├── .gitignore ├── INSTALL.md ├── LICENSE ├── README.md ├── REQUIREMENTS.txt ├── STATUS.md ├── benchmark ├── adult │ ├── AC1.py │ ├── AC10.py │ ├── AC2.py │ ├── AC3.py │ ├── AC4.py │ ├── AC5.py │ ├── AC6.py │ ├── AC7.py │ ├── AC8.py │ └── AC9.py ├── bank │ ├── BM1.py │ ├── BM2.py │ ├── BM3.py │ ├── BM4.py │ ├── BM5.py │ ├── BM6.py │ ├── BM7.py │ └── BM8.py ├── compas │ └── CP1.py ├── german │ ├── GC1.py │ ├── GC10.py │ ├── GC2.py │ ├── GC3.py │ ├── GC4.py │ ├── GC5.py │ ├── GC6.py │ ├── GC7.py │ ├── GC8.py │ └── GC9.py ├── pipeline.sh └── titanic │ ├── TT1.py │ ├── TT2.py │ ├── TT3.py │ ├── TT4.py │ ├── TT5.py │ ├── TT6.py │ ├── TT7.py │ └── TT8.py ├── data ├── adult │ ├── README.md │ ├── adult.data │ ├── adult.names │ └── adult.test ├── bank │ ├── README.md │ ├── bank-additional-full.csv │ ├── bank-additional-names.txt │ └── bank-additional.csv ├── compas │ ├── README.md │ └── compas.csv ├── german │ ├── README.md │ ├── german.data │ └── german.doc └── titanic │ ├── README.md │ ├── gender_submission.csv │ ├── test.csv │ └── train.csv ├── res ├── rq1-performance.csv ├── rq1-preprocessing-stages.csv ├── rq2-transformers.xlsx ├── rq3-figure6.csv ├── rq3-global-fairness .csv └── rq3-local-fairness.csv ├── src ├── fair-preprocessing │ ├── adult │ │ ├── AC1.py │ │ ├── AC10.py │ │ ├── AC2.py │ │ ├── AC3.py │ │ ├── AC4.py │ │ ├── AC5.py │ │ ├── AC6.py │ │ ├── AC7.py │ │ ├── AC8.py │ │ ├── AC9.py │ │ └── res │ │ │ └── README.md │ ├── bank │ │ ├── BM1.py │ │ ├── BM2.py │ │ ├── BM3.py │ │ ├── BM4.py │ │ ├── BM5.py │ │ ├── BM6.py │ │ ├── BM7.py │ │ ├── BM8.py │ │ └── res │ │ │ └── README.md │ ├── compas │ │ ├── CP1.py │ │ └── res │ │ │ └── README.md │ ├── german │ │ ├── GC1.py │ │ ├── GC10.py │ │ ├── GC2.py │ │ ├── GC3.py │ │ ├── GC4.py │ │ ├── GC5.py │ │ ├── GC6.py │ │ ├── GC7.py │ │ ├── GC8.py │ │ ├── GC9.py │ │ └── res │ │ │ └── README.md │ ├── stages.sh │ └── titanic │ │ ├── TT1.py │ │ ├── TT2.py │ │ ├── TT3.py │ │ ├── TT4.py │ │ ├── TT5.py │ │ ├── TT6.py │ │ ├── TT7.py │ │ ├── TT8.py │ │ └── res │ │ └── README.md └── fair-transformers │ ├── adult.py │ ├── bank.py │ ├── compas.py │ ├── german.py │ ├── res │ └── README.md │ └── trans.sh └── utils ├── ml_fairness.py ├── packages.py └── standard_data.py /.gitignore: -------------------------------------------------------------------------------- 1 | *.DS_Store 2 | .ipynb_checkpoints/ 3 | __pycache__/ 4 | -------------------------------------------------------------------------------- /INSTALL.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sumonbis/FairPreprocessing/HEAD/INSTALL.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sumonbis/FairPreprocessing/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: 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