├── .envrc ├── .gitignore ├── .travis.yml ├── LICENSE ├── MANIFEST ├── Makefile ├── README.md ├── ci_tests.sh ├── conda.recipe ├── bld.bat ├── build.sh └── meta.yaml ├── contributing.md ├── doc ├── Makefile └── source │ ├── API.rst │ ├── _static │ ├── themis-ml-banner.png │ └── themis-ml-logo.svg │ ├── conf.py │ ├── index.rst │ └── themis_ml.rst ├── environment_dev.yml ├── examples ├── measure_discrimination.py └── tutorial_fat*_2018.ipynb ├── paper ├── Evaluating Themis-ml.ipynb ├── IMG │ ├── d4gx-2015-logo.pdf │ ├── d4gx-2015-logo.png │ ├── fairness_aware_comparison.png │ ├── fairness_utility_tradeoff.png │ ├── logistic_regression_fairness_utility_tradeoff.png │ └── logistic_regression_validation_curve.png ├── Makefile ├── README.md ├── _minted-main │ ├── 2F030D739F580BA174EFC69D009C42A8EED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── 394FFCA4BD5377A7CDF47FF32943F346EED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── 5A23FA055456F66D04213755DD9E3C9EEED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── 8546FCF8E939B246FFAAA45E8BC3E63BEED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── A4A13B249AC8DD5BCCE0A94388729F6AEED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── C54982C2FD6A89577454C768EDE443A2EED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── D979F42A8256DE9CC54167D6E698EF11EED0F18233776CBE5B53FF396AA7B09D.pygtex │ ├── default-pyg-prefix.pygstyle │ └── default.pygstyle ├── acm_proc_article-sp.cls ├── deps.sh ├── journal_tech_human_services.zip ├── journal_tech_human_services │ ├── README.md │ ├── _minted-main │ │ ├── default-pyg-prefix.pygstyle │ │ └── default.pygstyle │ ├── build.sh │ ├── deps.sh │ ├── fairness_aware_comparison.png │ ├── fairness_utility_tradeoff.png │ ├── main.aux │ ├── main.bbl │ ├── main.blg │ ├── main.docx │ ├── main.fff │ ├── main.pdf │ ├── main.tex │ ├── main.ttt │ └── references.bib ├── main.aux ├── main.bbl ├── main.blg ├── main.out ├── main.pdf ├── main.tex ├── references.bib └── themis_ml_bloomberg_dx4g.tex ├── requirements_ci.txt ├── research ├── data │ └── fatal_encounters_dataset.csv └── fatal-encounters.ipynb ├── setup.cfg ├── setup.py ├── static └── themis-ml-logo.svg ├── tests ├── conftest.py ├── test_counterfactually_fair_models.py ├── test_data_types.py ├── test_datasets.py ├── test_meta_estimators.py ├── test_metrics.py ├── test_reject_option_classification.py ├── test_relabelling.py └── test_stats_utils.py └── themis_ml ├── __init__.py ├── checks.py ├── datasets ├── __init__.py ├── census_income_data_map.py ├── data │ ├── census_income_1994_1995_test.csv │ ├── census_income_1994_1995_train.csv │ └── german_credit.csv ├── data_types.py ├── datasets.py └── german_credit_data_map.py ├── linear_model ├── __init__.py └── counterfactually_fair_models.py ├── meta_estimators.py ├── metrics.py ├── postprocessing ├── __init__.py └── reject_option_classification.py ├── preprocessing ├── __init__.py └── relabelling.py └── stats_utils.py /.envrc: -------------------------------------------------------------------------------- 1 | source 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