8778576 4009 Vishal Chouskey 21 Supervised Classification 7694 sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.ensemble.forest.RandomForestClassifier)(4) 6753893 categorical_features [0, 1, 2, 3, 4, 5] 7256 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 7256 handle_unknown "ignore" 7256 n_values "auto" 7256 sparse true 7256 bootstrap false 7257 class_weight null 7257 criterion "gini" 7257 max_depth null 7257 max_features 0.4587276257869798 7257 max_leaf_nodes null 7257 min_impurity_split 1e-07 7257 min_samples_leaf 18 7257 min_samples_split 19 7257 min_weight_fraction_leaf 0.0 7257 n_estimators 10 7257 n_jobs 1 7257 oob_score false 7257 random_state 13860 7257 verbose 0 7257 warm_start false 7257 threshold 0.0 7345 axis 0 7660 categorical_features [0, 1, 2, 3, 4, 5] 7660 copy true 7660 fill_empty 0 7660 missing_values "NaN" 7660 strategy "median" 7660 strategy_nominal "most_frequent" 7660 verbose 0 7660 openml-pimp openml-python Sklearn_0.18.2. 21 car https://www.openml.org/data/download/21/dataset_21_car.arff -1 18473373 description https://api.openml.org/data/download/18473373/description.xml -1 18473374 predictions https://api.openml.org/data/download/18473374/predictions.arff area_under_roc_curve 0.9917624984943506 [0.99359,0.984572,0.994488,0.997326] average_cost 0 f_measure 0.9314909335335025 [0.972701,0.872107,0.62963,0.835616] kappa 0.8548951776704393 kb_relative_information_score 1296.1300653865576 mean_absolute_error 0.07451778972453636 mean_prior_absolute_error 0.22897989104866207 number_of_instances 1728 [1210,384,69,65] precision 0.9376462591762089 [0.988898,0.819222,0.871795,0.753086] predictive_accuracy 0.9322916666666667 prior_entropy 1.2099111177043178 recall 0.9322916666666666 [0.957025,0.932292,0.492754,0.938462] relative_absolute_error 0.3254337722988089 root_mean_prior_squared_error 0.3381143757366988 root_mean_squared_error 0.1687940768872952 root_relative_squared_error 0.4992218284700823 total_cost 0 area_under_roc_curve 0.9926725710537777 [0.994835,0.983831,0.998279,1] area_under_roc_curve 0.992698824250676 [0.993166,0.99005,0.994836,0.998004] area_under_roc_curve 0.9899648999827213 [0.989113,0.989571,0.998279,1] area_under_roc_curve 0.9946614939868467 [0.999523,0.978569,0.997418,0.998004] area_under_roc_curve 0.9952044331666869 [0.996186,0.991423,0.998279,0.995697] area_under_roc_curve 0.9846926066997101 [0.988398,0.970663,0.987952,0.993546] area_under_roc_curve 0.992004855546885 [0.994278,0.98499,0.988812,0.993976] area_under_roc_curve 0.9924547704180686 [0.993086,0.988694,0.997849,0.996558] area_under_roc_curve 0.9948317423890387 [0.997326,0.986548,0.990964,1] area_under_roc_curve 0.9916925502051641 [0.993275,0.985566,0.990909,0.999498] 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 0.921615831884687 [0.971193,0.835443,0.6,0.857143] f_measure 0.9396452578363492 [0.97479,0.894118,0.6,0.923077] f_measure 0.94741017794401 [0.97479,0.904762,0.666667,1] f_measure 0.9312449963929054 [0.983193,0.864198,0.6,0.705882] f_measure 0.9338042619604108 [0.979079,0.891566,0.6,0.714286] f_measure 0.9217384186078209 [0.95279,0.843373,0.857143,0.875] f_measure 0.930635838150289 [0.975207,0.868421,0.714286,0.714286] f_measure 0.9401836731575456 [0.978903,0.891566,0.6,0.875] f_measure 0.9182987928995514 [0.961373,0.840909,0.444444,1] f_measure 0.9259127743433748 [0.975,0.886076,0.444444,0.75] kappa 0.8338750184665386 kappa 0.8756737333812433 kappa 0.8883550838950236 kappa 0.8522104363921122 kappa 0.8628072957969865 kappa 0.8335967021642048 kappa 0.8489742470536884 kappa 0.8772962621462516 kappa 0.8287948809100604 kappa 0.847708994318601 kb_relative_information_score 131.34315345406839 kb_relative_information_score 132.0440176624961 kb_relative_information_score 129.64026348907478 kb_relative_information_score 127.2259323731393 kb_relative_information_score 131.4688310813775 kb_relative_information_score 124.10885577772753 kb_relative_information_score 132.50594892690194 kb_relative_information_score 135.9390655036522 kb_relative_information_score 125.45893608161627 kb_relative_information_score 126.39506103648905 mean_absolute_error 0.07106194535159593 mean_absolute_error 0.06963850161668668 mean_absolute_error 0.07490848316758893 mean_absolute_error 0.07743686805437677 mean_absolute_error 0.0742463758153998 mean_absolute_error 0.08282989962999296 mean_absolute_error 0.0714811850375219 mean_absolute_error 0.06738132742517067 mean_absolute_error 0.07763777123132633 mean_absolute_error 0.07859715463487786 mean_prior_absolute_error 0.2289511273678729 mean_prior_absolute_error 0.2289511273678729 mean_prior_absolute_error 0.2289511273678729 mean_prior_absolute_error 0.2289511273678729 mean_prior_absolute_error 0.22948343990708714 mean_prior_absolute_error 0.22948343990708714 mean_prior_absolute_error 0.22948343990708714 mean_prior_absolute_error 0.22948343990708714 mean_prior_absolute_error 0.22802815672162832 mean_prior_absolute_error 0.22802144314947084 number_of_instances 173 [121,39,7,6] number_of_instances 173 [121,39,7,6] number_of_instances 173 [121,39,7,6] number_of_instances 173 [121,39,7,6] number_of_instances 173 [121,38,7,7] number_of_instances 173 [121,38,7,7] number_of_instances 173 [121,38,7,7] number_of_instances 173 [121,38,7,7] number_of_instances 172 [121,38,6,7] number_of_instances 172 [121,38,7,6] precision 0.9289467450014214 [0.967213,0.825,1,0.75] precision 0.9498616208844909 [0.991453,0.826087,1,0.857143] precision 0.9508621115557531 [0.991453,0.844444,0.8,1] precision 0.9466631634261693 [1,0.833333,1,0.545455] precision 0.943462547489196 [0.991525,0.822222,1,0.714286] precision 0.9301713459950456 [0.991071,0.777778,0.857143,0.777778] precision 0.930635838150289 [0.975207,0.868421,0.714286,0.714286] precision 0.9519588953114965 [1,0.822222,1,0.777778] precision 0.9309302325581396 [1,0.74,0.666667,1] precision 0.9418919240980568 [0.983193,0.853659,1,0.6] predictive_accuracy 0.9248554913294798 predictive_accuracy 0.9421965317919075 predictive_accuracy 0.9479768786127168 predictive_accuracy 0.930635838150289 predictive_accuracy 0.9364161849710984 predictive_accuracy 0.9190751445086706 predictive_accuracy 0.930635838150289 predictive_accuracy 0.9421965317919075 predictive_accuracy 0.9186046511627908 predictive_accuracy 0.9302325581395349 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 prior_entropy 1.2099111177043178 recall 0.9248554913294798 [0.975207,0.846154,0.428571,1] recall 0.9421965317919075 [0.958678,0.974359,0.428571,1] recall 0.9479768786127167 [0.958678,0.974359,0.571429,1] recall 0.930635838150289 [0.966942,0.897436,0.428571,1] recall 0.9364161849710982 [0.966942,0.973684,0.428571,0.714286] recall 0.9190751445086706 [0.917355,0.921053,0.857143,1] recall 0.930635838150289 [0.975207,0.868421,0.714286,0.714286] recall 0.9421965317919075 [0.958678,0.973684,0.428571,1] recall 0.9186046511627907 [0.92562,0.973684,0.333333,1] recall 0.9302325581395349 [0.966942,0.921053,0.285714,1] relative_absolute_error 0.31038041248609094 relative_absolute_error 0.3041631741117976 relative_absolute_error 0.3271811064167763 relative_absolute_error 0.33822444529811446 relative_absolute_error 0.32353696565408185 relative_absolute_error 0.3609406398279936 relative_absolute_error 0.31148733462625056 relative_absolute_error 0.2936217421721232 relative_absolute_error 0.34047449379729355 relative_absolute_error 0.344691944535043 root_mean_prior_squared_error 0.3380718376307343 root_mean_prior_squared_error 0.3380718376307343 root_mean_prior_squared_error 0.3380718376307343 root_mean_prior_squared_error 0.3380718376307343 root_mean_prior_squared_error 0.33885820034084435 root_mean_prior_squared_error 0.33885820034084435 root_mean_prior_squared_error 0.33885820034084435 root_mean_prior_squared_error 0.33885820034084435 root_mean_prior_squared_error 0.336704019507901 root_mean_prior_squared_error 0.3366940498146938 root_mean_squared_error 0.16574782199180088 root_mean_squared_error 0.16193906234067135 root_mean_squared_error 0.16511995166956456 root_mean_squared_error 0.1681036294569202 root_mean_squared_error 0.16487378758569102 root_mean_squared_error 0.18962923392271838 root_mean_squared_error 0.1688589157959505 root_mean_squared_error 0.15958994827617323 root_mean_squared_error 0.17183250291461005 root_mean_squared_error 0.17044733191317388 root_relative_squared_error 0.49027397003367745 root_relative_squared_error 0.4790078448283898 root_relative_squared_error 0.48841676025649944 root_relative_squared_error 0.49724233356738445 root_relative_squared_error 0.4865568766517996 root_relative_squared_error 0.5596123503340857 root_relative_squared_error 0.4983173363551534 root_relative_squared_error 0.4709638076211462 root_relative_squared_error 0.510336951622218 root_relative_squared_error 0.5062380282840844 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 26.56789799971193 usercpu_time_millis 22.4725400000807 usercpu_time_millis 23.006708999901093 usercpu_time_millis 21.643434999759847 usercpu_time_millis 22.727851999889026 usercpu_time_millis 22.316999000167925 usercpu_time_millis 24.98025199975018 usercpu_time_millis 23.786167000253045 usercpu_time_millis 22.363959999893268 usercpu_time_millis 30.06606500025555 usercpu_time_millis_testing 4.230204999885245 usercpu_time_millis_testing 4.296840000051816 usercpu_time_millis_testing 3.8907660000404576 usercpu_time_millis_testing 3.7562569998499384 usercpu_time_millis_testing 4.3430670000361715 usercpu_time_millis_testing 4.303238000147758 usercpu_time_millis_testing 4.201696999871274 usercpu_time_millis_testing 4.0876820000903535 usercpu_time_millis_testing 3.864632999921014 usercpu_time_millis_testing 5.363587000147163 usercpu_time_millis_training 22.337692999826686 usercpu_time_millis_training 18.175700000028883 usercpu_time_millis_training 19.115942999860636 usercpu_time_millis_training 17.88717799990991 usercpu_time_millis_training 18.384784999852855 usercpu_time_millis_training 18.013761000020168 usercpu_time_millis_training 20.778554999878907 usercpu_time_millis_training 19.69848500016269 usercpu_time_millis_training 18.499326999972254 usercpu_time_millis_training 24.702478000108385