├── .coveragerc ├── .gitignore ├── .travis.yml ├── CHANGES.rst ├── LICENSE.txt ├── MANIFEST.in ├── README.rst ├── _ci ├── runtests_default.sh ├── runtests_extra.sh └── runtests_nodeps.sh ├── codecov.yml ├── constraints-test.txt ├── docs ├── Makefile ├── README.rst ├── make.bat ├── requirements.txt ├── source │ ├── _notebooks │ │ ├── debug-sklearn-crfsuite.rst │ │ ├── debug-sklearn-text.rst │ │ ├── keras-image-classifiers.rst │ │ ├── keras-image-classifiers_files │ │ │ ├── keras-image-classifiers_13_1.png │ │ │ ├── keras-image-classifiers_19_0.png │ │ │ ├── keras-image-classifiers_22_0.png │ │ │ ├── keras-image-classifiers_24_0.png │ │ │ ├── keras-image-classifiers_26_0.png │ │ │ ├── keras-image-classifiers_26_1.png │ │ │ ├── keras-image-classifiers_31_1.png │ │ │ ├── keras-image-classifiers_31_3.png │ │ │ ├── keras-image-classifiers_31_5.png │ │ │ ├── keras-image-classifiers_41_0.png │ │ │ ├── keras-image-classifiers_43_0.png │ │ │ ├── keras-image-classifiers_45_0.png │ │ │ ├── keras-image-classifiers_47_0.png │ │ │ ├── keras-image-classifiers_50_0.png │ │ │ ├── keras-image-classifiers_53_1.png │ │ │ ├── keras-image-classifiers_53_3.png │ │ │ ├── keras-image-classifiers_56_1.png │ │ │ ├── keras-image-classifiers_56_3.png │ │ │ ├── keras-image-classifiers_5_1.png │ │ │ └── keras-image-classifiers_7_1.png │ │ ├── text-explainer.rst │ │ └── xgboost-titanic.rst │ ├── _static │ │ └── rtd_overrides.css │ ├── autodocs │ │ ├── base.rst │ │ ├── catboost.rst │ │ ├── eli5.rst │ │ ├── formatters.rst │ │ ├── index.rst │ │ ├── keras.rst │ │ ├── lightgbm.rst │ │ ├── lightning.rst │ │ ├── lime.rst │ │ ├── permutation_importance.rst │ │ ├── sklearn.rst │ │ ├── sklearn_crfsuite.rst │ │ └── xgboost.rst │ ├── blackbox │ │ ├── index.rst │ │ ├── lime.rst │ │ └── permutation_importance.rst │ ├── changes.rst │ ├── conf.py │ ├── contribute.rst │ ├── index.rst │ ├── libraries │ │ ├── catboost.rst │ │ ├── index.rst │ │ ├── keras.rst │ │ ├── lightgbm.rst │ │ ├── lightning.rst │ │ ├── sklearn.rst │ │ ├── sklearn_crfsuite.rst │ │ └── xgboost.rst │ ├── lime.rst │ ├── overview.rst │ ├── static │ │ ├── char-ngrams.png │ │ ├── crf.png │ │ ├── gradcam-catdog.png │ │ ├── weights.png │ │ └── word-highlight.png │ └── tutorials │ │ ├── black-box-text-classifiers.rst │ │ ├── index.rst │ │ ├── keras-image-classifiers.rst │ │ ├── sklearn-text.rst │ │ ├── sklearn_crfsuite.rst │ │ └── xgboost-titanic.rst └── update-notebooks.sh ├── eli5 ├── __init__.py ├── _decision_path.py ├── _feature_importances.py ├── _feature_names.py ├── _feature_weights.py ├── _graphviz.py ├── base.py ├── base_utils.py ├── catboost.py ├── explain.py ├── formatters │ ├── __init__.py │ ├── as_dataframe.py │ ├── as_dict.py │ ├── features.py │ ├── fields.py │ ├── html.py │ ├── image.py │ ├── text.py │ ├── text_helpers.py │ ├── trees.py │ └── utils.py ├── ipython.py ├── keras │ ├── __init__.py │ ├── explain_prediction.py │ └── gradcam.py ├── lightgbm.py ├── lightning.py ├── lime │ ├── __init__.py │ ├── _vectorizer.py │ ├── lime.py │ ├── samplers.py │ ├── textutils.py │ └── utils.py ├── permutation_importance.py ├── sklearn │ ├── __init__.py │ ├── _span_analyzers.py │ ├── explain_prediction.py │ ├── explain_weights.py │ ├── permutation_importance.py │ ├── text.py │ ├── transform.py │ ├── treeinspect.py │ ├── unhashing.py │ └── utils.py ├── sklearn_crfsuite │ ├── __init__.py │ └── explain_weights.py ├── templates │ ├── explain.html │ ├── feature_importances.html │ ├── styles.html │ ├── target_header.html │ ├── transition_features.html │ ├── weighted_spans.html │ ├── weights.html │ ├── weights_table.html │ └── weights_table_row.html ├── transform.py ├── utils.py └── xgboost.py ├── notebooks ├── Debugging scikit-learn text classification pipeline.ipynb ├── LIME and synthetic data.ipynb ├── Permutation Importance vs inspection.ipynb ├── TextExplainer.ipynb ├── explain_text_prediction.ipynb ├── explain_text_prediction_char.ipynb ├── explain_text_prediction_unhashing.ipynb ├── imagenet-samples │ └── cat_dog.jpg ├── keras-image-classifiers.ipynb ├── sklearn-crfsuite.ipynb ├── titanic-train.csv └── xgboost-titanic.ipynb ├── requirements-test.txt ├── requirements.txt ├── setup.cfg ├── setup.py ├── tests ├── __init__.py ├── conftest.py ├── images │ ├── box_5x5_l.png │ ├── box_5x5_rgb.png │ ├── box_5x5_rgba.png │ └── cat_dog.jpg ├── test_base.py ├── test_base_utils.py ├── test_catboost.py ├── test_feature_names.py ├── test_formatters.py ├── test_formatters_as_dataframe.py ├── test_formatters_as_dict.py ├── test_formatters_html.py ├── test_formatters_image.py ├── test_formatters_text.py ├── test_formatters_text_helpers.py ├── test_formatters_utils.py ├── test_ipython.py ├── test_keras.py ├── test_keras_integration.py ├── test_lightgbm.py ├── test_lightning.py ├── test_lime.py ├── test_lime_textutils.py ├── test_lime_utils.py ├── test_permutation_importance.py ├── test_samplers.py ├── test_sklearn_crfsuite.py ├── test_sklearn_explain_prediction.py ├── 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