10227062 1 Jan van Rijn 10093 Supervised Classification 9666 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)(4) 8152494 copy true 9559 fill_value -1 9559 missing_values NaN 9559 strategy "constant" 9559 verbose 0 9559 n_jobs null 9606 remainder "passthrough" 9606 sparse_threshold 0.3 9606 transformer_weights null 9606 transformers [{"oml-python:serialized_object": "component_reference", "value": {"key": "numeric", "step_name": "numeric", "argument_1": [0, 1, 2, 3]}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "nominal", "step_name": "nominal", "argument_1": []}}] 9606 memory null 9607 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "imputer", "step_name": "imputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "standardscaler", "step_name": "standardscaler"}}] 9607 axis 0 9608 copy true 9608 missing_values "NaN" 9608 strategy "median" 9608 verbose 0 9608 copy true 9609 with_mean true 9609 with_std true 9609 memory null 9610 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "onehotencoder", "step_name": "onehotencoder"}}] 9610 categorical_features null 9611 categories null 9611 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 9611 handle_unknown "ignore" 9611 n_values null 9611 sparse true 9611 threshold 0.0 9612 memory null 9666 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "columntransformer", "step_name": "columntransformer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "variancethreshold", "step_name": "variancethreshold"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "gradientboostingclassifier", "step_name": "gradientboostingclassifier"}}] 9666 criterion "mae" 9667 init null 9667 learning_rate 9.490690221828961e-05 9667 loss "deviance" 9667 max_depth 18 9667 max_features 0.3126219957819847 9667 max_leaf_nodes null 9667 min_impurity_decrease 0.5527496081186508 9667 min_impurity_split null 9667 min_samples_leaf 18 9667 min_samples_split 10 9667 min_weight_fraction_leaf 0.2526988914095065 9667 n_estimators 1995 9667 n_iter_no_change 1107 9667 presort "auto" 9667 random_state 60708 9667 subsample 0.20222652476854275 9667 tol 0.012345057152414709 9667 validation_fraction 0.938321539651049 9667 verbose 0 9667 warm_start false 9667 openml-python Sklearn_0.20.3. 1462 banknote-authentication https://www.openml.org/data/download/1586223/php50jXam -1 21375040 description https://api.openml.org/data/download/21375040/description.xml -1 21375041 predictions https://api.openml.org/data/download/21375041/predictions.arff area_under_roc_curve 0.5010498687664042 [0.50105,0.50105] average_cost 0 kappa 0 kb_relative_information_score -6.192686268451496 mean_absolute_error 0.4952738907341823 mean_prior_absolute_error 0.49387203415364794 number_of_instances 1372 [762,610] predictive_accuracy 0.5553935860058309 prior_entropy 0.9911539878763314 recall 0.5553935860058309 [1,0] relative_absolute_error 1.002838501643319 root_mean_prior_squared_error 0.4969220835611905 root_mean_squared_error 0.49710207161756104 root_relative_squared_error 1.0003622057910582 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 -0.12525553346067103 kb_relative_information_score -0.12525553346067103 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 kb_relative_information_score -0.7427719001912682 mean_absolute_error 0.49386494380063495 mean_absolute_error 0.49386494380063495 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_absolute_error 0.49562869853861324 mean_prior_absolute_error 0.49358690378246245 mean_prior_absolute_error 0.49358690378246245 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 number_of_instances 138 [77,61] number_of_instances 138 [77,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] predictive_accuracy 0.5579710144927535 predictive_accuracy 0.5579710144927535 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 predictive_accuracy 0.5547445255474452 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 prior_entropy 0.9911539878763314 recall 0.5579710144927537 [1,0] recall 0.5579710144927537 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] recall 0.5547445255474452 [1,0] relative_absolute_error 1.0005633050959049 relative_absolute_error 1.0005633050959049 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 relative_absolute_error 1.0034110385733468 root_mean_prior_squared_error 0.49663510423610374 root_mean_prior_squared_error 0.49663510423610374 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_squared_error 0.49665372864780866 root_mean_squared_error 0.49665372864780866 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_mean_squared_error 0.49721491178221583 root_relative_squared_error 1.0000375011986589 root_relative_squared_error 1.0000375011986589 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 root_relative_squared_error 1.0004438397234219 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 598.2781690036063 usercpu_time_millis 548.5103210012312 usercpu_time_millis 544.1569869944942 usercpu_time_millis 542.7699719948578 usercpu_time_millis 541.4535339950817 usercpu_time_millis 572.398559001158 usercpu_time_millis 540.8244349964662 usercpu_time_millis 538.7872489955043 usercpu_time_millis 536.366337997606 usercpu_time_millis 540.495060995454 usercpu_time_millis_testing 1.5104420017451048 usercpu_time_millis_testing 1.20169400179293 usercpu_time_millis_testing 1.244635997863952 usercpu_time_millis_testing 1.3413639971986413 usercpu_time_millis_testing 1.357082997856196 usercpu_time_millis_testing 1.4117309983703308 usercpu_time_millis_testing 1.4733619973412715 usercpu_time_millis_testing 1.2729730005958118 usercpu_time_millis_testing 1.1915779978153296 usercpu_time_millis_testing 1.1869859954458661 usercpu_time_millis_training 596.7677270018612 usercpu_time_millis_training 547.3086269994383 usercpu_time_millis_training 542.9123509966303 usercpu_time_millis_training 541.4286079976591 usercpu_time_millis_training 540.0964509972255 usercpu_time_millis_training 570.9868280027877 usercpu_time_millis_training 539.3510729991249 usercpu_time_millis_training 537.5142759949085 usercpu_time_millis_training 535.1747599997907 usercpu_time_millis_training 539.3080750000081