README.md
requirements.txt
setup.cfg
setup.py
./fairness/__init__.py
./fairness/analysis.py
./fairness/benchmark.py
./fairness/get_best_split.py
./fairness/preprocess.py
./fairness/algorithms/Algorithm.py
./fairness/algorithms/ParamGridSearch.py
./fairness/algorithms/__init__.py
./fairness/algorithms/list.py
./fairness/algorithms/Ben/SDBAdaBoost.py
./fairness/algorithms/Ben/SDBSVM.py
./fairness/algorithms/Ben/__init__.py
./fairness/algorithms/Ben/boosting.py
./fairness/algorithms/Ben/errorfunctions.py
./fairness/algorithms/Ben/lr.py
./fairness/algorithms/Ben/margin.py
./fairness/algorithms/Ben/svm.py
./fairness/algorithms/Ben/utils.py
./fairness/algorithms/Ben/weaklearners/__init__.py
./fairness/algorithms/Ben/weaklearners/decisionstump.py
./fairness/algorithms/Ben/weaklearners/decisiontree.py
./fairness/algorithms/Ben/weaklearners/nearestneighbor.py
./fairness/algorithms/baseline/DecisionTree.py
./fairness/algorithms/baseline/GaussianNB.py
./fairness/algorithms/baseline/Generic.py
./fairness/algorithms/baseline/LogisticRegression.py
./fairness/algorithms/baseline/SVM.py
./fairness/algorithms/baseline/__init__.py
./fairness/algorithms/feldman/FeldmanAlgorithm.py
./fairness/algorithms/feldman/__init__.py
./fairness/algorithms/kamishima/CaldersAlgorithm.py
./fairness/algorithms/kamishima/KamishimaAlgorithm.py
./fairness/algorithms/kamishima/__init__.py
./fairness/algorithms/zafar/ZafarAlgorithm.py
./fairness/algorithms/zafar/__init__.py
./fairness/data/__init__.py
./fairness/data/objects/Adult.py
./fairness/data/objects/Data.py
./fairness/data/objects/German.py
./fairness/data/objects/ProcessedData.py
./fairness/data/objects/PropublicaRecidivism.py
./fairness/data/objects/PropublicaViolentRecidivism.py
./fairness/data/objects/Ricci.py
./fairness/data/objects/Sample.py
./fairness/data/objects/TwoGaussians.py
./fairness/data/objects/__init__.py
./fairness/data/objects/list.py
./fairness/metrics/Accuracy.py
./fairness/metrics/Average.py
./fairness/metrics/BCR.py
./fairness/metrics/CV.py
./fairness/metrics/CalibrationNeg.py
./fairness/metrics/CalibrationPos.py
./fairness/metrics/DIAvgAll.py
./fairness/metrics/DIBinary.py
./fairness/metrics/Diff.py
./fairness/metrics/EqOppo_fn_diff.py
./fairness/metrics/EqOppo_fn_ratio.py
./fairness/metrics/EqOppo_fp_diff.py
./fairness/metrics/EqOppo_fp_ratio.py
./fairness/metrics/FNR.py
./fairness/metrics/FPR.py
./fairness/metrics/FilterSensitive.py
./fairness/metrics/MCC.py
./fairness/metrics/Metric.py
./fairness/metrics/Ratio.py
./fairness/metrics/SensitiveMetric.py
./fairness/metrics/TNR.py
./fairness/metrics/TPR.py
./fairness/metrics/__init__.py
./fairness/metrics/list.py
./fairness/metrics/utils.py
fairness/__init__.py
fairness/analysis.py
fairness/benchmark.py
fairness/get_best_split.py
fairness/preprocess.py
fairness.egg-info/PKG-INFO
fairness.egg-info/SOURCES.txt
fairness.egg-info/dependency_links.txt
fairness.egg-info/requires.txt
fairness.egg-info/top_level.txt
fairness/algorithms/Algorithm.py
fairness/algorithms/ParamGridSearch.py
fairness/algorithms/__init__.py
fairness/algorithms/list.py
fairness/algorithms/Ben/SDBAdaBoost.py
fairness/algorithms/Ben/SDBSVM.py
fairness/algorithms/Ben/__init__.py
fairness/algorithms/Ben/boosting.py
fairness/algorithms/Ben/errorfunctions.py
fairness/algorithms/Ben/lr.py
fairness/algorithms/Ben/margin.py
fairness/algorithms/Ben/svm.py
fairness/algorithms/Ben/utils.py
fairness/algorithms/Ben/weaklearners/__init__.py
fairness/algorithms/Ben/weaklearners/decisionstump.py
fairness/algorithms/Ben/weaklearners/decisiontree.py
fairness/algorithms/Ben/weaklearners/nearestneighbor.py
fairness/algorithms/baseline/DecisionTree.py
fairness/algorithms/baseline/GaussianNB.py
fairness/algorithms/baseline/Generic.py
fairness/algorithms/baseline/LogisticRegression.py
fairness/algorithms/baseline/SVM.py
fairness/algorithms/baseline/__init__.py
fairness/algorithms/feldman/FeldmanAlgorithm.py
fairness/algorithms/feldman/__init__.py
fairness/algorithms/kamishima/CaldersAlgorithm.py
fairness/algorithms/kamishima/KamishimaAlgorithm.py
fairness/algorithms/kamishima/__init__.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/commands.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fai_bin_bin.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/predict_lr.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/predict_nb.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/train_cv2nb.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/train_lr.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/train_nb.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/train_pr.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/eval/__init__.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/eval/_bin_class.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/eval/_bin_class_bin_sensitive.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/lr/__init__.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/lr/pr.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/nb/__init__.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/nb/_nb.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/nb/cv2nb.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/util/__init__.py
fairness/algorithms/kamishima/kamfadm-2012ecmlpkdd/fadm/util/_base.py
fairness/algorithms/zafar/ZafarAlgorithm.py
fairness/algorithms/zafar/__init__.py
fairness/data/__init__.py
fairness/data/objects/Adult.py
fairness/data/objects/Data.py
fairness/data/objects/German.py
fairness/data/objects/ProcessedData.py
fairness/data/objects/PropublicaRecidivism.py
fairness/data/objects/PropublicaViolentRecidivism.py
fairness/data/objects/Ricci.py
fairness/data/objects/Sample.py
fairness/data/objects/TwoGaussians.py
fairness/data/objects/__init__.py
fairness/data/objects/list.py
fairness/data/preprocessed/adult_bin_sensitive.csv
fairness/data/preprocessed/adult_categorical-binsensitive.csv
fairness/data/preprocessed/adult_numerical-binsensitive.csv
fairness/data/preprocessed/adult_numerical.csv
fairness/data/preprocessed/adult_numerical_binsensitive.csv
fairness/data/preprocessed/adult_original.csv
fairness/data/preprocessed/adult_processed.csv
fairness/data/preprocessed/german_bin_sensitive.csv
fairness/data/preprocessed/german_categorical-binsensitive.csv
fairness/data/preprocessed/german_numerical-binsensitive.csv
fairness/data/preprocessed/german_numerical.csv
fairness/data/preprocessed/german_numerical_binsensitive.csv
fairness/data/preprocessed/german_original.csv
fairness/data/preprocessed/german_processed.csv
fairness/data/preprocessed/propublica-recidivism_categorical-binsensitive.csv
fairness/data/preprocessed/propublica-recidivism_numerical-binsensitive.csv
fairness/data/preprocessed/propublica-recidivism_numerical.csv
fairness/data/preprocessed/propublica-recidivism_numerical_binsensitive.csv
fairness/data/preprocessed/propublica-recidivism_original.csv
fairness/data/preprocessed/propublica-recidivism_processed.csv
fairness/data/preprocessed/propublica-violent-recidivism_categorical-binsensitive.csv
fairness/data/preprocessed/propublica-violent-recidivism_numerical-binsensitive.csv
fairness/data/preprocessed/propublica-violent-recidivism_numerical.csv
fairness/data/preprocessed/propublica-violent-recidivism_numerical_binsensitive.csv
fairness/data/preprocessed/propublica-violent-recidivism_original.csv
fairness/data/preprocessed/propublica-violent-recidivism_processed.csv
fairness/data/preprocessed/retailer_numerical.csv
fairness/data/preprocessed/retailer_processed.csv
fairness/data/preprocessed/ricci_bin_sensitive.csv
fairness/data/preprocessed/ricci_categorical-binsensitive.csv
fairness/data/preprocessed/ricci_numerical-binsensitive.csv
fairness/data/preprocessed/ricci_numerical.csv
fairness/data/preprocessed/ricci_numerical_binsensitive.csv
fairness/data/preprocessed/ricci_original.csv
fairness/data/preprocessed/ricci_processed.csv
fairness/data/preprocessed/two-gaussians_categorical-binsensitive.csv
fairness/data/preprocessed/two-gaussians_numerical-binsensitive.csv
fairness/data/preprocessed/two-gaussians_numerical.csv
fairness/data/preprocessed/two-gaussians_original.csv
fairness/data/raw/adult.csv
fairness/data/raw/german.csv
fairness/data/raw/german.txt
fairness/data/raw/propublica-recidivism.csv
fairness/data/raw/propublica-violent-recidivism.csv
fairness/data/raw/ricci.csv
fairness/data/raw/ricci.txt
fairness/metrics/Accuracy.py
fairness/metrics/Average.py
fairness/metrics/BCR.py
fairness/metrics/CV.py
fairness/metrics/CalibrationNeg.py
fairness/metrics/CalibrationPos.py
fairness/metrics/DIAvgAll.py
fairness/metrics/DIBinary.py
fairness/metrics/Diff.py
fairness/metrics/EqOppo_fn_diff.py
fairness/metrics/EqOppo_fn_ratio.py
fairness/metrics/EqOppo_fp_diff.py
fairness/metrics/EqOppo_fp_ratio.py
fairness/metrics/FNR.py
fairness/metrics/FPR.py
fairness/metrics/FilterSensitive.py
fairness/metrics/MCC.py
fairness/metrics/Metric.py
fairness/metrics/Ratio.py
fairness/metrics/SensitiveMetric.py
fairness/metrics/TNR.py
fairness/metrics/TPR.py
fairness/metrics/__init__.py
fairness/metrics/list.py
fairness/metrics/utils.py
fairness/results/generate-report.R
fairness/results/main-analysis.Rmd