5969190 1 Jan van Rijn 9977 Supervised Classification 6969 sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.ensemble.forest.RandomForestClassifier)(1) 4003923 bootstrap true 6902 class_weight null 6902 criterion "gini" 6902 max_depth null 6902 max_features 0.1706259312405778 6902 max_leaf_nodes null 6902 min_impurity_split 1e-07 6902 min_samples_leaf 11 6902 min_samples_split 13 6902 min_weight_fraction_leaf 0.0 6902 n_estimators 100 6902 n_jobs 1 6902 oob_score false 6902 random_state 49068 6902 verbose 0 6902 warm_start false 6902 axis 0 6947 categorical_features [6, 7, 14, 15, 22, 23, 30, 31, 38, 39, 46, 47, 54, 55, 62, 63, 70, 71, 78, 79, 86, 87, 91, 95, 99, 103, 107, 111, 115] 6947 copy true 6947 fill_empty 0 6947 missing_values "NaN" 6947 strategy "median" 6947 strategy_nominal "most_frequent" 6947 verbose 0 6947 categorical_features [6, 7, 14, 15, 22, 23, 30, 31, 38, 39, 46, 47, 54, 55, 62, 63, 70, 71, 78, 79, 86, 87, 91, 95, 99, 103, 107, 111, 115] 6948 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 6948 handle_unknown "ignore" 6948 n_values "auto" 6948 sparse false 6948 threshold 0.0 6949 openml-pimp openml-python Sklearn_0.18.1. 1486 nomao https://www.openml.org/data/download/1592278/phpDYCOet -1 12861756 description https://api.openml.org/data/download/12861756/description.xml -1 12861755 predictions https://api.openml.org/data/download/12861755/predictions.arff area_under_roc_curve 0.992324546256973 [0.992325,0.992325] average_cost 0 f_measure 0.9616934922593997 [0.93268,0.973294] kappa 0.905974604546684 kb_relative_information_score 28769.125397370834 mean_absolute_error 0.07157705183078455 mean_prior_absolute_error 0.4080904194746198 number_of_instances 34465 [9844,24621] precision 0.9616524071204418 [0.937949,0.971129] predictive_accuracy 0.9617583055273465 prior_entropy 0.8630164444447486 recall 0.9617583055273465 [0.927469,0.975468] relative_absolute_error 0.17539508014653626 root_mean_prior_squared_error 0.4517106852187937 root_mean_squared_error 0.1721932972134627 root_relative_squared_error 0.38120262116460224 total_cost 0 area_under_roc_curve 0.9920238224915746 [0.992024,0.992024] area_under_roc_curve 0.9922839340720062 [0.992284,0.992284] area_under_roc_curve 0.9907858329862642 [0.990786,0.990786] area_under_roc_curve 0.9930810244652731 [0.993081,0.993081] area_under_roc_curve 0.9927560853913495 [0.992756,0.992756] area_under_roc_curve 0.9930211573642951 [0.993021,0.993021] area_under_roc_curve 0.9917597068943883 [0.99176,0.99176] area_under_roc_curve 0.9937195782396492 [0.99372,0.99372] area_under_roc_curve 0.991876523151909 [0.991877,0.991877] area_under_roc_curve 0.9922822842160183 [0.992282,0.992282] 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 0.9622745157413003 [0.933876,0.97362] f_measure 0.9620017194565158 [0.933536,0.97339] f_measure 0.9573477212836302 [0.925343,0.970152] f_measure 0.9651118832327397 [0.93865,0.975699] f_measure 0.964530414619952 [0.937628,0.975294] f_measure 0.9585986315681981 [0.926729,0.971336] f_measure 0.9597061481919165 [0.92962,0.971731] f_measure 0.9657046577335313 [0.939734,0.976084] f_measure 0.9639942111906271 [0.936864,0.974838] f_measure 0.9576344056647198 [0.924675,0.970807] kappa 0.9074960581938166 kappa 0.9069264948160582 kappa 0.8954951086516016 kappa 0.914350708215532 kappa 0.9129232200191243 kappa 0.8980744347489915 kappa 0.9013514810438009 kappa 0.9158196071741764 kappa 0.9117013520952599 kappa 0.8955028607208121 kb_relative_information_score 2865.4273236247377 kb_relative_information_score 2879.8579764849983 kb_relative_information_score 2839.3598191003503 kb_relative_information_score 2891.0508972853586 kb_relative_information_score 2886.566218417256 kb_relative_information_score 2863.567896155221 kb_relative_information_score 2879.832960112985 kb_relative_information_score 2916.169399856276 kb_relative_information_score 2881.358187254736 kb_relative_information_score 2865.9347190808726 mean_absolute_error 0.0732732313418226 mean_absolute_error 0.07115880443520688 mean_absolute_error 0.07579723961240897 mean_absolute_error 0.07060221368373099 mean_absolute_error 0.0704220593743871 mean_absolute_error 0.07274431076549719 mean_absolute_error 0.07044983761843855 mean_absolute_error 0.06706711220672133 mean_absolute_error 0.07140353981675833 mean_absolute_error 0.0728511920038656 mean_prior_absolute_error 0.4080229059806574 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 number_of_instances 3447 [984,2463] number_of_instances 3447 [985,2462] number_of_instances 3447 [985,2462] number_of_instances 3447 [985,2462] number_of_instances 3447 [985,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] precision 0.962263766598074 [0.934827,0.973225] precision 0.9620076951238887 [0.933063,0.973588] precision 0.9573414150476103 [0.925813,0.969955] precision 0.9650753339641684 [0.945417,0.97294] precision 0.9644925768291103 [0.944387,0.972536] precision 0.9585822132072829 [0.9413,0.96549] precision 0.9597584020296556 [0.926337,0.973116] precision 0.9656716439036509 [0.944559,0.97411] precision 0.9639753087294992 [0.938776,0.974047] precision 0.9577141826423798 [0.945802,0.962475] predictive_accuracy 0.9622860458369596 predictive_accuracy 0.961995938497244 predictive_accuracy 0.9573542210617929 predictive_accuracy 0.9651871192341166 predictive_accuracy 0.9646069045546852 predictive_accuracy 0.958792803250145 predictive_accuracy 0.9596633778293673 predictive_accuracy 0.9657573998839234 predictive_accuracy 0.9640162507254789 predictive_accuracy 0.9579222286709228 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 recall 0.9622860458369596 [0.932927,0.974015] recall 0.961995938497244 [0.93401,0.973193] recall 0.9573542210617929 [0.924873,0.970349] recall 0.9651871192341166 [0.93198,0.978473] recall 0.9646069045546852 [0.930964,0.978067] recall 0.958792803250145 [0.912602,0.977254] recall 0.9596633778293674 [0.932927,0.970349] recall 0.9657573998839234 [0.934959,0.978067] recall 0.9640162507254788 [0.934959,0.97563] recall 0.9579222286709228 [0.904472,0.979285] relative_absolute_error 0.17958117122301015 relative_absolute_error 0.17434589750106622 relative_absolute_error 0.18571050867446168 relative_absolute_error 0.17298219676329993 relative_absolute_error 0.17254080142226602 relative_absolute_error 0.1782693528343456 relative_absolute_error 0.17264644928742065 relative_absolute_error 0.16435664265350935 relative_absolute_error 0.17498362001461654 relative_absolute_error 0.178531279148494 root_mean_prior_squared_error 0.4516359481339797 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_squared_error 0.17330638131819232 root_mean_squared_error 0.17232226487244998 root_mean_squared_error 0.1809655590098211 root_mean_squared_error 0.16800732207238372 root_mean_squared_error 0.16991790431315706 root_mean_squared_error 0.17368634712572056 root_mean_squared_error 0.1722157065096338 root_mean_squared_error 0.16360906042301304 root_mean_squared_error 0.17095793640937937 root_mean_squared_error 0.1763747189217008 root_relative_squared_error 0.38373026335534355 root_relative_squared_error 0.38143498389193214 root_relative_squared_error 0.4005668979397289 root_relative_squared_error 0.3718838667530289 root_relative_squared_error 0.37611293666905515 root_relative_squared_error 0.3845380971888526 root_relative_squared_error 0.3812821282913704 root_relative_squared_error 0.36222718606881665 root_relative_squared_error 0.37849745045654454 root_relative_squared_error 0.39049009855263356 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 12229.868627000003 usercpu_time_millis 12097.291861000003 usercpu_time_millis 12087.36386399997 usercpu_time_millis 11921.428489000022 usercpu_time_millis 12443.492744999987 usercpu_time_millis 12151.170887999968 usercpu_time_millis 11734.301454999979 usercpu_time_millis 12045.745012999987 usercpu_time_millis 11922.887369000024 usercpu_time_millis 11812.040695000007 usercpu_time_millis_testing 152.09846300001573 usercpu_time_millis_testing 138.86801699999296 usercpu_time_millis_testing 142.5837189999868 usercpu_time_millis_testing 141.97166300002095 usercpu_time_millis_testing 142.35975099998655 usercpu_time_millis_testing 147.00852599997916 usercpu_time_millis_testing 145.06189399997993 usercpu_time_millis_testing 140.6007470000077 usercpu_time_millis_testing 145.91151500002297 usercpu_time_millis_testing 142.3857030000022 usercpu_time_millis_training 12077.770163999987 usercpu_time_millis_training 11958.42384400001 usercpu_time_millis_training 11944.780144999982 usercpu_time_millis_training 11779.456826000001 usercpu_time_millis_training 12301.132994 usercpu_time_millis_training 12004.162361999988 usercpu_time_millis_training 11589.239560999999 usercpu_time_millis_training 11905.14426599998 usercpu_time_millis_training 11776.975854 usercpu_time_millis_training 11669.654992000005