10334831 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) 8157917 l2_regularization 1e-07 12677 learning_rate 1.0 12677 loss "auto" 12677 max_bins 8 12677 max_depth 8 12677 max_iter 500 12677 max_leaf_nodes 32 12677 min_samples_leaf 20 12677 n_iter_no_change null 12677 random_state 27387 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 21591361 description https://api.openml.org/data/download/21591361/description.xml -1 21591362 predictions https://api.openml.org/data/download/21591362/predictions.arff area_under_roc_curve 0.49998569814560617 [0.499976,0.5,0.5,0.499992,0.5,0.5,0.5,0.499954,0.5,0.499936] average_cost 0 kappa -0.000028569977397984386 kb_relative_information_score 0.058639352320862856 mean_absolute_error 0.1800142857144397 mean_prior_absolute_error 0.1799414337543242 number_of_instances 70000 [6903,7877,6990,7141,6824,6313,6876,7293,6825,6958] predictive_accuracy 0.09992857142857142 prior_entropy 3.319837025446073 recall 0.09992857142857142 [0.099957,0,0,0.099986,0,0,0.5,0.199918,0,0.099885] relative_absolute_error 1.0004048648418293 root_mean_prior_squared_error 0.2999511838524139 root_mean_squared_error 0.4242809042538206 root_relative_squared_error 1.4144998489573593 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 0.057440859137230786 kb_relative_information_score 0.05759153520442264 kb_relative_information_score 0.061396193142662536 kb_relative_information_score 0.05759104139940115 kb_relative_information_score 0.061396193142662536 kb_relative_information_score 0.05759104185812231 kb_relative_information_score 0.057742466184154795 kb_relative_information_score 0.0581891780090093 kb_relative_information_score 0.06001395665439834 kb_relative_information_score 0.05744108213304565 mean_absolute_error 0.18037142857145 mean_absolute_error 0.18034285714287857 mean_absolute_error 0.17917142857144971 mean_absolute_error 0.18034285714287857 mean_absolute_error 0.17917142857144971 mean_absolute_error 0.18034285714287857 mean_absolute_error 0.1802857142857357 mean_absolute_error 0.1801428571428785 mean_absolute_error 0.17960000000002124 mean_absolute_error 0.18037142857145 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 0.09814285714285714 predictive_accuracy 0.0982857142857143 predictive_accuracy 0.10414285714285715 predictive_accuracy 0.0982857142857143 predictive_accuracy 0.10414285714285715 predictive_accuracy 0.0982857142857143 predictive_accuracy 0.09857142857142857 predictive_accuracy 0.09928571428571428 predictive_accuracy 0.102 predictive_accuracy 0.09814285714285714 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 0.09814285714285714 [0,0,0,0,0,0,1,0,0,0] recall 0.09828571428571428 [0,0,0,0,0,0,1,0,0,0] recall 0.10414285714285715 [0,0,0,0,0,0,0,1,0,0] recall 0.09828571428571428 [0,0,0,0,0,0,1,0,0,0] recall 0.10414285714285715 [0,0,0,0,0,0,0,1,0,0] recall 0.09828571428571428 [0,0,0,0,0,0,1,0,0,0] recall 0.09857142857142857 [1,0,0,0,0,0,0,0,0,0] recall 0.09928571428571428 [0,0,0,0,0,0,0,0,0,1] recall 0.102 [0,0,0,1,0,0,0,0,0,0] recall 0.09814285714285714 [0,0,0,0,0,0,1,0,0,0] relative_absolute_error 1.002389101537427 relative_absolute_error 1.0022293719422748 relative_absolute_error 0.9957215264746246 relative_absolute_error 1.002231585888668 relative_absolute_error 0.9957215264746246 relative_absolute_error 1.0022315836156175 relative_absolute_error 1.0019140197424818 relative_absolute_error 1.0011192472590702 relative_absolute_error 0.9981027371443539 relative_absolute_error 1.0023879375554332 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 0.42470157589941904 root_mean_squared_error 0.4246679375027959 root_mean_squared_error 0.42328646159716676 root_mean_squared_error 0.4246679375027959 root_mean_squared_error 0.42328646159716676 root_mean_squared_error 0.4246679375027959 root_mean_squared_error 0.424600652714684 root_mean_squared_error 0.4244323940781129 root_mean_squared_error 0.4237924020083669 root_mean_squared_error 0.42470157589941904 root_relative_squared_error 1.4159015587741635 root_relative_squared_error 1.415788073616083 root_relative_squared_error 1.4111855286442694 root_relative_squared_error 1.4157912011215759 root_relative_squared_error 1.4111855286442694 root_relative_squared_error 1.415791197910574 root_relative_squared_error 1.4155668786193123 root_relative_squared_error 1.415004705309063 root_relative_squared_error 1.4128715385750683 root_relative_squared_error 1.415899914620057 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 93342.86758699454 usercpu_time_millis 82269.1671240027 usercpu_time_millis 104985.57028800133 usercpu_time_millis 119877.39957298618 usercpu_time_millis 105460.92057102942 usercpu_time_millis 102682.9649329884 usercpu_time_millis 86328.83664401015 usercpu_time_millis 117661.42275097081 usercpu_time_millis 128552.81501699938 usercpu_time_millis 83612.60418200982 usercpu_time_millis_testing 353.50388300139457 usercpu_time_millis_testing 310.0256340112537 usercpu_time_millis_testing 356.972345005488 usercpu_time_millis_testing 417.3048840020783 usercpu_time_millis_testing 373.3424770180136 usercpu_time_millis_testing 363.506852008868 usercpu_time_millis_testing 326.8994000100065 usercpu_time_millis_testing 406.4944899873808 usercpu_time_millis_testing 431.47640000097454 usercpu_time_millis_testing 334.3565280083567 usercpu_time_millis_training 92989.36370399315 usercpu_time_millis_training 81959.14148999145 usercpu_time_millis_training 104628.59794299584 usercpu_time_millis_training 119460.0946889841 usercpu_time_millis_training 105087.5780940114 usercpu_time_millis_training 102319.45808097953 usercpu_time_millis_training 86001.93724400015 usercpu_time_millis_training 117254.92826098343 usercpu_time_millis_training 128121.3386169984 usercpu_time_millis_training 83278.24765400146 wall_clock_time_millis 93350.48007965088 wall_clock_time_millis 82270.8055973053 wall_clock_time_millis 104987.5328540802 wall_clock_time_millis 119893.78643035889 wall_clock_time_millis 105462.55111694336 wall_clock_time_millis 102684.9000453949 wall_clock_time_millis 86330.47437667847 wall_clock_time_millis 117663.65242004395 wall_clock_time_millis 128555.33504486084 wall_clock_time_millis 83614.05181884766 wall_clock_time_millis_testing 353.5141944885254 wall_clock_time_millis_testing 310.03499031066895 wall_clock_time_millis_testing 356.9824695587158 wall_clock_time_millis_testing 417.3166751861572 wall_clock_time_millis_testing 373.3530044555664 wall_clock_time_millis_testing 363.5430335998535 wall_clock_time_millis_testing 326.91097259521484 wall_clock_time_millis_testing 406.5062999725342 wall_clock_time_millis_testing 431.488037109375 wall_clock_time_millis_testing 334.3665599822998 wall_clock_time_millis_training 92996.96588516235 wall_clock_time_millis_training 81960.77060699463 wall_clock_time_millis_training 104630.55038452148 wall_clock_time_millis_training 119476.46975517273 wall_clock_time_millis_training 105089.1981124878 wall_clock_time_millis_training 102321.35701179504 wall_clock_time_millis_training 86003.56340408325 wall_clock_time_millis_training 117257.14612007141 wall_clock_time_millis_training 128123.84700775146 wall_clock_time_millis_training 83279.68525886536