10228507 8323 Heinrich Peters 11 Supervised Classification 12677 sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier(2) 8153731 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 36931 12677 scoring null 12677 tol 1e-07 12677 validation_fraction 0.1 12677 verbose 0 12677 openml-python Sklearn_0.21.2. 11 balance-scale https://www.openml.org/data/download/11/dataset_11_balance-scale.arff -1 21378309 description https://api.openml.org/data/download/21378309/description.xml -1 21378310 predictions https://api.openml.org/data/download/21378310/predictions.arff area_under_roc_curve 0.9699328305308276 [0.981073,0.809914,0.986018] average_cost 0 f_measure 0.8450394715239387 [0.897611,0.093023,0.920415] kappa 0.7380028067873221 kb_relative_information_score 0.6767069451919275 mean_absolute_error 0.11042569055209973 mean_prior_absolute_error 0.3797639065817382 number_of_instances 625 [288,49,288] precision 0.837819697892755 [0.88255,0.108108,0.917241] predictive_accuracy 0.8528 prior_entropy 1.3181309146206528 recall 0.8528 [0.913194,0.081633,0.923611] relative_absolute_error 0.29077458030712655 root_mean_prior_squared_error 0.4355771591352158 root_mean_squared_error 0.2567752311832354 root_relative_squared_error 0.5895057300365122 total_cost 0 area_under_roc_curve 0.9882481728323514 [0.997972,0.893103,0.994929] area_under_roc_curve 0.9726649280401816 [0.990872,0.837931,0.977688] area_under_roc_curve 0.9659518980005796 [0.976673,0.782759,0.986815] area_under_roc_curve 0.954489841913777 [0.970588,0.72069,0.978702] area_under_roc_curve 0.9665314401622718 [0.977688,0.772414,0.988844] area_under_roc_curve 0.974921630094044 [0.979101,0.793103,0.99582] area_under_roc_curve 0.980355840437734 [0.99373,0.82807,0.993697] area_under_roc_curve 0.9734965756637584 [0.979101,0.863158,0.987395] area_under_roc_curve 0.9565178903788711 [0.961134,0.775439,0.983281] area_under_roc_curve 0.9689123835982919 [0.982143,0.817544,0.982236] 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 0.9123824393145237 [0.965517,0.571429,0.918033] f_measure 0.829109811565952 [0.888889,0,0.912281] f_measure 0.8342749529190209 [0.881356,0,0.931034] f_measure 0.8164856585909217 [0.877193,0,0.896552] f_measure 0.8428571428571429 [0.9,0,0.931034] f_measure 0.8564132104454685 [0.866667,0,0.964286] f_measure 0.8858270155096378 [0.964286,0.333333,0.903226] f_measure 0.8329654782116582 [0.9,0,0.912281] f_measure 0.8146373999514916 [0.842105,0,0.928571] f_measure 0.8408526956914054 [0.892857,0.153846,0.909091] kappa 0.8561643835616438 kappa 0.7382271468144044 kappa 0.7184986595174263 kappa 0.6692913385826771 kappa 0.7439024390243902 kappa 0.7399813606710158 kappa 0.8231939163498099 kappa 0.7371643900141309 kappa 0.6647138350608381 kappa 0.6990291262135924 kb_relative_information_score 0.7872897947829989 kb_relative_information_score 0.6812312252172599 kb_relative_information_score 0.669493051543719 kb_relative_information_score 0.5836254386051596 kb_relative_information_score 0.669175891180181 kb_relative_information_score 0.701061717721427 kb_relative_information_score 0.7226358072000041 kb_relative_information_score 0.6837804550401052 kb_relative_information_score 0.5930775471636546 kb_relative_information_score 0.6763502511033636 mean_absolute_error 0.07076955193028524 mean_absolute_error 0.11199901654212466 mean_absolute_error 0.12233264812027331 mean_absolute_error 0.14700821605644035 mean_absolute_error 0.10522614275261379 mean_absolute_error 0.0968021671928983 mean_absolute_error 0.08653043533517879 mean_absolute_error 0.10419113962210481 mean_absolute_error 0.14130307445084417 mean_absolute_error 0.11801052766918062 mean_prior_absolute_error 0.3800087621743677 mean_prior_absolute_error 0.3800087621743677 mean_prior_absolute_error 0.3800087621743677 mean_prior_absolute_error 0.3800087621743677 mean_prior_absolute_error 0.3800087621743677 mean_prior_absolute_error 0.376241353331964 mean_prior_absolute_error 0.38033353879871284 mean_prior_absolute_error 0.38033353879871284 mean_prior_absolute_error 0.38033353879871284 mean_prior_absolute_error 0.38033353879871284 number_of_instances 63 [29,5,29] number_of_instances 63 [29,5,29] number_of_instances 63 [29,5,29] number_of_instances 63 [29,5,29] number_of_instances 63 [29,5,29] number_of_instances 62 [29,4,29] number_of_instances 62 [29,5,28] number_of_instances 62 [29,5,28] number_of_instances 62 [28,5,29] number_of_instances 62 [28,5,29] precision 0.9265873015873016 [0.965517,1,0.875] precision 0.8065226090436175 [0.823529,0,0.928571] precision 0.8275132275132275 [0.866667,0,0.931034] precision 0.8236961451247166 [0.892857,0,0.896552] precision 0.8294930875576036 [0.870968,0,0.931034] precision 0.8600416233090532 [0.83871,0,1] precision 0.9203036053130931 [1,1,0.823529] precision 0.8122824643869533 [0.870968,0,0.896552] precision 0.824166769661764 [0.827586,0,0.962963] precision 0.8630583126550869 [0.892857,0.125,0.961538] predictive_accuracy 0.9206349206349206 predictive_accuracy 0.8571428571428571 predictive_accuracy 0.8412698412698413 predictive_accuracy 0.8095238095238095 predictive_accuracy 0.8571428571428571 predictive_accuracy 0.8548387096774194 predictive_accuracy 0.903225806451613 predictive_accuracy 0.8548387096774194 predictive_accuracy 0.8064516129032258 predictive_accuracy 0.8225806451612904 prior_entropy 1.3205735975596746 prior_entropy 1.3205735975596746 prior_entropy 1.3205735975596746 prior_entropy 1.3205735975596746 prior_entropy 1.3205735975596746 prior_entropy 1.2829898723732678 prior_entropy 1.3238135738688475 prior_entropy 1.3238135738688475 prior_entropy 1.3238135738688475 prior_entropy 1.3238135738688475 recall 0.9206349206349206 [0.965517,0.4,0.965517] recall 0.8571428571428571 [0.965517,0,0.896552] recall 0.8412698412698413 [0.896552,0,0.931034] recall 0.8095238095238095 [0.862069,0,0.896552] recall 0.8571428571428571 [0.931034,0,0.931034] recall 0.8548387096774194 [0.896552,0,0.931034] recall 0.9032258064516129 [0.931034,0.2,1] recall 0.8548387096774194 [0.931034,0,0.928571] recall 0.8064516129032258 [0.857143,0,0.896552] recall 0.8225806451612904 [0.892857,0.2,0.862069] relative_absolute_error 0.1862313687856821 relative_absolute_error 0.2947274581282779 relative_absolute_error 0.3219205984101513 relative_absolute_error 0.38685480622940316 relative_absolute_error 0.276904517018296 relative_absolute_error 0.2572874202573053 relative_absolute_error 0.22751197700966894 relative_absolute_error 0.27394675723627615 relative_absolute_error 0.371524096710354 relative_absolute_error 0.3102816755049213 root_mean_prior_squared_error 0.43585813879395785 root_mean_prior_squared_error 0.43585813879395785 root_mean_prior_squared_error 0.43585813879395785 root_mean_prior_squared_error 0.43585813879395785 root_mean_prior_squared_error 0.43585813879395785 root_mean_prior_squared_error 0.4315146675497014 root_mean_prior_squared_error 0.43623055117366344 root_mean_prior_squared_error 0.43623055117366344 root_mean_prior_squared_error 0.43623055117366344 root_mean_prior_squared_error 0.43623055117366344 root_mean_squared_error 0.19164983828474688 root_mean_squared_error 0.2478728651054764 root_mean_squared_error 0.25715768448845616 root_mean_squared_error 0.2928461308643794 root_mean_squared_error 0.26160398235359655 root_mean_squared_error 0.23648664875916817 root_mean_squared_error 0.22648022801044415 root_mean_squared_error 0.25437938213991035 root_mean_squared_error 0.31357994554177926 root_mean_squared_error 0.2660050826600644 root_relative_squared_error 0.4397069166014703 root_relative_squared_error 0.5687007836801063 root_relative_squared_error 0.5900031721330818 root_relative_squared_error 0.6718840484995873 root_relative_squared_error 0.6002044221944974 root_relative_squared_error 0.5480384945013019 root_relative_squared_error 0.5191755309230562 root_relative_squared_error 0.5831305979269706 root_relative_squared_error 0.7188399452952186 root_relative_squared_error 0.6097809562956715 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 4356.7840000000615 usercpu_time_millis 3715.537999999924 usercpu_time_millis 3772.6040000002286 usercpu_time_millis 3799.835999999914 usercpu_time_millis 4128.074000000197 usercpu_time_millis 3841.762000000017 usercpu_time_millis 3689.752000000226 usercpu_time_millis 3806.792000000087 usercpu_time_millis 4089.9919999999383 usercpu_time_millis 3720.8479999999327 usercpu_time_millis_testing 33.88200000017605 usercpu_time_millis_testing 39.69599999982165 usercpu_time_millis_testing 37.21200000018143 usercpu_time_millis_testing 33.61199999994824 usercpu_time_millis_testing 40.40400000008049 usercpu_time_millis_testing 33.9000000001306 usercpu_time_millis_testing 35.62600000009297 usercpu_time_millis_testing 42.28200000011384 usercpu_time_millis_testing 35.893999999871085 usercpu_time_millis_testing 34.92800000003626 usercpu_time_millis_training 4322.901999999885 usercpu_time_millis_training 3675.8420000001024 usercpu_time_millis_training 3735.392000000047 usercpu_time_millis_training 3766.2239999999656 usercpu_time_millis_training 4087.6700000001165 usercpu_time_millis_training 3807.8619999998864 usercpu_time_millis_training 3654.126000000133 usercpu_time_millis_training 3764.509999999973 usercpu_time_millis_training 4054.0980000000673 usercpu_time_millis_training 3685.9199999998964 wall_clock_time_millis 570.4057216644287 wall_clock_time_millis 479.14862632751465 wall_clock_time_millis 490.0648593902588 wall_clock_time_millis 506.15620613098145 wall_clock_time_millis 533.4970951080322 wall_clock_time_millis 500.4427433013916 wall_clock_time_millis 472.60332107543945 wall_clock_time_millis 498.98290634155273 wall_clock_time_millis 525.3489017486572 wall_clock_time_millis 479.37989234924316 wall_clock_time_millis_testing 4.242897033691406 wall_clock_time_millis_testing 5.724906921386719 wall_clock_time_millis_testing 4.6939849853515625 wall_clock_time_millis_testing 4.210233688354492 wall_clock_time_millis_testing 6.215095520019531 wall_clock_time_millis_testing 4.250764846801758 wall_clock_time_millis_testing 4.467010498046875 wall_clock_time_millis_testing 7.026910781860352 wall_clock_time_millis_testing 4.50897216796875 wall_clock_time_millis_testing 4.391193389892578 wall_clock_time_millis_training 566.1628246307373 wall_clock_time_millis_training 473.42371940612793 wall_clock_time_millis_training 485.3708744049072 wall_clock_time_millis_training 501.94597244262695 wall_clock_time_millis_training 527.2819995880127 wall_clock_time_millis_training 496.19197845458984 wall_clock_time_millis_training 468.1363105773926 wall_clock_time_millis_training 491.9559955596924 wall_clock_time_millis_training 520.8399295806885 wall_clock_time_millis_training 474.9886989593506