5992511 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) 4027244 class_weight null 6941 criterion "gini" 6941 max_depth 9 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 8010 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 false 6948 threshold 0.0 6949 algorithm "SAMME.R" 6971 learning_rate 0.44703648809030533 6971 n_estimators 217 6971 random_state 3362 6971 openml-pimp openml-python Sklearn_0.18.1. study_71 23380 cjs https://www.openml.org/data/download/1910442/phpDAC5gS -1 12908286 description https://api.openml.org/data/download/12908286/description.xml -1 12908287 predictions https://api.openml.org/data/download/12908287/predictions.arff area_under_roc_curve 0.9996837868801214 [1,0.999496,0.999869,1,1,0.997727] average_cost 0 f_measure 0.9971317397008981 [1,0.997067,0.995608,1,0.998791,0.987109] kappa 0.9965035085278564 kb_relative_information_score 2659.437604587631 mean_absolute_error 0.025987692086252498 mean_prior_absolute_error 0.27287997162595995 number_of_instances 2796 [576,341,680,511,414,274] precision 0.997150890834591 [1,0.997067,0.991254,1,1,0.996283] predictive_accuracy 0.9971387696709586 prior_entropy 2.5206634795042744 recall 0.9971387696709585 [1,0.997067,1,1,0.997585,0.978102] relative_absolute_error 0.09523488269001346 root_mean_prior_squared_error 0.3693707377543301 root_mean_squared_error 0.05525162670738829 root_relative_squared_error 0.14958311815197542 total_cost 0 area_under_roc_curve 0.9997422239335986 [1,1,0.999931,1,1,0.997591] 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 0.9973861763790779 [1,0.999417,1,1,1,0.97365] 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 0.9994595209648972 [1,1,1,1,1,0.994415] 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 0.9890981015726504 [1,1,0.978417,1,1,0.943396] f_measure 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] f_measure 0.9964324054903764 [1,0.985507,1,1,0.987654,1] f_measure 1 [1,1,1,1,1,1] f_measure 0.9892105160357827 [1,0.985507,0.985507,1,1,0.943396] f_measure 1 [1,1,1,1,1,1] f_measure 1 [1,1,1,1,1,1] f_measure 0.9963950382536645 [1,1,0.992701,1,1,0.981132] f_measure 1 [1,1,1,1,1,1] kappa 0.9868893397846106 kappa 1 kappa 1 kappa 0.9956384254715953 kappa 1 kappa 0.9868958846837853 kappa 1 kappa 1 kappa 0.9956185121786517 kappa 1 kb_relative_information_score 266.0973035542104 kb_relative_information_score 265.8788808451446 kb_relative_information_score 267.0742656927816 kb_relative_information_score 264.52503501881915 kb_relative_information_score 266.0040870728159 kb_relative_information_score 266.6943635176747 kb_relative_information_score 265.1527953418731 kb_relative_information_score 262.3398778687079 kb_relative_information_score 269.81975701548913 kb_relative_information_score 265.85123866010906 mean_absolute_error 0.02457443599114809 mean_absolute_error 0.028098662272715798 mean_absolute_error 0.025716520226364566 mean_absolute_error 0.030119394619858658 mean_absolute_error 0.02706628309855826 mean_absolute_error 0.021612663110969113 mean_absolute_error 0.02728957321204546 mean_absolute_error 0.032718739708049206 mean_absolute_error 0.016737236858201388 mean_absolute_error 0.025938889159588308 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 0.989738430583501 [1,1,0.957746,1,1,1] precision 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 0.9965306122448979 [1,0.971429,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 0.9893524332810048 [1,1,0.971429,1,1,0.961538] precision 1 [1,1,1,1,1,1] precision 1 [1,1,1,1,1,1] precision 0.9964677159628071 [1,1,0.985507,1,1,1] precision 1 [1,1,1,1,1,1] predictive_accuracy 0.9892857142857143 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 0.9964285714285714 predictive_accuracy 1 predictive_accuracy 0.9892857142857143 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 0.996415770609319 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 0.9892857142857143 [1,1,1,1,1,0.892857] recall 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 0.9964285714285714 [1,1,1,1,0.97561,1] recall 1 [1,1,1,1,1,1] recall 0.9892857142857143 [1,0.971429,1,1,1,0.925926] recall 1 [1,1,1,1,1,1] recall 1 [1,1,1,1,1,1] recall 0.996415770609319 [1,1,1,1,1,0.962963] recall 1 [1,1,1,1,1,1] relative_absolute_error 0.09004758995540552 relative_absolute_error 0.10296133834120708 relative_absolute_error 0.09423250524478798 relative_absolute_error 0.11036586546324108 relative_absolute_error 0.09921502023600089 relative_absolute_error 0.07920308924527282 relative_absolute_error 0.10000769810475378 relative_absolute_error 0.11990388481584269 relative_absolute_error 0.061336706067793435 relative_absolute_error 0.09505786609736214 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 0.06638325046237044 root_mean_squared_error 0.05054174641551859 root_mean_squared_error 0.04860684584656689 root_mean_squared_error 0.05969564831604611 root_mean_squared_error 0.05112206100709983 root_mean_squared_error 0.06698856388805687 root_mean_squared_error 0.05145152951429401 root_mean_squared_error 0.0584691516659313 root_mean_squared_error 0.04491254249709082 root_mean_squared_error 0.04949807372832867 root_relative_squared_error 0.17970337069865827 root_relative_squared_error 0.13681948576793446 root_relative_squared_error 0.1315815959119011 root_relative_squared_error 0.16159963761515556 root_relative_squared_error 0.13844151885063144 root_relative_squared_error 0.18136090711013028 root_relative_squared_error 0.1392977661638402 root_relative_squared_error 0.15829698929156824 root_relative_squared_error 0.1215943802184777 root_relative_squared_error 0.13400905988331646 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 3002.699291000681 usercpu_time_millis 2828.394717000265 usercpu_time_millis 2851.4036810001926 usercpu_time_millis 2840.71848000076 usercpu_time_millis 2862.2695300000487 usercpu_time_millis 2816.236075999768 usercpu_time_millis 2838.8835960004144 usercpu_time_millis 2842.8012779995697 usercpu_time_millis 2800.7606529999975 usercpu_time_millis 2834.5578179996664 usercpu_time_millis_testing 78.28919300027337 usercpu_time_millis_testing 75.06503700005851 usercpu_time_millis_testing 74.5611470001677 usercpu_time_millis_testing 76.3158800000383 usercpu_time_millis_testing 74.49336900026537 usercpu_time_millis_testing 75.7806609999534 usercpu_time_millis_testing 74.00479300031293 usercpu_time_millis_testing 76.32194599955255 usercpu_time_millis_testing 75.96505099991191 usercpu_time_millis_testing 73.82756999959383 usercpu_time_millis_training 2924.4100980004077 usercpu_time_millis_training 2753.3296800002063 usercpu_time_millis_training 2776.842534000025 usercpu_time_millis_training 2764.4026000007216 usercpu_time_millis_training 2787.7761609997833 usercpu_time_millis_training 2740.455414999815 usercpu_time_millis_training 2764.8788030001015 usercpu_time_millis_training 2766.479332000017 usercpu_time_millis_training 2724.7956020000856 usercpu_time_millis_training 2760.7302480000726