9954188 6892 Scikit-learn Bot 9952 Supervised Classification 8890 sklearn.pipeline.Pipeline(columntransformer=sklearn.compose._column_transformer.ColumnTransformer(numeric=sklearn.pipeline.Pipeline(imputer=sklearn.preprocessing.imputation.Imputer,standardscaler=sklearn.preprocessing.data.StandardScaler),nominal=sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute.SimpleImputer,onehotencoder=sklearn.preprocessing._encoders.OneHotEncoder)),variancethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,gradientboostingclassifier=sklearn.ensemble.gradient_boosting.GradientBoostingClassifier)(3) 7882101 memory null 8890 n_jobs null 8891 remainder "passthrough" 8891 sparse_threshold 0.3 8891 transformer_weights null 8891 memory null 8892 axis 0 8893 copy true 8893 missing_values "NaN" 8893 strategy "mean" 8893 verbose 0 8893 copy true 8894 with_mean true 8894 with_std true 8894 memory null 8895 copy true 8896 fill_value -1 8896 missing_values NaN 8896 strategy "constant" 8896 verbose 0 8896 categorical_features null 8897 categories null 8897 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 8897 handle_unknown "ignore" 8897 n_values null 8897 sparse true 8897 threshold 0.0 8898 criterion "mae" 8899 init null 8899 learning_rate 0.8976242002053834 8899 loss "deviance" 8899 max_depth 1 8899 max_features 0.4190984455252539 8899 max_leaf_nodes null 8899 min_impurity_decrease 0.6407481813269118 8899 min_impurity_split null 8899 min_samples_leaf 14 8899 min_samples_split 8 8899 min_weight_fraction_leaf 0.45342183140372017 8899 n_estimators 75 8899 n_iter_no_change 524 8899 presort "auto" 8899 random_state 30101 8899 subsample 0.4899365120126127 8899 tol 0.0028598551716915326 8899 validation_fraction 0.024600730739705035 8899 verbose 0 8899 warm_start false 8899 openml-python Sklearn_0.20.2. 1489 phoneme https://www.openml.org/data/download/1592281/php8Mz7BG -1 20828891 description https://api.openml.org/data/download/20828891/description.xml -1 20828892 predictions https://api.openml.org/data/download/20828892/predictions.arff area_under_roc_curve 0.4992436438004884 [0.499244,0.499244] average_cost 0 kappa 0 kb_relative_information_score -16.230310657951467 mean_absolute_error 0.4150792746676101 mean_prior_absolute_error 0.4147357447231523 number_of_instances 5404 [3818,1586] predictive_accuracy 0.7065136935603258 prior_entropy 0.873279070744311 recall 0.7065136935603257 [1,0] relative_absolute_error 1.0008283104333993 root_mean_prior_squared_error 0.4553593089081206 root_mean_squared_error 0.45536801763801993 root_relative_squared_error 1.0000191249629224 total_cost 0 area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] 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 1.0422848753051381 kb_relative_information_score 1.0422848753051381 kb_relative_information_score 1.0422848753051381 kb_relative_information_score 1.0422848753051381 kb_relative_information_score -3.570227508619064 kb_relative_information_score -3.570227508619064 kb_relative_information_score -3.570227508619064 kb_relative_information_score -3.570227508619064 kb_relative_information_score -3.0592700623479248 kb_relative_information_score -3.0592700623479248 mean_absolute_error 0.4140816210922506 mean_absolute_error 0.4140816210922506 mean_absolute_error 0.4140816210922506 mean_absolute_error 0.4140816210922506 mean_absolute_error 0.41554728617273623 mean_absolute_error 0.41554728617273623 mean_absolute_error 0.41554728617273623 mean_absolute_error 0.41554728617273623 mean_absolute_error 0.4161422538213187 mean_absolute_error 0.4161422538213187 mean_prior_absolute_error 0.4149066245966177 mean_prior_absolute_error 0.4149066245966177 mean_prior_absolute_error 0.4149066245966177 mean_prior_absolute_error 0.4149066245966177 mean_prior_absolute_error 0.41436675299050424 mean_prior_absolute_error 0.41436675299050424 mean_prior_absolute_error 0.41436675299050424 mean_prior_absolute_error 0.41436675299050424 mean_prior_absolute_error 0.415131335553089 mean_prior_absolute_error 0.415131335553089 number_of_instances 541 [382,159] number_of_instances 541 [382,159] number_of_instances 541 [382,159] number_of_instances 541 [382,159] number_of_instances 540 [382,158] number_of_instances 540 [382,158] number_of_instances 540 [382,158] number_of_instances 540 [382,158] number_of_instances 540 [381,159] number_of_instances 540 [381,159] predictive_accuracy 0.7060998151571164 predictive_accuracy 0.7060998151571164 predictive_accuracy 0.7060998151571164 predictive_accuracy 0.7060998151571164 predictive_accuracy 0.7074074074074075 predictive_accuracy 0.7074074074074075 predictive_accuracy 0.7074074074074075 predictive_accuracy 0.7074074074074075 predictive_accuracy 0.7055555555555556 predictive_accuracy 0.7055555555555556 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 prior_entropy 0.873279070744311 recall 0.7060998151571165 [1,0] recall 0.7060998151571165 [1,0] recall 0.7060998151571165 [1,0] recall 0.7060998151571165 [1,0] recall 0.7074074074074074 [1,0] recall 0.7074074074074074 [1,0] recall 0.7074074074074074 [1,0] recall 0.7074074074074074 [1,0] recall 0.7055555555555556 [1,0] recall 0.7055555555555556 [1,0] relative_absolute_error 0.9980115923548601 relative_absolute_error 0.9980115923548601 relative_absolute_error 0.9980115923548601 relative_absolute_error 0.9980115923548601 relative_absolute_error 1.0028490055577868 relative_absolute_error 1.0028490055577868 relative_absolute_error 1.0028490055577868 relative_absolute_error 1.0028490055577868 relative_absolute_error 1.0024351769708804 relative_absolute_error 1.0024351769708804 root_mean_prior_squared_error 0.45554690217666205 root_mean_prior_squared_error 0.45554690217666205 root_mean_prior_squared_error 0.45554690217666205 root_mean_prior_squared_error 0.45554690217666205 root_mean_prior_squared_error 0.454953963029931 root_mean_prior_squared_error 0.454953963029931 root_mean_prior_squared_error 0.454953963029931 root_mean_prior_squared_error 0.454953963029931 root_mean_prior_squared_error 0.45579347410776366 root_mean_prior_squared_error 0.45579347410776366 root_mean_squared_error 0.45555278162347146 root_mean_squared_error 0.45555278162347146 root_mean_squared_error 0.45555278162347146 root_mean_squared_error 0.45555278162347146 root_mean_squared_error 0.4549689325021939 root_mean_squared_error 0.4549689325021939 root_mean_squared_error 0.4549689325021939 root_mean_squared_error 0.4549689325021939 root_mean_squared_error 0.4557953502511342 root_mean_squared_error 0.4557953502511342 root_relative_squared_error 1.0000129063479113 root_relative_squared_error 1.0000129063479113 root_relative_squared_error 1.0000129063479113 root_relative_squared_error 1.0000129063479113 root_relative_squared_error 1.000032903268197 root_relative_squared_error 1.000032903268197 root_relative_squared_error 1.000032903268197 root_relative_squared_error 1.000032903268197 root_relative_squared_error 1.0000041162137616 root_relative_squared_error 1.0000041162137616 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 1245.3576759871794 usercpu_time_millis 1216.3426790066296 usercpu_time_millis 1218.757099006325 usercpu_time_millis 1214.7885669983225 usercpu_time_millis 1216.9249929866055 usercpu_time_millis 1222.2107230045367 usercpu_time_millis 1222.0685240026796 usercpu_time_millis 1241.8399729940575 usercpu_time_millis 1234.2768369999249 usercpu_time_millis 1225.1902680145577 usercpu_time_millis_testing 1.6121599910547957 usercpu_time_millis_testing 1.5399249969050288 usercpu_time_millis_testing 1.686946998233907 usercpu_time_millis_testing 1.76781699701678 usercpu_time_millis_testing 1.5341099933721125 usercpu_time_millis_testing 1.7172079969896004 usercpu_time_millis_testing 1.6154460026882589 usercpu_time_millis_testing 1.6993600002024323 usercpu_time_millis_testing 1.7045499989762902 usercpu_time_millis_testing 1.6858450107974932 usercpu_time_millis_training 1243.7455159961246 usercpu_time_millis_training 1214.8027540097246 usercpu_time_millis_training 1217.070152008091 usercpu_time_millis_training 1213.0207500013057 usercpu_time_millis_training 1215.3908829932334 usercpu_time_millis_training 1220.493515007547 usercpu_time_millis_training 1220.4530779999914 usercpu_time_millis_training 1240.140612993855 usercpu_time_millis_training 1232.5722870009486 usercpu_time_millis_training 1223.5044230037602