10315669 8323 Heinrich Peters 3918 Supervised Classification 15083 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,fkceigenpro=sklearn_extra.fast_kernel.FKCEigenPro)(1) 8174184 add_indicator false 12737 copy true 12737 fill_value null 12737 missing_values NaN 12737 strategy "most_frequent" 12737 verbose 0 12737 copy true 13294 with_mean true 13294 with_std true 13294 memory null 15083 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "standardscaler", "step_name": "standardscaler"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "fkceigenpro", "step_name": "fkceigenpro"}}] 15083 verbose false 15083 bandwidth 5 15084 batch_size "auto" 15084 coef0 1 15084 degree 4 15084 gamma 1000000000.0 15084 kernel "laplace" 15084 kernel_params null 15084 n_components 2000 15084 n_epoch 2 15084 random_state 15301 15084 subsample_size "auto" 15084 openml-python Sklearn_0.21.2. 1068 pc1 https://www.openml.org/data/download/53951/pc1.arff -1 21552998 description https://api.openml.org/data/download/21552998/description.xml -1 21552999 predictions https://api.openml.org/data/download/21552999/predictions.arff area_under_roc_curve 0.6180471660122823 [0.618047,0.618047] average_cost 0 f_measure 0.9248096607459219 [0.967314,0.35514] kappa 0.3290162482572357 kb_relative_information_score 0.3266500917129751 mean_absolute_error 0.062218214607754736 mean_prior_absolute_error 0.12988972477049396 number_of_instances 1109 [1032,77] precision 0.9245203606964447 [0.946247,0.633333] predictive_accuracy 0.9377817853922452 prior_entropy 0.36380676688852276 recall 0.9377817853922452 [0.989341,0.246753] relative_absolute_error 0.4790079794047602 root_mean_prior_squared_error 0.25418837468358885 root_mean_squared_error 0.24943579255542844 root_relative_squared_error 0.9813029131089241 total_cost 0 area_under_roc_curve 0.6428571428571429 [0.642857,0.642857] area_under_roc_curve 0.5473901098901098 [0.54739,0.54739] area_under_roc_curve 0.625 [0.625,0.625] area_under_roc_curve 0.6826456310679612 [0.682646,0.682646] area_under_roc_curve 0.6826456310679612 [0.682646,0.682646] area_under_roc_curve 0.6875 [0.6875,0.6875] area_under_roc_curve 0.5625 [0.5625,0.5625] area_under_roc_curve 0.5576456310679612 [0.557646,0.557646] area_under_roc_curve 0.6152912621359223 [0.615291,0.615291] area_under_roc_curve 0.5665742024965326 [0.566574,0.566574] 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 0.9429711401542388 [0.976526,0.444444] f_measure 0.8973264762738448 [0.947368,0.153846] f_measure 0.9304946455889852 [0.971698,0.4] f_measure 0.9374517374517374 [0.971429,0.5] f_measure 0.9374517374517374 [0.971429,0.5] f_measure 0.9452511537819593 [0.976303,0.545455] f_measure 0.9134486599275331 [0.967136,0.222222] f_measure 0.9073261941186469 [0.962264,0.2] f_measure 0.9166023166023166 [0.961905,0.333333] f_measure 0.9194408540380105 [0.966825,0.222222] kappa 0.4284243048403709 kappa 0.10154525386313511 kappa 0.3821892393320963 kappa 0.47476340694006325 kappa 0.47476340694006325 kappa 0.5268542199488493 kappa 0.20956256358087416 kappa 0.17625231910946135 kappa 0.29968454258675065 kappa 0.19958419958419998 kb_relative_information_score 0.47847575670685427 kb_relative_information_score -0.14735333524491956 kb_relative_information_score 0.4304123357730937 kb_relative_information_score 0.4304123357730935 kb_relative_information_score 0.430412335773094 kb_relative_information_score 0.5253436131442447 kb_relative_information_score 0.33548105840194276 kb_relative_information_score 0.2405497810307917 kb_relative_information_score 0.24054978103079225 kb_relative_information_score 0.26782906883296076 mean_absolute_error 0.04504504504504504 mean_absolute_error 0.0990990990990991 mean_absolute_error 0.05405405405405406 mean_absolute_error 0.05405405405405406 mean_absolute_error 0.05405405405405406 mean_absolute_error 0.04504504504504504 mean_absolute_error 0.06306306306306306 mean_absolute_error 0.07207207207207207 mean_absolute_error 0.07207207207207207 mean_absolute_error 0.06363636363636363 mean_prior_absolute_error 0.12441514421712434 mean_prior_absolute_error 0.12441514421712434 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1321591618621321 mean_prior_absolute_error 0.1249079453399885 number_of_instances 111 [104,7] number_of_instances 111 [104,7] number_of_instances 111 [103,8] number_of_instances 111 [103,8] number_of_instances 111 [103,8] number_of_instances 111 [103,8] number_of_instances 111 [103,8] number_of_instances 111 [103,8] number_of_instances 111 [103,8] number_of_instances 110 [103,7] precision 0.9570212414249112 [0.954128,1] precision 0.8939081939081939 [0.942857,0.166667] precision 0.9489213984626829 [0.944954,1] precision 0.9386208638545086 [0.953271,0.75] precision 0.9386208638545086 [0.953271,0.75] precision 0.9570403737070403 [0.953704,1] precision 0.940950040950041 [0.936364,1] precision 0.9043722621704273 [0.93578,0.5] precision 0.9119306222109961 [0.943925,0.5] precision 0.9161616161616161 [0.944444,0.5] predictive_accuracy 0.9549549549549549 predictive_accuracy 0.9009009009009009 predictive_accuracy 0.9459459459459459 predictive_accuracy 0.9459459459459459 predictive_accuracy 0.9459459459459459 predictive_accuracy 0.9549549549549549 predictive_accuracy 0.9369369369369369 predictive_accuracy 0.927927927927928 predictive_accuracy 0.927927927927928 predictive_accuracy 0.9363636363636364 prior_entropy 0.3400686187404258 prior_entropy 0.3400686187404258 prior_entropy 0.37364719819991066 prior_entropy 0.37364719819991066 prior_entropy 0.37364719819991066 prior_entropy 0.37364719819991066 prior_entropy 0.37364719819991066 prior_entropy 0.37364719819991066 prior_entropy 0.37364719819991066 prior_entropy 0.3422054374333021 recall 0.954954954954955 [1,0.285714] recall 0.9009009009009009 [0.951923,0.142857] recall 0.9459459459459459 [1,0.25] recall 0.9459459459459459 [0.990291,0.375] recall 0.9459459459459459 [0.990291,0.375] recall 0.954954954954955 [1,0.375] recall 0.9369369369369369 [1,0.125] recall 0.9279279279279279 [0.990291,0.125] recall 0.9279279279279279 [0.980583,0.25] recall 0.9363636363636364 [0.990291,0.142857] relative_absolute_error 0.36205435703578204 relative_absolute_error 0.7965195854787204 relative_absolute_error 0.40900724015216605 relative_absolute_error 0.40900724015216605 relative_absolute_error 0.40900724015216605 relative_absolute_error 0.34083936679347177 relative_absolute_error 0.4771751135108604 relative_absolute_error 0.5453429868695547 relative_absolute_error 0.5453429868695547 relative_absolute_error 0.5094660989190961 root_mean_prior_squared_error 0.24318130946048286 root_mean_prior_squared_error 0.24318130946048286 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.25861393411013817 root_mean_prior_squared_error 0.24419244540685378 root_mean_squared_error 0.21223817998900443 root_mean_squared_error 0.3148000938676784 root_mean_squared_error 0.23249527748763857 root_mean_squared_error 0.23249527748763857 root_mean_squared_error 0.23249527748763857 root_mean_squared_error 0.21223817998900443 root_mean_squared_error 0.2511236011669613 root_mean_squared_error 0.2684624220856097 root_mean_squared_error 0.2684624220856097 root_mean_squared_error 0.2522624895547565 root_relative_squared_error 0.8727569584186868 root_relative_squared_error 1.2945077669253755 root_relative_squared_error 0.899005222930578 root_relative_squared_error 0.899005222930578 root_relative_squared_error 0.899005222930578 root_relative_squared_error 0.8206757331900636 root_relative_squared_error 0.9710366227212378 root_relative_squared_error 1.0380818149236974 root_relative_squared_error 1.0380818149236974 root_relative_squared_error 1.033047886204903 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 735.6660869845655 usercpu_time_millis 747.7859440114116 usercpu_time_millis 720.5837390065426 usercpu_time_millis 688.830319995759 usercpu_time_millis 706.5914569975575 usercpu_time_millis 692.3269369872287 usercpu_time_millis 695.402147990535 usercpu_time_millis 716.1184180004057 usercpu_time_millis 712.0357410167344 usercpu_time_millis 706.3723959872732 usercpu_time_millis_testing 2.666963991941884 usercpu_time_millis_testing 2.636377001181245 usercpu_time_millis_testing 2.7274500025669113 usercpu_time_millis_testing 2.641494997078553 usercpu_time_millis_testing 2.6583629951346666 usercpu_time_millis_testing 2.6417209883220494 usercpu_time_millis_testing 2.5683459971332923 usercpu_time_millis_testing 2.887220005504787 usercpu_time_millis_testing 2.8467780066421255 usercpu_time_millis_testing 2.5658959930296987 usercpu_time_millis_training 732.9991229926236 usercpu_time_millis_training 745.1495670102304 usercpu_time_millis_training 717.8562890039757 usercpu_time_millis_training 686.1888249986805 usercpu_time_millis_training 703.9330940024229 usercpu_time_millis_training 689.6852159989066 usercpu_time_millis_training 692.8338019934017 usercpu_time_millis_training 713.2311979949009 usercpu_time_millis_training 709.1889630100923 usercpu_time_millis_training 703.8064999942435 wall_clock_time_millis 737.3912334442139 wall_clock_time_millis 747.8053569793701 wall_clock_time_millis 720.8259105682373 wall_clock_time_millis 688.8506412506104 wall_clock_time_millis 706.6099643707275 wall_clock_time_millis 692.3468112945557 wall_clock_time_millis 695.4164505004883 wall_clock_time_millis 716.8867588043213 wall_clock_time_millis 712.0862007141113 wall_clock_time_millis 706.4368724822998 wall_clock_time_millis_testing 2.672910690307617 wall_clock_time_millis_testing 2.6421546936035156 wall_clock_time_millis_testing 2.735614776611328 wall_clock_time_millis_testing 2.6502609252929688 wall_clock_time_millis_testing 2.6633739471435547 wall_clock_time_millis_testing 2.6509761810302734 wall_clock_time_millis_testing 2.5725364685058594 wall_clock_time_millis_testing 2.894878387451172 wall_clock_time_millis_testing 2.8564929962158203 wall_clock_time_millis_testing 2.568960189819336 wall_clock_time_millis_training 734.7183227539062 wall_clock_time_millis_training 745.1632022857666 wall_clock_time_millis_training 718.090295791626 wall_clock_time_millis_training 686.2003803253174 wall_clock_time_millis_training 703.946590423584 wall_clock_time_millis_training 689.6958351135254 wall_clock_time_millis_training 692.8439140319824 wall_clock_time_millis_training 713.9918804168701 wall_clock_time_millis_training 709.2297077178955 wall_clock_time_millis_training 703.8679122924805