10441588 8323 Heinrich Peters 3917 Supervised Classification 17652 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,randomforestclassifier=sklearn.ensemble.forest.RandomForestClassifier)(2) 8261590 add_indicator false 12737 copy true 12737 fill_value null 12737 missing_values NaN 12737 strategy "median" 12737 verbose 0 12737 copy true 13294 with_mean true 13294 with_std true 13294 bootstrap true 17650 class_weight null 17650 criterion "entropy" 17650 max_depth null 17650 max_features 0.08332667186223564 17650 max_leaf_nodes null 17650 min_impurity_decrease 0 17650 min_impurity_split null 17650 min_samples_leaf 20 17650 min_samples_split 6 17650 min_weight_fraction_leaf 0.0 17650 n_estimators 300 17650 n_jobs 1 17650 oob_score false 17650 random_state 1 17650 verbose 0 17650 warm_start false 17650 memory null 17652 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "standardscaler", "step_name": "standardscaler"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "randomforestclassifier", "step_name": "randomforestclassifier"}}] 17652 verbose false 17652 openml-python Sklearn_0.21.2. 1067 kc1 https://www.openml.org/data/download/53950/kc1.arff -1 21807605 description https://api.openml.org/data/download/21807605/description.xml -1 21807606 predictions https://api.openml.org/data/download/21807606/predictions.arff area_under_roc_curve 0.8111269006190023 [0.811127,0.811127] average_cost 0 f_measure 0.8184010536984141 [0.918249,0.2723] kappa 0.21535847072971095 kb_relative_information_score 0.018744283140265897 mean_absolute_error 0.2163401370775795 mean_prior_absolute_error 0.26159009491926827 weighted_recall 0.8530109056424846 [0.976444,0.177914] number_of_instances 2109 [1783,326] precision 0.8222988774318317 [0.8666,0.58] predictive_accuracy 0.8530109056424845 prior_entropy 0.621173932730625 relative_absolute_error 0.8270196054034317 root_mean_prior_squared_error 0.3614998070648351 root_mean_squared_error 0.3270907534592467 root_relative_squared_error 0.9048158451730043 total_cost 0 unweighted_recall 0.5771791528030582 [0.976444,0.177914] area_under_roc_curve 0.8080481843575419 [0.808048,0.808048] area_under_roc_curve 0.8049930167597765 [0.804993,0.804993] area_under_roc_curve 0.8285614525139665 [0.828561,0.828561] area_under_roc_curve 0.8226932243786177 [0.822693,0.822693] area_under_roc_curve 0.7754511406196799 [0.775451,0.775451] area_under_roc_curve 0.8089887640449438 [0.808989,0.808989] area_under_roc_curve 0.8127340823970037 [0.812734,0.812734] area_under_roc_curve 0.8459312223357167 [0.845931,0.845931] area_under_roc_curve 0.8706162751106571 [0.870616,0.870616] area_under_roc_curve 0.7614115168539326 [0.761412,0.761412] 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 0.8257664581246864 [0.917772,0.311111] f_measure 0.8246980009264867 [0.921053,0.285714] f_measure 0.798213959071931 [0.907652,0.186047] f_measure 0.8097993799665041 [0.915789,0.238095] f_measure 0.8198281121944393 [0.924282,0.25641] f_measure 0.8228912885882981 [0.917772,0.311111] f_measure 0.8097993799665041 [0.915789,0.238095] f_measure 0.8114649201101237 [0.912467,0.266667] f_measure 0.8532668978609415 [0.930851,0.434783] f_measure 0.8037232308772777 [0.91906,0.162162] kappa 0.24494978644811305 kappa 0.2301143274142543 kappa 0.11757677141832953 kappa 0.1833575229801646 kappa 0.2188178220349804 kappa 0.24842008502815124 kappa 0.1833575229801646 kappa 0.19993105825577398 kappa 0.37997287522603956 kappa 0.12617449664429514 kb_relative_information_score 0.017528341859846877 kb_relative_information_score 0.020411725708689876 kb_relative_information_score 0.02672055046424632 kb_relative_information_score 0.07818588188339831 kb_relative_information_score -0.025999867285413623 kb_relative_information_score 0.012556008790612501 kb_relative_information_score 0.015235174593396947 kb_relative_information_score 0.06781214499764131 kb_relative_information_score 0.053366753099063906 kb_relative_information_score -0.08023497553567355 mean_absolute_error 0.2140876188942391 mean_absolute_error 0.21370113355319711 mean_absolute_error 0.21472690421881435 mean_absolute_error 0.20836702537741417 mean_absolute_error 0.2244982845311673 mean_absolute_error 0.21934559091667397 mean_absolute_error 0.21989405378927226 mean_absolute_error 0.21105268230463028 mean_absolute_error 0.21158856161456122 mean_absolute_error 0.22618617928296206 mean_prior_absolute_error 0.25957689466819106 mean_prior_absolute_error 0.25957689466819106 mean_prior_absolute_error 0.25957689466819106 mean_prior_absolute_error 0.26284795732576666 mean_prior_absolute_error 0.26284795732576666 mean_prior_absolute_error 0.26284795732576666 mean_prior_absolute_error 0.26284795732576666 mean_prior_absolute_error 0.26284795732576666 mean_prior_absolute_error 0.26284795732576666 mean_prior_absolute_error 0.2600753423112502 number_of_instances 211 [179,32] number_of_instances 211 [179,32] number_of_instances 211 [179,32] number_of_instances 211 [178,33] number_of_instances 211 [178,33] number_of_instances 211 [178,33] number_of_instances 211 [178,33] number_of_instances 211 [178,33] number_of_instances 211 [178,33] number_of_instances 210 [178,32] precision 0.8228898536955409 [0.873737,0.538462] precision 0.8296008111103251 [0.870647,0.6] precision 0.7847221025420077 [0.86,0.363636] precision 0.8135548151971596 [0.861386,0.555556] precision 0.8587099757253497 [0.863415,0.833333] precision 0.8246147800614446 [0.869347,0.583333] precision 0.8135548151971596 [0.861386,0.555556] precision 0.8073423991997905 [0.864322,0.5] precision 0.8659139701793731 [0.883838,0.769231] precision 0.8191405342624853 [0.858537,0.6] predictive_accuracy 0.8530805687203791 predictive_accuracy 0.8578199052132702 predictive_accuracy 0.8341232227488152 predictive_accuracy 0.8483412322274881 predictive_accuracy 0.8625592417061612 predictive_accuracy 0.8530805687203791 predictive_accuracy 0.8483412322274881 predictive_accuracy 0.8436018957345972 predictive_accuracy 0.8767772511848341 predictive_accuracy 0.8523809523809525 prior_entropy 0.6140341785051022 prior_entropy 0.6140341785051022 prior_entropy 0.6140341785051022 prior_entropy 0.6256349039762976 prior_entropy 0.6256349039762976 prior_entropy 0.6256349039762976 prior_entropy 0.6256349039762976 prior_entropy 0.6256349039762976 prior_entropy 0.6256349039762976 prior_entropy 0.615801908100713 relative_absolute_error 0.8247560676303665 relative_absolute_error 0.8232671626123139 relative_absolute_error 0.8272188651200753 relative_absolute_error 0.7927283418800539 relative_absolute_error 0.8540994071828765 relative_absolute_error 0.834496083394793 relative_absolute_error 0.8365826998485726 relative_absolute_error 0.8029458720238685 relative_absolute_error 0.804984614555418 relative_absolute_error 0.8696948248645171 root_mean_prior_squared_error 0.35870448876036387 root_mean_prior_squared_error 0.35870448876036387 root_mean_prior_squared_error 0.35870448876036387 root_mean_prior_squared_error 0.363235423540174 root_mean_prior_squared_error 0.363235423540174 root_mean_prior_squared_error 0.363235423540174 root_mean_prior_squared_error 0.363235423540174 root_mean_prior_squared_error 0.363235423540174 root_mean_prior_squared_error 0.363235423540174 root_mean_prior_squared_error 0.3593986058680433 root_mean_squared_error 0.3274335650628624 root_mean_squared_error 0.32727761675435457 root_mean_squared_error 0.3285162556061887 root_mean_squared_error 0.32283880419519356 root_mean_squared_error 0.33597007930505796 root_mean_squared_error 0.3309291978762927 root_mean_squared_error 0.3246699270942356 root_mean_squared_error 0.3237665219510369 root_mean_squared_error 0.30909935025347207 root_mean_squared_error 0.33953492482666936 root_relative_squared_error 0.912822602790476 root_relative_squared_error 0.9123878485194973 root_relative_squared_error 0.9158409384323519 root_relative_squared_error 0.8887866746275296 root_relative_squared_error 0.9249375405917687 root_relative_squared_error 0.9110598152872383 root_relative_squared_error 0.8938278208934842 root_relative_squared_error 0.8913407145028303 root_relative_squared_error 0.8509614707754006 root_relative_squared_error 0.9447307788147987 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 unweighted_recall 0.5926152234636872 [0.96648,0.21875] unweighted_recall 0.5825768156424581 [0.977654,0.1875] unweighted_recall 0.5429469273743017 [0.960894,0.125] unweighted_recall 0.564521620701396 [0.977528,0.151515] unweighted_recall 0.5729485869935308 [0.994382,0.151515] unweighted_recall 0.5920156622403814 [0.97191,0.212121] unweighted_recall 0.564521620701396 [0.977528,0.151515] unweighted_recall 0.5740551583248212 [0.966292,0.181818] unweighted_recall 0.6430881852230167 [0.983146,0.30303] unweighted_recall 0.5412570224719101 [0.988764,0.09375] usercpu_time_millis 437.02998099979595 usercpu_time_millis 422.79033300110314 usercpu_time_millis 418.38240699962626 usercpu_time_millis 534.7783139995954 usercpu_time_millis 708.6762130011266 usercpu_time_millis 681.254416000229 usercpu_time_millis 389.4015429996216 usercpu_time_millis 442.291115999069 usercpu_time_millis 450.7659029995921 usercpu_time_millis 462.9721349992906 usercpu_time_millis_testing 30.695213999933912 usercpu_time_millis_testing 29.640769000252476 usercpu_time_millis_testing 29.345806000492303 usercpu_time_millis_testing 50.795651999578695 usercpu_time_millis_testing 50.68643400045403 usercpu_time_millis_testing 45.08380900006159 usercpu_time_millis_testing 27.356900999620848 usercpu_time_millis_testing 27.273492999484006 usercpu_time_millis_testing 28.509425999800442 usercpu_time_millis_testing 30.661503999908746 usercpu_time_millis_training 406.33476699986204 usercpu_time_millis_training 393.14956400085066 usercpu_time_millis_training 389.03660099913395 usercpu_time_millis_training 483.9826620000167 usercpu_time_millis_training 657.9897790006726 usercpu_time_millis_training 636.1706070001674 usercpu_time_millis_training 362.04464200000075 usercpu_time_millis_training 415.017622999585 usercpu_time_millis_training 422.25647699979163 usercpu_time_millis_training 432.31063099938183 wall_clock_time_millis 437.03722953796387 wall_clock_time_millis 425.2474308013916 wall_clock_time_millis 420.6116199493408 wall_clock_time_millis 551.3026714324951 wall_clock_time_millis 708.6803913116455 wall_clock_time_millis 681.2593936920166 wall_clock_time_millis 389.4326686859131 wall_clock_time_millis 444.0186023712158 wall_clock_time_millis 450.78253746032715 wall_clock_time_millis 462.9991054534912 wall_clock_time_millis_testing 30.69901466369629 wall_clock_time_millis_testing 29.709339141845703 wall_clock_time_millis_testing 29.349327087402344 wall_clock_time_millis_testing 50.800323486328125 wall_clock_time_millis_testing 50.690650939941406 wall_clock_time_millis_testing 45.088768005371094 wall_clock_time_millis_testing 27.361392974853516 wall_clock_time_millis_testing 27.277231216430664 wall_clock_time_millis_testing 28.513431549072266 wall_clock_time_millis_testing 30.665874481201172 wall_clock_time_millis_training 406.3382148742676 wall_clock_time_millis_training 395.5380916595459 wall_clock_time_millis_training 391.2622928619385 wall_clock_time_millis_training 500.502347946167 wall_clock_time_millis_training 657.9897403717041 wall_clock_time_millis_training 636.1706256866455 wall_clock_time_millis_training 362.07127571105957 wall_clock_time_millis_training 416.74137115478516 wall_clock_time_millis_training 422.2691059112549 wall_clock_time_millis_training 432.33323097229004 weighted_recall 0.8530805687203792 [0.96648,0.21875] weighted_recall 0.8578199052132701 [0.977654,0.1875] weighted_recall 0.8341232227488151 [0.960894,0.125] weighted_recall 0.8483412322274881 [0.977528,0.151515] weighted_recall 0.8625592417061612 [0.994382,0.151515] weighted_recall 0.8530805687203792 [0.97191,0.212121] weighted_recall 0.8483412322274881 [0.977528,0.151515] weighted_recall 0.8436018957345972 [0.966292,0.181818] weighted_recall 0.8767772511848341 [0.983146,0.30303] weighted_recall 0.8523809523809524 [0.988764,0.09375]