├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── dependabot.yml └── workflows │ ├── deploy-gh-pages.yml │ ├── lint.yml │ └── python-app.yml ├── .gitignore ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── coverforest ├── __init__.py ├── _fast_random_forest.py ├── _forest.py ├── _giqs.cpp ├── _giqs.pyx ├── metrics.py └── tests │ ├── __init__.py │ ├── test_common.py │ └── test_template.py ├── docs ├── .buildinfo ├── .buildinfo.bak ├── .nojekyll ├── _images │ ├── 088abb6cb07e501b397187bf4b961aa0cc3af291ff969feb78dd10cfcec66814.png │ ├── 3f7dc6f8a8ec964c62f12b915076aeec17c78f94d351e3129d78f17bd096ca8b.png │ ├── 42c4ba24ed6118f1f262abe21f4f61a5a386eb74810c0f7d09b8eb38ef4283f8.png │ ├── 68de7834a94434e488af4356170266fa0a76084f270b1439ddf029893896960d.png │ ├── 6ca40e8653cc9508acb4a7c472d70142457bc19e706cba030c8596c435cccabc.png │ ├── 6e7a54c8017d9afeee8e9fa9d988665107d47f7cdce7a543e7b46a6c81bafd79.png │ ├── a19a02d8df8998da598503042a9f505c5d20bea34e03799a2e1876684d8ecc15.png │ ├── d4e77015b6b639393cef420e514e737cebfc27809db03b1a5ef8dc122893aaac.png │ ├── e507bfdbfb21ce26e9532b303cd40ba3eb5d16d0c0cdee12e3d47b46d9b58993.png │ └── e512ff2800f74d23e7804b1ad7c80da693c5e2a74da883a375d1fb2f8279e3e6.png ├── _modules │ ├── coverforest │ │ ├── _forest.html │ │ └── metrics.html │ └── index.html ├── _sources │ ├── api.rst │ ├── classification │ │ ├── classification_gridsearch.ipynb │ │ ├── classification_pipeline.ipynb │ │ └── index.rst │ ├── generated │ │ ├── coverforest.CoverForestClassifier.rst │ │ ├── coverforest.CoverForestRegressor.rst │ │ ├── coverforest.metrics.average_interval_length_loss.rst │ │ ├── coverforest.metrics.average_set_size_loss.rst │ │ ├── coverforest.metrics.classification_coverage_score.rst │ │ └── coverforest.metrics.regression_coverage_score.rst │ ├── index.rst │ └── regression │ │ ├── index.rst │ │ └── regression_pipeline.ipynb ├── _static │ ├── basic.css │ ├── check-solid.svg │ ├── clipboard.min.js │ ├── copy-button.svg │ ├── copybutton.css │ ├── copybutton.js │ ├── copybutton_funcs.js │ ├── coverforest.ico │ ├── coverforest_96.png │ ├── css │ │ └── coverforest.css │ ├── doctools.js │ ├── documentation_options.js │ ├── file.png │ ├── images │ │ ├── logo_binder.svg │ │ ├── logo_colab.png │ │ ├── logo_deepnote.svg │ │ └── logo_jupyterhub.svg │ ├── img │ │ ├── coverforest.ico │ │ └── coverforest_96.png │ ├── js │ │ └── copybutton.js │ ├── language_data.js │ ├── locales │ │ ├── ar │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── bg │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── bn │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ca │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── cs │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── da │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── de │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── el │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── eo │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── es │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── et │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── fi │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── fr │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── hr │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── id │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── it │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── iw │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ja │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ko │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── lt │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── lv │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ml │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── mr │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ms │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── nl │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── no │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── pl │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── pt │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ro │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ru │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── sk │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── sl │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── sr │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── sv │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ta │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── te │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── tg │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── th │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── tl │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── tr │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── uk │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── ur │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── vi │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ ├── zh_CN │ │ │ └── LC_MESSAGES │ │ │ │ └── booktheme.po │ │ └── zh_TW │ │ │ └── LC_MESSAGES │ │ │ └── booktheme.po │ ├── minus.png │ ├── mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css │ ├── plus.png │ ├── pygments.css │ ├── sbt-webpack-macros.html │ ├── scripts │ │ ├── bootstrap.js │ │ ├── bootstrap.js.LICENSE.txt │ │ ├── bootstrap.js.map │ │ ├── fontawesome.js │ │ ├── fontawesome.js.LICENSE.txt │ │ ├── fontawesome.js.map │ │ ├── pydata-sphinx-theme.js │ │ ├── pydata-sphinx-theme.js.map │ │ ├── sphinx-book-theme.js │ │ └── sphinx-book-theme.js.map │ ├── searchtools.js │ ├── sphinx_highlight.js │ ├── styles │ │ ├── pydata-sphinx-theme.css │ │ ├── pydata-sphinx-theme.css.map │ │ ├── sphinx-book-theme.css │ │ ├── sphinx-book-theme.css.map │ │ └── theme.css │ ├── vendor │ │ └── fontawesome │ │ │ └── webfonts │ │ │ ├── fa-brands-400.ttf │ │ │ ├── fa-brands-400.woff2 │ │ │ ├── fa-regular-400.ttf │ │ │ ├── fa-regular-400.woff2 │ │ │ ├── fa-solid-900.ttf │ │ │ └── fa-solid-900.woff2 │ └── webpack-macros.html ├── api.html ├── classification │ ├── classification_gridsearch.html │ ├── classification_pipeline.html │ └── index.html ├── generated │ ├── coverforest.CoverForestClassifier.html │ ├── coverforest.CoverForestRegressor.html │ ├── coverforest.metrics.average_interval_length_loss.html │ ├── coverforest.metrics.average_set_size_loss.html │ ├── coverforest.metrics.classification_coverage_score.html │ └── coverforest.metrics.regression_coverage_score.html ├── genindex.html ├── index.html ├── objects.inv ├── regression │ ├── index.html │ └── regression_pipeline.html ├── search.html └── searchindex.js ├── experiments ├── README.md ├── data │ ├── MI.data │ ├── MiceClean.csv │ └── winequality-white.csv ├── experiment_classification_1.py ├── experiment_classification_2_mapie.py ├── experiment_classification_2_ours.py ├── experiment_regression_1.py ├── experiment_regression_2_mapie.py ├── experiment_regression_2_ours.py ├── 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