10457811 12269 Marc Zöller 3797 Supervised Classification predictive_accuracy 18209 sklearn.pipeline.Pipeline(step_0=automl.components.feature_preprocessing.one_hot_encoding.OneHotEncoderComponent,step_1=sklearn.preprocessing._data.RobustScaler,step_2=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1) 8269632 l2_regularization 0.015002132946372941 17709 learning_rate 3.528995754723182e-06 17709 loss "auto" 17709 max_bins 67 17709 max_depth 51 17709 max_iter 585 17709 max_leaf_nodes 866 17709 min_samples_leaf 417 17709 n_iter_no_change 6 17709 random_state 42 17709 scoring "jaccard_weighted" 17709 tol 0.034147185228610905 17709 validation_fraction 0.07761075824333362 17709 verbose 0 17709 warm_start false 17709 copy false 17867 quantile_range [16.901639156270186, 59.62464367198086] 17867 with_centering true 17867 with_scaling false 17867 memory null 18209 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "step_0", "step_name": "step_0"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "step_1", "step_name": "step_1"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "step_2", "step_name": "step_2"}}] 18209 verbose false 18209 automl_meta_features openml-python Sklearn_0.22.1. 934 socmob https://www.openml.org/data/download/53468/socmob.arff -1 21840249 description https://api.openml.org/data/download/21840249/description.xml -1 21840250 predictions https://api.openml.org/data/download/21840250/predictions.arff area_under_roc_curve 0.6690668402777779 [0.669067,0.669067] average_cost 0 kappa 0 kb_relative_information_score 0.0007407649250593994 mean_absolute_error 0.34478655385918955 mean_prior_absolute_error 0.3450914654188406 weighted_recall 0.7785467128027682 [1,0] number_of_instances 1156 [900,256] predictive_accuracy 0.7785467128027682 prior_entropy 0.7628132656485566 relative_absolute_error 0.9991164326266921 root_mean_prior_squared_error 0.41522519218738885 root_mean_squared_error 0.41522546009841965 root_relative_squared_error 1.0000006452186327 total_cost 0 unweighted_recall 0.5 [1,0] area_under_roc_curve 0.8141025641025642 [0.814103,0.814103] area_under_roc_curve 0.8555555555555555 [0.855556,0.855556] area_under_roc_curve 0.8282051282051283 [0.828205,0.828205] area_under_roc_curve 0.8722222222222222 [0.872222,0.872222] area_under_roc_curve 0.8141025641025642 [0.814103,0.814103] area_under_roc_curve 0.8666666666666667 [0.866667,0.866667] area_under_roc_curve 0.7911111111111112 [0.791111,0.791111] area_under_roc_curve 0.8388888888888889 [0.838889,0.838889] area_under_roc_curve 0.8444444444444444 [0.844444,0.844444] area_under_roc_curve 0.8522222222222222 [0.852222,0.852222] 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 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kb_relative_information_score 0.0011646634794711505 kb_relative_information_score 0.001165651823612583 kb_relative_information_score 0.0011657589668045525 kb_relative_information_score 0.0011662732732454978 kb_relative_information_score 0.0011646614610525126 kb_relative_information_score 0.001166069549815552 kb_relative_information_score 0.00008645446481057582 kb_relative_information_score 0.00008769232749167497 kb_relative_information_score 0.00008790377924865635 kb_relative_information_score 0.00008881254717318403 mean_absolute_error 0.3461020193635574 mean_absolute_error 0.34610160971558956 mean_absolute_error 0.34610156530667746 mean_absolute_error 0.34610135213763077 mean_absolute_error 0.34610202020014236 mean_absolute_error 0.3461014365767606 mean_absolute_error 0.3427972441082994 mean_absolute_error 0.3427967397263475 mean_absolute_error 0.3427966535677697 mean_absolute_error 0.342796283279162 mean_prior_absolute_error 0.34658447978083506 mean_prior_absolute_error 0.34658447978083506 mean_prior_absolute_error 0.34658447978083506 mean_prior_absolute_error 0.34658447978083506 mean_prior_absolute_error 0.34658447978083506 mean_prior_absolute_error 0.34658447978083506 mean_prior_absolute_error 0.34283246977547505 mean_prior_absolute_error 0.34283246977547505 mean_prior_absolute_error 0.34283246977547505 mean_prior_absolute_error 0.34283246977547505 number_of_instances 116 [90,26] number_of_instances 116 [90,26] number_of_instances 116 [90,26] number_of_instances 116 [90,26] number_of_instances 116 [90,26] number_of_instances 116 [90,26] number_of_instances 115 [90,25] number_of_instances 115 [90,25] number_of_instances 115 [90,25] number_of_instances 115 [90,25] predictive_accuracy 0.7758620689655173 predictive_accuracy 0.7758620689655173 predictive_accuracy 0.7758620689655173 predictive_accuracy 0.7758620689655173 predictive_accuracy 0.7758620689655173 predictive_accuracy 0.7758620689655173 predictive_accuracy 0.782608695652174 predictive_accuracy 0.782608695652174 predictive_accuracy 0.782608695652174 predictive_accuracy 0.782608695652174 prior_entropy 0.7676718233145866 prior_entropy 0.7676718233145866 prior_entropy 0.7676718233145866 prior_entropy 0.7676718233145866 prior_entropy 0.7676718233145866 prior_entropy 0.7676718233145866 prior_entropy 0.7554620566582322 prior_entropy 0.7554620566582322 prior_entropy 0.7554620566582322 prior_entropy 0.7554620566582322 relative_absolute_error 0.9986079572357573 relative_absolute_error 0.9986067752787116 relative_absolute_error 0.9986066471457032 relative_absolute_error 0.9986060320891755 relative_absolute_error 0.9986079596495556 relative_absolute_error 0.9986062757213482 relative_absolute_error 0.9998972510766011 relative_absolute_error 0.999895779856701 relative_absolute_error 0.9998955285427639 relative_absolute_error 0.9998944484565981 root_mean_prior_squared_error 0.4170191537436231 root_mean_prior_squared_error 0.4170191537436231 root_mean_prior_squared_error 0.4170191537436231 root_mean_prior_squared_error 0.4170191537436231 root_mean_prior_squared_error 0.4170191537436231 root_mean_prior_squared_error 0.4170191537436231 root_mean_prior_squared_error 0.41249601765797395 root_mean_prior_squared_error 0.41249601765797395 root_mean_prior_squared_error 0.41249601765797395 root_mean_prior_squared_error 0.41249601765797395 root_mean_squared_error 0.41702203843842384 root_mean_squared_error 0.41702172058104087 root_mean_squared_error 0.4170218872132993 root_mean_squared_error 0.4170215769178187 root_mean_squared_error 0.41702203200638477 root_mean_squared_error 0.41702160733784693 root_mean_squared_error 0.41249296313400846 root_mean_squared_error 0.41249258852675497 root_mean_squared_error 0.4124925352199408 root_mean_squared_error 0.4124924396017164 root_relative_squared_error 1.0000069174156028 root_relative_squared_error 1.0000061552026922 root_relative_squared_error 1.0000065547820807 root_relative_squared_error 1.0000058107023955 root_relative_squared_error 1.000006901991757 root_relative_squared_error 1.0000058836487529 root_relative_squared_error 0.9999925950219282 root_relative_squared_error 0.9999916868743643 root_relative_squared_error 0.9999915576444763 root_relative_squared_error 0.9999913258404824 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 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] unweighted_recall 0.5 [1,0] usercpu_time_millis 1312.5 usercpu_time_millis 515.625 usercpu_time_millis 250 usercpu_time_millis 437.5 usercpu_time_millis 234.375 usercpu_time_millis 312.5 usercpu_time_millis 437.5 usercpu_time_millis 250 usercpu_time_millis 250 usercpu_time_millis 250 usercpu_time_millis_testing 0 usercpu_time_millis_testing 125 usercpu_time_millis_testing 0 usercpu_time_millis_testing 109.375 usercpu_time_millis_testing 0 usercpu_time_millis_testing 109.375 usercpu_time_millis_testing 109.375 usercpu_time_millis_testing 0 usercpu_time_millis_testing 125 usercpu_time_millis_testing 0 usercpu_time_millis_training 1312.5 usercpu_time_millis_training 390.625 usercpu_time_millis_training 250 usercpu_time_millis_training 328.125 usercpu_time_millis_training 234.375 usercpu_time_millis_training 203.125 usercpu_time_millis_training 328.125 usercpu_time_millis_training 250 usercpu_time_millis_training 125 usercpu_time_millis_training 250 wall_clock_time_millis 218.85204315185547 wall_clock_time_millis 67.91830062866211 wall_clock_time_millis 27.53305435180664 wall_clock_time_millis 60.674190521240234 wall_clock_time_millis 38.285017013549805 wall_clock_time_millis 41.56994819641113 wall_clock_time_millis 57.149410247802734 wall_clock_time_millis 29.293298721313477 wall_clock_time_millis 28.32818031311035 wall_clock_time_millis 26.5042781829834 wall_clock_time_millis_testing 13.95416259765625 wall_clock_time_millis_testing 5.89442253112793 wall_clock_time_millis_testing 4.901885986328125 wall_clock_time_millis_testing 8.371829986572266 wall_clock_time_millis_testing 8.339881896972656 wall_clock_time_millis_testing 5.79380989074707 wall_clock_time_millis_testing 8.549928665161133 wall_clock_time_millis_testing 5.289554595947266 wall_clock_time_millis_testing 5.151033401489258 wall_clock_time_millis_testing 4.842996597290039 wall_clock_time_millis_training 204.89788055419922 wall_clock_time_millis_training 62.02387809753418 wall_clock_time_millis_training 22.631168365478516 wall_clock_time_millis_training 52.30236053466797 wall_clock_time_millis_training 29.94513511657715 wall_clock_time_millis_training 35.77613830566406 wall_clock_time_millis_training 48.5994815826416 wall_clock_time_millis_training 24.00374412536621 wall_clock_time_millis_training 23.177146911621094 wall_clock_time_millis_training 21.66128158569336 weighted_recall 0.7758620689655172 [1,0] weighted_recall 0.7758620689655172 [1,0] weighted_recall 0.7758620689655172 [1,0] weighted_recall 0.7758620689655172 [1,0] weighted_recall 0.7758620689655172 [1,0] weighted_recall 0.7758620689655172 [1,0] weighted_recall 0.782608695652174 [1,0] weighted_recall 0.782608695652174 [1,0] weighted_recall 0.782608695652174 [1,0] weighted_recall 0.782608695652174 [1,0]