10558236 8323 Heinrich Peters 9957 Supervised Classification 18591 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,logisticregression=sklearn.linear_model.logistic.LogisticRegression)(1) 8275921 copy true 17405 with_mean true 17405 with_std true 17405 add_indicator false 17407 copy true 17407 fill_value null 17407 missing_values NaN 17407 strategy "median" 17407 verbose 0 17407 C 100000.0 17462 class_weight null 17462 dual false 17462 fit_intercept true 17462 intercept_scaling 1 17462 l1_ratio null 17462 max_iter 724 17462 multi_class "warn" 17462 n_jobs null 17462 penalty "l2" 17462 random_state 1 17462 solver "liblinear" 17462 tol 0.0001 17462 verbose 0 17462 warm_start false 17462 memory null 18591 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": "logisticregression", "step_name": "logisticregression"}}] 18591 verbose false 18591 openml-python Sklearn_0.21.2. 1494 qsar-biodeg https://www.openml.org/data/download/1592286/phpGUrE90 -1 22041435 description https://api.openml.org/data/download/22041435/description.xml -1 22041436 predictions https://api.openml.org/data/download/22041436/predictions.arff area_under_roc_curve 0.9221359566636126 [0.922136,0.922136] average_cost 0 f_measure 0.8668246522215716 [0.900568,0.80057] kappa 0.7011682157901338 kb_relative_information_score 0.5910607486628202 mean_absolute_error 0.1866693407528033 mean_prior_absolute_error 0.4472489877907172 weighted_recall 0.8672985781990521 [0.90701,0.789326] number_of_instances 1055 [699,356] precision 0.8665205831373405 [0.894217,0.812139] predictive_accuracy 0.8672985781990522 prior_entropy 0.9223489114631099 relative_absolute_error 0.4173723045744536 root_mean_prior_squared_error 0.4728367451299802 root_mean_squared_error 0.3174761767103633 root_relative_squared_error 0.6714287330251605 total_cost 0 unweighted_recall 0.8481679285013904 [0.90701,0.789326] area_under_roc_curve 0.9412698412698413 [0.94127,0.94127] area_under_roc_curve 0.9531746031746032 [0.953175,0.953175] area_under_roc_curve 0.8876984126984127 [0.887698,0.887698] area_under_roc_curve 0.9035714285714287 [0.903571,0.903571] area_under_roc_curve 0.9281746031746032 [0.928175,0.928175] area_under_roc_curve 0.8963265306122449 [0.896327,0.896327] area_under_roc_curve 0.966938775510204 [0.966939,0.966939] area_under_roc_curve 0.8893877551020408 [0.889388,0.889388] area_under_roc_curve 0.9571428571428572 [0.957143,0.957143] area_under_roc_curve 0.9017713365539454 [0.901771,0.901771] 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 0.8694579122612301 [0.897059,0.815789] f_measure 0.8867924528301887 [0.914286,0.833333] f_measure 0.8827766445690974 [0.918919,0.8125] f_measure 0.8479632512053453 [0.887324,0.771429] f_measure 0.8330107274010021 [0.885906,0.730159] f_measure 0.8566142460684553 [0.893617,0.782609] f_measure 0.9155555555555555 [0.933333,0.88] f_measure 0.8476190476190476 [0.885714,0.771429] f_measure 0.8838383838383839 [0.916667,0.818182] f_measure 0.8403085636168344 [0.87218,0.779221] kappa 0.7132921174652241 kappa 0.7476190476190477 kappa 0.7332214765100672 kappa 0.6588897827835881 kappa 0.619349387410224 kappa 0.6762589928057553 kappa 0.8137931034482758 kappa 0.6571428571428571 kappa 0.7352941176470588 kappa 0.6522501461133839 kb_relative_information_score 0.5951927443257619 kb_relative_information_score 0.6362022199725713 kb_relative_information_score 0.5587558011586188 kb_relative_information_score 0.5537712327556847 kb_relative_information_score 0.56597060862949 kb_relative_information_score 0.5732939428845222 kb_relative_information_score 0.6523022605626712 kb_relative_information_score 0.5527273971712791 kb_relative_information_score 0.6461842731334672 kb_relative_information_score 0.5770852716516004 mean_absolute_error 0.18644544730696933 mean_absolute_error 0.17066826923350492 mean_absolute_error 0.2026226172826103 mean_absolute_error 0.2004818915438202 mean_absolute_error 0.1991469551352322 mean_absolute_error 0.19213967099485904 mean_absolute_error 0.16082443154823647 mean_absolute_error 0.20031215404014596 mean_absolute_error 0.16305736212439145 mean_absolute_error 0.1907468133017124 mean_prior_absolute_error 0.44795701611895594 mean_prior_absolute_error 0.44795701611895594 mean_prior_absolute_error 0.44795701611895594 mean_prior_absolute_error 0.44795701611895594 mean_prior_absolute_error 0.44795701611895594 mean_prior_absolute_error 0.4459161147902875 mean_prior_absolute_error 0.4459161147902875 mean_prior_absolute_error 0.4459161147902875 mean_prior_absolute_error 0.4459161147902875 mean_prior_absolute_error 0.4490066225165568 number_of_instances 106 [70,36] number_of_instances 106 [70,36] number_of_instances 106 [70,36] number_of_instances 106 [70,36] number_of_instances 106 [70,36] number_of_instances 105 [70,35] number_of_instances 105 [70,35] number_of_instances 105 [70,35] number_of_instances 105 [70,35] number_of_instances 105 [69,36] precision 0.8735563178959405 [0.924242,0.775] precision 0.8867924528301887 [0.914286,0.833333] precision 0.8910774759831365 [0.871795,0.928571] precision 0.8475305216426193 [0.875,0.794118] precision 0.841015842687684 [0.835443,0.851852] precision 0.8562551781275891 [0.887324,0.794118] precision 0.9211538461538461 [0.969231,0.825] precision 0.8476190476190476 [0.885714,0.771429] precision 0.8849171752397559 [0.891892,0.870968] precision 0.8464067944250872 [0.90625,0.731707] predictive_accuracy 0.8679245283018868 predictive_accuracy 0.8867924528301887 predictive_accuracy 0.8867924528301887 predictive_accuracy 0.8490566037735848 predictive_accuracy 0.839622641509434 predictive_accuracy 0.8571428571428571 predictive_accuracy 0.9142857142857143 predictive_accuracy 0.8476190476190476 predictive_accuracy 0.8857142857142857 predictive_accuracy 0.8380952380952381 prior_entropy 0.9244684601250366 prior_entropy 0.9244684601250366 prior_entropy 0.9244684601250366 prior_entropy 0.9244684601250366 prior_entropy 0.9244684601250366 prior_entropy 0.9183588321514313 prior_entropy 0.9183588321514313 prior_entropy 0.9183588321514313 prior_entropy 0.9183588321514313 prior_entropy 0.9276105545114621 relative_absolute_error 0.4162128074749438 relative_absolute_error 0.38099251288026176 relative_absolute_error 0.4523260268096871 relative_absolute_error 0.4475471626290631 relative_absolute_error 0.44456710793507986 relative_absolute_error 0.43088748000332194 relative_absolute_error 0.36066073015520317 relative_absolute_error 0.44921488009993077 relative_absolute_error 0.3656682427839072 relative_absolute_error 0.42481959894629107 root_mean_prior_squared_error 0.4735848560430875 root_mean_prior_squared_error 0.4735848560430875 root_mean_prior_squared_error 0.4735848560430875 root_mean_prior_squared_error 0.4735848560430875 root_mean_prior_squared_error 0.4735848560430875 root_mean_prior_squared_error 0.47142519506776837 root_mean_prior_squared_error 0.47142519506776837 root_mean_prior_squared_error 0.47142519506776837 root_mean_prior_squared_error 0.47142519506776837 root_mean_prior_squared_error 0.4746917128736847 root_mean_squared_error 0.30300669209914494 root_mean_squared_error 0.2860178372400646 root_mean_squared_error 0.32907066210095876 root_mean_squared_error 0.34362544384954474 root_mean_squared_error 0.3246103219187864 root_mean_squared_error 0.3303370432724761 root_mean_squared_error 0.2728130938866531 root_mean_squared_error 0.34589747572727725 root_mean_squared_error 0.2820824737392763 root_mean_squared_error 0.3460862356035251 root_relative_squared_error 0.639814994573173 root_relative_squared_error 0.6039421100366483 root_relative_squared_error 0.6948504748450389 root_relative_squared_error 0.7255836825539903 root_relative_squared_error 0.6854322256648614 root_relative_squared_error 0.700719958815501 root_relative_squared_error 0.5786985862039802 root_relative_squared_error 0.7337271731468527 root_relative_squared_error 0.5983610479255915 root_relative_squared_error 0.7290757900709728 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 unweighted_recall 0.8662698412698413 [0.871429,0.861111] unweighted_recall 0.8738095238095238 [0.914286,0.833333] unweighted_recall 0.8468253968253968 [0.971429,0.722222] unweighted_recall 0.825 [0.9,0.75] unweighted_recall 0.7908730158730158 [0.942857,0.638889] unweighted_recall 0.8357142857142857 [0.9,0.771429] unweighted_recall 0.9214285714285715 [0.9,0.942857] unweighted_recall 0.8285714285714285 [0.885714,0.771429] unweighted_recall 0.8571428571428572 [0.942857,0.771429] unweighted_recall 0.8369565217391304 [0.84058,0.833333] usercpu_time_millis 43.148000000655884 usercpu_time_millis 43.20200000074692 usercpu_time_millis 53.810000001249136 usercpu_time_millis 42.53199999948265 usercpu_time_millis 47.2139999983483 usercpu_time_millis 45.373999997536885 usercpu_time_millis 40.08799999792245 usercpu_time_millis 44.05199999746401 usercpu_time_millis 42.78799999883631 usercpu_time_millis 43.14200000226265 usercpu_time_millis_testing 0.985999999102205 usercpu_time_millis_testing 0.9180000015476253 usercpu_time_millis_testing 0.9759999993548263 usercpu_time_millis_testing 0.7619999996677507 usercpu_time_millis_testing 0.7699999987380579 usercpu_time_millis_testing 0.7679999980609864 usercpu_time_millis_testing 0.79600000026403 usercpu_time_millis_testing 0.884000000951346 usercpu_time_millis_testing 0.8419999976467807 usercpu_time_millis_testing 0.7680000016989652 usercpu_time_millis_training 42.16200000155368 usercpu_time_millis_training 42.283999999199295 usercpu_time_millis_training 52.83400000189431 usercpu_time_millis_training 41.7699999998149 usercpu_time_millis_training 46.44399999961024 usercpu_time_millis_training 44.6059999994759 usercpu_time_millis_training 39.29199999765842 usercpu_time_millis_training 43.16799999651266 usercpu_time_millis_training 41.94600000118953 usercpu_time_millis_training 42.37400000056368 wall_clock_time_millis 21.751880645751953 wall_clock_time_millis 22.028446197509766 wall_clock_time_millis 27.652978897094727 wall_clock_time_millis 21.75307273864746 wall_clock_time_millis 24.77884292602539 wall_clock_time_millis 23.246049880981445 wall_clock_time_millis 20.206928253173828 wall_clock_time_millis 22.369384765625 wall_clock_time_millis 21.881818771362305 wall_clock_time_millis 22.34196662902832 wall_clock_time_millis_testing 0.5078315734863281 wall_clock_time_millis_testing 0.46515464782714844 wall_clock_time_millis_testing 0.5381107330322266 wall_clock_time_millis_testing 0.38504600524902344 wall_clock_time_millis_testing 0.3879070281982422 wall_clock_time_millis_testing 0.3859996795654297 wall_clock_time_millis_testing 0.3998279571533203 wall_clock_time_millis_testing 0.44417381286621094 wall_clock_time_millis_testing 0.4401206970214844 wall_clock_time_millis_testing 0.38695335388183594 wall_clock_time_millis_training 21.244049072265625 wall_clock_time_millis_training 21.563291549682617 wall_clock_time_millis_training 27.1148681640625 wall_clock_time_millis_training 21.368026733398438 wall_clock_time_millis_training 24.39093589782715 wall_clock_time_millis_training 22.860050201416016 wall_clock_time_millis_training 19.807100296020508 wall_clock_time_millis_training 21.92521095275879 wall_clock_time_millis_training 21.44169807434082 wall_clock_time_millis_training 21.955013275146484 weighted_recall 0.8679245283018868 [0.871429,0.861111] weighted_recall 0.8867924528301887 [0.914286,0.833333] weighted_recall 0.8867924528301887 [0.971429,0.722222] weighted_recall 0.8490566037735849 [0.9,0.75] weighted_recall 0.839622641509434 [0.942857,0.638889] weighted_recall 0.8571428571428571 [0.9,0.771429] weighted_recall 0.9142857142857143 [0.9,0.942857] weighted_recall 0.8476190476190476 [0.885714,0.771429] weighted_recall 0.8857142857142857 [0.942857,0.771429] weighted_recall 0.8380952380952381 [0.84058,0.833333]