10330614 8323 Heinrich Peters 3573 Supervised Classification 12736 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1) 8157560 l2_regularization 1e-06 12677 learning_rate 1.0 12677 loss "auto" 12677 max_bins 16 12677 max_depth 15 12677 max_iter 400 12677 max_leaf_nodes 8 12677 min_samples_leaf 7 12677 n_iter_no_change null 12677 random_state 37220 12677 scoring null 12677 tol 1e-07 12677 validation_fraction 0.1 12677 verbose 0 12677 memory null 12736 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "histgradientboostingclassifier", "step_name": "histgradientboostingclassifier"}}] 12736 verbose false 12736 add_indicator false 12737 copy true 12737 fill_value null 12737 missing_values NaN 12737 strategy "most_frequent" 12737 verbose 0 12737 openml-python Sklearn_0.21.2. 554 mnist_784 https://www.openml.org/data/download/52667/mnist_784.arff -1 21582927 description https://api.openml.org/data/download/21582927/description.xml -1 21582928 predictions https://api.openml.org/data/download/21582928/predictions.arff area_under_roc_curve 0.5000126648700832 [0.5,0.500021,0.5,0.499992,0.500049,0.500061,0.5,0.5,0.499959,0.500048] average_cost 0 kappa 0.000025390135297684635 kb_relative_information_score 0.05852890970682054 mean_absolute_error 0.18004285714301124 mean_prior_absolute_error 0.1799414337543242 number_of_instances 70000 [6903,7877,6990,7141,6824,6313,6876,7293,6825,6958] predictive_accuracy 0.09978571428571428 prior_entropy 3.319837025446073 recall 0.09978571428571428 [0,0.100038,0.2,0.099986,0.100088,0.100111,0,0,0.099927,0.300086] relative_absolute_error 1.0005636466630887 root_mean_prior_squared_error 0.2999511838524139 root_mean_squared_error 0.4243145733332892 root_relative_squared_error 1.4146120974873906 total_cost 0 area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5] 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 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kb_relative_information_score 0.05861153418647034 kb_relative_information_score 0.058339329933291106 kb_relative_information_score 0.06677266027599728 kb_relative_information_score 0.05833884225500061 kb_relative_information_score 0.058611245944482054 kb_relative_information_score 0.05712558767261749 kb_relative_information_score 0.060013879270955986 kb_relative_information_score 0.056969319164602086 kb_relative_information_score 0.05216737193174516 kb_relative_information_score 0.058339350381064865 mean_absolute_error 0.18002857142859277 mean_absolute_error 0.18011428571430707 mean_absolute_error 0.17748571428573506 mean_absolute_error 0.18011428571430707 mean_absolute_error 0.18002857142859277 mean_absolute_error 0.18048571428573573 mean_absolute_error 0.17960000000002124 mean_absolute_error 0.18051428571430717 mean_absolute_error 0.18194285714287892 mean_absolute_error 0.18011428571430707 mean_prior_absolute_error 0.17994152998551463 mean_prior_absolute_error 0.17994170016528485 mean_prior_absolute_error 0.17994130267104935 mean_prior_absolute_error 0.17994130267104935 mean_prior_absolute_error 0.17994130267104935 mean_prior_absolute_error 0.1799413030791543 mean_prior_absolute_error 0.1799413030791543 mean_prior_absolute_error 0.1799414581590409 mean_prior_absolute_error 0.17994139612708626 mean_prior_absolute_error 0.17994173893525653 number_of_instances 7000 [691,787,699,714,682,631,687,730,683,696] number_of_instances 7000 [691,787,699,714,682,631,688,729,683,696] number_of_instances 7000 [690,788,699,714,682,631,688,729,683,696] number_of_instances 7000 [690,788,699,714,682,631,688,729,683,696] number_of_instances 7000 [690,788,699,714,682,631,688,729,683,696] number_of_instances 7000 [690,788,699,714,683,631,688,729,682,696] number_of_instances 7000 [690,788,699,714,683,631,688,729,682,696] number_of_instances 7000 [690,788,699,715,683,632,687,729,682,695] number_of_instances 7000 [690,788,699,714,683,632,687,730,682,695] number_of_instances 7000 [691,787,699,714,682,632,687,730,682,696] predictive_accuracy 0.09985714285714285 predictive_accuracy 0.09942857142857144 predictive_accuracy 0.11257142857142859 predictive_accuracy 0.09942857142857144 predictive_accuracy 0.09985714285714285 predictive_accuracy 0.09757142857142859 predictive_accuracy 0.102 predictive_accuracy 0.09742857142857142 predictive_accuracy 0.09028571428571429 predictive_accuracy 0.09942857142857144 prior_entropy 3.319842722993559 prior_entropy 3.3198548559727135 prior_entropy 3.3198276564080795 prior_entropy 3.3198276564080795 prior_entropy 3.3198276564080795 prior_entropy 3.319827686603566 prior_entropy 3.319827686603566 prior_entropy 3.3198399404547705 prior_entropy 3.319835600159663 prior_entropy 3.3198587924440996 recall 0.09985714285714285 [0,0,1,0,0,0,0,0,0,0] recall 0.09942857142857142 [0,0,0,0,0,0,0,0,0,1] recall 0.11257142857142857 [0,1,0,0,0,0,0,0,0,0] recall 0.09942857142857142 [0,0,0,0,0,0,0,0,0,1] recall 0.09985714285714285 [0,0,1,0,0,0,0,0,0,0] recall 0.09757142857142857 [0,0,0,0,1,0,0,0,0,0] recall 0.102 [0,0,0,1,0,0,0,0,0,0] recall 0.09742857142857143 [0,0,0,0,0,0,0,0,1,0] recall 0.09028571428571429 [0,0,0,0,0,1,0,0,0,0] recall 0.09942857142857142 [0,0,0,0,0,0,0,0,0,1] relative_absolute_error 1.000483720701303 relative_absolute_error 1.0009591192528673 relative_absolute_error 0.9863533921958798 relative_absolute_error 1.0009613303932445 relative_absolute_error 1.000484984582461 relative_absolute_error 1.0030254932984561 relative_absolute_error 0.9981032532648555 relative_absolute_error 1.003183410655481 relative_absolute_error 1.01112284921019 relative_absolute_error 1.0009589035877473 root_mean_prior_squared_error 0.2999513442637286 root_mean_prior_squared_error 0.29995162794255353 root_mean_prior_squared_error 0.29995096534459187 root_mean_prior_squared_error 0.29995096534459187 root_mean_prior_squared_error 0.29995096534459187 root_mean_prior_squared_error 0.29995096602487803 root_mean_prior_squared_error 0.29995096602487803 root_mean_prior_squared_error 0.29995122453349654 root_mean_prior_squared_error 0.2999511211300758 root_mean_prior_squared_error 0.2999516925695864 root_mean_squared_error 0.4242977391273642 root_mean_squared_error 0.4243987343457884 root_mean_squared_error 0.42129053429401314 root_mean_squared_error 0.4243987343457884 root_mean_squared_error 0.4242977391273642 root_mean_squared_error 0.42483610285112977 root_mean_squared_error 0.4237924020083669 root_mean_squared_error 0.42486972793352457 root_mean_squared_error 0.42654760243480316 root_mean_squared_error 0.4243987343457884 root_relative_squared_error 1.4145552178432828 root_relative_squared_error 1.4148905850481628 root_relative_squared_error 1.4045313500159038 root_relative_squared_error 1.4148937105710846 root_relative_squared_error 1.4145570048088336 root_relative_squared_error 1.4163518407068363 root_relative_squared_error 1.412872269173547 root_relative_squared_error 1.416462721878563 root_relative_squared_error 1.4220570365857308 root_relative_squared_error 1.4148902801984733 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 240257.87086199853 usercpu_time_millis 298311.9688380102 usercpu_time_millis 88884.62963598431 usercpu_time_millis 291885.10019899695 usercpu_time_millis 163395.86118998704 usercpu_time_millis 151564.68807099736 usercpu_time_millis 120183.09919995954 usercpu_time_millis 270325.4320580163 usercpu_time_millis 87628.53177796933 usercpu_time_millis 118021.96433898644 usercpu_time_millis_testing 478.7029289873317 usercpu_time_millis_testing 645.0201139959972 usercpu_time_millis_testing 266.89306998741813 usercpu_time_millis_testing 517.0370599953458 usercpu_time_millis_testing 391.49809899390675 usercpu_time_millis_testing 316.3236459949985 usercpu_time_millis_testing 292.6269479794428 usercpu_time_millis_testing 555.2262520068325 usercpu_time_millis_testing 249.89781499607489 usercpu_time_millis_testing 303.0341939884238 usercpu_time_millis_training 239779.1679330112 usercpu_time_millis_training 297666.9487240142 usercpu_time_millis_training 88617.7365659969 usercpu_time_millis_training 291368.0631390016 usercpu_time_millis_training 163004.36309099314 usercpu_time_millis_training 151248.36442500236 usercpu_time_millis_training 119890.4722519801 usercpu_time_millis_training 269770.2058060095 usercpu_time_millis_training 87378.63396297325 usercpu_time_millis_training 117718.93014499801 wall_clock_time_millis 240261.98434829712 wall_clock_time_millis 298363.5857105255 wall_clock_time_millis 88899.87993240356 wall_clock_time_millis 291918.43938827515 wall_clock_time_millis 163429.8391342163 wall_clock_time_millis 151588.9217853546 wall_clock_time_millis 120185.07623672485 wall_clock_time_millis 270330.5721282959 wall_clock_time_millis 87655.1947593689 wall_clock_time_millis 118023.79655838013 wall_clock_time_millis_testing 478.7156581878662 wall_clock_time_millis_testing 645.0355052947998 wall_clock_time_millis_testing 267.0567035675049 wall_clock_time_millis_testing 517.05002784729 wall_clock_time_millis_testing 391.51668548583984 wall_clock_time_millis_testing 316.48921966552734 wall_clock_time_millis_testing 292.6361560821533 wall_clock_time_millis_testing 555.2396774291992 wall_clock_time_millis_testing 249.93896484375 wall_clock_time_millis_testing 303.0436038970947 wall_clock_time_millis_training 239783.26869010925 wall_clock_time_millis_training 297718.5502052307 wall_clock_time_millis_training 88632.82322883606 wall_clock_time_millis_training 291401.38936042786 wall_clock_time_millis_training 163038.32244873047 wall_clock_time_millis_training 151272.4325656891 wall_clock_time_millis_training 119892.4400806427 wall_clock_time_millis_training 269775.3324508667 wall_clock_time_millis_training 87405.25579452515 wall_clock_time_millis_training 117720.75295448303