6068910 1 Jan van Rijn 14967 Supervised Classification 6970 sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.ensemble.weight_boosting.AdaBoostClassifier(base_estimator=sklearn.tree.tree.DecisionTreeClassifier))(1) 4103239 class_weight null 6941 criterion "gini" 6941 max_depth 2 6941 max_features null 6941 max_leaf_nodes null 6941 min_impurity_split 1e-07 6941 min_samples_leaf 1 6941 min_samples_split 2 6941 min_weight_fraction_leaf 0.0 6941 presort false 6941 random_state 15181 6941 splitter "best" 6941 axis 0 6947 categorical_features [0, 1] 6947 copy true 6947 fill_empty 0 6947 missing_values "NaN" 6947 strategy "most_frequent" 6947 strategy_nominal "most_frequent" 6947 verbose 0 6947 categorical_features [0, 1] 6948 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 6948 handle_unknown "ignore" 6948 n_values "auto" 6948 sparse true 6948 threshold 0.0 6949 algorithm "SAMME.R" 6971 learning_rate 0.4970887677305719 6971 n_estimators 214 6971 random_state 12003 6971 openml-pimp openml-python Sklearn_0.18.1. study_71 23380 cjs https://www.openml.org/data/download/1910442/phpDAC5gS -1 13061415 description https://api.openml.org/data/download/13061415/description.xml -1 13061416 predictions https://api.openml.org/data/download/13061416/predictions.arff area_under_roc_curve 0.9644168074253825 [1,0.869164,0.92269,0.996083,1,0.998894] average_cost 0 f_measure 0.8444707911517197 [1,0.293532,0.788235,0.933196,1,0.942272] kappa 0.8355790517298513 kb_relative_information_score 1091.1929132947412 mean_absolute_error 0.21803426811187682 mean_prior_absolute_error 0.27287997162595995 number_of_instances 2796 [576,341,680,511,414,274] precision 0.9056579409866806 [1,0.967213,0.656863,0.982684,1,0.961977] predictive_accuracy 0.8676680972818311 prior_entropy 2.5206634795042744 recall 0.8676680972818311 [1,0.173021,0.985294,0.888454,1,0.923358] relative_absolute_error 0.7990116196975393 root_mean_prior_squared_error 0.3693707377543301 root_mean_squared_error 0.30770317956566495 root_relative_squared_error 0.8330469853578912 total_cost 0 area_under_roc_curve 0.969435633204041 [1,0.863582,0.942356,1,1,1] area_under_roc_curve 0.9698740494817347 [1,0.897298,0.927303,1,1,1] area_under_roc_curve 0.9204807816434077 [1,0.823111,0.862445,0.864757,1,1] area_under_roc_curve 0.9712977724453793 [1,0.884744,0.939442,1,1,1] area_under_roc_curve 0.9709248926215677 [1,0.897836,0.931361,1,1,1] area_under_roc_curve 0.9625083200396063 [1,0.866239,0.91447,1,1,1] area_under_roc_curve 0.9637073903550559 [1,0.865846,0.93912,1,1,0.947237] area_under_roc_curve 0.9703551794485538 [1,0.896819,0.935183,1,1,0.986846] area_under_roc_curve 0.9637311623421217 [1,0.853902,0.92424,1,1,1] area_under_roc_curve 0.9405760610116765 [1,0.843097,0.896397,0.917656,1,1] 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 0.867022977022977 [1,0.25641,0.824242,1,1,1] f_measure 0.8735365853658537 [1,0.3,0.829268,1,1,1] f_measure 0.7458605951011014 [1,0.3,0.673797,0.506329,1,1] f_measure 0.879806972916355 [1,0.341463,0.834356,1,1,1] f_measure 0.879806972916355 [1,0.341463,0.834356,1,1,1] f_measure 0.8556442903369258 [1,0.454545,0.81761,1,1,0.654545] f_measure 0.8493724724877889 [1,0.418605,0.786127,1,1,0.714286] f_measure 0.8410438585127152 [1,0.105263,0.795181,1,1,1] f_measure 0.7888659663359329 [1,0.341463,0.719577,0.657895,1,1] kappa 0.8715271185368015 kappa 0.8760239096745628 kappa 0.714863080178847 kappa 0.8805158679984827 kappa 0.8804251550044285 kappa 0.8444962790181051 kappa 0.8404270530479958 kappa 0.83450365525202 kappa 0.8487033079205077 kappa 0.7628692389108055 kb_relative_information_score 117.01445887466616 kb_relative_information_score 103.99576954425306 kb_relative_information_score 100.39802530311528 kb_relative_information_score 114.2127923705792 kb_relative_information_score 117.00769567903757 kb_relative_information_score 117.80301246619042 kb_relative_information_score 102.04902428789381 kb_relative_information_score 102.50004255942527 kb_relative_information_score 116.68930543663446 kb_relative_information_score 99.52278677294244 mean_absolute_error 0.212680417617867 mean_absolute_error 0.221855439705021 mean_absolute_error 0.22423408703379102 mean_absolute_error 0.2147077665917333 mean_absolute_error 0.21240641772633226 mean_absolute_error 0.21203598064253218 mean_absolute_error 0.22284620052303586 mean_absolute_error 0.22252117257833062 mean_absolute_error 0.2124494347782081 mean_absolute_error 0.22464262951101177 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 0.9273932253313697 [1,1,0.701031,1,1,1] precision 0.9291666666666667 [1,1,0.708333,1,1,1] precision 0.8336734693877551 [1,1,0.529412,0.714286,1,1] precision 0.9309774436090225 [1,1,0.715789,1,1,1] precision 0.9309774436090225 [1,1,0.715789,1,1,1] precision 0.8958013312852022 [1,1,0.714286,1,1,0.642857] precision 0.914115036695682 [1,1,0.647619,1,1,1] precision 0.8594835783775876 [1,0.5,0.673469,1,1,1] precision 0.8932432832726088 [1,1,0.561983,1,1,1] predictive_accuracy 0.8964285714285714 predictive_accuracy 0.9 predictive_accuracy 0.7714285714285714 predictive_accuracy 0.9035714285714286 predictive_accuracy 0.9035714285714286 predictive_accuracy 0.875 predictive_accuracy 0.8709677419354839 predictive_accuracy 0.867383512544803 predictive_accuracy 0.8781362007168458 predictive_accuracy 0.8100358422939068 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 0.8964285714285715 [1,0.147059,1,1,1,1] recall 0.9 [1,0.176471,1,1,1,1] recall 0.7714285714285715 [1,0.176471,0.926471,0.392157,1,1] recall 0.9035714285714286 [1,0.205882,1,1,1,1] recall 0.9035714285714286 [1,0.205882,1,1,1,1] recall 0.875 [1,0,1,1,1,1] recall 0.8709677419354839 [1,0.294118,0.955882,1,1,0.666667] recall 0.8673835125448028 [1,0.264706,1,1,1,0.555556] recall 0.8781362007168458 [1,0.058824,0.970588,1,1,1] recall 0.8100358422939068 [1,0.205882,1,0.490196,1,1] relative_absolute_error 0.7793203898594687 relative_absolute_error 0.812940230698682 relative_absolute_error 0.8216562581748267 relative_absolute_error 0.7867491621479146 relative_absolute_error 0.7786036581468057 relative_absolute_error 0.7770400441542985 relative_absolute_error 0.8166611977596681 relative_absolute_error 0.8154700726249099 relative_absolute_error 0.7785603230484565 relative_absolute_error 0.8232445446848894 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 0.2993920143299627 root_mean_squared_error 0.3135630527971559 root_mean_squared_error 0.31772615994471315 root_mean_squared_error 0.30216654950705224 root_mean_squared_error 0.2986353787884534 root_mean_squared_error 0.2987192024024915 root_mean_squared_error 0.31478222257641747 root_mean_squared_error 0.3142012183924602 root_mean_squared_error 0.29872834404914683 root_mean_squared_error 0.31807128240264404 root_relative_squared_error 0.8104718247542428 root_relative_squared_error 0.8488336609270363 root_relative_squared_error 0.8601034372905753 root_relative_squared_error 0.8179826549707839 root_relative_squared_error 0.8087220000043689 root_relative_squared_error 0.808734840314875 root_relative_squared_error 0.8522285119007382 root_relative_squared_error 0.8506555249415341 root_relative_squared_error 0.8087648979280346 root_relative_squared_error 0.8611331779213142 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 1376.5344330004154 usercpu_time_millis 1147.7529870007857 usercpu_time_millis 1148.724950999167 usercpu_time_millis 1155.6292790010048 usercpu_time_millis 1152.4896989994886 usercpu_time_millis 1146.5860689986584 usercpu_time_millis 1145.8768480006256 usercpu_time_millis 1156.1846509994211 usercpu_time_millis 1178.363699998954 usercpu_time_millis 1143.8562450002792 usercpu_time_millis_testing 67.40540200007672 usercpu_time_millis_testing 66.44728799983568 usercpu_time_millis_testing 66.99686600040877 usercpu_time_millis_testing 73.13111800067418 usercpu_time_millis_testing 66.59943900012877 usercpu_time_millis_testing 66.80692299960356 usercpu_time_millis_testing 66.20320500041998 usercpu_time_millis_testing 66.66152399884595 usercpu_time_millis_testing 66.14695099960954 usercpu_time_millis_testing 66.26885599871457 usercpu_time_millis_training 1309.1290310003387 usercpu_time_millis_training 1081.30569900095 usercpu_time_millis_training 1081.7280849987583 usercpu_time_millis_training 1082.4981610003306 usercpu_time_millis_training 1085.8902599993598 usercpu_time_millis_training 1079.779145999055 usercpu_time_millis_training 1079.6736430002056 usercpu_time_millis_training 1089.5231270005752 usercpu_time_millis_training 1112.2167489993444 usercpu_time_millis_training 1077.5873890015646