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benchmark_binary_classification_preprocessing.csv

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+,CorrelationRemover,Reweighing,DisparateImpactRemover,LearningFairRepresentation
+Mean Score,0.8865675966191056,0.8750882261823116,0.864555697133303,0.8631850989929959
+Std Score,0.05808404842677697,0.06044782998151678,0.07543367288425162,0.07997277289145706
+Mean Time,1.62271349132061,4.598107069730759,33.05408301949501,16.696009293198586
+acsincome_race,0.876318537864686,0.8394366449845139,0.8423873124775367,0.7314480143674112
+acsincome_sex,0.8666829734575975,0.863420203884757,0.8679427324917623,0.8354780849750681
+acspublic_race,0.8763788955745078,0.8764585821664029,0.8747024025445106,0.8511309045357501
+acspublic_sex,0.8661627912602552,0.8606145829519258,0.8570400007305938,0.838605610343224
+adult_race,0.9222020952677327,0.8784667451538911,0.8848678190808551,0.869640765500452
+adult_sex,0.8774767277464404,0.8753323600753278,0.666232179647573,0.878220011055832
+bank_marketing_marital,0.9482961005249901,0.9436748040290688,0.934810647071779,0.9408382174057281
+census_kdd_sex,0.9500829865428035,0.9604395078730803,0.9554568631298583,0.9701461158414801
+clinical_records_sex,0.8416666666666667,0.8083333333333333,0.8416666666666667,0.7916666666666667
+compass_race,0.7682449081554122,0.7464268945784709,0.7490146623708491,0.7060908476974505
+compass_sex,0.7712248276713058,0.7799306657334881,0.7973506831753531,0.7667748361012776
+diabetes_race,0.9442588316218739,0.9442588316218739,0.9442588316218739,0.9442588316218739
+diabetes_sex,0.9442588316218739,0.9442588316218739,0.9442588316218739,0.9442588316218739
+german_credit_sex,0.8471428571428572,0.8461706349206349,0.8441666666666667,0.8525
+law_school_race,0.9445482987976943,0.8965430403625865,0.8924080049050431,0.944951923076923
+law_school_sex,0.9401352159889913,0.9376459556257561,0.9363268499300533,0.944951923076923

benchmark_clustering_inprocessing.csv

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+,FairKCenterClustering
+Mean Score,1.0385496619487136
+Std Score,0.07859845400826806
+Mean Time,138.30124121904373
+adult_race,
+adult_sex,1.0341722424228659
+clinical_records_sex,1.118377276252995
+compass_race,0.9765844254562092
+compass_sex,0.9679744366336392
+german_credit_sex,1.1866877103325735
+student_address,0.9618638921994989
+student_sex,1.0241876503432137

benchmark_clustering_postprocessing.csv

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+,MCMF
+Mean Score,1.0120930621530504
+Std Score,0.10704138637970127
+Mean Time,1.8943922519683838
+adult_race,0.8074644662760498
+adult_sex,1.0341725618243027
+clinical_records_sex,1.1183760881402462
+compass_race,0.9769068201474944
+compass_sex,0.9679831843308997
+german_credit_sex,1.186450439220983
+student_address,0.9566219317591514
+student_sex,1.048769005525275

benchmark_clustering_preprocessing.csv

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+,FairletClusteringPreprocessing
+Mean Score,1.0673654726142574
+Std Score,0.07683505707356594
+Mean Time,3.2132120728492737
+adult_race,
+adult_sex,1.0480080211405847
+clinical_records_sex,1.2173681193924029
+compass_race,1.042285097564172
+compass_sex,
+german_credit_sex,0.9997231472927809
+student_address,
+student_sex,1.0294429776813472

benchmark_multiclass_inprocessing.csv

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+,FairScoreClassifier
+Mean Score,
+Std Score,
+Mean Time,0.6336973508199056
+student_multiclass_address,
+student_multiclass_sex,
+us_crime_multiclass_race,

benchmark_multiclass_postprocessing.csv

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+,MLDebiaser,LPDebiaserMulticlass
+Mean Score,0.6546835391452802,0.534953106497849
+Std Score,0.07083251627187741,0.10330588438990307
+Mean Time,10.051608324050903,0.07030876477559407
+student_multiclass_address,0.6799800133244505,0.6303519875638464
+student_multiclass_sex,0.7259753660161519,0.5830787605011293
+us_crime_multiclass_race,0.5580952380952381,0.3914285714285714

benchmark_multiclass_preprocessing.csv

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+,CorrelationRemover,Reweighing,DisparateImpactRemover
+Mean Score,0.6242105237365309,0.5933368140429286,0.5893518761398712
+Std Score,0.08739470615832523,0.1417774680555805,0.10445268339441292
+Mean Time,0.38423887888590497,0.03198345502217611,0.07809178034464519
+student_multiclass_address,0.6592438374417056,0.6655729513657562,0.5234010659560293
+student_multiclass_sex,0.7093401147202678,0.7191993955249346,0.7367974196064413
+us_crime_multiclass_race,0.5040476190476191,0.3952380952380952,0.5078571428571428

benchmark_regression_inprocessing.csv

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+,ExponentiatedGradientReduction,GridSearchReduction
+Mean Score,0.44810584983029017,0.4231354880284339
+Std Score,0.06965751486201352,0.10284328585555894
+Mean Time,1.3806541760762532,2.872397263844808
+student_address,0.49742220803719306,0.4931325031114492
+student_sex,0.49730006862314124,0.4985472407798601
+us_crime_race,0.34959527283053626,0.27772672019399236

benchmark_regression_postprocessing.csv

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+,WassersteinBarycenter,PluginEstimationAndCalibration
+Mean Score,0.4916637362354133,0.38669995145967717
+Std Score,0.007820612046714834,0.14351958425394262
+Mean Time,0.1337589422861735,0.7397027810414633
+student_address,0.4957188685994014,0.5
+student_sex,0.4985473924898044,0.18421052631579038
+us_crime_race,0.4807249476170341,0.47588932806324113

benchmark_regression_preprocessing.csv

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+,CorrelationRemover,DisparateImpactRemover
+Mean Score,0.4782471847142234,0.4282946641192466
+Std Score,0.02739730319648526,0.09606931979165735
+Mean Time,0.24269692103068033,0.4752860864003499
+student_address,0.49561454487038326,0.49586758511933615
+student_sex,0.49955849479391634,0.4965836490920693
+us_crime_race,0.43956851447837075,0.2924327581463344