8991530 1 Jan van Rijn 14967 Supervised Classification 8330 sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,scaling=sklearn.preprocessing.data.StandardScaler,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.svm.classes.SVC)(2) 6927085 axis 0 7104 categorical_features [0, 1] 7104 copy true 7104 fill_empty 0 7104 missing_values "NaN" 7104 strategy "median" 7104 strategy_nominal "most_frequent" 7104 verbose 0 7104 categorical_features [0, 1] 7105 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 7105 handle_unknown "ignore" 7105 n_values "auto" 7105 sparse true 7105 threshold 0.0 7106 C 4.658979146006545 7107 cache_size 200 7107 class_weight null 7107 coef0 0.9621302329659374 7107 decision_function_shape null 7107 degree 2 7107 gamma 4.005557240611802e-05 7107 kernel "sigmoid" 7107 max_iter -1 7107 probability true 7107 random_state 40296 7107 shrinking false 7107 tol 1.9547390688488682e-05 7107 verbose false 7107 copy true 7713 with_mean false 7713 with_std true 7713 openml-pimp openml-python Sklearn_0.18.1. 23380 cjs https://www.openml.org/data/download/1910442/phpDAC5gS -1 18898021 description https://api.openml.org/data/download/18898021/description.xml -1 18898022 predictions https://api.openml.org/data/download/18898022/predictions.arff area_under_roc_curve 0.9972539459903419 [0.996409,0.996725,0.99538,0.998149,0.999813,0.998802] average_cost 0 f_measure 0.9789386313999039 [0.986807,0.974513,0.989599,0.984221,0.979738,0.93039] kappa 0.9738330509343033 kb_relative_information_score 2716.5940308129725 mean_absolute_error 0.01021635524897122 mean_prior_absolute_error 0.27287997162595995 number_of_instances 2796 [576,341,680,511,414,274] precision 0.980539781944738 [1,0.996933,1,0.992048,0.967059,0.869841] predictive_accuracy 0.9785407725321889 prior_entropy 2.5206634795042744 recall 0.9785407725321889 [0.973958,0.953079,0.979412,0.976517,0.992754,1] relative_absolute_error 0.0374390072972263 root_mean_prior_squared_error 0.3693707377543301 root_mean_squared_error 0.0730484017221209 root_relative_squared_error 0.19776445250166425 total_cost 0 area_under_roc_curve 0.9959884969360343 [1,0.970827,1,0.999914,1,0.995465] area_under_roc_curve 0.9992768857859815 [0.999223,1,0.99889,1,0.998775,0.998866] area_under_roc_curve 0.9995942640183385 [1,0.999761,0.998821,0.999914,0.99949,1] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 0.9932932838285586 [1,1,0.973779,1,1,0.996487] area_under_roc_curve 0.9973056947682912 [0.989049,1,0.999237,0.999144,1,0.999122] area_under_roc_curve 0.9992276019488292 [0.998973,0.997959,1,1,0.9999,0.996914] area_under_roc_curve 0.9967473870768072 [1,1,0.987106,0.999398,1,1] area_under_roc_curve 0.9915832185492648 [0.977636,0.99976,0.996167,0.984864,0.999598,0.999412] area_under_roc_curve 0.9999201238590033 [0.999763,1,1,0.999828,1,1] average_cost 0 average_cost 0 average_cost 0 average_cost 0 average_cost 0 average_cost 0 average_cost 0 average_cost 0 average_cost 0 average_cost 0 f_measure 0.975963770528988 [0.991304,0.953846,1,0.969697,1,0.888889] f_measure 0.9825030860733924 [0.982456,1,0.985075,1,0.97561,0.933333] f_measure 0.9787691640016116 [0.991304,0.985075,0.985075,0.980392,0.952381,0.965517] f_measure 0.9859299959299959 [1,0.953846,0.992593,1,1,0.933333] f_measure 0.9823468278325367 [0.991304,0.985075,0.977444,1,0.97619,0.947368] f_measure 0.9753490919974821 [0.973451,0.971429,0.985075,0.970874,1,0.931034] f_measure 0.9756229191428432 [0.982143,0.953846,1,0.98,0.988235,0.9] f_measure 0.9786781728562395 [1,0.969697,0.992593,0.969697,0.965517,0.947368] f_measure 0.9684342109151594 [0.972973,0.969697,0.977444,0.990099,0.954545,0.915254] f_measure 0.9858604520759082 [0.982143,1,1,0.980392,0.987952,0.947368] kappa 0.9695212029794579 kappa 0.9782372143634385 kappa 0.9738643434971997 kappa 0.9825675507408792 kappa 0.9782185919875535 kappa 0.9695306791860339 kappa 0.9694040606592305 kappa 0.9737617554858934 kappa 0.9607097591888467 kappa 0.9825059175771638 kb_relative_information_score 270.8077158170276 kb_relative_information_score 272.7041022313864 kb_relative_information_score 272.2805000052704 kb_relative_information_score 274.2585457850939 kb_relative_information_score 273.08897074413346 kb_relative_information_score 270.9524251419157 kb_relative_information_score 269.25561471989323 kb_relative_information_score 271.0834405301395 kb_relative_information_score 268.42610804150854 kb_relative_information_score 273.73660779660736 mean_absolute_error 0.011361336570752964 mean_absolute_error 0.010195355479126172 mean_absolute_error 0.009638946556818396 mean_absolute_error 0.007907510762629513 mean_absolute_error 0.009268943167241056 mean_absolute_error 0.01242620615978234 mean_absolute_error 0.01161248831163193 mean_absolute_error 0.00975901054037906 mean_absolute_error 0.012724670161169694 mean_absolute_error 0.007270876295584257 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272804289453111 mean_prior_absolute_error 0.27287651677373237 mean_prior_absolute_error 0.2728747259382053 mean_prior_absolute_error 0.2728747259382053 mean_prior_absolute_error 0.2728747259382053 mean_prior_absolute_error 0.2728747259382053 number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,52,41,27] number_of_instances 280 [58,35,68,51,41,27] number_of_instances 279 [57,34,68,51,42,27] number_of_instances 279 [57,34,68,51,42,27] number_of_instances 279 [57,34,68,51,42,27] number_of_instances 279 [57,34,68,51,42,27] precision 0.9799999999999999 [1,1,1,1,1,0.8] precision 0.9839285714285714 [1,1,1,1,0.97561,0.875] precision 0.979545957918051 [1,1,1,0.980392,0.930233,0.933333] precision 0.9875 [1,1,1,1,1,0.875] precision 0.983546511627907 [1,1,1,1,0.953488,0.9] precision 0.9769806806097129 [1,0.971429,1,0.961538,1,0.870968] precision 0.9789038168633069 [1,1,1,1,0.976744,0.818182] precision 0.9802867383512545 [1,1,1,1,0.933333,0.9] precision 0.9717888031790556 [1,1,1,1,0.913043,0.84375] precision 0.9867383512544803 [1,1,1,0.980392,1,0.9] predictive_accuracy 0.975 predictive_accuracy 0.9821428571428571 predictive_accuracy 0.9785714285714286 predictive_accuracy 0.9857142857142857 predictive_accuracy 0.9821428571428571 predictive_accuracy 0.975 predictive_accuracy 0.974910394265233 predictive_accuracy 0.9784946236559139 predictive_accuracy 0.967741935483871 predictive_accuracy 0.9856630824372761 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 recall 0.975 [0.982759,0.911765,1,0.941176,1,1] recall 0.9821428571428571 [0.965517,1,0.970588,1,0.97561,1] recall 0.9785714285714285 [0.982759,0.970588,0.970588,0.980392,0.97561,1] recall 0.9857142857142858 [1,0.911765,0.985294,1,1,1] recall 0.9821428571428571 [0.982759,0.970588,0.955882,1,1,1] recall 0.975 [0.948276,0.971429,0.970588,0.980392,1,1] recall 0.974910394265233 [0.964912,0.911765,1,0.960784,1,1] recall 0.978494623655914 [1,0.941176,0.985294,0.941176,1,1] recall 0.967741935483871 [0.947368,0.941176,0.955882,0.980392,1,1] recall 0.985663082437276 [0.964912,1,1,0.980392,0.97619,1] relative_absolute_error 0.041631107108095214 relative_absolute_error 0.037358627069392185 relative_absolute_error 0.035319789535072074 relative_absolute_error 0.028975325699344853 relative_absolute_error 0.033976530155821395 relative_absolute_error 0.04553783633234398 relative_absolute_error 0.042556115344525074 relative_absolute_error 0.03576370258119496 relative_absolute_error 0.04663191183213978 relative_absolute_error 0.026645473561486256 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36926827610333357 root_mean_prior_squared_error 0.36936606105183667 root_mean_prior_squared_error 0.3693636368423697 root_mean_prior_squared_error 0.3693636368423697 root_mean_prior_squared_error 0.3693636368423697 root_mean_prior_squared_error 0.3693636368423697 root_mean_squared_error 0.07879328884931268 root_mean_squared_error 0.0713958253541594 root_mean_squared_error 0.06833480363623036 root_mean_squared_error 0.05610127012546548 root_mean_squared_error 0.0667613816947846 root_mean_squared_error 0.07721014091074005 root_mean_squared_error 0.08406135708360112 root_mean_squared_error 0.07377293346095945 root_mean_squared_error 0.09096100219603062 root_mean_squared_error 0.055187571842537794 root_relative_squared_error 0.21329807588558514 root_relative_squared_error 0.19327270630153823 root_relative_squared_error 0.18498634013744902 root_relative_squared_error 0.1518694440510542 root_relative_squared_error 0.18079371019703447 root_relative_squared_error 0.20903420495881567 root_relative_squared_error 0.22758427928159936 root_relative_squared_error 0.19972982205728854 root_relative_squared_error 0.24626409619972772 root_relative_squared_error 0.14941257432466137 total_cost 0 total_cost 0 total_cost 0 total_cost 0 total_cost 0 total_cost 0 total_cost 0 total_cost 0 total_cost 0 total_cost 0 usercpu_time_millis 5608.5044459905475 usercpu_time_millis 5596.211399999447 usercpu_time_millis 5512.991552983294 usercpu_time_millis 5558.768789996975 usercpu_time_millis 5498.718609989737 usercpu_time_millis 5496.232664998388 usercpu_time_millis 5499.135150996153 usercpu_time_millis 5477.8935959911905 usercpu_time_millis 5498.541158012813 usercpu_time_millis 5502.511975995731 usercpu_time_millis_testing 152.31058099016082 usercpu_time_millis_testing 157.1156739955768 usercpu_time_millis_testing 151.94667599280365 usercpu_time_millis_testing 152.61168200231623 usercpu_time_millis_testing 152.70181199593935 usercpu_time_millis_testing 153.45625799091067 usercpu_time_millis_testing 151.6779149969807 usercpu_time_millis_testing 150.92671899765264 usercpu_time_millis_testing 152.47055800864473 usercpu_time_millis_testing 151.69270099431742 usercpu_time_millis_training 5456.193865000387 usercpu_time_millis_training 5439.09572600387 usercpu_time_millis_training 5361.044876990491 usercpu_time_millis_training 5406.157107994659 usercpu_time_millis_training 5346.016797993798 usercpu_time_millis_training 5342.776407007477 usercpu_time_millis_training 5347.457235999173 usercpu_time_millis_training 5326.966876993538 usercpu_time_millis_training 5346.070600004168 usercpu_time_millis_training 5350.819275001413