6012793 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) 4047482 class_weight null 6941 criterion "gini" 6941 max_depth 5 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 47709 6941 splitter "best" 6941 axis 0 6947 categorical_features [0, 1] 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 [0, 1] 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 algorithm "SAMME.R" 6971 learning_rate 0.1562222943904989 6971 n_estimators 202 6971 random_state 36671 6971 openml-pimp openml-python Sklearn_0.18.1. study_71 23380 cjs https://www.openml.org/data/download/1910442/phpDAC5gS -1 12948731 description https://api.openml.org/data/download/12948731/description.xml -1 12948732 predictions https://api.openml.org/data/download/12948732/predictions.arff area_under_roc_curve 0.9994994251164928 [1,0.998418,0.999509,1,0.999582,0.998709] average_cost 0 f_measure 0.998568409830902 [1,0.997059,0.998532,1,0.99759,0.996337] kappa 0.9982521198360644 kb_relative_information_score 2242.410875702737 mean_absolute_error 0.09629979427474046 mean_prior_absolute_error 0.27287997162595995 number_of_instances 2796 [576,341,680,511,414,274] precision 0.9985749214904344 [1,1,0.997067,1,0.995192,1] predictive_accuracy 0.9985693848354792 prior_entropy 2.5206634795042744 recall 0.9985693848354793 [1,0.994135,1,1,1,0.992701] relative_absolute_error 0.3529016574611046 root_mean_prior_squared_error 0.3693707377543301 root_mean_squared_error 0.1503546454492851 root_relative_squared_error 0.4070561906538642 total_cost 0 area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 0.9978426003856685 [1,1,0.996115,1,1,0.98741] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 0.9943595531765631 [1,0.959424,1,1,0.995379,1] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 1 [1,1,1,1,1,1] 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 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] f_measure 0.9927715400541487 [1,1,0.985507,1,1,0.961538] f_measure 1 [1,1,1,1,1,1] f_measure 0.9928062823786755 [1,0.969697,1,1,0.976744,1] f_measure 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] kappa 1 kappa 1 kappa 1 kappa 1 kappa 1 kappa 0.9912628327144507 kappa 1 kappa 0.9912404634077423 kappa 1 kappa 1 kb_relative_information_score 224.37880406112944 kb_relative_information_score 228.58823883224272 kb_relative_information_score 233.86687845462842 kb_relative_information_score 223.8615513170151 kb_relative_information_score 225.49887596086188 kb_relative_information_score 214.67628329892122 kb_relative_information_score 227.57215341126383 kb_relative_information_score 208.65114280922296 kb_relative_information_score 228.8256355377792 kb_relative_information_score 226.49131201968453 mean_absolute_error 0.09743823027597347 mean_absolute_error 0.0908663750481923 mean_absolute_error 0.08311304424242211 mean_absolute_error 0.09817861581661345 mean_absolute_error 0.0948511842153577 mean_absolute_error 0.10910809463893734 mean_absolute_error 0.09091761062423201 mean_absolute_error 0.11688451700924325 mean_absolute_error 0.08896581430089308 mean_absolute_error 0.09268966525443009 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 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 0.9930612244897958 [1,1,0.971429,1,1,1] precision 1 [1,1,1,1,1,1] precision 0.9931573802541546 [1,1,1,1,0.954545,1] precision 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 0.9928571428571429 predictive_accuracy 1 predictive_accuracy 0.992831541218638 predictive_accuracy 1 predictive_accuracy 1 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 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 0.9928571428571429 [1,1,1,1,1,0.925926] recall 1 [1,1,1,1,1,1] recall 0.992831541218638 [1,0.941176,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] relative_absolute_error 0.3570408618546416 relative_absolute_error 0.3329597506946259 relative_absolute_error 0.30454938337477805 relative_absolute_error 0.359753841049626 relative_absolute_error 0.3476894898005645 relative_absolute_error 0.39984420766191886 relative_absolute_error 0.3331844322028602 relative_absolute_error 0.4283449726146962 relative_absolute_error 0.32603171288586147 relative_absolute_error 0.3396784547771582 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 0.15333635409649854 root_mean_squared_error 0.14039524110574095 root_mean_squared_error 0.12586921034426177 root_mean_squared_error 0.1538630382884516 root_mean_squared_error 0.14612533457587404 root_mean_squared_error 0.16889569783513947 root_mean_squared_error 0.1447018908154951 root_mean_squared_error 0.17694411802174537 root_mean_squared_error 0.1395444913155198 root_mean_squared_error 0.1474360024489492 root_relative_squared_error 0.4150905460316903 root_relative_squared_error 0.3800581905981524 root_relative_squared_error 0.3407353693664637 root_relative_squared_error 0.416516311174681 root_relative_squared_error 0.395715917212946 root_relative_squared_error 0.45725830184337574 root_relative_squared_error 0.39175997954895686 root_relative_squared_error 0.4790512664820287 root_relative_squared_error 0.3777970471280367 root_relative_squared_error 0.39916220153493137 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 1883.7457620029454 usercpu_time_millis 1691.443944000639 usercpu_time_millis 1722.693360003177 usercpu_time_millis 1807.8292130012414 usercpu_time_millis 1772.930876002647 usercpu_time_millis 1692.9385509974963 usercpu_time_millis 1695.8619440010807 usercpu_time_millis 1707.840541999758 usercpu_time_millis 1701.0703570012993 usercpu_time_millis 1690.932919998886 usercpu_time_millis_testing 65.67897100103437 usercpu_time_millis_testing 65.7394400004705 usercpu_time_millis_testing 79.49159900090308 usercpu_time_millis_testing 67.45450100061134 usercpu_time_millis_testing 67.75214500157745 usercpu_time_millis_testing 65.87692600078299 usercpu_time_millis_testing 64.85592900207848 usercpu_time_millis_testing 66.4503349980805 usercpu_time_millis_testing 65.1846970031329 usercpu_time_millis_testing 64.78831699860166 usercpu_time_millis_training 1818.066791001911 usercpu_time_millis_training 1625.7045040001685 usercpu_time_millis_training 1643.201761002274 usercpu_time_millis_training 1740.37471200063 usercpu_time_millis_training 1705.1787310010695 usercpu_time_millis_training 1627.0616249967134 usercpu_time_millis_training 1631.0060149990022 usercpu_time_millis_training 1641.3902070016775 usercpu_time_millis_training 1635.8856599981664 usercpu_time_millis_training 1626.1446030002844