diff --git a/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/accuracy_binary.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 326,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30124615118418197,None,0.0,1,20,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.026664315279936093,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.005376856768687352,True,True,squared_hinge,0.00022063788135710262,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007755252735957179,mean,quantile_transformer,1290,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -104,14 +104,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/accuracy_multiclass.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.024875973599406742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.041059688084044955,7269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,8 +48,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.03279058930185249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.20896649306456613,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.14013980883736282,rbf,958,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,11 +71,11 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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246,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0015970808923234745,True,True,squared_hinge,0.0003133217247419556,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.16784157882978862,most_frequent,quantile_transformer,649,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 257,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5412388399799782,None,0.0,18,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0027557449199287123,median,robust_scaler,,,0.7744413026160839,0.23380839608546067,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 326,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30124615118418197,None,0.0,1,20,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.026664315279936093,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.005376856768687352,True,True,squared_hinge,0.00022063788135710262,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007755252735957179,mean,quantile_transformer,1290,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -104,14 +104,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv index 6c3f88161a..e639845305 100644 --- a/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/average_precision_binary.classification_dense/configurations.csv @@ -6,7 +6,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 9,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.685918004243461,True,True,squared_hinge,1.7784504877380735e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010335606354842895,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 10,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7396493120555564,None,0.0,1,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,robust_scaler,,,0.8908334215036855,0.08666907249785906,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 13,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.704884397561306,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.009223082116761061,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -14,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +14,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 15,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.21772092350860472,None,0.0,14,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0020488212891693275,median,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,33.74257606530722,False,True,1,squared_hinge,ovr,l1,8.740452966205111e-05,,,,,,,,,,,,,,,,,,,,,, 21,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,378.090682455998,,,1.5153998334214391,rbf,-1,False,4.744451572262126e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,extra_trees_preproc_for_classification,False,gini,None,0.4326333081739829,None,0.0,13,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 23,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00022373024203887573,0.027149343206135476,auto,255,None,49,13,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00777614320416325,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -15,7 +15,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 29,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 31,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,8.307537134194023e-06,0.11450329729882897,auto,255,None,13,12,20,loss,1e-07,0.04822990410659657,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.022490730066866103,median,quantile_transformer,1230,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 37,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.005011915149502186,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02713788966372092,median,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.07896167589979168,2189,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 43,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9479098792950027,None,0.0,12,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,quantile_transformer,1758,normal,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,244,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -25,9 +25,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 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68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 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85,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.49782482408932727,None,0.0,1,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0085685196603325,mean,quantile_transformer,891,normal,,,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -39,7 +39,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 101,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16480703822348855,mean,quantile_transformer,1254,normal,,,fast_ica,,,,,,,,,,,deflation,cube,26,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 102,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2855776073780595e-10,0.02781756214344131,auto,255,None,20,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.388701699513848e-09,0.013232875178472717,auto,255,None,90,54,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010525811063714266,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 137,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6149916228208495,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7881224319147762,0.2706271846994343,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, -138,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2773002684571718e-06,0.012826852910719147,auto,255,None,91,159,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 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+156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 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167,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8880221978613111,None,0.0,16,11,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0004160212568355238,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.024295989694857467,None,0.0,1,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,7 +71,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 218,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6099231613079862,None,0.0,2,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012485480319341638,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 221,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.00011272577006082893,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 264,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.3862727517987863,None,0.0,8,9,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 267,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12744101410729902,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.001201955539721771,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,-0.35240985763378063,,,sigmoid,1645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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271,none,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33.56044284588851,False,True,1,squared_hinge,ovr,l2,8.766071084795645e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.24729909765619412,most_frequent,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.3579088357681296,False,True,1,squared_hinge,ovr,l1,7.861856508646514e-05,,,,,,,,,,,,,,,,,,,,,, 276,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5176100810181034,None,0.0,1,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.11663986926201173,median,none,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,187,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 280,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9797444524717623,None,0.0,5,7,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1847794587335914,fpr,f_classif 281,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.7038807267288327e-06,True,,,True,,optimal,perceptron,l2,,5.1484216674216394e-05,no_encoding,no_coalescense,,most_frequent,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.1289381209939327,rbf,1450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 284,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8384.623324461105,False,True,1,squared_hinge,ovr,l2,0.000402600693184394,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.024374517618837837,median,quantile_transformer,1864,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, @@ -105,7 +105,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,9.182501509764882e-05,0.027203087290530312,auto,255,None,23,78,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 364,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.11789257899273609,None,0.0,2,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.4082847014868829,median,robust_scaler,,,0.9073691418507908,0.1954896244813517,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -113,7 +113,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 371,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.198700105243736e-09,0.011070860038925674,auto,255,None,9,116,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010247554402833578,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 372,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7581924758706676,None,0.0,1,6,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,389,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 374,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9780996507320936,None,0.0,3,6,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,316,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 386,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9358939105347388,None,0.0,1,5,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 394,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0025736560290786094,False,True,squared_hinge,0.0006196872282311157,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.042446796272035237,most_frequent,quantile_transformer,773,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,89.84127958910369,f_classif,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5840717059726437,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -126,7 +126,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0002272680572529066,True,True,squared_hinge,0.02605444434617768,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.7236748113015686,None,0.0,1,8,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.25238593745609994,most_frequent,robust_scaler,,,0.7549699159713029,0.2143583239849504,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60.05843686145916,f_classif,,, 434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4438263804770306,None,0.0,2,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.9824945141547571,0.24967364012300372,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 449,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.074711735072034e-07,0.01106799034691714,auto,255,None,13,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.020949205931423413,mean,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.43505400875624267,None,0.0,20,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 456,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.772617001926524e-05,False,,0.00531060153046999,True,,constant,log,l1,,0.00016225369247634786,one_hot_encoding,no_coalescense,,median,quantile_transformer,745,uniform,,,extra_trees_preproc_for_classification,False,entropy,None,0.6017654648980271,None,0.0,17,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv index 6c3f88161a..e639845305 100644 --- a/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/average_precision_multiclass.classification_dense/configurations.csv @@ -6,7 +6,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 9,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.685918004243461,True,True,squared_hinge,1.7784504877380735e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010335606354842895,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 10,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7396493120555564,None,0.0,1,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,robust_scaler,,,0.8908334215036855,0.08666907249785906,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 13,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.704884397561306,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.009223082116761061,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -14,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +14,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 15,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.21772092350860472,None,0.0,14,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0020488212891693275,median,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,33.74257606530722,False,True,1,squared_hinge,ovr,l1,8.740452966205111e-05,,,,,,,,,,,,,,,,,,,,,, 21,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,378.090682455998,,,1.5153998334214391,rbf,-1,False,4.744451572262126e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,extra_trees_preproc_for_classification,False,gini,None,0.4326333081739829,None,0.0,13,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 23,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00022373024203887573,0.027149343206135476,auto,255,None,49,13,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00777614320416325,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -15,7 +15,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 29,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 31,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,8.307537134194023e-06,0.11450329729882897,auto,255,None,13,12,20,loss,1e-07,0.04822990410659657,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.022490730066866103,median,quantile_transformer,1230,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 37,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.005011915149502186,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02713788966372092,median,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.07896167589979168,2189,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 43,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9479098792950027,None,0.0,12,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,quantile_transformer,1758,normal,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,244,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -25,9 +25,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.15115687152536414,True,True,hinge,0.009954631623104506,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0013410356664535208,most_frequent,quantile_transformer,1293,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 63,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.957787813103507e-05,False,True,squared_hinge,0.046147943721042806,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.4778210360579751,mean,quantile_transformer,315,uniform,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,1315.2870319104447,False,True,1,squared_hinge,ovr,l1,0.030203490583956487,,,,,,,,,,,,,,,,,,,,,, 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68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 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85,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.49782482408932727,None,0.0,1,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0085685196603325,mean,quantile_transformer,891,normal,,,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -39,7 +39,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 101,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16480703822348855,mean,quantile_transformer,1254,normal,,,fast_ica,,,,,,,,,,,deflation,cube,26,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 102,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2855776073780595e-10,0.02781756214344131,auto,255,None,20,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.388701699513848e-09,0.013232875178472717,auto,255,None,90,54,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010525811063714266,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.388701699513848e-09,0.013232875178472717,auto,255,None,90,54,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010525811063714266,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, @@ -47,14 +47,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 118,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.5732198661287607,None,0.0,14,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007818886064482845,median,minmax,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.18480339739762297,fwe,chi2 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 137,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6149916228208495,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7881224319147762,0.2706271846994343,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, -138,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2773002684571718e-06,0.012826852910719147,auto,255,None,91,159,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +138,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2773002684571718e-06,0.012826852910719147,auto,255,None,91,159,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 163,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.447996086645787,True,True,hinge,0.0003217854539859243,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.009640354838790022,most_frequent,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.027974294933168376,rbf,600,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 167,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8880221978613111,None,0.0,16,11,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0004160212568355238,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.024295989694857467,None,0.0,1,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,7 +71,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 218,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6099231613079862,None,0.0,2,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012485480319341638,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 221,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.00011272577006082893,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 234,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.25933222531456235,None,0.0,10,19,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2724361079284357,median,none,,,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -86,10 +86,10 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 264,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.3862727517987863,None,0.0,8,9,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 267,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12744101410729902,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.001201955539721771,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,-0.35240985763378063,,,sigmoid,1645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -269,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.32699220710862e-08,0.2640090017575495,auto,255,None,590,115,15,loss,1e-07,0.04916107708697129,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,949,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +269,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.32699220710862e-08,0.2640090017575495,auto,255,None,590,115,15,loss,1e-07,0.04916107708697129,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,949,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 271,none,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33.56044284588851,False,True,1,squared_hinge,ovr,l2,8.766071084795645e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.24729909765619412,most_frequent,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.3579088357681296,False,True,1,squared_hinge,ovr,l1,7.861856508646514e-05,,,,,,,,,,,,,,,,,,,,,, 276,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5176100810181034,None,0.0,1,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.11663986926201173,median,none,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,187,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 280,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9797444524717623,None,0.0,5,7,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1847794587335914,fpr,f_classif 281,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.7038807267288327e-06,True,,,True,,optimal,perceptron,l2,,5.1484216674216394e-05,no_encoding,no_coalescense,,most_frequent,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.1289381209939327,rbf,1450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 284,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8384.623324461105,False,True,1,squared_hinge,ovr,l2,0.000402600693184394,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.024374517618837837,median,quantile_transformer,1864,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, @@ -105,7 +105,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,9.182501509764882e-05,0.027203087290530312,auto,255,None,23,78,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 364,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.11789257899273609,None,0.0,2,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.4082847014868829,median,robust_scaler,,,0.9073691418507908,0.1954896244813517,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -113,7 +113,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 371,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.198700105243736e-09,0.011070860038925674,auto,255,None,9,116,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010247554402833578,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 372,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7581924758706676,None,0.0,1,6,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,389,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 374,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9780996507320936,None,0.0,3,6,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,316,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 386,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9358939105347388,None,0.0,1,5,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 394,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0025736560290786094,False,True,squared_hinge,0.0006196872282311157,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.042446796272035237,most_frequent,quantile_transformer,773,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,89.84127958910369,f_classif,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5840717059726437,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -126,7 +126,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0002272680572529066,True,True,squared_hinge,0.02605444434617768,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.7236748113015686,None,0.0,1,8,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.25238593745609994,most_frequent,robust_scaler,,,0.7549699159713029,0.2143583239849504,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60.05843686145916,f_classif,,, 434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4438263804770306,None,0.0,2,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.9824945141547571,0.24967364012300372,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 449,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.074711735072034e-07,0.01106799034691714,auto,255,None,13,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.020949205931423413,mean,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.43505400875624267,None,0.0,20,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 456,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.772617001926524e-05,False,,0.00531060153046999,True,,constant,log,l1,,0.00016225369247634786,one_hot_encoding,no_coalescense,,median,quantile_transformer,745,uniform,,,extra_trees_preproc_for_classification,False,entropy,None,0.6017654648980271,None,0.0,17,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv index 22e24f2219..511563e523 100644 --- a/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/balanced_accuracy_binary.classification_dense/configurations.csv @@ -26,7 +26,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, 94,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5079964624349133,None,0.0,7,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.37073794659062626,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 97,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4879444812369075,None,0.0,5,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008704186680582812,mean,normalize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.6428064165338061,None,0.0,2,17,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,7 +48,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 148,weighting,adaboost,SAMME,0.05618285156619859,5,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006339856584549353,median,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 159,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.19622034414040904,None,0.0,14,16,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1000,uniform,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.059019308044442303,False,True,1,squared_hinge,ovr,l1,0.0006412561021974483,,,,,,,,,,,,,,,,,,,,,, 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165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 170,weighting,adaboost,SAMME,0.04772560235265744,5,383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.000547662857551516,most_frequent,quantile_transformer,1478,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.64280058717713,chi2,,, @@ -57,8 +57,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 183,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 191,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 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329,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.4193126931364464,None,0.0,1,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7560808093629581,0.24518643017353334,fast_ica,,,,,,,,,,,parallel,exp,146,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 332,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.8361188336674341,None,0.0,16,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12061921346314308,fpr,chi2 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 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+346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, @@ -123,7 +123,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.9039555800017817e-05,False,True,squared_hinge,0.0011536981768375681,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1122,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 437,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.34649900620486696,None,0.0,10,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,1135,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.9038598364290225,None,0.0,16,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 446,weighting,bernoulli_nb,,,,,2.493274808167669,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16300567981899747,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.02935019079249,mutual_info,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.32235597434544716,None,0.0,2,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.30368818748392196,median,robust_scaler,,,0.7176393529809699,0.19299987830067816,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16283145936255025,fwe,chi2 diff --git a/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_dense/configurations.csv index 22e24f2219..511563e523 100644 --- a/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/balanced_accuracy_multiclass.classification_dense/configurations.csv @@ -26,7 +26,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, 94,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5079964624349133,None,0.0,7,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.37073794659062626,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 97,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4879444812369075,None,0.0,5,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008704186680582812,mean,normalize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.6428064165338061,None,0.0,2,17,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,7 +48,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 148,weighting,adaboost,SAMME,0.05618285156619859,5,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006339856584549353,median,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 159,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.19622034414040904,None,0.0,14,16,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1000,uniform,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.059019308044442303,False,True,1,squared_hinge,ovr,l1,0.0006412561021974483,,,,,,,,,,,,,,,,,,,,,, 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165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 170,weighting,adaboost,SAMME,0.04772560235265744,5,383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.000547662857551516,most_frequent,quantile_transformer,1478,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.64280058717713,chi2,,, @@ -57,8 +57,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 183,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 191,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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212,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.26871861360503874,True,True,squared_hinge,0.00013389066934489438,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,quantile_transformer,880,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04836606448186882,fpr,f_classif 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -68,17 +68,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 229,weighting,adaboost,SAMME.R,0.04406168169625495,1,166,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.40534411940800696,median,standardize,,,,,extra_trees_preproc_for_classification,False,gini,None,0.4426771429008686,None,0.0,11,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 231,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6929697785710089,None,0.0,17,16,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.9039555800017817e-05,False,True,squared_hinge,0.0011536981768375681,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1122,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 437,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.34649900620486696,None,0.0,10,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,1135,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.9038598364290225,None,0.0,16,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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446,weighting,bernoulli_nb,,,,,2.493274808167669,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16300567981899747,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.02935019079249,mutual_info,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.32235597434544716,None,0.0,2,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.30368818748392196,median,robust_scaler,,,0.7176393529809699,0.19299987830067816,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16283145936255025,fwe,chi2 diff --git a/autosklearn/metalearning/files/f1_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_binary.classification_dense/configurations.csv index 331eb3912c..ece6a060fa 100644 --- a/autosklearn/metalearning/files/f1_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_binary.classification_dense/configurations.csv @@ -13,7 +13,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 28,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0168466808008568e-09,0.21361657232950118,auto,255,None,463,4,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7965217268158734,0.2446550610908456,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 31,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,8.757412830636845e-06,0.10095376320667454,auto,255,None,3,2,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.015401766535365336,median,quantile_transformer,647,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 38,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7845274352022428,None,0.0,13,10,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.22257652355915417,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 43,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9479098792950027,None,0.0,12,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,quantile_transformer,1758,normal,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,244,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -23,21 +23,21 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 58,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5214197490559657,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00826182798588248,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 63,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,manual,0.5446276346297756,0.00846307015171434,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.005736348762561667,median,quantile_transformer,973,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.08483615095863663,fdr,chi2 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 72,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.2812660217469692,None,0.0,9,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006933144545075294,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 99,weighting,adaboost,SAMME,0.17983222024694556,4,357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0008898781197407956,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -108,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.007711054520469362,0.13923064504073807,auto,255,None,118,39,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0025215931379977794,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +108,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.007711054520469362,0.13923064504073807,auto,255,None,118,39,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0025215931379977794,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, @@ -53,9 +53,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 147,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.4997090929530142,None,0.0,3,14,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.09692956536872406,median,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,327,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 148,weighting,adaboost,SAMME,0.05618285156619859,5,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006339856584549353,median,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9839131824212091,None,0.0,8,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04875922327886782,median,robust_scaler,,,0.7058196029625854,0.10189156590829114,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,93.79402306860803,f_classif,,, @@ -70,7 +70,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 217,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6473984346629116,None,0.0,13,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.013705109439767781,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 231,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6929697785710089,None,0.0,17,16,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -79,13 +79,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 250,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6972148430432595,None,0.0,15,9,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.05267325042608381,mean,quantile_transformer,1000,uniform,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 254,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.523294292243674e-05,False,,0.045114207541562326,True,,constant,log,l1,,8.265068141595997e-05,one_hot_encoding,minority_coalescer,0.024739022188586045,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,4.761562069541298,rbf,386,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 255,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.6463344004240801,None,0.0,6,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0009573947080084521,median,quantile_transformer,1778,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 317,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6619217466474854,None,0.0,2,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005398050216468138,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1109727533768445,,mutual_info_classif 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0004172061511253514,False,True,squared_hinge,6.44438246350497e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009713025944561107,most_frequent,quantile_transformer,1944,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 451,weighting,adaboost,SAMME,0.2814550343434438,5,87,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00018428537998177612,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,307,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 453,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,162.34906836693145,,,2.470518094983172,rbf,-1,False,1.5366632541084908e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.33912551828528803,median,none,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,412,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv index 48edec88c6..88a8fb1d5b 100644 --- a/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_macro_binary.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 78,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.21560977635919207,False,True,1,squared_hinge,ovr,l2,0.0002467518763531023,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0006970228909766146,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 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335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0004172061511253514,False,True,squared_hinge,6.44438246350497e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009713025944561107,most_frequent,quantile_transformer,1944,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 434,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.47966534402952865,None,0.0,1,8,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,normalize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,238,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.32235597434544716,None,0.0,2,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.30368818748392196,median,robust_scaler,,,0.7176393529809699,0.19299987830067816,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16283145936255025,fwe,chi2 448,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48489062404612904,None,0.0,16,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.10901814259355092,median,standardize,,,,,extra_trees_preproc_for_classification,True,entropy,None,0.6579971061972761,None,0.0,18,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv index 48edec88c6..88a8fb1d5b 100644 --- a/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_macro_multiclass.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 78,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.21560977635919207,False,True,1,squared_hinge,ovr,l2,0.0002467518763531023,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0006970228909766146,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 434,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.47966534402952865,None,0.0,1,8,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,normalize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,238,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.32235597434544716,None,0.0,2,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.30368818748392196,median,robust_scaler,,,0.7176393529809699,0.19299987830067816,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16283145936255025,fwe,chi2 448,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48489062404612904,None,0.0,16,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.10901814259355092,median,standardize,,,,,extra_trees_preproc_for_classification,True,entropy,None,0.6579971061972761,None,0.0,18,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_micro_binary.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 93,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5012519528536651,None,0.0,1,8,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,323,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 96,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5602498483292023,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.3195602228752535,mean,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09782235573464702,fdr,chi2 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+106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.024875973599406742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.041059688084044955,7269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,8 +48,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 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-162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,11 +71,11 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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@@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_micro_multiclass.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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@@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv index 331eb3912c..ece6a060fa 100644 --- a/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_multiclass.classification_dense/configurations.csv @@ -13,7 +13,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 28,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0168466808008568e-09,0.21361657232950118,auto,255,None,463,4,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7965217268158734,0.2446550610908456,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 31,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,8.757412830636845e-06,0.10095376320667454,auto,255,None,3,2,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.015401766535365336,median,quantile_transformer,647,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 38,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7845274352022428,None,0.0,13,10,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.22257652355915417,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 43,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9479098792950027,None,0.0,12,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,quantile_transformer,1758,normal,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,244,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -23,21 +23,21 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 58,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5214197490559657,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00826182798588248,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 63,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,manual,0.5446276346297756,0.00846307015171434,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.005736348762561667,median,quantile_transformer,973,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.08483615095863663,fdr,chi2 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 72,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.2812660217469692,None,0.0,9,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006933144545075294,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 99,weighting,adaboost,SAMME,0.17983222024694556,4,357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0008898781197407956,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -108,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.007711054520469362,0.13923064504073807,auto,255,None,118,39,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0025215931379977794,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +108,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.007711054520469362,0.13923064504073807,auto,255,None,118,39,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0025215931379977794,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, @@ -53,9 +53,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 147,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.4997090929530142,None,0.0,3,14,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.09692956536872406,median,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,327,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 148,weighting,adaboost,SAMME,0.05618285156619859,5,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006339856584549353,median,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9839131824212091,None,0.0,8,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04875922327886782,median,robust_scaler,,,0.7058196029625854,0.10189156590829114,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,93.79402306860803,f_classif,,, @@ -70,7 +70,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 217,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6473984346629116,None,0.0,13,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.013705109439767781,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 231,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6929697785710089,None,0.0,17,16,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -79,13 +79,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 250,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6972148430432595,None,0.0,15,9,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.05267325042608381,mean,quantile_transformer,1000,uniform,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 254,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.523294292243674e-05,False,,0.045114207541562326,True,,constant,log,l1,,8.265068141595997e-05,one_hot_encoding,minority_coalescer,0.024739022188586045,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,4.761562069541298,rbf,386,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 255,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.6463344004240801,None,0.0,6,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0009573947080084521,median,quantile_transformer,1778,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 317,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6619217466474854,None,0.0,2,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005398050216468138,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1109727533768445,,mutual_info_classif 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 451,weighting,adaboost,SAMME,0.2814550343434438,5,87,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00018428537998177612,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,307,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 453,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,162.34906836693145,,,2.470518094983172,rbf,-1,False,1.5366632541084908e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.33912551828528803,median,none,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,412,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv index c95057aff2..411b2b3c38 100644 --- a/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_samples_binary.classification_dense/configurations.csv @@ -1,20 +1,20 @@ 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59,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9768.124422997415,False,True,1,squared_hinge,ovr,l2,0.002391133479983495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7418544320601411,0.258610892841927,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 60,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8757952087292588,None,0.0,3,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00023383575324676886,most_frequent,robust_scaler,,,0.75,0.25885426505910014,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,83,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 66,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,236.02119240292217,False,True,1,squared_hinge,ovr,l2,0.0017427914676337187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1020917547461355,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 67,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2974150304199443,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0054956766969650565,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,311,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 76,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4380.951445492721,,,0.15832144806947993,rbf,-1,True,0.00010691725511780856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01066869533165506,median,minmax,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 80,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5858785544767082,None,0.0,1,14,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.8409151021946415,0.03951963852061448,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, -88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +84,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.752445508156732e-06,True,,3.4363022662141264e-05,True,,constant,perceptron,l1,,0.0005054929998027575,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.7300101465014597,2,1.1347040432914681,poly,503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -51,17 +51,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 98,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8285223054657075,None,0.0,4,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0023595334394246165,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05417873227176151,0.019660838265546793,auto,255,None,4,120,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30830937616991955,None,0.0,4,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7145684570272604,0.22462897102885346,fast_ica,,,,,,,,,,,parallel,logcosh,139,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 132,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.13582783540492502,0.044850193272020555,auto,255,None,56,4,17,loss,1e-07,0.0292409072329496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.06071878621644141,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -70,9 +70,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -167,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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c95057aff2..411b2b3c38 100644 --- a/autosklearn/metalearning/files/f1_samples_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_samples_multiclass.classification_dense/configurations.csv @@ -1,20 +1,20 @@ 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39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 41,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6965935192702026,None,0.0,12,16,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67.60637688434707,f_classif,,, @@ -34,16 +34,16 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9768.124422997415,False,True,1,squared_hinge,ovr,l2,0.002391133479983495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7418544320601411,0.258610892841927,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 60,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8757952087292588,None,0.0,3,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00023383575324676886,most_frequent,robust_scaler,,,0.75,0.25885426505910014,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,83,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 66,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,236.02119240292217,False,True,1,squared_hinge,ovr,l2,0.0017427914676337187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1020917547461355,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 67,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2974150304199443,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0054956766969650565,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,311,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 76,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4380.951445492721,,,0.15832144806947993,rbf,-1,True,0.00010691725511780856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01066869533165506,median,minmax,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 80,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5858785544767082,None,0.0,1,14,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.8409151021946415,0.03951963852061448,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, -88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +84,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.752445508156732e-06,True,,3.4363022662141264e-05,True,,constant,perceptron,l1,,0.0005054929998027575,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.7300101465014597,2,1.1347040432914681,poly,503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -51,17 +51,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 98,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8285223054657075,None,0.0,4,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0023595334394246165,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05417873227176151,0.019660838265546793,auto,255,None,4,120,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30830937616991955,None,0.0,4,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7145684570272604,0.22462897102885346,fast_ica,,,,,,,,,,,parallel,logcosh,139,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 132,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.13582783540492502,0.044850193272020555,auto,255,None,56,4,17,loss,1e-07,0.0292409072329496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.06071878621644141,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -70,9 +70,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -167,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif 184,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 189,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.0254693584724476e-08,0.010932705264155901,auto,255,None,28,80,17,loss,1e-07,0.06824189076677842,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0001511547017799419,mean,quantile_transformer,1165,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0742146265233877,fpr,chi2 @@ -86,7 +86,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 216,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5379563882988302,None,0.0,16,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -98,19 +98,19 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 255,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.6463344004240801,None,0.0,6,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0009573947080084521,median,quantile_transformer,1778,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 279,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7365488384201175,None,0.0,6,8,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 286,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9527105503688407,None,0.0,14,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006862831743478417,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.04923305036890069,None,0.0,14,5,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 293,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,7.033246623188702e-10,0.07296742801083987,auto,255,None,42,160,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.008719726495868056,median,robust_scaler,,,0.7579931359954756,0.23262028324550565,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,180,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 298,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1359.4305032221287,,,0.18567450957191756,rbf,-1,False,0.00964468225236062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.51779759183326,chi2,,, -300,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +300,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 303,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4427140294863755,None,0.0,8,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.960103135751788,0.10844954570838759,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 304,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.556350598907517,False,True,squared_hinge,3.1140755492724956e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1680440617073617,mean,quantile_transformer,1651,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,88.55656428565635,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, 315,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8408063181862852,True,True,hinge,0.004342389918487474,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.26119501093358377,most_frequent,quantile_transformer,1319,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.897412266178953,True,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 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225,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28.46746882588639,-0.08458707678218191,3,0.6336265161664115,poly,-1,True,0.08718566337026631,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv index 0bb2878f9e..92c7d8a1a4 100644 --- a/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/f1_weighted_multiclass.classification_dense/configurations.csv @@ -23,14 +23,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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a/autosklearn/metalearning/files/log_loss_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/log_loss_binary.classification_dense/configurations.csv @@ -3,12 +3,12 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 9,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.685918004243461,True,True,squared_hinge,1.7784504877380735e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010335606354842895,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 10,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7396493120555564,None,0.0,1,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,robust_scaler,,,0.8908334215036855,0.08666907249785906,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 13,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.704884397561306,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.009223082116761061,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -14,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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168,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.7785509991601179,None,0.0,14,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0007110272132570684,most_frequent,quantile_transformer,1000,uniform,,,extra_trees_preproc_for_classification,True,entropy,None,0.5,None,0.0,18,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -53,8 +53,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 188,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8451169461381964,None,0.0,1,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005611236432382816,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 250,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0004373439428280194,0.054234334108888366,auto,255,None,618,59,13,loss,1e-07,0.10323414363676667,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.04248591437101496,most_frequent,quantile_transformer,565,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 254,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9988872284867328,None,0.0,4,15,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011912256252446247,median,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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301,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.6245449190643194e-07,0.1631032341379219,auto,255,None,7,21,11,loss,1e-07,0.06605695951760855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 303,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4427140294863755,None,0.0,8,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.960103135751788,0.10844954570838759,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.05520766117521455,0.020586747003747397,auto,255,None,338,78,13,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.7405447644693971,0.25116829111071487,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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378,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.485533704735031e-07,0.03500257587365526,auto,255,None,4,7,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00026264639049847547,most_frequent,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 384,weighting,adaboost,SAMME.R,0.1491075093459469,1,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,uniform,,,extra_trees_preproc_for_classification,True,entropy,None,0.9973265728983962,None,0.0,2,13,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -119,14 +119,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 399,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5885417571664312,None,0.0,5,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008176134400845601,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 404,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.512626462010746,True,True,hinge,0.0003084047276694365,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.031263244219237256,mean,quantile_transformer,580,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,875,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 407,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.7550129439547507,False,True,hinge,0.015586011226711433,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009187407490525924,median,quantile_transformer,1340,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -411,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.19193023861634e-10,0.038642881408467146,auto,255,None,51,15,20,loss,1e-07,0.07276467040106233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008649201455212148,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +411,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.19193023861634e-10,0.038642881408467146,auto,255,None,51,15,20,loss,1e-07,0.07276467040106233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008649201455212148,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 415,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00037966471646911845,0.016422945536911454,auto,255,None,10,56,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.002419439132687246,median,quantile_transformer,828,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 420,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,666.9362018669741,,,0.000558595269034132,rbf,-1,True,0.040723467022917105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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457,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.6615697881503035,None,0.0,6,18,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16.06065091612414,chi2,,, diff --git a/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv index 827a9fe35a..925a7252a2 100644 --- a/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/log_loss_multiclass.classification_dense/configurations.csv @@ -3,12 +3,12 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 9,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.685918004243461,True,True,squared_hinge,1.7784504877380735e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010335606354842895,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 10,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7396493120555564,None,0.0,1,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,robust_scaler,,,0.8908334215036855,0.08666907249785906,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 13,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.704884397561306,None,0.0,1,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.009223082116761061,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -14,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +14,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 250,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0004373439428280194,0.054234334108888366,auto,255,None,618,59,13,loss,1e-07,0.10323414363676667,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.04248591437101496,most_frequent,quantile_transformer,565,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 254,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9988872284867328,None,0.0,4,15,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011912256252446247,median,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 257,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5412388399799782,None,0.0,18,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0027557449199287123,median,robust_scaler,,,0.7744413026160839,0.23380839608546067,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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301,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.6245449190643194e-07,0.1631032341379219,auto,255,None,7,21,11,loss,1e-07,0.06605695951760855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 303,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4427140294863755,None,0.0,8,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.960103135751788,0.10844954570838759,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-364,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.2734632786993861e-10,0.11885902820530701,auto,255,None,244,63,6,loss,1e-07,0.08525907407320439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.017985293566311848,most_frequent,robust_scaler,,,0.7409095310781293,0.24411780871389036,fast_ica,,,,,,,,,,,parallel,cube,25,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +364,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.2734632786993861e-10,0.11885902820530701,auto,255,None,244,63,6,loss,1e-07,0.08525907407320439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.017985293566311848,most_frequent,robust_scaler,,,0.7409095310781293,0.24411780871389036,fast_ica,,,,,,,,,,,parallel,cube,25,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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399,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5885417571664312,None,0.0,5,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008176134400845601,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 404,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.512626462010746,True,True,hinge,0.0003084047276694365,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.031263244219237256,mean,quantile_transformer,580,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,875,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 407,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.7550129439547507,False,True,hinge,0.015586011226711433,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009187407490525924,median,quantile_transformer,1340,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -411,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.19193023861634e-10,0.038642881408467146,auto,255,None,51,15,20,loss,1e-07,0.07276467040106233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008649201455212148,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +411,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.19193023861634e-10,0.038642881408467146,auto,255,None,51,15,20,loss,1e-07,0.07276467040106233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008649201455212148,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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457,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.6615697881503035,None,0.0,6,18,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16.06065091612414,chi2,,, diff --git a/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv b/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv index 1d06eb0cd9..23de78332b 100644 --- a/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/mean_absolute_error_regression_dense/configurations.csv @@ -1,26 +1,26 @@ 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b/autosklearn/metalearning/files/mean_squared_error_regression_sparse/configurations.csv @@ -1,26 +1,26 @@ 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b/autosklearn/metalearning/files/mean_squared_log_error_regression_dense/configurations.csv @@ -1,26 +1,26 @@ 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+69,no_encoding,minority_coalescer,0.25213930464867856,mean,quantile_transformer,896,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,mse,None,0.8973902991846858,None,0.0,1,17,0.0,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/mean_squared_log_error_regression_sparse/configurations.csv b/autosklearn/metalearning/files/mean_squared_log_error_regression_sparse/configurations.csv index dd946eee42..a3bd42cf95 100644 --- a/autosklearn/metalearning/files/mean_squared_log_error_regression_sparse/configurations.csv +++ b/autosklearn/metalearning/files/mean_squared_log_error_regression_sparse/configurations.csv @@ -1,26 +1,26 @@ 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+69,no_encoding,minority_coalescer,0.25213930464867856,mean,quantile_transformer,896,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,mse,None,0.8973902991846858,None,0.0,1,17,0.0,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/median_absolute_error_regression_dense/configurations.csv b/autosklearn/metalearning/files/median_absolute_error_regression_dense/configurations.csv index c5fde87b4d..9241174347 100644 --- a/autosklearn/metalearning/files/median_absolute_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/median_absolute_error_regression_dense/configurations.csv @@ -1,26 +1,26 @@ 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+36,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,mse,None,0.1686847993740384,None,0.0,1,2,0.0,,,,,,,,,,, +42,no_encoding,minority_coalescer,0.004404360944958882,median,none,,,,,select_percentile_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.526294746539527,mutual_info,,,,libsvm_svr,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,169.95256699617016,,2,0.011220628161011253,0.10326172623550924,rbf,-1,True,0.0001569923346580558,,,,,,,,,,,,,,,,,,,, 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+73,no_encoding,minority_coalescer,0.00011785495524909325,most_frequent,quantile_transformer,1167,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,0.0006351555622197741,rbf,1241,,,,,,,,,,,,,,,,,,,,,,,,,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.475806401216432e-07,True,0.030139777633001096,,True,0.002755758655854434,optimal,huber,elasticnet,,6.928717804354516e-05 diff --git a/autosklearn/metalearning/files/precision_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_binary.classification_dense/configurations.csv index 3642b18afc..a0a0b5fd9f 100644 --- a/autosklearn/metalearning/files/precision_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_binary.classification_dense/configurations.csv @@ -11,7 +11,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 31,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,8.757412830636845e-06,0.10095376320667454,auto,255,None,3,2,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.015401766535365336,median,quantile_transformer,647,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, 33,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.42232830349206685,None,0.0,1,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013593246624583636,mean,quantile_transformer,1000,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4899076986656834,fpr,f_classif -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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42,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.07116943806938189,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012264499640288412,mean,robust_scaler,,,0.75,0.25690284198822444,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,142,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 44,none,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,False,True,1,squared_hinge,ovr,l2,2.858526169098402e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0007827505640681123,median,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.3443310459451119,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -20,10 +20,10 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 55,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.9822179211645446,None,0.0,14,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013966871874533052,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 62,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.7848258054012829,None,0.0,18,15,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.11368738669913,chi2,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 70,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.007512856683211916,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 72,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5477201474339293,None,0.0,9,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004652190883744012,median,minmax,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.7289266794255679,False,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5187414079994191,None,0.0,3,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.13752329517270892,median,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -40,19 +40,19 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 124,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.1475115840890851,None,0.0,13,17,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7895374132523357,0.10850129170589755,fast_ica,,,,,,,,,,,deflation,exp,100,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 128,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,,,0.07737077475438128,rbf,-1,True,0.0010000000000000002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.096644842091904,most_frequent,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,333,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 136,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.136413423055797e-09,0.13801185065309887,auto,255,None,186,1,15,loss,1e-07,0.042836514118739795,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,372,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -138,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00026570755658104423,0.04651777658923248,auto,255,None,7,57,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +138,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00026570755658104423,0.04651777658923248,auto,255,None,7,57,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 155,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.4258401231322075,True,True,hinge,3.821192501051737e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0005252574949810183,mean,quantile_transformer,1201,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 156,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.35785793291311624,0.8846925839702611,4,0.01634808860254338,poly,-1,False,0.02262687767792884,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.4442079476442842,None,0.0,1,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006230363448529707,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81.0034121685733,f_classif,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif @@ -69,7 +69,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 212,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.26871861360503874,True,True,squared_hinge,0.00013389066934489438,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,quantile_transformer,880,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04836606448186882,fpr,f_classif 217,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6473984346629116,None,0.0,13,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.013705109439767781,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 220,weighting,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,uniform,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,396,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 242,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5915481516400533,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.022169722498083612,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -81,13 +81,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 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93,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5012519528536651,None,0.0,1,8,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,323,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5669485364001919,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012814772651451747,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.123628236727082,fdr,chi2 99,none,adaboost,SAMME,0.02285389956672728,5,356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,74,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 102,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.5466130325692643e-10,0.05426809030733158,auto,255,None,12,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01670620916503771,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 104,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.492415849053268,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.20277123995405158,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 112,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.6187370258614137,0.06602427150798913,auto,255,None,81,22,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1389,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 114,none,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.293954208217794,False,True,1,squared_hinge,ovr,l2,6.765219367412778e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -45,12 +45,12 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 138,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.611729692973355e-06,0.057217701969255366,auto,255,None,8,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.03279058930185249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.20896649306456613,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.14013980883736282,rbf,958,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -153,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1293993501635655e-08,0.02282341573922773,auto,255,None,36,174,10,loss,1e-07,0.34224503796368677,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5086200303707087,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +153,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1293993501635655e-08,0.02282341573922773,auto,255,None,36,174,10,loss,1e-07,0.34224503796368677,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5086200303707087,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 156,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.35785793291311624,0.8846925839702611,4,0.01634808860254338,poly,-1,False,0.02262687767792884,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif -163,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.986229160643222e-08,0.09785082050559005,auto,255,None,3,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,robust_scaler,,,0.9606743238165554,0.10522486391213395,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +163,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.986229160643222e-08,0.09785082050559005,auto,255,None,3,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,robust_scaler,,,0.9606743238165554,0.10522486391213395,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.4442079476442842,None,0.0,1,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006230363448529707,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81.0034121685733,f_classif,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.3686370181031566,0.18947147164489408,auto,255,None,34,7,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.7483312595394761,0.18755017773140037,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1839806564488467,fpr,f_classif -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.3686370181031566,0.18947147164489408,auto,255,None,34,7,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.7483312595394761,0.18755017773140037,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1839806564488467,fpr,f_classif +200,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 204,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.553488171206547,None,0.0,1,9,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 208,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48511997893520975,None,0.0,2,9,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 211,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8320340764802496,None,0.0,8,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16655838829864603,median,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,38.0086082270946,mutual_info,,, @@ -70,7 +70,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 219,none,adaboost,SAMME.R,0.8312770602460324,10,494,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.003891321332431448,most_frequent,robust_scaler,,,0.7090107328614824,0.21259637689765504,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9981750695001353,False,,,,,,,,,,,,,,, 225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6549.130476480627,-0.1592835134753816,2,0.6336265161664115,poly,-1,False,8.189662071146467e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001567729144916035,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -237,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.505359323619936,0.12530693224323797,auto,255,None,200,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01306259745510719,mean,robust_scaler,,,0.7169642192870851,0.2994383340870724,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,32,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +237,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.505359323619936,0.12530693224323797,auto,255,None,200,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01306259745510719,mean,robust_scaler,,,0.7169642192870851,0.2994383340870724,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,32,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 243,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5071697457596496,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17108093516899245,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 245,weighting,adaboost,SAMME.R,0.5336775433181882,7,470,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,False,True,1,squared_hinge,ovr,l1,5.129832579467416e-05,,,,,,,,,,,,,,,,,,,,,, 254,none,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6011260241660512,None,0.0,5,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -85,7 +85,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 284,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.3032998037099216e-05,True,,0.005678193045390519,True,,constant,perceptron,l1,,0.09436694281498686,one_hot_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.7396835843923308,0.27639674990575264,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.007211978132335239,182,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 286,none,adaboost,SAMME,0.011233995624432622,9,477,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.018370622484682127,mean,standardize,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.6039710338898471,False,,,,,,,,,,,,,,, 290,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1391.6276416257751,,,0.0012149223426700805,rbf,-1,True,1.2660947655292562e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 415,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00037966471646911845,0.016422945536911454,auto,255,None,10,56,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.002419439132687246,median,quantile_transformer,828,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 422,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.36374112587320206,None,0.0,2,10,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010870084126959173,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 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-438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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449,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.074711735072034e-07,0.01106799034691714,auto,255,None,13,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.020949205931423413,mean,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.43505400875624267,None,0.0,20,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv index 436cd9a93d..99696d50e8 100644 --- a/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_macro_multiclass.classification_dense/configurations.csv @@ -24,14 +24,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 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243,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5071697457596496,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17108093516899245,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 245,weighting,adaboost,SAMME.R,0.5336775433181882,7,470,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,False,True,1,squared_hinge,ovr,l1,5.129832579467416e-05,,,,,,,,,,,,,,,,,,,,,, 254,none,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6011260241660512,None,0.0,5,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -85,7 +85,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 284,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.3032998037099216e-05,True,,0.005678193045390519,True,,constant,perceptron,l1,,0.09436694281498686,one_hot_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.7396835843923308,0.27639674990575264,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.007211978132335239,182,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 286,none,adaboost,SAMME,0.011233995624432622,9,477,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.018370622484682127,mean,standardize,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.6039710338898471,False,,,,,,,,,,,,,,, 290,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1391.6276416257751,,,0.0012149223426700805,rbf,-1,True,1.2660947655292562e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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449,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.074711735072034e-07,0.01106799034691714,auto,255,None,13,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.020949205931423413,mean,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.43505400875624267,None,0.0,20,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_micro_binary.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_micro_multiclass.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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114,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.024875973599406742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.041059688084044955,7269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,8 +48,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 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225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 326,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30124615118418197,None,0.0,1,20,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.026664315279936093,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.005376856768687352,True,True,squared_hinge,0.00022063788135710262,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007755252735957179,mean,quantile_transformer,1290,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -104,14 +104,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv index 3642b18afc..a0a0b5fd9f 100644 --- a/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_multiclass.classification_dense/configurations.csv @@ -11,7 +11,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 31,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,8.757412830636845e-06,0.10095376320667454,auto,255,None,3,2,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.015401766535365336,median,quantile_transformer,647,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, 33,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.42232830349206685,None,0.0,1,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013593246624583636,mean,quantile_transformer,1000,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4899076986656834,fpr,f_classif -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 42,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.07116943806938189,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012264499640288412,mean,robust_scaler,,,0.75,0.25690284198822444,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,142,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 44,none,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,False,True,1,squared_hinge,ovr,l2,2.858526169098402e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0007827505640681123,median,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.3443310459451119,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -20,10 +20,10 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 55,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.9822179211645446,None,0.0,14,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013966871874533052,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 62,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.7848258054012829,None,0.0,18,15,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.11368738669913,chi2,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 70,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.007512856683211916,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 72,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5477201474339293,None,0.0,9,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004652190883744012,median,minmax,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.7289266794255679,False,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5187414079994191,None,0.0,3,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.13752329517270892,median,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -40,19 +40,19 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 124,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.1475115840890851,None,0.0,13,17,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7895374132523357,0.10850129170589755,fast_ica,,,,,,,,,,,deflation,exp,100,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 128,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,,,0.07737077475438128,rbf,-1,True,0.0010000000000000002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.096644842091904,most_frequent,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,333,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 136,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.136413423055797e-09,0.13801185065309887,auto,255,None,186,1,15,loss,1e-07,0.042836514118739795,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,372,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -138,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00026570755658104423,0.04651777658923248,auto,255,None,7,57,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +138,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00026570755658104423,0.04651777658923248,auto,255,None,7,57,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 155,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.4258401231322075,True,True,hinge,3.821192501051737e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0005252574949810183,mean,quantile_transformer,1201,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 156,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.35785793291311624,0.8846925839702611,4,0.01634808860254338,poly,-1,False,0.02262687767792884,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.4442079476442842,None,0.0,1,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006230363448529707,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81.0034121685733,f_classif,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif @@ -69,7 +69,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 212,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.26871861360503874,True,True,squared_hinge,0.00013389066934489438,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,quantile_transformer,880,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04836606448186882,fpr,f_classif 217,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6473984346629116,None,0.0,13,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.013705109439767781,mean,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 220,weighting,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,uniform,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,396,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 242,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5915481516400533,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.022169722498083612,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -81,13 +81,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 264,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.3862727517987863,None,0.0,8,9,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 267,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0006746153828228831,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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437,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.758794895040923,None,0.0,18,19,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,uniform,,,extra_trees_preproc_for_classification,False,gini,None,0.9944228208678969,None,0.0,20,6,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv index c95057aff2..411b2b3c38 100644 --- a/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_samples_binary.classification_dense/configurations.csv @@ -1,20 +1,20 @@ 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59,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9768.124422997415,False,True,1,squared_hinge,ovr,l2,0.002391133479983495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7418544320601411,0.258610892841927,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 60,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8757952087292588,None,0.0,3,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00023383575324676886,most_frequent,robust_scaler,,,0.75,0.25885426505910014,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,83,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 66,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,236.02119240292217,False,True,1,squared_hinge,ovr,l2,0.0017427914676337187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1020917547461355,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 67,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2974150304199443,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0054956766969650565,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,311,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 76,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4380.951445492721,,,0.15832144806947993,rbf,-1,True,0.00010691725511780856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01066869533165506,median,minmax,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 80,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5858785544767082,None,0.0,1,14,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.8409151021946415,0.03951963852061448,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, -88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +84,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.752445508156732e-06,True,,3.4363022662141264e-05,True,,constant,perceptron,l1,,0.0005054929998027575,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.7300101465014597,2,1.1347040432914681,poly,503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -51,17 +51,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 98,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8285223054657075,None,0.0,4,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0023595334394246165,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05417873227176151,0.019660838265546793,auto,255,None,4,120,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30830937616991955,None,0.0,4,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7145684570272604,0.22462897102885346,fast_ica,,,,,,,,,,,parallel,logcosh,139,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 132,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.13582783540492502,0.044850193272020555,auto,255,None,56,4,17,loss,1e-07,0.0292409072329496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.06071878621644141,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -70,9 +70,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -167,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif 184,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 189,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.0254693584724476e-08,0.010932705264155901,auto,255,None,28,80,17,loss,1e-07,0.06824189076677842,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0001511547017799419,mean,quantile_transformer,1165,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0742146265233877,fpr,chi2 @@ -86,7 +86,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 216,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5379563882988302,None,0.0,16,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -98,19 +98,19 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 255,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.6463344004240801,None,0.0,6,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0009573947080084521,median,quantile_transformer,1778,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 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293,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,7.033246623188702e-10,0.07296742801083987,auto,255,None,42,160,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.008719726495868056,median,robust_scaler,,,0.7579931359954756,0.23262028324550565,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,180,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 298,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1359.4305032221287,,,0.18567450957191756,rbf,-1,False,0.00964468225236062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.51779759183326,chi2,,, -300,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +300,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 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315,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8408063181862852,True,True,hinge,0.004342389918487474,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.26119501093358377,most_frequent,quantile_transformer,1319,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.897412266178953,True,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 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b/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv index c95057aff2..411b2b3c38 100644 --- a/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_samples_multiclass.classification_dense/configurations.csv @@ -1,20 +1,20 @@ 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+34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 37,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0618160212153551,True,True,squared_hinge,1.2370453081062464e-05,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01448339838697973,mean,standardize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.018879929475513826,1637,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 41,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6965935192702026,None,0.0,12,16,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67.60637688434707,f_classif,,, @@ -34,16 +34,16 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9768.124422997415,False,True,1,squared_hinge,ovr,l2,0.002391133479983495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7418544320601411,0.258610892841927,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 60,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8757952087292588,None,0.0,3,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00023383575324676886,most_frequent,robust_scaler,,,0.75,0.25885426505910014,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,83,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 66,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,236.02119240292217,False,True,1,squared_hinge,ovr,l2,0.0017427914676337187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1020917547461355,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 67,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2974150304199443,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0054956766969650565,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,311,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 76,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4380.951445492721,,,0.15832144806947993,rbf,-1,True,0.00010691725511780856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01066869533165506,median,minmax,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 80,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5858785544767082,None,0.0,1,14,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.8409151021946415,0.03951963852061448,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, -88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +84,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.752445508156732e-06,True,,3.4363022662141264e-05,True,,constant,perceptron,l1,,0.0005054929998027575,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.7300101465014597,2,1.1347040432914681,poly,503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -51,17 +51,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 98,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8285223054657075,None,0.0,4,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0023595334394246165,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05417873227176151,0.019660838265546793,auto,255,None,4,120,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30830937616991955,None,0.0,4,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7145684570272604,0.22462897102885346,fast_ica,,,,,,,,,,,parallel,logcosh,139,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 132,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.13582783540492502,0.044850193272020555,auto,255,None,56,4,17,loss,1e-07,0.0292409072329496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.06071878621644141,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -70,9 +70,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -167,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif 184,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 189,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.0254693584724476e-08,0.010932705264155901,auto,255,None,28,80,17,loss,1e-07,0.06824189076677842,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0001511547017799419,mean,quantile_transformer,1165,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0742146265233877,fpr,chi2 @@ -86,7 +86,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 216,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5379563882988302,None,0.0,16,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 222,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.1492269744941467e-08,0.034205188888101055,auto,255,None,8,55,19,loss,1e-07,0.017331647571630124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.08093158208572526,most_frequent,robust_scaler,,,0.7679117906342195,0.29855752448930306,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 228,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5776240299787078,False,True,hinge,0.0016545733749699235,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2615938018554225,most_frequent,quantile_transformer,1837,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8476361084790633,False,,,,,,,,,,,,,,, 235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -98,19 +98,19 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 255,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.6463344004240801,None,0.0,6,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0009573947080084521,median,quantile_transformer,1778,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 279,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7365488384201175,None,0.0,6,8,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 286,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9527105503688407,None,0.0,14,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006862831743478417,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.04923305036890069,None,0.0,14,5,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 293,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,7.033246623188702e-10,0.07296742801083987,auto,255,None,42,160,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.008719726495868056,median,robust_scaler,,,0.7579931359954756,0.23262028324550565,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,180,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 298,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1359.4305032221287,,,0.18567450957191756,rbf,-1,False,0.00964468225236062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.51779759183326,chi2,,, -300,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +300,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 303,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4427140294863755,None,0.0,8,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.960103135751788,0.10844954570838759,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 304,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.556350598907517,False,True,squared_hinge,3.1140755492724956e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1680440617073617,mean,quantile_transformer,1651,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,88.55656428565635,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, 315,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8408063181862852,True,True,hinge,0.004342389918487474,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.26119501093358377,most_frequent,quantile_transformer,1319,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.897412266178953,True,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 367,weighting,adaboost,SAMME,0.2540331297425094,2,187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.9867887266047534,0.041631156927011324,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50.70828969428249,chi2,,, @@ -124,9 +124,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 415,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,5.215923689311285e-05,0.01709129738847392,auto,255,None,10,19,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0004854193510398933,most_frequent,quantile_transformer,709,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 420,weighting,adaboost,SAMME.R,0.05920795019389743,8,313,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,104,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 426,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1527.3847932648184,False,True,1,squared_hinge,ovr,l2,0.0037778228082614835,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.00025777548503151833,2621,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -430,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2389471617630046e-10,0.07245292952526383,auto,255,None,25,75,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.023490803960861777,median,quantile_transformer,1107,uniform,,,extra_trees_preproc_for_classification,False,gini,None,0.7778748752629213,None,0.0,1,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +430,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2389471617630046e-10,0.07245292952526383,auto,255,None,25,75,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.023490803960861777,median,quantile_transformer,1107,uniform,,,extra_trees_preproc_for_classification,False,gini,None,0.7778748752629213,None,0.0,1,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4438263804770306,None,0.0,2,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.9824945141547571,0.24967364012300372,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 448,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7463662441763204,None,0.0,20,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0004507212632016269,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.4279327206778048,None,0.0,3,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 456,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.0322540554793962e-05,False,,0.015117861103299655,True,,invscaling,log,l1,0.558781568719232,0.00016877274953233003,one_hot_encoding,no_coalescense,,median,quantile_transformer,681,normal,,,extra_trees_preproc_for_classification,False,gini,None,0.6320249932267078,None,0.0,17,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv index b0badbe176..b3071f0274 100644 --- a/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_weighted_binary.classification_dense/configurations.csv @@ -26,15 +26,15 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5187414079994191,None,0.0,3,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.13752329517270892,median,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 94,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5079964624349133,None,0.0,7,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.37073794659062626,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 97,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.49127237860427425,None,0.0,5,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0022872939343994768,median,quantile_transformer,1107,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.5673147649132957,None,0.0,4,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 99,weighting,adaboost,SAMME,0.17983222024694556,4,357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0008898781197407956,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 105,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.268699692198443e-05,True,,4.1225573912733725e-06,True,,constant,log,l2,,4.729985534114764e-05,no_encoding,no_coalescense,,median,quantile_transformer,246,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20.73090458774975,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 113,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9208911584010107,None,0.0,4,14,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 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-162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 181,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5674317664343943,True,True,hinge,6.895224700093851e-05,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008995629379499739,most_frequent,robust_scaler,,,0.7535130200906499,0.23702428772419754,kernel_pca,,,,,,,,,,,,,,,,,,,0.9675270950052599,3,0.0064116807812986416,poly,1320,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -69,7 +69,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 225,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28.46746882588639,-0.08458707678218191,3,0.6336265161664115,poly,-1,True,0.08718566337026631,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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241,weighting,adaboost,SAMME.R,0.11813594442450598,1,54,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67.59460629602037,chi2,,, 243,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5071697457596496,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17108093516899245,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 247,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.894611525949906e-05,False,True,squared_hinge,0.011173486177330891,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.032599800672461175,median,quantile_transformer,83,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.4500330073291349,None,0.0,7,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -85,7 +85,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 281,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.5753987756505172e-06,True,,0.09020019749297989,True,,constant,squared_hinge,l2,,5.695280215451378e-05,no_encoding,minority_coalescer,0.010000000000000004,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.15832627235003563,rbf,983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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301,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,8.495727973549814e-08,0.10895774269386836,auto,255,None,6,17,16,loss,1e-07,0.018763788815745606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009766287299931831,most_frequent,quantile_transformer,917,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 304,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.739846727241028,True,True,hinge,5.9200749876980005e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,91.54449387138602,f_classif,,, @@ -94,7 +94,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 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429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.9039555800017817e-05,False,True,squared_hinge,0.0011536981768375681,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1122,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 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447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv index b0badbe176..b3071f0274 100644 --- a/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/precision_weighted_multiclass.classification_dense/configurations.csv @@ -26,15 +26,15 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5187414079994191,None,0.0,3,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.13752329517270892,median,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 94,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5079964624349133,None,0.0,7,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.37073794659062626,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 97,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.49127237860427425,None,0.0,5,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0022872939343994768,median,quantile_transformer,1107,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.5673147649132957,None,0.0,4,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 99,weighting,adaboost,SAMME,0.17983222024694556,4,357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0008898781197407956,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 105,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.268699692198443e-05,True,,4.1225573912733725e-06,True,,constant,log,l2,,4.729985534114764e-05,no_encoding,no_coalescense,,median,quantile_transformer,246,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20.73090458774975,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 113,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9208911584010107,None,0.0,4,14,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, @@ -49,7 +49,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.03279058930185249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.20896649306456613,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.14013980883736282,rbf,958,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 181,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5674317664343943,True,True,hinge,6.895224700093851e-05,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008995629379499739,most_frequent,robust_scaler,,,0.7535130200906499,0.23702428772419754,kernel_pca,,,,,,,,,,,,,,,,,,,0.9675270950052599,3,0.0064116807812986416,poly,1320,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +200,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 208,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48511997893520975,None,0.0,2,9,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -69,7 +69,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 225,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28.46746882588639,-0.08458707678218191,3,0.6336265161664115,poly,-1,True,0.08718566337026631,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -237,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +237,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 241,weighting,adaboost,SAMME.R,0.11813594442450598,1,54,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67.59460629602037,chi2,,, 243,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5071697457596496,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17108093516899245,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 247,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.894611525949906e-05,False,True,squared_hinge,0.011173486177330891,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.032599800672461175,median,quantile_transformer,83,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.4500330073291349,None,0.0,7,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -85,7 +85,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 281,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.5753987756505172e-06,True,,0.09020019749297989,True,,constant,squared_hinge,l2,,5.695280215451378e-05,no_encoding,minority_coalescer,0.010000000000000004,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.15832627235003563,rbf,983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 290,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1391.6276416257751,,,0.0012149223426700805,rbf,-1,True,1.2660947655292562e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 291,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7581924758706676,None,0.0,1,6,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,389,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -293,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,8.832861496195367e-10,0.016078634714895096,auto,255,None,44,2,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.18716035475531995,fdr,f_classif +293,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,8.832861496195367e-10,0.016078634714895096,auto,255,None,44,2,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.18716035475531995,fdr,f_classif 298,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3411.6198680921375,,,0.19240854230895535,rbf,-1,False,1.4107606894629331e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.3368207466092509,None,0.0,10,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 301,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,8.495727973549814e-08,0.10895774269386836,auto,255,None,6,17,16,loss,1e-07,0.018763788815745606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009766287299931831,most_frequent,quantile_transformer,917,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 304,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.739846727241028,True,True,hinge,5.9200749876980005e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,91.54449387138602,f_classif,,, @@ -94,7 +94,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 332,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.8361188336674341,None,0.0,16,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12061921346314308,fpr,chi2 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0004172061511253514,False,True,squared_hinge,6.44438246350497e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.009713025944561107,most_frequent,quantile_transformer,1944,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -102,7 +102,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, @@ -123,7 +123,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.9039555800017817e-05,False,True,squared_hinge,0.0011536981768375681,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1122,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 446,weighting,bernoulli_nb,,,,,2.493274808167669,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16300567981899747,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.02935019079249,mutual_info,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/r2_regression_dense/configurations.csv b/autosklearn/metalearning/files/r2_regression_dense/configurations.csv index c300d7f3da..6b88e0858d 100644 --- a/autosklearn/metalearning/files/r2_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/r2_regression_dense/configurations.csv @@ -1,26 +1,26 @@ -idx,data_preprocessing:categorical_transformer:categorical_encoding:__choice__,data_preprocessing:categorical_transformer:category_coalescence:__choice__,data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction,data_preprocessing:numerical_transformer:imputation:strategy,data_preprocessing:numerical_transformer:rescaling:__choice__,data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles,data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution,data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max,data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min,feature_preprocessor:__choice__,feature_preprocessor:extra_trees_preproc_for_regression:bootstrap,feature_preprocessor:extra_trees_preproc_for_regression:criterion,feature_preprocessor:extra_trees_preproc_for_regression:max_depth,feature_preprocessor:extra_trees_preproc_for_regression:max_features,feature_preprocessor:extra_trees_preproc_for_regression:max_leaf_nodes,feature_preprocessor:extra_trees_preproc_for_regression:min_samples_leaf,feature_preprocessor:extra_trees_preproc_for_regression:min_samples_split,feature_preprocessor:extra_trees_preproc_for_regression:min_weight_fraction_leaf,feature_preprocessor:extra_trees_preproc_for_regression:n_estimators,feature_preprocessor:fast_ica:algorithm,feature_preprocessor:fast_ica:fun,feature_preprocessor:fast_ica:n_components,feature_preprocessor:fast_ica:whiten,feature_preprocessor:feature_agglomeration:affinity,feature_preprocessor:feature_agglomeration:linkage,feature_preprocessor:feature_agglomeration:n_clusters,feature_preprocessor:feature_agglomeration:pooling_func,feature_preprocessor:kernel_pca:coef0,feature_preprocessor:kernel_pca:degree,feature_preprocessor:kernel_pca:gamma,feature_preprocessor:kernel_pca:kernel,feature_preprocessor:kernel_pca:n_components,feature_preprocessor:kitchen_sinks:gamma,feature_preprocessor:kitchen_sinks:n_components,feature_preprocessor:nystroem_sampler:coef0,feature_preprocessor:nystroem_sampler:degree,feature_preprocessor:nystroem_sampler:gamma,feature_preprocessor:nystroem_sampler:kernel,feature_preprocessor:nystroem_sampler:n_components,feature_preprocessor:pca:keep_variance,feature_preprocessor:pca:whiten,feature_preprocessor:polynomial:degree,feature_preprocessor:polynomial:include_bias,feature_preprocessor:polynomial:interaction_only,feature_preprocessor:random_trees_embedding:bootstrap,feature_preprocessor:random_trees_embedding:max_depth,feature_preprocessor:random_trees_embedding:max_leaf_nodes,feature_preprocessor:random_trees_embedding:min_samples_leaf,feature_preprocessor:random_trees_embedding:min_samples_split,feature_preprocessor:random_trees_embedding:min_weight_fraction_leaf,feature_preprocessor:random_trees_embedding:n_estimators,feature_preprocessor:select_percentile_regression:percentile,feature_preprocessor:select_percentile_regression:score_func,feature_preprocessor:select_rates_regression:alpha,feature_preprocessor:select_rates_regression:mode,feature_preprocessor:select_rates_regression:score_func,regressor:__choice__,regressor:adaboost:learning_rate,regressor:adaboost:loss,regressor:adaboost:max_depth,regressor:adaboost:n_estimators,regressor:ard_regression:alpha_1,regressor:ard_regression:alpha_2,regressor:ard_regression:fit_intercept,regressor:ard_regression:lambda_1,regressor:ard_regression:lambda_2,regressor:ard_regression:n_iter,regressor:ard_regression:threshold_lambda,regressor:ard_regression:tol,regressor:decision_tree:criterion,regressor:decision_tree:max_depth_factor,regressor:decision_tree:max_features,regressor:decision_tree:max_leaf_nodes,regressor:decision_tree:min_impurity_decrease,regressor:decision_tree:min_samples_leaf,regressor:decision_tree:min_samples_split,regressor:decision_tree:min_weight_fraction_leaf,regressor:extra_trees:bootstrap,regressor:extra_trees:criterion,regressor:extra_trees:max_depth,regressor:extra_trees:max_features,regressor:extra_trees:max_leaf_nodes,regressor:extra_trees:min_impurity_decrease,regressor:extra_trees:min_samples_leaf,regressor:extra_trees:min_samples_split,regressor:extra_trees:min_weight_fraction_leaf,regressor:gaussian_process:alpha,regressor:gaussian_process:thetaL,regressor:gaussian_process:thetaU,regressor:gradient_boosting:early_stop,regressor:gradient_boosting:l2_regularization,regressor:gradient_boosting:learning_rate,regressor:gradient_boosting:loss,regressor:gradient_boosting:max_bins,regressor:gradient_boosting:max_depth,regressor:gradient_boosting:max_leaf_nodes,regressor:gradient_boosting:min_samples_leaf,regressor:gradient_boosting:n_iter_no_change,regressor:gradient_boosting:scoring,regressor:gradient_boosting:tol,regressor:gradient_boosting:validation_fraction,regressor:k_nearest_neighbors:n_neighbors,regressor:k_nearest_neighbors:p,regressor:k_nearest_neighbors:weights,regressor:liblinear_svr:C,regressor:liblinear_svr:dual,regressor:liblinear_svr:epsilon,regressor:liblinear_svr:fit_intercept,regressor:liblinear_svr:intercept_scaling,regressor:liblinear_svr:loss,regressor:liblinear_svr:tol,regressor:libsvm_svr:C,regressor:libsvm_svr:coef0,regressor:libsvm_svr:degree,regressor:libsvm_svr:epsilon,regressor:libsvm_svr:gamma,regressor:libsvm_svr:kernel,regressor:libsvm_svr:max_iter,regressor:libsvm_svr:shrinking,regressor:libsvm_svr:tol,regressor:random_forest:bootstrap,regressor:random_forest:criterion,regressor:random_forest:max_depth,regressor:random_forest:max_features,regressor:random_forest:max_leaf_nodes,regressor:random_forest:min_impurity_decrease,regressor:random_forest:min_samples_leaf,regressor:random_forest:min_samples_split,regressor:random_forest:min_weight_fraction_leaf,regressor:sgd:alpha,regressor:sgd:average,regressor:sgd:epsilon,regressor:sgd:eta0,regressor:sgd:fit_intercept,regressor:sgd:l1_ratio,regressor:sgd:learning_rate,regressor:sgd:loss,regressor:sgd:penalty,regressor:sgd:power_t,regressor:sgd:tol 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svr:epsilon,regressor:liblinear_svr:fit_intercept,regressor:liblinear_svr:intercept_scaling,regressor:liblinear_svr:loss,regressor:liblinear_svr:tol,regressor:libsvm_svr:C,regressor:libsvm_svr:coef0,regressor:libsvm_svr:degree,regressor:libsvm_svr:epsilon,regressor:libsvm_svr:gamma,regressor:libsvm_svr:kernel,regressor:libsvm_svr:max_iter,regressor:libsvm_svr:shrinking,regressor:libsvm_svr:tol,regressor:random_forest:bootstrap,regressor:random_forest:criterion,regressor:random_forest:max_depth,regressor:random_forest:max_features,regressor:random_forest:max_leaf_nodes,regressor:random_forest:min_impurity_decrease,regressor:random_forest:min_samples_leaf,regressor:random_forest:min_samples_split,regressor:random_forest:min_weight_fraction_leaf,regressor:sgd:alpha,regressor:sgd:average,regressor:sgd:epsilon,regressor:sgd:eta0,regressor:sgd:fit_intercept,regressor:sgd:l1_ratio,regressor:sgd:learning_rate,regressor:sgd:loss,regressor:sgd:penalty,regressor:sgd:power_t,regressor:sgd:tol 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+15,no_encoding,no_coalescense,,most_frequent,none,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,0.00025844019785412086,rbf,305,,,,,,,,,,,,,,,,,,liblinear_svr,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,18080.177016227895,False,0.0017155220175954669,True,1,squared_epsilon_insensitive,7.035440846539455e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +17,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.8280417820125114,0.0781634653874277,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,8.438432240830361e-05,2984,,,,,,,,,,,,,,,,,,,,,,,ard_regression,,,,,0.00044036509169446026,4.039147500668822e-10,True,8.922721154590444e-05,3.0105431227198885e-05,300,1899.168836704701,0.011611373742389547,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +19,one_hot_encoding,no_coalescense,,mean,quantile_transformer,148,uniform,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.10789818795901182,fwe,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.0002841741346637058,0.024253735132716756,least_squares,255,None,36,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +22,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,fast_ica,,,,,,,,,,parallel,logcosh,215,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,4.242786820644205e-10,0.0953131401479951,least_squares,255,None,16,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +24,no_encoding,no_coalescense,,median,quantile_transformer,1150,uniform,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,1.1605111479672479,5499,,,,,,,,,,,,,,,,,,,,,,,libsvm_svr,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,272.83550277553246,0.1471721071594263,2,0.18104912091393513,0.09926116813777154,poly,-1,True,0.06084368714049917,,,,,,,,,,,,,,,,,,,, +30,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,friedman_mse,None,0.2961138557020546,None,0.0,14,12,0.0,,,,,,,,,,, +34,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7049491520337817,0.23602880130851764,fast_ica,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,4.696295762197504e-10,0.03269357604116943,least_squares,255,None,32,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +36,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,mse,None,0.1686847993740384,None,0.0,1,2,0.0,,,,,,,,,,, +38,no_encoding,no_coalescense,,median,none,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.13294870400704156,fwe,f_regression,adaboost,0.47982456668237294,square,10,143,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +42,no_encoding,minority_coalescer,0.0074923422486941615,mean,quantile_transformer,919,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,mse,None,0.7102443468613595,None,0.0,20,4,0.0,,,,,,,,,,, +45,no_encoding,minority_coalescer,0.00010476041523839592,median,standardize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,-0.8964384900187328,,0.015021411517772181,sigmoid,7415,,,,,,,,,,,,,,,,,,ard_regression,,,,,4.544163312418526e-05,0.0003398091634662838,True,6.154987146709e-06,1.2041910604531783e-05,300,21462.056617690938,0.07078995384093524,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +48,one_hot_encoding,no_coalescense,,mean,quantile_transformer,148,uniform,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.10789818795901182,fwe,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.0002841741346637058,0.024253735132716756,least_squares,255,None,36,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +51,one_hot_encoding,no_coalescense,,median,minmax,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.32764403627543237,fdr,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.000153437102327148,0.01698754273672824,least_squares,255,None,47,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +52,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1425,uniform,,,feature_agglomeration,,,,,,,,,,,,,,cosine,complete,276,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.00018459550741867383,0.04757728173371449,least_squares,255,None,16,6,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +57,one_hot_encoding,minority_coalescer,0.00924813449669181,mean,quantile_transformer,987,uniform,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1,fwe,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,2.5833231171101403e-10,0.10682575320034993,least_squares,255,None,31,12,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +59,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.7414290235319753,0.2631696868735969,extra_trees_preproc_for_regression,True,mse,None,0.8529069417035176,None,1,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,extra_trees,,,,,,,,,,,,,,,,,,,,,True,mse,None,0.9698708516736436,None,0.0,4,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +62,one_hot_encoding,minority_coalescer,0.027537836751886195,median,robust_scaler,,,0.9003944797470034,0.2566610073208164,random_trees_embedding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,5,None,1,2,1.0,10,,,,,,decision_tree,,,,,,,,,,,,,friedman_mse,0.23884067765544847,1.0,None,0.0,11,13,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +66,no_encoding,minority_coalescer,0.006136459298464629,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,extra_trees,,,,,,,,,,,,,,,,,,,,,False,friedman_mse,None,0.9490464657381125,None,0.0,1,6,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +68,one_hot_encoding,minority_coalescer,0.00924813449669181,mean,quantile_transformer,987,uniform,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1,fwe,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,2.5833231171101403e-10,0.10682575320034993,least_squares,255,None,31,12,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +70,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,mse,None,0.9234161475923298,None,0.0,6,13,0.0,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/recall_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_binary.classification_dense/configurations.csv index 93ab3f18a9..3a1f0d0024 100644 --- a/autosklearn/metalearning/files/recall_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_binary.classification_dense/configurations.csv @@ -10,7 +10,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 26,weighting,adaboost,SAMME.R,0.01561270559347964,4,417,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1617,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 27,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.41025844265119926,None,0.0,18,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1911,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 38,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5692252382787814,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.02203186625946887,most_frequent,quantile_transformer,1252,normal,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9983883858340796,True,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 41,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.22436763006793925,None,0.0,12,18,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,184.87016739193817,False,True,1,squared_hinge,ovr,l1,9.229405386285091e-05,,,,,,,,,,,,,,,,,,,,,, @@ -22,15 +22,15 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.15115687152536414,True,True,hinge,0.009954631623104506,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0013410356664535208,most_frequent,quantile_transformer,1293,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 61,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.39489690570320557,None,0.0,11,4,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.03539317326646233,mean,minmax,,,,,extra_trees_preproc_for_classification,True,gini,None,0.9610234643274745,None,0.0,11,20,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 66,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,236.02119240292217,False,True,1,squared_hinge,ovr,l2,0.0017427914676337187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1020917547461355,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 67,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.28658792054560556,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 71,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.6384408460860116,None,0.0,2,6,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004665496919095231,mean,quantile_transformer,757,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, -88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.570889898953277e-10,0.054243748024844704,auto,255,None,13,34,10,loss,1e-07,0.08488957385556777,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.14321524185479906,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,234,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.570889898953277e-10,0.054243748024844704,auto,255,None,13,34,10,loss,1e-07,0.08488957385556777,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.14321524185479906,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,234,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,False,True,hinge,0.0002019803840491148,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010601506138054006,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,exp,916,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -46,14 +46,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 121,weighting,decision_tree,,,,,,,gini,1.2891251498418737,1.0,None,0.0,20,10,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.042036912961393315,fdr,f_classif 125,none,bernoulli_nb,,,,,2.109409450693255,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.75,0.21802677548992805,extra_trees_preproc_for_classification,True,gini,None,0.5510800664548566,None,0.0,16,12,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.3111691431751387e-10,0.5705358957287741,auto,255,None,162,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.7401930666468216,0.2563493458023416,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,279,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.3111691431751387e-10,0.5705358957287741,auto,255,None,162,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.7401930666468216,0.2563493458023416,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,279,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 147,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.7099470720440133,None,0.0,18,13,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004964385546463481,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,226,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 148,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.345493702555357e-05,True,True,squared_hinge,3.0659099247815647e-05,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1281,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.24552906811752,chi2,,, -153,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1293993501635655e-08,0.02282341573922773,auto,255,None,36,174,10,loss,1e-07,0.34224503796368677,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5086200303707087,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +153,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1293993501635655e-08,0.02282341573922773,auto,255,None,36,174,10,loss,1e-07,0.34224503796368677,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5086200303707087,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 170,weighting,adaboost,SAMME,0.04772560235265744,5,383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.000547662857551516,most_frequent,quantile_transformer,1478,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.64280058717713,chi2,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif @@ -68,7 +68,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 217,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4823454999138609,None,0.0,5,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016009484297472783,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME.R,0.8312770602460324,10,494,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.003891321332431448,most_frequent,robust_scaler,,,0.7090107328614824,0.21259637689765504,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9981750695001353,False,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 228,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.7307322501991852,None,0.0,18,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 229,weighting,adaboost,SAMME.R,0.04242945804027416,1,150,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7571251490835097,0.26157660333212085,extra_trees_preproc_for_classification,False,entropy,None,0.2656750261380871,None,0.0,8,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -81,13 +81,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 250,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6972148430432595,None,0.0,15,9,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.05267325042608381,mean,quantile_transformer,1000,uniform,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 254,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.523294292243674e-05,False,,0.045114207541562326,True,,constant,log,l1,,8.265068141595997e-05,one_hot_encoding,minority_coalescer,0.024739022188586045,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,4.761562069541298,rbf,386,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 256,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4689358609013987,None,0.0,9,3,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,299,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 263,none,adaboost,SAMME,0.09732644714197747,8,150,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 265,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.4851685621007644,None,0.0,14,14,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.015568221678136717,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 267,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12744101410729902,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.001201955539721771,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,-0.35240985763378063,,,sigmoid,1645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 283,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.30913382433415654,False,True,squared_hinge,6.242910967641661e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.21924994695936584,4,0.1240839180497333,poly,813,,,,,,,,,,,,,,,,, 284,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.760192566205453e-07,False,,0.0635876779625983,True,0.14999999999999974,invscaling,perceptron,elasticnet,0.38270165199480355,0.02931370690876455,no_encoding,minority_coalescer,0.09050594926644687,mean,robust_scaler,,,0.831513001353614,0.19379477159240013,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.010938374399634207,787,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 296,weighting,decision_tree,,,,,,,entropy,0.6255924202920562,1.0,None,0.0,11,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1562,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.6959225126193684,None,0.0,16,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -96,12 +96,12 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 304,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.26649420986322214,None,0.0,9,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0734943853091925,median,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43.21755225933494,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, 315,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5263729064437616,None,0.0,5,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.689889441847768,f_classif,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.71260692498442e-10,0.04356885492440473,auto,255,None,902,162,15,loss,1e-07,0.059123976301179396,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0027534877787310885,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.71260692498442e-10,0.04356885492440473,auto,255,None,902,162,15,loss,1e-07,0.059123976301179396,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0027534877787310885,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 328,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.6008715491448176,None,0.0,3,8,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.009329141830788083,most_frequent,robust_scaler,,,0.9862739768790125,0.2348295247336242,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 332,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.06575254148205681,True,,3.538145104482663e-07,True,,constant,log,l2,,0.002481534944163305,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,random_trees_embedding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,4,None,9,8,1.0,49,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 354,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.509445489792985,None,0.0,3,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77.43882708417561,mutual_info,,, 359,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5488010127377783,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.029993851548805784,mean,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16755697290472113,fpr,f_classif @@ -124,7 +124,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 427,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.24914018849479924,None,0.0,11,18,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,66.32755157903661,mutual_info,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.28088485314208955,None,0.0,17,16,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.003177530868474569,mean,robust_scaler,,,0.8605669594097658,0.2400110842123775,extra_trees_preproc_for_classification,True,entropy,None,0.32485209130278936,None,0.0,6,10,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.191944635182623e-08,0.06714665420388714,auto,255,None,58,148,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.752406584741681,0.2820517493354769,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.191944635182623e-08,0.06714665420388714,auto,255,None,58,148,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.752406584741681,0.2820517493354769,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 446,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,240.3897817006787,False,True,1,squared_hinge,ovr,l2,0.0007238885641977672,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.015628377472530642,most_frequent,standardize,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9365905387498032,False,,,,,,,,,,,,,,, 451,weighting,decision_tree,,,,,,,entropy,0.49431715004621385,1.0,None,0.0,1,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00484236454749161,median,robust_scaler,,,0.7619367546642338,0.25,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.39951618572543,mutual_info,,, diff --git a/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv index f9e37b2a91..1ae3899b86 100644 --- a/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_macro_binary.classification_dense/configurations.csv @@ -26,7 +26,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, 94,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5079964624349133,None,0.0,7,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.37073794659062626,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 97,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4879444812369075,None,0.0,5,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008704186680582812,mean,normalize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.6428064165338061,None,0.0,2,17,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,7 +48,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 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+346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, @@ -123,7 +123,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.9039555800017817e-05,False,True,squared_hinge,0.0011536981768375681,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1122,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 437,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.34649900620486696,None,0.0,10,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,1135,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.9038598364290225,None,0.0,16,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 446,weighting,bernoulli_nb,,,,,2.493274808167669,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16300567981899747,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.02935019079249,mutual_info,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.32235597434544716,None,0.0,2,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.30368818748392196,median,robust_scaler,,,0.7176393529809699,0.19299987830067816,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16283145936255025,fwe,chi2 diff --git a/autosklearn/metalearning/files/recall_macro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_macro_multiclass.classification_dense/configurations.csv index f9e37b2a91..1ae3899b86 100644 --- a/autosklearn/metalearning/files/recall_macro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_macro_multiclass.classification_dense/configurations.csv @@ -26,7 +26,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 87,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07992258780660727,True,True,squared_hinge,0.022067056607853346,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7602075850543897,0.15799780977101488,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95.09568612626826,chi2,,, 94,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5079964624349133,None,0.0,7,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.37073794659062626,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 97,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4879444812369075,None,0.0,5,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008704186680582812,mean,normalize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.6428064165338061,None,0.0,2,17,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,7 +48,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 148,weighting,adaboost,SAMME,0.05618285156619859,5,50,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006339856584549353,median,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 159,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.19622034414040904,None,0.0,14,16,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1000,uniform,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.059019308044442303,False,True,1,squared_hinge,ovr,l1,0.0006412561021974483,,,,,,,,,,,,,,,,,,,,,, -162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 170,weighting,adaboost,SAMME,0.04772560235265744,5,383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.000547662857551516,most_frequent,quantile_transformer,1478,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.64280058717713,chi2,,, @@ -57,8 +57,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 183,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 191,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 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212,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.26871861360503874,True,True,squared_hinge,0.00013389066934489438,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,quantile_transformer,880,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04836606448186882,fpr,f_classif 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -68,18 +68,18 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 229,weighting,adaboost,SAMME.R,0.04406168169625495,1,166,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.40534411940800696,median,standardize,,,,,extra_trees_preproc_for_classification,False,gini,None,0.4426771429008686,None,0.0,11,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 231,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.6929697785710089,None,0.0,17,16,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+269,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.5595683440867806e-08,0.27155678963606844,auto,255,None,468,114,19,loss,1e-07,0.05497115497917856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011828184003014365,most_frequent,quantile_transformer,939,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 274,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0963403018388e-05,False,0.00018320281135482614,,True,,optimal,modified_huber,l1,,3.645526354418124e-05,one_hot_encoding,minority_coalescer,0.02823645120156427,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,350,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 275,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5563895937597949,None,0.0,3,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.019318170007068237,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 281,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.5753987756505172e-06,True,,0.09020019749297989,True,,constant,squared_hinge,l2,,5.695280215451378e-05,no_encoding,minority_coalescer,0.010000000000000004,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.15832627235003563,rbf,983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -93,13 +93,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 329,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.4193126931364464,None,0.0,1,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7560808093629581,0.24518643017353334,fast_ica,,,,,,,,,,,parallel,exp,146,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 332,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.8361188336674341,None,0.0,16,2,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12061921346314308,fpr,chi2 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 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+346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, @@ -123,7 +123,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.9039555800017817e-05,False,True,squared_hinge,0.0011536981768375681,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1122,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 437,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.34649900620486696,None,0.0,10,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,1135,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.9038598364290225,None,0.0,16,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 446,weighting,bernoulli_nb,,,,,2.493274808167669,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.16300567981899747,mean,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.02935019079249,mutual_info,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.32235597434544716,None,0.0,2,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.30368818748392196,median,robust_scaler,,,0.7176393529809699,0.19299987830067816,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16283145936255025,fwe,chi2 diff --git a/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_micro_binary.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 93,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5012519528536651,None,0.0,1,8,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,323,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 96,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5602498483292023,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.3195602228752535,mean,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09782235573464702,fdr,chi2 99,weighting,adaboost,SAMME,0.17983222024694556,4,357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0008898781197407956,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 105,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.268699692198443e-05,True,,4.1225573912733725e-06,True,,constant,log,l2,,4.729985534114764e-05,no_encoding,no_coalescense,,median,quantile_transformer,246,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20.73090458774975,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.024875973599406742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.041059688084044955,7269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,8 +48,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.03279058930185249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.20896649306456613,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.14013980883736282,rbf,958,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +200,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 208,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48511997893520975,None,0.0,2,9,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,11 +71,11 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -237,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -244,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0169124060575186e-10,0.10790424618649551,auto,255,None,1307,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,343,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +237,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +244,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0169124060575186e-10,0.10790424618649551,auto,255,None,1307,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,343,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 246,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0015970808923234745,True,True,squared_hinge,0.0003133217247419556,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.16784157882978862,most_frequent,quantile_transformer,649,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 257,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5412388399799782,None,0.0,18,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0027557449199287123,median,robust_scaler,,,0.7744413026160839,0.23380839608546067,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 265,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7095505440376488,None,0.0,3,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007065190012814285,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,cube,1783,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 267,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00225057974134912,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.021216521648541566,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -96,7 +96,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 326,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30124615118418197,None,0.0,1,20,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.026664315279936093,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.005376856768687352,True,True,squared_hinge,0.00022063788135710262,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007755252735957179,mean,quantile_transformer,1290,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -104,14 +104,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_micro_multiclass.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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+106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.024875973599406742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.041059688084044955,7269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,8 +48,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.03279058930185249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.20896649306456613,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.14013980883736282,rbf,958,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 154,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3544151217083219,None,0.0,19,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1176,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -156,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +200,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 208,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48511997893520975,None,0.0,2,9,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,11 +71,11 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+237,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +244,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0169124060575186e-10,0.10790424618649551,auto,255,None,1307,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,343,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 246,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0015970808923234745,True,True,squared_hinge,0.0003133217247419556,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.16784157882978862,most_frequent,quantile_transformer,649,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 257,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5412388399799782,None,0.0,18,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0027557449199287123,median,robust_scaler,,,0.7744413026160839,0.23380839608546067,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 265,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7095505440376488,None,0.0,3,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007065190012814285,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,cube,1783,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 267,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00225057974134912,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.021216521648541566,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -96,7 +96,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 326,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30124615118418197,None,0.0,1,20,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.026664315279936093,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.005376856768687352,True,True,squared_hinge,0.00022063788135710262,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007755252735957179,mean,quantile_transformer,1290,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -104,14 +104,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv index 93ab3f18a9..3a1f0d0024 100644 --- a/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_multiclass.classification_dense/configurations.csv @@ -10,7 +10,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 26,weighting,adaboost,SAMME.R,0.01561270559347964,4,417,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1617,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 27,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.41025844265119926,None,0.0,18,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1911,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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@@ -22,15 +22,15 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.15115687152536414,True,True,hinge,0.009954631623104506,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0013410356664535208,most_frequent,quantile_transformer,1293,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 61,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.39489690570320557,None,0.0,11,4,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.03539317326646233,mean,minmax,,,,,extra_trees_preproc_for_classification,True,gini,None,0.9610234643274745,None,0.0,11,20,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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90,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,False,True,hinge,0.0002019803840491148,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010601506138054006,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,exp,916,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -46,14 +46,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 121,weighting,decision_tree,,,,,,,gini,1.2891251498418737,1.0,None,0.0,20,10,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.042036912961393315,fdr,f_classif 125,none,bernoulli_nb,,,,,2.109409450693255,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.75,0.21802677548992805,extra_trees_preproc_for_classification,True,gini,None,0.5510800664548566,None,0.0,16,12,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.3111691431751387e-10,0.5705358957287741,auto,255,None,162,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.7401930666468216,0.2563493458023416,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,279,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.3111691431751387e-10,0.5705358957287741,auto,255,None,162,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.7401930666468216,0.2563493458023416,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,279,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 147,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.7099470720440133,None,0.0,18,13,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004964385546463481,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,226,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 148,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.345493702555357e-05,True,True,squared_hinge,3.0659099247815647e-05,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1281,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.24552906811752,chi2,,, -153,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1293993501635655e-08,0.02282341573922773,auto,255,None,36,174,10,loss,1e-07,0.34224503796368677,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5086200303707087,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +153,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1293993501635655e-08,0.02282341573922773,auto,255,None,36,174,10,loss,1e-07,0.34224503796368677,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5086200303707087,None,0.0,3,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 170,weighting,adaboost,SAMME,0.04772560235265744,5,383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.000547662857551516,most_frequent,quantile_transformer,1478,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.64280058717713,chi2,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif @@ -68,7 +68,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 217,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4823454999138609,None,0.0,5,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016009484297472783,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME.R,0.8312770602460324,10,494,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.003891321332431448,most_frequent,robust_scaler,,,0.7090107328614824,0.21259637689765504,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9981750695001353,False,,,,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 228,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.7307322501991852,None,0.0,18,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 229,weighting,adaboost,SAMME.R,0.04242945804027416,1,150,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7571251490835097,0.26157660333212085,extra_trees_preproc_for_classification,False,entropy,None,0.2656750261380871,None,0.0,8,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -81,13 +81,13 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 250,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6972148430432595,None,0.0,15,9,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.05267325042608381,mean,quantile_transformer,1000,uniform,,,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 254,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.523294292243674e-05,False,,0.045114207541562326,True,,constant,log,l1,,8.265068141595997e-05,one_hot_encoding,minority_coalescer,0.024739022188586045,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,4.761562069541298,rbf,386,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 256,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4689358609013987,None,0.0,9,3,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,299,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 263,none,adaboost,SAMME,0.09732644714197747,8,150,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 265,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.4851685621007644,None,0.0,14,14,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.015568221678136717,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 267,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12744101410729902,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.001201955539721771,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,-0.35240985763378063,,,sigmoid,1645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 274,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0963403018388e-05,False,0.00018320281135482614,,True,,optimal,modified_huber,l1,,3.645526354418124e-05,one_hot_encoding,minority_coalescer,0.02823645120156427,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,350,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 276,weighting,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,90,1,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004935771447586716,mean,robust_scaler,,,0.7508899080050682,0.23929775598865444,fast_ica,,,,,,,,,,,deflation,exp,301,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 283,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.30913382433415654,False,True,squared_hinge,6.242910967641661e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.21924994695936584,4,0.1240839180497333,poly,813,,,,,,,,,,,,,,,,, 284,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.760192566205453e-07,False,,0.0635876779625983,True,0.14999999999999974,invscaling,perceptron,elasticnet,0.38270165199480355,0.02931370690876455,no_encoding,minority_coalescer,0.09050594926644687,mean,robust_scaler,,,0.831513001353614,0.19379477159240013,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.010938374399634207,787,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 296,weighting,decision_tree,,,,,,,entropy,0.6255924202920562,1.0,None,0.0,11,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1562,normal,,,extra_trees_preproc_for_classification,True,gini,None,0.6959225126193684,None,0.0,16,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -96,12 +96,12 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 304,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.26649420986322214,None,0.0,9,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0734943853091925,median,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43.21755225933494,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, 315,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5263729064437616,None,0.0,5,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.689889441847768,f_classif,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.71260692498442e-10,0.04356885492440473,auto,255,None,902,162,15,loss,1e-07,0.059123976301179396,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0027534877787310885,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 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350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 354,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.509445489792985,None,0.0,3,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77.43882708417561,mutual_info,,, 359,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5488010127377783,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.029993851548805784,mean,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16755697290472113,fpr,f_classif @@ -124,7 +124,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 427,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.24914018849479924,None,0.0,11,18,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,66.32755157903661,mutual_info,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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a/autosklearn/metalearning/files/recall_samples_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_samples_binary.classification_dense/configurations.csv @@ -1,20 +1,20 @@ 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-18,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.9110915129429343e-09,0.06380311481632683,auto,255,None,20,62,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7307407504330838,0.2660206566992171,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +18,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.9110915129429343e-09,0.06380311481632683,auto,255,None,20,62,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7307407504330838,0.2660206566992171,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 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+25,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.008942041103505539,0.05229567301622349,auto,255,None,6,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01936143670847451,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 26,weighting,adaboost,SAMME.R,0.01561270559347964,4,417,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1617,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 27,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.41025844265119926,None,0.0,18,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1911,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 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59,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9768.124422997415,False,True,1,squared_hinge,ovr,l2,0.002391133479983495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7418544320601411,0.258610892841927,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 60,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8757952087292588,None,0.0,3,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00023383575324676886,most_frequent,robust_scaler,,,0.75,0.25885426505910014,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,83,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, 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-88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +84,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.752445508156732e-06,True,,3.4363022662141264e-05,True,,constant,perceptron,l1,,0.0005054929998027575,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.7300101465014597,2,1.1347040432914681,poly,503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -51,17 +51,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 98,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8285223054657075,None,0.0,4,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0023595334394246165,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05417873227176151,0.019660838265546793,auto,255,None,4,120,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30830937616991955,None,0.0,4,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7145684570272604,0.22462897102885346,fast_ica,,,,,,,,,,,parallel,logcosh,139,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 132,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.13582783540492502,0.044850193272020555,auto,255,None,56,4,17,loss,1e-07,0.0292409072329496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.06071878621644141,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -70,9 +70,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -167,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif 184,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 189,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.0254693584724476e-08,0.010932705264155901,auto,255,None,28,80,17,loss,1e-07,0.06824189076677842,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0001511547017799419,mean,quantile_transformer,1165,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0742146265233877,fpr,chi2 @@ -86,7 +86,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 216,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5379563882988302,None,0.0,16,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 222,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.1492269744941467e-08,0.034205188888101055,auto,255,None,8,55,19,loss,1e-07,0.017331647571630124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.08093158208572526,most_frequent,robust_scaler,,,0.7679117906342195,0.29855752448930306,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 228,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5776240299787078,False,True,hinge,0.0016545733749699235,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2615938018554225,most_frequent,quantile_transformer,1837,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8476361084790633,False,,,,,,,,,,,,,,, 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-277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 279,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7365488384201175,None,0.0,6,8,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 286,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9527105503688407,None,0.0,14,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006862831743478417,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.04923305036890069,None,0.0,14,5,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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-300,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +300,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 303,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4427140294863755,None,0.0,8,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.960103135751788,0.10844954570838759,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 304,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.556350598907517,False,True,squared_hinge,3.1140755492724956e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1680440617073617,mean,quantile_transformer,1651,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,88.55656428565635,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, 315,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8408063181862852,True,True,hinge,0.004342389918487474,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.26119501093358377,most_frequent,quantile_transformer,1319,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.897412266178953,True,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 367,weighting,adaboost,SAMME,0.2540331297425094,2,187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.9867887266047534,0.041631156927011324,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50.70828969428249,chi2,,, @@ -124,9 +124,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 415,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,5.215923689311285e-05,0.01709129738847392,auto,255,None,10,19,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0004854193510398933,most_frequent,quantile_transformer,709,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 420,weighting,adaboost,SAMME.R,0.05920795019389743,8,313,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,104,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 426,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1527.3847932648184,False,True,1,squared_hinge,ovr,l2,0.0037778228082614835,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.00025777548503151833,2621,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4438263804770306,None,0.0,2,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.9824945141547571,0.24967364012300372,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 448,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7463662441763204,None,0.0,20,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0004507212632016269,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.4279327206778048,None,0.0,3,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 456,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.0322540554793962e-05,False,,0.015117861103299655,True,,invscaling,log,l1,0.558781568719232,0.00016877274953233003,one_hot_encoding,no_coalescense,,median,quantile_transformer,681,normal,,,extra_trees_preproc_for_classification,False,gini,None,0.6320249932267078,None,0.0,17,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv index c95057aff2..411b2b3c38 100644 --- a/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_samples_multiclass.classification_dense/configurations.csv @@ -1,20 +1,20 @@ 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+13,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.9907352051102745,0.018115439174701313,auto,255,None,84,5,3,loss,1e-07,0.13697766901072808,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.036524416007602305,mean,robust_scaler,,,0.9824116214519696,0.2911868066464925,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +14,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.629265598705481e-10,0.03894546521791516,auto,255,None,5,22,18,loss,1e-07,0.0837137336215462,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008397749525484112,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 15,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.21772092350860472,None,0.0,14,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0020488212891693275,median,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,33.74257606530722,False,True,1,squared_hinge,ovr,l1,8.740452966205111e-05,,,,,,,,,,,,,,,,,,,,,, 17,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6591033863118033,None,0.0,10,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,fast_ica,,,,,,,,,,,deflation,exp,1506,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -18,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.9110915129429343e-09,0.06380311481632683,auto,255,None,20,62,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7307407504330838,0.2660206566992171,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +18,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.9110915129429343e-09,0.06380311481632683,auto,255,None,20,62,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7307407504330838,0.2660206566992171,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 19,weighting,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,99,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010033505607662804,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.069760700053376,False,True,1,squared_hinge,ovr,l1,0.06611177025130774,,,,,,,,,,,,,,,,,,,,,, -23,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.0447842449942555e-09,0.04257026709693251,auto,255,None,47,13,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +23,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.0447842449942555e-09,0.04257026709693251,auto,255,None,47,13,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 24,weighting,adaboost,SAMME.R,0.44886160948796244,9,493,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.031007103864624616,mean,robust_scaler,,,0.7575180367976682,0.26457274298753825,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,211,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -25,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.008942041103505539,0.05229567301622349,auto,255,None,6,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01936143670847451,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, +25,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.008942041103505539,0.05229567301622349,auto,255,None,6,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01936143670847451,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 26,weighting,adaboost,SAMME.R,0.01561270559347964,4,417,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1617,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 27,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.41025844265119926,None,0.0,18,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1911,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 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32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, 33,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.5769165522851386,None,0.0,1,6,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,none,,,,,random_trees_embedding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,7,None,9,14,1.0,74,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 37,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0618160212153551,True,True,squared_hinge,1.2370453081062464e-05,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01448339838697973,mean,standardize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.018879929475513826,1637,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 41,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.6965935192702026,None,0.0,12,16,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67.60637688434707,f_classif,,, @@ -34,16 +34,16 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9768.124422997415,False,True,1,squared_hinge,ovr,l2,0.002391133479983495,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7418544320601411,0.258610892841927,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 60,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.8757952087292588,None,0.0,3,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00023383575324676886,most_frequent,robust_scaler,,,0.75,0.25885426505910014,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,83,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 66,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,236.02119240292217,False,True,1,squared_hinge,ovr,l2,0.0017427914676337187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1020917547461355,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 67,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2974150304199443,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0054956766969650565,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,311,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +73,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 76,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4380.951445492721,,,0.15832144806947993,rbf,-1,True,0.00010691725511780856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01066869533165506,median,minmax,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 77,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2309302197434343e-05,False,,0.006503403719704897,True,,constant,log,l1,,1.531583361000749e-05,one_hot_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7530789965606406,0.2430090971909385,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,cosine,1693,,,,,,,,,,,,,,,,, 80,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5858785544767082,None,0.0,1,14,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.8409151021946415,0.03951963852061448,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -84,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, -88,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +84,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,3.6348307794592436e-10,0.07233284229137055,auto,255,None,1386,47,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,466,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.05668163013577,chi2,,, +88,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.134145934367294e-08,0.05597839358087172,auto,255,None,20,50,15,loss,1e-07,0.04047547712408959,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.013656355693947419,most_frequent,robust_scaler,,,0.8162585020545898,0.24147824330789028,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,51,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 89,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.552100559095382e-05,True,,0.007209292257917831,True,,constant,log,l2,,1.70337957134729e-05,no_encoding,minority_coalescer,0.0182109481043058,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,1.1223991702013292,rbf,152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 90,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.752445508156732e-06,True,,3.4363022662141264e-05,True,,constant,perceptron,l1,,0.0005054929998027575,no_encoding,minority_coalescer,0.010000000000000004,median,standardize,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.7300101465014597,2,1.1347040432914681,poly,503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 92,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.8158497565615254,None,0.0,10,19,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0478920998898566,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -51,17 +51,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 96,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6368438199103545,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010432869286732826,mean,quantile_transformer,833,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12239619191468397,fdr,chi2 98,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.8285223054657075,None,0.0,4,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0023595334394246165,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,True,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.04475666909661426,0.014953821941954172,auto,255,None,120,76,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02193778679921,median,quantile_transformer,982,uniform,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05417873227176151,0.019660838265546793,auto,255,None,4,120,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 117,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.40869149566870155,None,0.0,2,17,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0020222414286678626,mean,quantile_transformer,1138,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09225930189127593,fdr,chi2 -118,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif +118,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.130039753142359e-10,0.08586532291002148,auto,255,None,17,30,6,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.007635304913248598,mean,robust_scaler,,,0.7229264308879225,0.21664145603554136,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.182364004272221,fwe,f_classif 123,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30830937616991955,None,0.0,4,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7145684570272604,0.22462897102885346,fast_ica,,,,,,,,,,,parallel,logcosh,139,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.453113496297515e-07,0.06321072145259801,auto,255,None,11,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,quantile_transformer,1000,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 132,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.13582783540492502,0.044850193272020555,auto,255,None,56,4,17,loss,1e-07,0.0292409072329496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.06071878621644141,most_frequent,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -134,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +134,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.003033795091864597,0.4178844713193012,auto,255,None,249,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7398995522106782,0.25,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9792988015090034,0.985769746216244,5,0.7486796026441638,poly,-1,False,0.02438977498301312,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.01233872168638408,most_frequent,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.914996424911095,mutual_info,,, 143,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9779843908389542,None,0.0,2,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0900997095837789,median,quantile_transformer,1003,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 146,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,4.320947991791529e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,0.2847930093604234,4,0.28061610928586067,poly,856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -70,9 +70,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 157,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.09422521635671821,None,0.0,5,12,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0003913375099965884,median,robust_scaler,,,0.7938531246818937,0.27802791164717483,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,28,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 158,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5056767333977273,None,0.0,3,4,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -160,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +160,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0009854581284273946,0.017879772955644982,auto,255,None,99,190,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 166,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, -167,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 175,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5414182570447794,None,0.0,19,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.8124622537836425,0.2719831448200039,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16461387240799072,fdr,f_classif 184,weighting,adaboost,SAMME,0.537331318559619,4,393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,427.1739841080926,False,True,1,squared_hinge,ovr,l1,0.00019507981927431172,,,,,,,,,,,,,,,,,,,,,, 189,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,4.0254693584724476e-08,0.010932705264155901,auto,255,None,28,80,17,loss,1e-07,0.06824189076677842,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0001511547017799419,mean,quantile_transformer,1165,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0742146265233877,fpr,chi2 @@ -86,7 +86,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 216,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5379563882988302,None,0.0,16,20,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 219,none,adaboost,SAMME,1.4120696722366737,8,489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011307840322412704,mean,robust_scaler,,,0.7357867136119712,0.2832469215827823,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.99855313014133,True,,,,,,,,,,,,,,, 222,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.1492269744941467e-08,0.034205188888101055,auto,255,None,8,55,19,loss,1e-07,0.017331647571630124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.08093158208572526,most_frequent,robust_scaler,,,0.7679117906342195,0.29855752448930306,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -223,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +223,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.425826492398954e-10,0.01340550621333659,auto,255,None,126,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.006112022919292315,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,60,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 227,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0012387551057513634,True,,,True,1.6263830206010236e-08,optimal,hinge,elasticnet,,0.00033145262732861943,one_hot_encoding,minority_coalescer,0.010292879514312576,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 228,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5776240299787078,False,True,hinge,0.0016545733749699235,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.2615938018554225,most_frequent,quantile_transformer,1837,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8476361084790633,False,,,,,,,,,,,,,,, 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-277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 279,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7365488384201175,None,0.0,6,8,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 286,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9527105503688407,None,0.0,14,8,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006862831743478417,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.04923305036890069,None,0.0,14,5,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 293,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,7.033246623188702e-10,0.07296742801083987,auto,255,None,42,160,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.008719726495868056,median,robust_scaler,,,0.7579931359954756,0.23262028324550565,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,180,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 298,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1359.4305032221287,,,0.18567450957191756,rbf,-1,False,0.00964468225236062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.51779759183326,chi2,,, -300,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, +300,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.864103096225689e-10,0.07145430778337199,auto,255,None,9,41,14,loss,1e-07,0.05641439490894152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.016120397047347555,mean,quantile_transformer,1190,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, 303,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.4427140294863755,None,0.0,8,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.960103135751788,0.10844954570838759,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 304,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.556350598907517,False,True,squared_hinge,3.1140755492724956e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.1680440617073617,mean,quantile_transformer,1651,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,88.55656428565635,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, 315,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.8408063181862852,True,True,hinge,0.004342389918487474,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.26119501093358377,most_frequent,quantile_transformer,1319,uniform,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.897412266178953,True,,,,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 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+346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 367,weighting,adaboost,SAMME,0.2540331297425094,2,187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.9867887266047534,0.041631156927011324,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50.70828969428249,chi2,,, @@ -124,9 +124,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 415,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,5.215923689311285e-05,0.01709129738847392,auto,255,None,10,19,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0004854193510398933,most_frequent,quantile_transformer,709,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 420,weighting,adaboost,SAMME.R,0.05920795019389743,8,313,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,104,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 426,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1527.3847932648184,False,True,1,squared_hinge,ovr,l2,0.0037778228082614835,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.00025777548503151833,2621,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -430,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2389471617630046e-10,0.07245292952526383,auto,255,None,25,75,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.023490803960861777,median,quantile_transformer,1107,uniform,,,extra_trees_preproc_for_classification,False,gini,None,0.7778748752629213,None,0.0,1,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +430,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2389471617630046e-10,0.07245292952526383,auto,255,None,25,75,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.023490803960861777,median,quantile_transformer,1107,uniform,,,extra_trees_preproc_for_classification,False,gini,None,0.7778748752629213,None,0.0,1,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4438263804770306,None,0.0,2,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.9824945141547571,0.24967364012300372,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 448,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7463662441763204,None,0.0,20,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0004507212632016269,mean,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.4279327206778048,None,0.0,3,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 456,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.0322540554793962e-05,False,,0.015117861103299655,True,,invscaling,log,l1,0.558781568719232,0.00016877274953233003,one_hot_encoding,no_coalescense,,median,quantile_transformer,681,normal,,,extra_trees_preproc_for_classification,False,gini,None,0.6320249932267078,None,0.0,17,18,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_weighted_binary.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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-162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +200,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 208,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48511997893520975,None,0.0,2,9,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 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225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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246,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0015970808923234745,True,True,squared_hinge,0.0003133217247419556,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.16784157882978862,most_frequent,quantile_transformer,649,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 257,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5412388399799782,None,0.0,18,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0027557449199287123,median,robust_scaler,,,0.7744413026160839,0.23380839608546067,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv b/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv index 354115aa54..f645b54edd 100644 --- a/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/recall_weighted_multiclass.classification_dense/configurations.csv @@ -26,14 +26,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.2822815440468518e-10,0.12922700208645135,auto,255,None,31,44,13,loss,1e-07,0.08789566421608311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.012230423571314038,mean,robust_scaler,,,0.71734690066056,0.20283418288016852,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 75,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.284077389890939,-0.2621334760621076,5,0.9060908941898536,poly,-1,False,0.06323853917206591,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0011743021592446861,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, -82,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +82,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.79982070767762e-10,0.10307173798074214,auto,255,None,30,25,6,loss,1e-07,0.09705336338563596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004889186641013006,median,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 84,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507560981489436,None,0.0,7,4,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, -91,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, +91,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0006322356877253852,0.02155479872417127,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 93,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5012519528536651,None,0.0,1,8,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010000000000000004,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,323,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 96,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5602498483292023,None,0.0,1,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.3195602228752535,mean,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.09782235573464702,fdr,chi2 99,weighting,adaboost,SAMME,0.17983222024694556,4,357,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0008898781197407956,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 105,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.268699692198443e-05,True,,4.1225573912733725e-06,True,,constant,log,l2,,4.729985534114764e-05,no_encoding,no_coalescense,,median,quantile_transformer,246,normal,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20.73090458774975,chi2,,, -106,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +106,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.047681354714616e-06,0.016073071519249763,auto,255,None,127,60,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005262156195293648,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 110,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0021814768111094564,False,True,hinge,8.726644999887521e-05,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.0010909910768059797,970,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 111,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4990576176544739,None,0.0,6,6,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 114,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.024875973599406742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.041059688084044955,7269,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -48,8 +48,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 139,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.855406135042964,0.9747671863774952,5,0.2387142708486043,poly,-1,False,0.015747719198070633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.1749714579410719,median,minmax,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.581101959413125,mutual_info,,, 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-162,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif +156,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.0008847021549417e-10,0.15173046778980231,auto,255,None,5,114,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01270602771451254,most_frequent,robust_scaler,,,0.9982408372475587,0.1992181210529094,fast_ica,,,,,,,,,,,parallel,exp,1530,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +162,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2017810945894656e-10,0.13913713125120536,auto,255,None,25,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1243,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.202027116624737,fpr,f_classif 165,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9137257120393358,True,True,hinge,0.00012613872674401282,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.013158489866755073,mean,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.08989386584219308,rbf,651,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 166,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.9441835876839625,None,0.0,3,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,quantile_transformer,696,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 169,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.867341898865086,None,0.0,2,15,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0018029038571520755,most_frequent,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.60303995814672,f_classif,,, @@ -59,8 +59,8 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 187,none,adaboost,SAMME.R,0.0512185760481923,10,343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.021346584880167514,median,robust_scaler,,,0.9653918923217015,0.2700914165089888,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 190,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.1697146122414465,None,0.0,1,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010046143955337466,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 192,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6212411098495375,None,0.0,19,20,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17044251151079767,fpr,chi2 -196,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -200,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +196,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06328262122404026,0.09998350904232839,auto,255,None,75,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.006541564405498595,mean,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +200,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.48101136392524196,0.1441696975589657,auto,255,None,91,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,12,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 208,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.48511997893520975,None,0.0,2,9,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 212,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.846800896403787,0.5327500431089762,4,0.0004306545110631095,poly,-1,True,0.018519691231043425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00874143197752019,most_frequent,quantile_transformer,12,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11429126108269463,fpr,chi2 213,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.2313311902094585,mean,quantile_transformer,233,normal,,,fast_ica,,,,,,,,,,,deflation,exp,351,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -71,11 +71,11 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 225,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6384.641073379224,-0.1592835134753816,2,0.6866143858851854,poly,-1,False,2.6500330000385803e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 233,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09570561577075573,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,normalize,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.012441181989036766,8769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -237,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -244,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0169124060575186e-10,0.10790424618649551,auto,255,None,1307,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,343,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +237,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.05806146256833161,0.07044952269002802,auto,255,None,148,3,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011015381675690461,median,quantile_transformer,1075,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,19,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +244,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.0169124060575186e-10,0.10790424618649551,auto,255,None,1307,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,343,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 246,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0015970808923234745,True,True,squared_hinge,0.0003133217247419556,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.16784157882978862,most_frequent,quantile_transformer,649,normal,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,1445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 257,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5412388399799782,None,0.0,18,18,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.0027557449199287123,median,robust_scaler,,,0.7744413026160839,0.23380839608546067,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -259,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +259,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.1405999445539755e-10,0.048615687753229546,auto,255,None,17,52,14,loss,1e-07,0.0699165066173704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,robust_scaler,,,0.9721677247204844,0.004533711440038035,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,39,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 265,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.7095505440376488,None,0.0,3,18,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007065190012814285,mean,none,,,,,fast_ica,,,,,,,,,,,parallel,cube,1783,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 267,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.00225057974134912,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.021216521648541566,median,minmax,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -96,7 +96,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 320,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.0001217518026214903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04863573263755071,median,quantile_transformer,1718,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0001694678378411361,0.02193023008887291,auto,255,None,20,25,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 322,none,adaboost,SAMME,0.6791611572325104,6,465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,quantile_transformer,1464,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -325,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +325,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,1.944632809484799e-07,0.06023679587502036,auto,255,None,28,193,15,loss,1e-07,0.0639715328873465,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 326,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.30124615118418197,None,0.0,1,20,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.026664315279936093,most_frequent,minmax,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 328,none,adaboost,SAMME,0.24450259891578513,9,368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.41818357427140496,mean,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,42,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 335,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.005376856768687352,True,True,squared_hinge,0.00022063788135710262,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.007755252735957179,mean,quantile_transformer,1290,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -104,14 +104,14 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 339,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.3588413759490688,None,0.0,1,7,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02576735869993575,median,quantile_transformer,781,uniform,,,fast_ica,,,,,,,,,,,parallel,exp,14,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 342,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.9905534732113086,None,0.0,2,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.767044470851414,0.2500106806001568,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.16487985974925493,,mutual_info_classif 344,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,0.0001229071652181646,0.030445374086776,auto,255,None,18,70,4,loss,1e-07,0.10054981687084993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.018690394487291782,mean,robust_scaler,,,0.75,0.22345866985551235,fast_ica,,,,,,,,,,,deflation,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 352,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.002017899394165588,False,,0.0005911937660372945,True,0.17801822098174286,constant,log,elasticnet,,0.00041682529601986016,no_encoding,no_coalescense,,median,quantile_transformer,1335,normal,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0642825062494559,fpr,chi2 354,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.47037910442880493,None,0.0,10,3,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.17511596636550678,mean,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87.25836994493127,mutual_info,,, 362,none,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.020167732354570436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.39502590219018424,rbf,117,,,,,,,,,,,,,,,,, 365,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.0479982468066316,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1097,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, 374,none,extra_trees,,,,,,,,,,,,,,,True,entropy,None,0.7304811343030777,None,0.0,2,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7202654714984674,0.21555973677200435,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,149,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -379,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, +379,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,1.2940289605295536e-09,0.15591343717459372,auto,255,None,7,59,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0005549095909238961,mean,quantile_transformer,297,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58.10560700979111,chi2,,, 388,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53.67009896349757,,,0.03687753298495132,rbf,-1,False,0.028791286245157307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.047859755696856916,mean,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,average,70,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 392,none,adaboost,SAMME,0.7387448781351068,8,450,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0473229636375385,median,standardize,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,344,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 399,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5864398404787432,None,0.0,1,14,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0070663750850608895,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, @@ -125,7 +125,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 428,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,3.738096432152635e-10,0.04468500715913894,auto,255,None,31,156,20,loss,1e-07,0.10279783687118692,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,quantile_transformer,1132,normal,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,ward,43,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5321814610661173,None,0.0,1,3,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.5,None,0.0,1,15,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 435,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.44903177399085925,None,0.0,2,17,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.7812408516672696,0.12791233577400205,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 445,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68.60833575985336,,,0.03905068757955671,rbf,-1,False,0.02846559747114773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.04775815990561371,mean,standardize,,,,,extra_trees_preproc_for_classification,False,entropy,None,0.45727987956076366,None,0.0,13,11,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 447,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.3431705351883592,None,0.0,4,16,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.09444471061261189,most_frequent,normalize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 450,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,7.837701348094735e-09,0.05315388879642303,auto,255,None,67,2,10,loss,1e-07,0.11655723047843726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.001857226018763921,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.014648191862400293,fdr,f_classif diff --git a/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv b/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv index e96954c3f1..ca0f02b8b8 100644 --- a/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/roc_auc_binary.classification_dense/configurations.csv @@ -11,7 +11,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 27,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.41025844265119926,None,0.0,18,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1911,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 29,weighting,bernoulli_nb,,,,,3.227246427900751,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,fast_ica,,,,,,,,,,,parallel,exp,788,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 32,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,1.553086088086431e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01137059177001425,most_frequent,normalize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,-0.021621751597165284,4,0.7468597264810062,poly,5078,,,,,,,,,,,,,,,,, -34,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +34,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.06671977293714751,0.04456236025167353,auto,255,None,3,163,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.4333293305857194,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 37,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,auto,,0.005011915149502186,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.02713788966372092,median,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.07896167589979168,2189,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 39,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.6799215694343422,None,0.0,1,5,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004724310659953132,most_frequent,quantile_transformer,1037,normal,,,fast_ica,,,,,,,,,,,parallel,exp,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 43,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9479098792950027,None,0.0,12,14,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,quantile_transformer,1758,normal,,,feature_agglomeration,,,,,,,,,,,,,,,cosine,complete,244,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -22,10 +22,10 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 59,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.15115687152536414,True,True,hinge,0.009954631623104506,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0013410356664535208,most_frequent,quantile_transformer,1293,uniform,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 63,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.957787813103507e-05,False,True,squared_hinge,0.046147943721042806,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.4778210360579751,mean,quantile_transformer,315,uniform,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,1315.2870319104447,False,True,1,squared_hinge,ovr,l1,0.030203490583956487,,,,,,,,,,,,,,,,,,,,,, 64,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5927254703947399,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.004193053494360822,median,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5779022723643873,False,,,,,,,,,,,,,,, -65,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, +65,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,4.427693008576421e-07,0.1480512588831196,auto,255,None,5,46,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07105836118280727,median,quantile_transformer,875,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 68,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,mean,minmax,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 72,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.3585341999979995,None,0.0,19,8,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, -73,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,6.794013031623291e-09,0.07399415058344509,auto,255,None,4,112,15,loss,1e-07,0.07001899213382194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1301,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 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81,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.9680517112466928,None,0.0,1,4,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.012740842287122786,most_frequent,robust_scaler,,,0.889930464615107,0.24974016722405976,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,25,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 85,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.49782482408932727,None,0.0,1,7,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0085685196603325,mean,quantile_transformer,891,normal,,,fast_ica,,,,,,,,,,,parallel,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -37,7 +37,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 101,weighting,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.11337911417375755,most_frequent,quantile_transformer,824,normal,,,fast_ica,,,,,,,,,,,deflation,cube,21,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 102,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.2855776073780595e-10,0.02781756214344131,auto,255,None,20,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 103,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.8092441205064402,None,0.0,2,6,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.3591460473349783,mean,quantile_transformer,1305,uniform,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61.99836327945116,chi2,,, 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115,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.463780563279276,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011474025594258192,mean,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 116,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.08905291537442941,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,, @@ -52,10 +52,10 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 152,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5717131839538823,None,0.0,9,18,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.010198241308980794,mean,robust_scaler,,,0.7505340300975049,0.25136979334824694,extra_trees_preproc_for_classification,True,gini,None,0.5073977151252148,None,0.0,9,2,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 156,weighting,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.231854403235891,False,True,1,squared_hinge,ovr,l2,0.00013833036477206613,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,robust_scaler,,,0.9724376038343914,0.24054446611700375,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 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+167,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.030265964278754325,0.013077356955570918,auto,255,None,6,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,manhattan,complete,135,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 171,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.5027555558581506,None,0.0,1,2,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.012208105199995363,mean,robust_scaler,,,0.7499290937949884,0.2826707285212359,fast_ica,,,,,,,,,,,parallel,logcosh,68,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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e96954c3f1..ca0f02b8b8 100644 --- a/autosklearn/metalearning/files/roc_auc_multiclass.classification_dense/configurations.csv +++ b/autosklearn/metalearning/files/roc_auc_multiclass.classification_dense/configurations.csv @@ -11,7 +11,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 27,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.41025844265119926,None,0.0,18,15,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1911,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,False,,,,,,,,,,,, 29,weighting,bernoulli_nb,,,,,3.227246427900751,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,none,,,,,fast_ica,,,,,,,,,,,parallel,exp,788,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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230,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4873998849545001,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.02780938597879352,median,robust_scaler,,,0.7722670005878846,0.20006419549409707,fast_ica,,,,,,,,,,,deflation,logcosh,20,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 235,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.17942249388234754,0.018871028170917584,auto,255,None,283,36,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,standardize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -85,17 +85,17 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 263,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.9346290154944297,None,0.0,17,12,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.00012944629495230338,most_frequent,robust_scaler,,,0.9759954818316919,0.257981682107215,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,False,True,,,,,,,,,,,, 264,weighting,extra_trees,,,,,,,,,,,,,,,True,gini,None,0.3862727517987863,None,0.0,8,9,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,True,False,,,,,,,,,,,, 267,weighting,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.12744101410729902,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.001201955539721771,most_frequent,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,-0.35240985763378063,,,sigmoid,1645,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -269,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.32699220710862e-08,0.2640090017575495,auto,255,None,590,115,15,loss,1e-07,0.04916107708697129,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,949,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, +269,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.32699220710862e-08,0.2640090017575495,auto,255,None,590,115,15,loss,1e-07,0.04916107708697129,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,949,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 271,none,liblinear_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33.56044284588851,False,True,1,squared_hinge,ovr,l2,8.766071084795645e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.24729909765619412,most_frequent,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,0.3579088357681296,False,True,1,squared_hinge,ovr,l1,7.861856508646514e-05,,,,,,,,,,,,,,,,,,,,,, 276,weighting,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5176100810181034,None,0.0,1,3,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.11663986926201173,median,none,,,,,fast_ica,,,,,,,,,,,deflation,logcosh,187,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -277,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif +277,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.44498750739470333,0.034703723117214785,auto,255,None,7,17,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.00028984449327810053,most_frequent,robust_scaler,,,0.915126081808246,0.08109563152223943,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.04295334028663175,fwe,f_classif 279,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.7365488384201175,None,0.0,6,8,0.0,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 281,weighting,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.8055428965899047e-06,True,,0.09699890281129221,True,0.0825968884581596,constant,squared_hinge,elasticnet,,6.522993848334844e-05,no_encoding,minority_coalescer,0.01948484414492525,median,none,,,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,0.14931152409321147,rbf,1152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 285,none,extra_trees,,,,,,,,,,,,,,,False,entropy,None,0.5507989544748189,None,0.0,3,5,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.025704365265494633,median,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 286,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,5.3300678820770924e-05,0.02237685110839859,auto,255,None,22,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.4310087717084604,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.26613387599444,mutual_info,,, 293,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,7.033246623188702e-10,0.07296742801083987,auto,255,None,49,192,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.008550548019171586,median,robust_scaler,,,0.7579931359954756,0.2521229204917537,feature_agglomeration,,,,,,,,,,,,,,,euclidean,average,137,median,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 298,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3411.6198680921375,,,0.19240854230895535,rbf,-1,False,1.4107606894629331e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,none,,,,,extra_trees_preproc_for_classification,True,gini,None,0.3368207466092509,None,0.0,10,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -300,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.010885957829146718,0.0811072200196287,auto,255,None,4,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011869297909433148,median,robust_scaler,,,0.7539860202601121,0.190735719545375,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, +300,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.010885957829146718,0.0811072200196287,auto,255,None,4,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.011869297909433148,median,robust_scaler,,,0.7539860202601121,0.190735719545375,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 303,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.11789257899273609,None,0.0,2,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.4082847014868829,median,robust_scaler,,,0.9073691418507908,0.1954896244813517,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 304,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.26649420986322214,None,0.0,9,10,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.0734943853091925,median,none,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43.21755225933494,chi2,,, 310,none,k_nearest_neighbors,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,2,distance,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,mean,none,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.766336759369817,False,,,,,,,,,,,,,,, @@ -104,9 +104,9 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 321,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.00012098117741349722,0.02958836502021325,auto,255,None,23,68,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.07552358902067949,mean,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, 337,weighting,gaussian_nb,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,median,minmax,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,227.42750098824558,False,True,1,squared_hinge,ovr,l1,0.0018060472646546995,,,,,,,,,,,,,,,,,,,,,, 341,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.513560345508016,None,0.0,3,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,quantile_transformer,1044,uniform,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07550342883878675,,mutual_info_classif -346,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +346,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.15762740504817374,0.17692452709577644,auto,255,None,282,9,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.005207945885722629,most_frequent,robust_scaler,,,0.75,0.27100271805667314,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,106,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 350,none,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.2318705830210126,True,True,hinge,0.0002994421772278671,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.13310408167721913,most_frequent,quantile_transformer,1036,uniform,,,kernel_pca,,,,,,,,,,,,,,,,,,,,,,cosine,703,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -356,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.040685174836783244,0.024490229450892183,auto,255,None,37,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,267,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +356,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.040685174836783244,0.024490229450892183,auto,255,None,37,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,267,mean,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 360,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.5720469164289109,None,0.0,1,17,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.03310727058091163,median,robust_scaler,,,0.8680123006808074,0.024825227678742904,fast_ica,,,,,,,,,,,parallel,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 364,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.11789257899273609,None,0.0,2,3,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.4082847014868829,median,robust_scaler,,,0.9073691418507908,0.1954896244813517,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, 369,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.9347805195624181,None,0.0,2,19,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.1594813217854149,mean,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52.65009549586377,f_classif,,, @@ -126,7 +126,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 429,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0002272680572529066,True,True,squared_hinge,0.02605444434617768,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,False,,,,,,,,,,,, 430,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5561457370812579,None,0.0,1,9,0.0,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.05979631185093126,mean,robust_scaler,,,0.7474358923293394,0.2037091020436292,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48.16522288361584,f_classif,,, 434,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.4438263804770306,None,0.0,2,10,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,mean,robust_scaler,,,0.9824945141547571,0.24967364012300372,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -438,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +438,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,6.090138036399552e-10,0.017305568433437588,auto,255,None,202,188,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,median,robust_scaler,,,0.7526196011313747,0.1563616005702636,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 443,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.6269076084367177,None,0.0,1,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.12943250859943486,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62.84526554323969,chi2,,, 449,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.074711735072034e-07,0.01106799034691714,auto,255,None,13,24,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.020949205931423413,mean,standardize,,,,,extra_trees_preproc_for_classification,True,gini,None,0.43505400875624267,None,0.0,20,8,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 456,none,sgd,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.772617001926524e-05,False,,0.00531060153046999,True,,constant,log,l1,,0.00016225369247634786,one_hot_encoding,no_coalescense,,median,quantile_transformer,745,uniform,,,extra_trees_preproc_for_classification,False,entropy,None,0.6017654648980271,None,0.0,17,9,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv b/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv index c300d7f3da..6b88e0858d 100644 --- a/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv +++ b/autosklearn/metalearning/files/root_mean_squared_error_regression_dense/configurations.csv @@ -1,26 +1,26 @@ 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+36,one_hot_encoding,no_coalescense,,most_frequent,minmax,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,mse,None,0.1686847993740384,None,0.0,1,2,0.0,,,,,,,,,,, +38,no_encoding,no_coalescense,,median,none,,,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.13294870400704156,fwe,f_regression,adaboost,0.47982456668237294,square,10,143,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +42,no_encoding,minority_coalescer,0.0074923422486941615,mean,quantile_transformer,919,normal,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,mse,None,0.7102443468613595,None,0.0,20,4,0.0,,,,,,,,,,, +45,no_encoding,minority_coalescer,0.00010476041523839592,median,standardize,,,,,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,-0.8964384900187328,,0.015021411517772181,sigmoid,7415,,,,,,,,,,,,,,,,,,ard_regression,,,,,4.544163312418526e-05,0.0003398091634662838,True,6.154987146709e-06,1.2041910604531783e-05,300,21462.056617690938,0.07078995384093524,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +48,one_hot_encoding,no_coalescense,,mean,quantile_transformer,148,uniform,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.10789818795901182,fwe,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,0.0002841741346637058,0.024253735132716756,least_squares,255,None,36,1,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+62,one_hot_encoding,minority_coalescer,0.027537836751886195,median,robust_scaler,,,0.9003944797470034,0.2566610073208164,random_trees_embedding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,5,None,1,2,1.0,10,,,,,,decision_tree,,,,,,,,,,,,,friedman_mse,0.23884067765544847,1.0,None,0.0,11,13,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +66,no_encoding,minority_coalescer,0.006136459298464629,mean,standardize,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,extra_trees,,,,,,,,,,,,,,,,,,,,,False,friedman_mse,None,0.9490464657381125,None,0.0,1,6,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +68,one_hot_encoding,minority_coalescer,0.00924813449669181,mean,quantile_transformer,987,uniform,,,select_rates_regression,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.1,fwe,f_regression,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,off,2.5833231171101403e-10,0.10682575320034993,least_squares,255,None,31,12,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +70,no_encoding,no_coalescense,,median,none,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,True,,,,,,,,,,,,,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,mse,None,0.9234161475923298,None,0.0,6,13,0.0,,,,,,,,,,, diff --git a/autosklearn/pipeline/components/classification/gradient_boosting.py b/autosklearn/pipeline/components/classification/gradient_boosting.py index 788b88a74d..0faca0faa2 100644 --- a/autosklearn/pipeline/components/classification/gradient_boosting.py +++ b/autosklearn/pipeline/components/classification/gradient_boosting.py @@ -79,12 +79,15 @@ def iterative_fit(self, X, y, n_iter=2, refit=False, sample_weight=None): if self.early_stop == "off": self.n_iter_no_change = 0 self.validation_fraction_ = None + self.early_stopping_ = False elif self.early_stop == "train": self.n_iter_no_change = int(self.n_iter_no_change) self.validation_fraction_ = None + self.early_stopping_ = True elif self.early_stop == "valid": self.n_iter_no_change = int(self.n_iter_no_change) self.validation_fraction = float(self.validation_fraction) + self.early_stopping_ = True n_classes = len(np.unique(y)) if self.validation_fraction * X.shape[0] < n_classes: self.validation_fraction_ = n_classes @@ -107,6 +110,7 @@ def iterative_fit(self, X, y, n_iter=2, refit=False, sample_weight=None): l2_regularization=self.l2_regularization, tol=self.tol, scoring=self.scoring, + early_stopping=self.early_stopping_, n_iter_no_change=self.n_iter_no_change, validation_fraction=self.validation_fraction_, verbose=self.verbose, diff --git a/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv b/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv index c574206cfc..5ba7fb039c 100644 --- a/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv +++ b/test/test_metalearning/pyMetaLearn/test_meta_base_data/configurations.csv @@ -1,6 +1,6 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,classifier:adaboost:learning_rate,classifier:adaboost:max_depth,classifier:adaboost:n_estimators,classifier:bernoulli_nb:alpha,classifier:bernoulli_nb:fit_prior,classifier:decision_tree:criterion,classifier:decision_tree:max_depth_factor,classifier:decision_tree:max_features,classifier:decision_tree:max_leaf_nodes,classifier:decision_tree:min_impurity_decrease,classifier:decision_tree:min_samples_leaf,classifier:decision_tree:min_samples_split,classifier:decision_tree:min_weight_fraction_leaf,classifier:extra_trees:bootstrap,classifier:extra_trees:criterion,classifier:extra_trees:max_depth,classifier:extra_trees:max_features,classifier:extra_trees:max_leaf_nodes,classifier:extra_trees:min_impurity_decrease,classifier:extra_trees:min_samples_leaf,classifier:extra_trees:min_samples_split,classifier:extra_trees:min_weight_fraction_leaf,classifier:gradient_boosting:early_stop,classifier:gradient_boosting:l2_regularization,classifier:gradient_boosting:learning_rate,classifier:gradient_boosting:loss,classifier:gradient_boosting:max_bins,classifier:gradient_boosting:max_depth,classifier:gradient_boosting:max_leaf_nodes,classifier:gradient_boosting:min_samples_leaf,classifier:gradient_boosting:n_iter_no_change,classifier:gradient_boosting:scoring,classifier:gradient_boosting:tol,classifier:gradient_boosting:validation_fraction,classifier:k_nearest_neighbors:n_neighbors,classifier:k_nearest_neighbors:p,classifier:k_nearest_neighbors:weights,classifier:lda:shrinkage,classifier:lda:shrinkage_factor,classifier:lda:tol,classifier:liblinear_svc:C,classifier:liblinear_svc:dual,classifier:liblinear_svc:fit_intercept,classifier:liblinear_svc:intercept_scaling,classifier:liblinear_svc:loss,classifier:liblinear_svc:multi_class,classifier:liblinear_svc:penalty,classifier:liblinear_svc:tol,classifier:libsvm_svc:C,classifier:libsvm_svc:coef0,classifier:libsvm_svc:degree,classifier:libsvm_svc:gamma,classifier:libsvm_svc:kernel,classifier:libsvm_svc:max_iter,classifier:libsvm_svc:shrinking,classifier:libsvm_svc:tol,classifier:multinomial_nb:alpha,classifier:multinomial_nb:fit_prior,classifier:passive_aggressive:C,classifier:passive_aggressive:average,classifier:passive_aggressive:fit_intercept,classifier:passive_aggressive:loss,classifier:passive_aggressive:tol,classifier:qda:reg_param,classifier:random_forest:bootstrap,classifier:random_forest:criterion,classifier:random_forest:max_depth,classifier:random_forest:max_features,classifier:random_forest:max_leaf_nodes,classifier:random_forest:min_impurity_decrease,classifier:random_forest:min_samples_leaf,classifier:random_forest:min_samples_split,classifier:random_forest:min_weight_fraction_leaf,classifier:sgd:alpha,classifier:sgd:average,classifier:sgd:epsilon,classifier:sgd:eta0,classifier:sgd:fit_intercept,classifier:sgd:l1_ratio,classifier:sgd:learning_rate,classifier:sgd:loss,classifier:sgd:penalty,classifier:sgd:power_t,classifier:sgd:tol,data_preprocessing:categorical_transformer:categorical_encoding:__choice__,data_preprocessing:categorical_transformer:category_coalescence:__choice__,data_preprocessing:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction,data_preprocessing:numerical_transformer:imputation:strategy,data_preprocessing:numerical_transformer:rescaling:__choice__,data_preprocessing:numerical_transformer:rescaling:quantile_transformer:n_quantiles,data_preprocessing:numerical_transformer:rescaling:quantile_transformer:output_distribution,data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_max,data_preprocessing:numerical_transformer:rescaling:robust_scaler:q_min,feature_preprocessor:__choice__,feature_preprocessor:extra_trees_preproc_for_classification:bootstrap,feature_preprocessor:extra_trees_preproc_for_classification:criterion,feature_preprocessor:extra_trees_preproc_for_classification:max_depth,feature_preprocessor:extra_trees_preproc_for_classification:max_features,feature_preprocessor:extra_trees_preproc_for_classification:max_leaf_nodes,feature_preprocessor:extra_trees_preproc_for_classification:min_impurity_decrease,feature_preprocessor:extra_trees_preproc_for_classification:min_samples_leaf,feature_preprocessor:extra_trees_preproc_for_classification:min_samples_split,feature_preprocessor:extra_trees_preproc_for_classification:min_weight_fraction_leaf,feature_preprocessor:extra_trees_preproc_for_classification:n_estimators,feature_preprocessor:fast_ica:algorithm,feature_preprocessor:fast_ica:fun,feature_preprocessor:fast_ica:n_components,feature_preprocessor:fast_ica:whiten,feature_preprocessor:feature_agglomeration:affinity,feature_preprocessor:feature_agglomeration:linkage,feature_preprocessor:feature_agglomeration:n_clusters,feature_preprocessor:feature_agglomeration:pooling_func,feature_preprocessor:kernel_pca:coef0,feature_preprocessor:kernel_pca:degree,feature_preprocessor:kernel_pca:gamma,feature_preprocessor:kernel_pca:kernel,feature_preprocessor:kernel_pca:n_components,feature_preprocessor:kitchen_sinks:gamma,feature_preprocessor:kitchen_sinks:n_components,feature_preprocessor:liblinear_svc_preprocessor:C,feature_preprocessor:liblinear_svc_preprocessor:dual,feature_preprocessor:liblinear_svc_preprocessor:fit_intercept,feature_preprocessor:liblinear_svc_preprocessor:intercept_scaling,feature_preprocessor:liblinear_svc_preprocessor:loss,feature_preprocessor:liblinear_svc_preprocessor:multi_class,feature_preprocessor:liblinear_svc_preprocessor:penalty,feature_preprocessor:liblinear_svc_preprocessor:tol,feature_preprocessor:nystroem_sampler:coef0,feature_preprocessor:nystroem_sampler:degree,feature_preprocessor:nystroem_sampler:gamma,feature_preprocessor:nystroem_sampler:kernel,feature_preprocessor:nystroem_sampler:n_components,feature_preprocessor:pca:keep_variance,feature_preprocessor:pca:whiten,feature_preprocessor:polynomial:degree,feature_preprocessor:polynomial:include_bias,feature_preprocessor:polynomial:interaction_only,feature_preprocessor:random_trees_embedding:bootstrap,feature_preprocessor:random_trees_embedding:max_depth,feature_preprocessor:random_trees_embedding:max_leaf_nodes,feature_preprocessor:random_trees_embedding:min_samples_leaf,feature_preprocessor:random_trees_embedding:min_samples_split,feature_preprocessor:random_trees_embedding:min_weight_fraction_leaf,feature_preprocessor:random_trees_embedding:n_estimators,feature_preprocessor:select_percentile_classification:percentile,feature_preprocessor:select_percentile_classification:score_func,feature_preprocessor:select_rates_classification:alpha,feature_preprocessor:select_rates_classification:mode,feature_preprocessor:select_rates_classification:score_func 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4,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.5804208006044023,None,0.0,5,2,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,median,standardize,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.061500733991527654,fdr,f_classif 5,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -32,7 +32,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 31,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,gini,None,0.34085742012558995,None,0.0,2,2,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010251558508210521,most_frequent,normalize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,94.77374433257484,chi2,,, 32,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23.617163356857034,0.4249652342218557,2,0.03426568422270486,poly,-1,True,0.0003809897288698571,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,minority_coalescer,0.004949301030421484,most_frequent,quantile_transformer,847,normal,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,3.3404000226016595,False,True,1,squared_hinge,ovr,l1,0.00013812954117187317,,,,,,,,,,,,,,,,,,,,,, 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72,weighting,lda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,None,,0.09865556043445883,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.005823759089880865,most_frequent,robust_scaler,,,0.7978120173580654,0.2811219694282669,nystroem_sampler,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.17624345903922523,2,0.0009546886303843381,poly,8610,,,,,,,,,,,,,,,,, 73,none,adaboost,SAMME,0.011233995624432622,9,477,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.018370622484682127,mean,standardize,,,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.6039710338898471,False,,,,,,,,,,,,,,, 74,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.16962127437318736,None,0.0,6,19,0.0,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.7344178072071488,0.2612353681753729,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, @@ -98,7 +98,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 97,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 98,weighting,adaboost,SAMME,0.24826166093503962,4,203,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.011447514256202326,median,quantile_transformer,949,normal,,,pca,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.7702718499065888,True,,,,,,,,,,,,,,, 99,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,5.295700573535198e-10,0.042756254512807394,auto,255,None,84,14,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.35207536432313746,median,robust_scaler,,,0.7792676238311911,0.28901203457977576,feature_agglomeration,,,,,,,,,,,,,,,cosine,average,248,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -100,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0016445078304079647,0.1997863062244349,auto,255,None,564,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.75,0.23248947228355937,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.32975511665416357,fdr,f_classif +100,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,0.0016445078304079647,0.1997863062244349,auto,255,None,564,15,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,robust_scaler,,,0.75,0.23248947228355937,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.32975511665416357,fdr,f_classif 101,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0019618741335452826,True,True,hinge,0.0004803120822404903,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,standardize,,,,,select_percentile_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57.38056668131513,mutual_info,,, 102,weighting,adaboost,SAMME.R,0.0190998863782481,7,99,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,most_frequent,quantile_transformer,1177,uniform,,,random_trees_embedding,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,7,None,1,3,1.0,97,,,,, 103,weighting,extra_trees,,,,,,,,,,,,,,,False,gini,None,0.8850157429082246,None,0.0,12,9,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.27673478870889345,median,none,,,,,fast_ica,,,,,,,,,,,deflation,cube,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, @@ -114,7 +114,7 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 113,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,9.097196057095871e-06,0.32800101253288033,auto,255,None,53,28,20,loss,1e-07,0.101919468281566,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.008121631984215255,median,robust_scaler,,,0.7654960296398138,0.25,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.07288328235161678,fwe,chi2 114,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.5463209559127865,None,0.0,12,5,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.025636105021492692,mean,standardize,,,,,liblinear_svc_preprocessor,,,,,,,,,,,,,,,,,,,,,,,,,,1.4472785394247571,False,True,1,squared_hinge,ovr,l1,0.00018809455411335498,,,,,,,,,,,,,,,,,,,,,, 115,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,entropy,None,0.07970183198340376,None,0.0,9,9,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.008729901092151533,most_frequent,quantile_transformer,1028,normal,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,True,True,,,,,,,,,,,, -116,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,off,2.050858257794119e-10,0.0509713008465305,auto,255,None,17,16,,loss,1e-07,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.0006772048110168395,median,none,,,,,select_rates_classification,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.42719682445182733,fdr,f_classif 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118,none,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1954.4001293172055,0.5941977727413141,3,0.01222672837922025,poly,-1,False,0.000868704184075337,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.023611476558497053,most_frequent,quantile_transformer,1312,normal,,,extra_trees_preproc_for_classification,True,entropy,None,0.26038719206370126,None,0.0,6,14,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 119,none,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,True,gini,None,0.48772464140872207,None,0.0,1,16,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.010000000000000004,most_frequent,normalize,,,,,polynomial,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,False,False,,,,,,,,,,,, @@ -125,5 +125,5 @@ idx,balancing:strategy,classifier:__choice__,classifier:adaboost:algorithm,class 124,weighting,random_forest,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,False,entropy,None,0.690301155272815,None,0.0,19,7,0.0,,,,,,,,,,,,no_encoding,minority_coalescer,0.00018373331741554494,most_frequent,normalize,,,,,extra_trees_preproc_for_classification,False,gini,None,0.5638614505566816,None,0.0,1,7,0.0,100,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 125,none,qda,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.563056219822946,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.32793677336996485,most_frequent,none,,,,,no_preprocessing,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 126,weighting,passive_aggressive,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.77554422882638,True,True,hinge,0.02071347009354619,,,,,,,,,,,,,,,,,,,,,,no_encoding,minority_coalescer,0.01999967026715386,most_frequent,minmax,,,,,kitchen_sinks,,,,,,,,,,,,,,,,,,,,,,,,0.011708181260754043,8770,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, -127,weighting,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.5396632902741157e-05,0.18584665494894462,auto,255,None,6,48,13,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,379,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +127,none,gradient_boosting,,,,,,,,,,,,,,,,,,,,,,,,valid,2.5396632902741157e-05,0.18584665494894462,auto,255,None,6,48,13,loss,1e-07,0.1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,no_encoding,no_coalescense,,most_frequent,none,,,,,feature_agglomeration,,,,,,,,,,,,,,,euclidean,complete,379,max,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 128,weighting,libsvm_svc,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,921.894056649221,,,0.4428468266254544,rbf,-1,False,1.0295003364004332e-05,,,,,,,,,,,,,,,,,,,,,,,,,,,,,one_hot_encoding,no_coalescense,,mean,robust_scaler,,,0.7588611364765459,0.25,fast_ica,,,,,,,,,,,deflation,logcosh,,False,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,