├── .editorconfig ├── .flake8 ├── .github ├── ISSUE_TEMPLATE.md ├── PULL_REQUEST_TEMPLATE │ └── release_template.md ├── dependabot.yml ├── pull_request_template.md └── workflows │ ├── python-docs.yml │ ├── python-publish.yml │ └── python-test.yml ├── .gitignore ├── AUTHORS.rst ├── HISTORY.md ├── LICENSE ├── README.md ├── docs ├── Makefile ├── api_reference │ ├── explainer.rst │ ├── explanation_types.rst │ ├── explanation_utils.rst │ ├── index.rst │ ├── model_utils.rst │ ├── realapp.rst │ ├── transformer.rst │ └── visualize.rst ├── conf.py ├── images │ ├── dai-logo-white-200.png │ ├── dai-logo-white.ico │ ├── quickstart.png │ └── titanic.png ├── index.rst └── make.bat ├── poetry.lock ├── pyproject.toml ├── pyreal ├── __init__.py ├── benchmark │ ├── __init__.py │ ├── challenges │ │ ├── __init__.py │ │ ├── explainer_challenge.py │ │ ├── gfi │ │ │ ├── __init__.py │ │ │ ├── global_feature_importance_challenge.py │ │ │ └── shap_feature_importance_challenge.py │ │ └── lfc │ │ │ ├── __init__.py │ │ │ ├── local_feature_contribution_challenge.py │ │ │ └── shap_feature_contribution_challenge.py │ ├── dataset.py │ ├── download_datasets_script.py │ ├── main.py │ ├── models.py │ ├── models │ │ ├── Bioresponse_logistic_regression.pkl │ │ ├── PhishingWebsites_logistic_regression.pkl │ │ ├── adult_logistic_regression.pkl │ │ ├── analcatdata_authorship_logistic_regression.pkl │ │ ├── analcatdata_dmft_logistic_regression.pkl │ │ ├── balance-scale_logistic_regression.pkl │ │ ├── banknote-authentication_logistic_regression.pkl │ │ ├── blood-transfusion-service-center_logistic_regression.pkl │ │ ├── breast-w_logistic_regression.pkl │ │ ├── cmc_logistic_regression.pkl │ │ ├── cnae-9_logistic_regression.pkl │ │ ├── credit-approval_logistic_regression.pkl │ │ ├── credit-g_logistic_regression.pkl │ │ ├── diabetes_logistic_regression.pkl │ │ ├── electricity_logistic_regression.pkl │ │ ├── eucalyptus_logistic_regression.pkl │ │ ├── first-order-theorem-proving_logistic_regression.pkl │ │ ├── ilpd_logistic_regression.pkl │ │ ├── isolet_logistic_regression.pkl │ │ ├── jm1_logistic_regression.pkl │ │ ├── kc1_logistic_regression.pkl │ │ ├── kc2_logistic_regression.pkl │ │ ├── kr-vs-kp_logistic_regression.pkl │ │ ├── letter_logistic_regression.pkl │ │ ├── madelon_logistic_regression.pkl │ │ ├── mfeat-factors_logistic_regression.pkl │ │ ├── mfeat-fourier_logistic_regression.pkl │ │ ├── mfeat-karhunen_logistic_regression.pkl │ │ ├── mfeat-morphological_logistic_regression.pkl │ │ ├── mfeat-zernike_logistic_regression.pkl │ │ ├── mnist_784_logistic_regression.pkl │ │ ├── nomao_logistic_regression.pkl │ │ ├── optdigits_logistic_regression.pkl │ │ ├── ozone-level-8hr_logistic_regression.pkl │ │ ├── pc1_logistic_regression.pkl │ │ ├── pc3_logistic_regression.pkl │ │ ├── pc4_logistic_regression.pkl │ │ ├── pendigits_logistic_regression.pkl │ │ ├── phoneme_logistic_regression.pkl │ │ ├── qsar-biodeg_logistic_regression.pkl │ │ ├── satimage_logistic_regression.pkl │ │ ├── semeion_logistic_regression.pkl │ │ ├── sick_logistic_regression.pkl │ │ ├── spambase_logistic_regression.pkl │ │ ├── splice_logistic_regression.pkl │ │ ├── tic-tac-toe_logistic_regression.pkl │ │ ├── vehicle_logistic_regression.pkl │ │ ├── vowel_logistic_regression.pkl │ │ ├── wall-robot-navigation_logistic_regression.pkl │ │ └── wdbc_logistic_regression.pkl │ ├── profiler.py │ ├── results │ │ ├── 20210916-115944 │ │ │ ├── GlobalFeatureImportanceChallenge │ │ │ ├── LocalFeatureContributionChallenge │ │ │ ├── ShapFeatureContributionChallenge │ │ │ └── ShapFeatureImportanceChallenge │ │ └── 20210924-133808 │ │ │ ├── GlobalFeatureImportanceChallenge │ │ │ └── ShapFeatureImportanceChallenge │ └── task.py ├── explainers │ ├── __init__.py │ ├── base.py │ ├── dte │ │ ├── __init__.py │ │ ├── base.py │ │ ├── decision_tree_explainer.py │ │ └── surrogate_decision_tree.py │ ├── generic_explainer.py │ ├── gfi │ │ ├── __init__.py │ │ ├── base.py │ │ ├── global_feature_importance.py │ │ ├── permutation_feature_importance.py │ │ └── shap_feature_importance.py │ ├── lfc │ │ ├── __init__.py │ │ ├── base.py │ │ ├── local_feature_contribution.py │ │ ├── shap_feature_contribution.py │ │ └── simple_counterfactual_contribution.py │ ├── pdp │ │ ├── __init__.py │ │ ├── base.py │ │ ├── partial_dependence.py │ │ └── partial_dependence_explainer.py │ ├── se │ │ ├── __init__.py │ │ ├── base.py │ │ └── similar_examples.py │ └── time_series │ │ ├── __init__.py │ │ └── saliency │ │ ├── __init__.py │ │ ├── base.py │ │ ├── univariate_lime_saliency.py │ │ └── univariate_occlusion_saliency.py ├── explanation_types │ ├── __init__.py │ ├── base.py │ ├── decision_tree.py │ ├── example_based.py │ ├── feature_based.py │ ├── feature_value_based.py │ ├── narrative.py │ └── time_series_saliency.py ├── realapp │ ├── __init__.py │ └── realapp.py ├── sample_applications │ ├── __init__.py │ ├── ames_housing.py │ ├── ames_housing_small.py │ ├── base.py │ ├── california_housing.py │ ├── data_ames_housing │ │ ├── data.csv │ │ ├── data_description.txt │ │ ├── feature_descriptions.csv │ │ └── input_data.csv │ ├── data_ames_housing_small │ │ ├── cleanup_ames_small.py │ │ ├── data.csv │ │ ├── feature_descriptions.csv │ │ └── input_data.csv │ ├── data_cal_housing │ │ ├── cal_cities_lat_long.csv │ │ └── california.csv │ ├── data_student │ │ ├── data.csv │ │ └── students.csv │ ├── data_titanic │ │ └── data.csv │ ├── student_performance.py │ └── titanic.py ├── transformers │ ├── __init__.py │ ├── aggregator.py │ ├── base.py │ ├── feature_select.py │ ├── generic_transformer.py │ ├── geo.py │ ├── impute.py │ ├── llm.py │ ├── one_hot_encode.py │ ├── pad.py │ ├── sax.py │ ├── scale.py │ ├── time_series_formatter.py │ ├── type_cast.py │ ├── utils.py │ └── wrappers.py ├── utils │ ├── __init__.py │ ├── _plot_tree.py │ ├── dataloader.py │ ├── explanation_utils.py │ └── model_utils.py └── visualize │ ├── __init__.py │ ├── base.py │ ├── example_based_vis.py │ ├── feature_based_vis.py │ ├── partial_dependence_vis.py │ ├── time_series_vis.py │ ├── tree_vis.py │ └── visualize_config.py ├── tasks.py ├── tests ├── conftest.py ├── explainers │ ├── dte │ │ ├── test_decision_tree_explainer.py │ │ └── test_surrogate_decision_tree.py │ ├── gfi │ │ ├── test_global_feature_importance.py │ │ ├── test_permutation_feature_importance.py │ │ └── test_shap_feature_importance.py │ ├── lfc │ │ ├── test_local_feature_contribution.py │ │ ├── test_shap_feature_contributions.py │ │ └── test_simple_counterfactuals.py │ ├── pdp │ │ ├── test_partial_dependence.py │ │ └── test_partial_dependence_explainer.py │ ├── se │ │ └── test_similar_examples.py │ ├── test_base_explainer.py │ ├── test_generic_explainer.py │ └── time_series │ │ ├── test_lime.py │ │ └── test_occlusion.py ├── explanation_types │ ├── test_base_explanation.py │ ├── test_decision_tree.py │ ├── test_feature_based.py │ └── test_feature_value_based.py ├── realapp │ ├── test_realapp.py │ ├── test_realapp_gfi.py │ ├── test_realapp_lfc.py │ ├── test_realapp_migration_functions.py │ └── test_realapp_se.py ├── transformers │ ├── test_aggregator.py │ ├── test_base_transformer.py │ ├── test_feature_select.py │ ├── test_generic_transformer.py │ ├── test_geo.py │ ├── test_impute.py │ ├── test_narrative_transformer.py │ ├── test_one_hot_encode.py │ ├── test_pad.py │ ├── test_scale.py │ ├── test_time.py │ └── test_type_cast.py ├── utils │ └── test_explanation_utils.py └── visualize │ ├── test_example_based_vis.py │ └── test_feature_based_vis.py └── tutorials ├── ames_housing_example.ipynb ├── ames_plot_sample.png ├── demos ├── demo1_student_performance.ipynb └── demo2_housing.ipynb ├── developer_tutorials ├── advanced_explanation_generation.ipynb ├── custom_transformers.ipynb ├── data │ ├── arrowhead │ │ ├── ArrowHead.txt │ │ └── ArrowHead_readme.txt │ ├── california_housing.model │ └── trinket │ │ ├── feature_types.png │ │ ├── generate_trinket_data.ipynb │ │ └── trinket_data.csv ├── partial_dependence.ipynb └── 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