------------------------------------------------------------- /tutorial/explainer_and_backend/tuto-expl05-Shapash-using-Fasttreeshap.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/explainer_and_backend/tuto-expl05-Shapash-using-Fasttreeshap.ipynb -------------------------------------------------------------------------------- /tutorial/explainer_and_backend/tuto-expl06-Shapash-custom-backend.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/explainer_and_backend/tuto-expl06-Shapash-custom-backend.ipynb -------------------------------------------------------------------------------- /tutorial/generate_report/output/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_report/output/.gitignore -------------------------------------------------------------------------------- /tutorial/generate_report/shapash_report_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_report/shapash_report_example.py -------------------------------------------------------------------------------- /tutorial/generate_report/tuto-shapash-report01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_report/tuto-shapash-report01.ipynb -------------------------------------------------------------------------------- /tutorial/generate_report/utils/custom_report.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_report/utils/custom_report.ipynb -------------------------------------------------------------------------------- /tutorial/generate_report/utils/project_info.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_report/utils/project_info.yml -------------------------------------------------------------------------------- /tutorial/generate_report/working/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_report/working/.gitignore -------------------------------------------------------------------------------- /tutorial/generate_webapp/tuto-webapp01-additional-data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/generate_webapp/tuto-webapp01-additional-data.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot01-local_plot-and-to_pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot01-local_plot-and-to_pandas.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot02-contribution_plot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot02-contribution_plot.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot03-features-importance.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot03-features-importance.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot04-compare_plot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot04-compare_plot.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot05-interactions-plot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot05-interactions-plot.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot06-prediction_plot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot06-prediction_plot.ipynb -------------------------------------------------------------------------------- /tutorial/plots_and_charts/tuto-plot07-additional_plots_visualizations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/plots_and_charts/tuto-plot07-additional_plots_visualizations.ipynb -------------------------------------------------------------------------------- /tutorial/postprocess/tuto-postprocess01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/postprocess/tuto-postprocess01.ipynb -------------------------------------------------------------------------------- /tutorial/predictor_to_production/tuto-smartpredictor-introduction-to-SmartPredictor.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/predictor_to_production/tuto-smartpredictor-introduction-to-SmartPredictor.ipynb -------------------------------------------------------------------------------- /tutorial/tutorial01-Shapash-Overview-Launch-WebApp.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/tutorial01-Shapash-Overview-Launch-WebApp.ipynb -------------------------------------------------------------------------------- /tutorial/tutorial02-Shapash-overview-in-Jupyter.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/tutorial02-Shapash-overview-in-Jupyter.ipynb -------------------------------------------------------------------------------- /tutorial/tutorial03-Shapash-overview-model-in-production.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/tutorial03-Shapash-overview-model-in-production.ipynb -------------------------------------------------------------------------------- /tutorial/use_encoders/tuto-encoder01-using-category_encoder.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/use_encoders/tuto-encoder01-using-category_encoder.ipynb -------------------------------------------------------------------------------- /tutorial/use_encoders/tuto-encoder02-using-columntransformer.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/use_encoders/tuto-encoder02-using-columntransformer.ipynb -------------------------------------------------------------------------------- /tutorial/use_encoders/tuto-encoder03-using-dict.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MAIF/shapash/HEAD/tutorial/use_encoders/tuto-encoder03-using-dict.ipynb --------------------------------------------------------------------------------