10228820 8323 Heinrich Peters 3022 Supervised Classification 12677 sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2) 8153924 l2_regularization 0.0 12677 learning_rate 0.1 12677 loss "auto" 12677 max_bins 256 12677 max_depth null 12677 max_iter 100 12677 max_leaf_nodes 31 12677 min_samples_leaf 20 12677 n_iter_no_change null 12677 random_state 36962 12677 scoring null 12677 tol 1e-07 12677 validation_fraction 0.1 12677 verbose 0 12677 openml-python Sklearn_0.21.2. 307 vowel https://www.openml.org/data/download/52210/phpd8EoD9 -1 21379014 description https://api.openml.org/data/download/21379014/description.xml -1 21379015 predictions https://api.openml.org/data/download/21379015/predictions.arff area_under_roc_curve 0.9981616161616161 [1,0.999506,0.99879,0.999321,0.996148,0.997444,0.994247,0.998691,0.998432,0.998568,0.99863] average_cost 0 f_measure 0.9525923801437424 [1,0.961749,0.954545,0.971751,0.939227,0.906077,0.949721,0.967033,0.938547,0.977778,0.912088] kappa 0.9477777777777778 kb_relative_information_score 0.9498985585098119 mean_absolute_error 0.010960825133472473 mean_prior_absolute_error 0.16528925619834867 number_of_instances 990 [90,90,90,90,90,90,90,90,90,90,90] precision 0.9529091965385128 [1,0.946237,0.976744,0.988506,0.934066,0.901099,0.955056,0.956522,0.94382,0.977778,0.902174] predictive_accuracy 0.9525252525252524 prior_entropy 3.4594316186372627 recall 0.9525252525252526 [1,0.977778,0.933333,0.955556,0.944444,0.911111,0.944444,0.977778,0.933333,0.977778,0.922222] relative_absolute_error 0.06631299205750783 root_mean_prior_squared_error 0.28747978728803586 root_mean_squared_error 0.08553468041505823 root_relative_squared_error 0.29753284995079704 total_cost 0 area_under_roc_curve 0.9992143658810325 [1,1,1,0.998765,1,0.995062,1,1,1,1,0.997531] area_under_roc_curve 0.9977553310886643 [1,1,0.998765,1,0.998765,1,0.993827,0.997531,0.998765,0.987654,1] area_under_roc_curve 0.9962962962962962 [1,1,1,1,0.998765,0.998765,0.97037,0.991358,1,1,1] area_under_roc_curve 0.9970819304152638 [1,1,1,1,0.981481,0.996296,0.996296,1,0.997531,1,0.996296] area_under_roc_curve 0.9996632996632997 [1,1,1,1,1,0.997531,0.998765,1,1,1,1] area_under_roc_curve 0.9985409652076317 [1,1,1,1,0.996296,0.997531,0.997531,0.995062,1,1,0.997531] area_under_roc_curve 0.9996632996632997 [1,1,1,1,1,1,1,0.998765,0.997531,1,1] area_under_roc_curve 0.9949494949494951 [1,0.995062,0.990123,0.993827,0.991358,0.990123,0.985185,1,0.998765,1,1] area_under_roc_curve 0.9988776655443322 [1,0.997531,1,1,1,0.998765,1,1,0.995062,1,0.996296] area_under_roc_curve 0.9991021324354658 [1,1,0.993827,1,1,1,1,1,1,0.996296,1] 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 0.9594708696875879 [1,1,1,0.941176,0.947368,0.842105,1,1,1,1,0.823529] f_measure 0.9594708696875879 [1,1,0.941176,0.947368,0.947368,1,0.941176,0.941176,0.947368,0.941176,0.947368] f_measure 0.9592808893892485 [1,0.941176,0.947368,1,0.941176,0.947368,0.875,0.9,1,1,1] f_measure 0.929392666157372 [1,1,1,1,0.875,0.8,0.857143,1,0.941176,1,0.75] f_measure 0.9586988862530658 [1,1,1,1,0.857143,0.8,0.941176,1,1,1,0.947368] f_measure 0.9700816211652123 [1,1,1,1,0.941176,0.941176,0.947368,0.941176,1,1,0.9] f_measure 0.9578103011539544 [1,1,0.947368,0.941176,1,1,1,0.9,0.8,0.947368,1] f_measure 0.9088157112924914 [1,0.8,0.8,0.941176,0.888889,0.842105,0.941176,1,0.888889,0.947368,0.947368] f_measure 0.9498170560090063 [1,0.9,0.941176,1,1,0.941176,1,1,0.842105,1,0.823529] f_measure 0.9696031522656909 [1,1,0.941176,0.941176,1,0.947368,1,1,0.947368,0.941176,0.947368] kappa 0.9555555555555555 kappa 0.9555555555555555 kappa 0.9555555555555555 kappa 0.9222222222222222 kappa 0.9555555555555555 kappa 0.9666666666666667 kappa 0.9555555555555555 kappa 0.8999999999999999 kappa 0.9444444444444444 kappa 0.9666666666666667 kb_relative_information_score 0.9621647617350775 kb_relative_information_score 0.9450716226197816 kb_relative_information_score 0.9582838308801571 kb_relative_information_score 0.9298647047218942 kb_relative_information_score 0.9543609086459888 kb_relative_information_score 0.9614393144808427 kb_relative_information_score 0.964659066973917 kb_relative_information_score 0.9091564579785512 kb_relative_information_score 0.94553841757821 kb_relative_information_score 0.9684464994835953 mean_absolute_error 0.009389070141624687 mean_absolute_error 0.012484386209410246 mean_absolute_error 0.008424276330867302 mean_absolute_error 0.014420133906548255 mean_absolute_error 0.010511846716989052 mean_absolute_error 0.008122527801999721 mean_absolute_error 0.008524324254171088 mean_absolute_error 0.018235777167260176 mean_absolute_error 0.012090803670164334 mean_absolute_error 0.0074051051356899605 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 mean_prior_absolute_error 0.16528925619834728 number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] number_of_instances 99 [9,9,9,9,9,9,9,9,9,9,9] precision 0.9613636363636365 [1,1,1,1,0.9,0.8,1,1,1,1,0.875] precision 0.9636363636363635 [1,1,1,0.9,0.9,1,1,1,0.9,1,0.9] precision 0.965289256198347 [1,1,0.9,1,1,0.9,1,0.818182,1,1,1] precision 0.9394923258559622 [1,1,1,1,1,0.727273,0.75,1,1,1,0.857143] precision 0.9681818181818181 [1,1,1,1,0.75,1,1,1,1,1,0.9] precision 0.9743801652892561 [1,1,1,1,1,1,0.9,1,1,1,0.818182] precision 0.965289256198347 [1,1,0.9,1,1,1,1,0.818182,1,0.9,1] precision 0.9186409550045913 [1,0.727273,1,1,0.888889,0.8,1,1,0.888889,0.9,0.9] precision 0.9539256198347107 [1,0.818182,1,1,1,1,1,1,0.8,1,0.875] precision 0.9727272727272726 [1,1,1,1,1,0.9,1,1,0.9,1,0.9] predictive_accuracy 0.9595959595959596 predictive_accuracy 0.9595959595959596 predictive_accuracy 0.9595959595959596 predictive_accuracy 0.9292929292929293 predictive_accuracy 0.9595959595959596 predictive_accuracy 0.9696969696969697 predictive_accuracy 0.9595959595959596 predictive_accuracy 0.9090909090909091 predictive_accuracy 0.9494949494949495 predictive_accuracy 0.9696969696969697 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 prior_entropy 3.4594316186373035 recall 0.9595959595959596 [1,1,1,0.888889,1,0.888889,1,1,1,1,0.777778] recall 0.9595959595959596 [1,1,0.888889,1,1,1,0.888889,0.888889,1,0.888889,1] recall 0.9595959595959596 [1,0.888889,1,1,0.888889,1,0.777778,1,1,1,1] recall 0.9292929292929293 [1,1,1,1,0.777778,0.888889,1,1,0.888889,1,0.666667] recall 0.9595959595959596 [1,1,1,1,1,0.666667,0.888889,1,1,1,1] recall 0.9696969696969697 [1,1,1,1,0.888889,0.888889,1,0.888889,1,1,1] recall 0.9595959595959596 [1,1,1,0.888889,1,1,1,1,0.666667,1,1] recall 0.9090909090909091 [1,0.888889,0.666667,0.888889,0.888889,0.888889,0.888889,1,0.888889,1,1] recall 0.9494949494949495 [1,1,0.888889,1,1,0.888889,1,1,0.888889,1,0.777778] recall 0.9696969696969697 [1,1,0.888889,0.888889,1,1,1,1,1,0.888889,1] relative_absolute_error 0.05680387435682929 relative_absolute_error 0.07553053656693191 relative_absolute_error 0.050966871801747124 relative_absolute_error 0.08724181013461686 relative_absolute_error 0.0635966726377837 relative_absolute_error 0.049141293202098264 relative_absolute_error 0.05157216173773503 relative_absolute_error 0.11032645186192395 relative_absolute_error 0.07314936220449414 relative_absolute_error 0.04480088607092421 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_prior_squared_error 0.28747978728803464 root_mean_squared_error 0.07485936724057808 root_mean_squared_error 0.08583143967536692 root_mean_squared_error 0.08185127994557839 root_mean_squared_error 0.10119024203309446 root_mean_squared_error 0.0810541786512457 root_mean_squared_error 0.07651255259946996 root_mean_squared_error 0.06892593008374501 root_mean_squared_error 0.1187322009315949 root_mean_squared_error 0.08821903613702743 root_mean_squared_error 0.06478494601509711 root_relative_squared_error 0.2603987151471426 root_relative_squared_error 0.29856512864805285 root_relative_squared_error 0.28472012143089953 root_relative_squared_error 0.3519908059891143 root_relative_squared_error 0.281947400253344 root_relative_squared_error 0.26614932938853797 root_relative_squared_error 0.2397592218011698 root_relative_squared_error 0.4130106052034661 root_relative_squared_error 0.3068703958954795 root_relative_squared_error 0.22535478624863156 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 21074.02600000205 usercpu_time_millis 25407.11999999985 usercpu_time_millis 21989.902000001166 usercpu_time_millis 22675.18399999608 usercpu_time_millis 22849.178000000393 usercpu_time_millis 28244.292000003043 usercpu_time_millis 36235.30600000231 usercpu_time_millis 20472.967999998218 usercpu_time_millis 18786.18600000118 usercpu_time_millis 19779.30600000036 usercpu_time_millis_testing 150.71800000077928 usercpu_time_millis_testing 440.6580000031681 usercpu_time_millis_testing 129.76200000048266 usercpu_time_millis_testing 134.45399999909569 usercpu_time_millis_testing 130.7459999989078 usercpu_time_millis_testing 135.22200000079465 usercpu_time_millis_testing 152.0860000018729 usercpu_time_millis_testing 126.29399999786983 usercpu_time_millis_testing 138.7780000004568 usercpu_time_millis_testing 147.4259999995411 usercpu_time_millis_training 20923.30800000127 usercpu_time_millis_training 24966.46199999668 usercpu_time_millis_training 21860.140000000683 usercpu_time_millis_training 22540.729999996984 usercpu_time_millis_training 22718.432000001485 usercpu_time_millis_training 28109.070000002248 usercpu_time_millis_training 36083.22000000044 usercpu_time_millis_training 20346.67400000035 usercpu_time_millis_training 18647.408000000723 usercpu_time_millis_training 19631.88000000082 wall_clock_time_millis 3016.481637954712 wall_clock_time_millis 4127.564191818237 wall_clock_time_millis 3315.877914428711 wall_clock_time_millis 3420.1695919036865 wall_clock_time_millis 3497.097969055176 wall_clock_time_millis 4622.076034545898 wall_clock_time_millis 6511.124849319458 wall_clock_time_millis 2899.451971054077 wall_clock_time_millis 2511.2407207489014 wall_clock_time_millis 2733.6137294769287 wall_clock_time_millis_testing 20.323753356933594 wall_clock_time_millis_testing 84.39207077026367 wall_clock_time_millis_testing 16.81685447692871 wall_clock_time_millis_testing 17.696857452392578 wall_clock_time_millis_testing 16.764163970947266 wall_clock_time_millis_testing 18.172025680541992 wall_clock_time_millis_testing 21.89493179321289 wall_clock_time_millis_testing 15.935897827148438 wall_clock_time_millis_testing 18.452882766723633 wall_clock_time_millis_testing 20.531892776489258 wall_clock_time_millis_training 2996.1578845977783 wall_clock_time_millis_training 4043.1721210479736 wall_clock_time_millis_training 3299.061059951782 wall_clock_time_millis_training 3402.472734451294 wall_clock_time_millis_training 3480.3338050842285 wall_clock_time_millis_training 4603.904008865356 wall_clock_time_millis_training 6489.229917526245 wall_clock_time_millis_training 2883.5160732269287 wall_clock_time_millis_training 2492.7878379821777 wall_clock_time_millis_training 2713.0818367004395