10283710 8323 Heinrich Peters 9985 Supervised Classification 12736 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1) 8156853 l2_regularization 0.01 12677 learning_rate 0.1 12677 loss "auto" 12677 max_bins 256 12677 max_depth 3 12677 max_iter 400 12677 max_leaf_nodes 16 12677 min_samples_leaf 11 12677 n_iter_no_change null 12677 random_state 55746 12677 scoring null 12677 tol 1e-07 12677 validation_fraction 0.2 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. 1475 first-order-theorem-proving https://www.openml.org/data/download/1587932/phpPbCMyg -1 21488931 description https://api.openml.org/data/download/21488931/description.xml -1 21488932 predictions https://api.openml.org/data/download/21488932/predictions.arff area_under_roc_curve 0.8597992210870291 [0.809174,0.815294,0.848621,0.801802,0.837965,0.912474] average_cost 0 f_measure 0.5960710237261736 [0.475928,0.405832,0.491918,0.430314,0.409171,0.799711] kappa 0.46437287037404595 kb_relative_information_score 0.43253190059839625 mean_absolute_error 0.1639620191266912 mean_prior_absolute_error 0.2507645736611627 number_of_instances 6118 [1089,486,748,617,624,2554] precision 0.590987067802153 [0.475275,0.495549,0.518519,0.46516,0.454902,0.743357] predictive_accuracy 0.6088591042824452 prior_entropy 2.3000072984859514 recall 0.6088591042824453 [0.476584,0.343621,0.467914,0.400324,0.371795,0.865309] relative_absolute_error 0.653848415399535 root_mean_prior_squared_error 0.35407492669342416 root_mean_squared_error 0.2957849855968817 root_relative_squared_error 0.8353739937450787 total_cost 0 area_under_roc_curve 0.8658886007594107 [0.82318,0.779366,0.847458,0.822595,0.85191,0.919549] area_under_roc_curve 0.87127766625635 [0.837461,0.797244,0.873495,0.857434,0.835545,0.91121] area_under_roc_curve 0.8587334082206601 [0.795984,0.813825,0.855022,0.786129,0.829951,0.919795] area_under_roc_curve 0.8625361284456409 [0.81127,0.843278,0.857207,0.799003,0.829091,0.913297] area_under_roc_curve 0.8498427188295347 [0.781595,0.831116,0.828194,0.789062,0.83151,0.908217] area_under_roc_curve 0.8498942920285799 [0.799633,0.753217,0.845798,0.794238,0.83522,0.908261] area_under_roc_curve 0.8442520322896209 [0.820225,0.787998,0.840099,0.794545,0.815264,0.885687] area_under_roc_curve 0.8685766686993373 [0.786811,0.870084,0.849609,0.801702,0.858534,0.927027] area_under_roc_curve 0.8651964074590235 [0.810236,0.846803,0.850572,0.793756,0.852797,0.916357] area_under_roc_curve 0.8649222276817228 [0.829974,0.828615,0.841625,0.785484,0.845064,0.91716] 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 0.5754773329658055 [0.45933,0.30137,0.427586,0.429752,0.366667,0.805755] f_measure 0.6366977493458623 [0.554113,0.473684,0.537313,0.504348,0.45,0.810219] f_measure 0.5903600824061771 [0.414414,0.363636,0.515152,0.435644,0.396694,0.816029] f_measure 0.5841597935476159 [0.433498,0.418605,0.535032,0.393443,0.411215,0.783242] f_measure 0.5797443269086604 [0.410959,0.457831,0.465753,0.442478,0.392857,0.787659] f_measure 0.5897506992151571 [0.502326,0.358974,0.476821,0.448276,0.410714,0.782609] f_measure 0.5718346174722686 [0.5,0.418605,0.444444,0.403509,0.358491,0.76225] f_measure 0.6138261089309744 [0.463636,0.457831,0.521739,0.429752,0.444444,0.819495] f_measure 0.5930371403154832 [0.490909,0.414634,0.457143,0.418182,0.342342,0.812165] f_measure 0.6244115003784322 [0.52381,0.38961,0.537931,0.4,0.512821,0.817204] kappa 0.43984974793238657 kappa 0.5173448710225095 kappa 0.45593062867760914 kappa 0.45002273926252023 kappa 0.441240810602547 kappa 0.45661816826582285 kappa 0.43140984374085567 kappa 0.4871145527604353 kappa 0.4613861020950133 kappa 0.502937517025083 kb_relative_information_score 0.4255311960619422 kb_relative_information_score 0.4545576260259718 kb_relative_information_score 0.43360446762751736 kb_relative_information_score 0.43712137078899205 kb_relative_information_score 0.4236069371960193 kb_relative_information_score 0.4291649387563673 kb_relative_information_score 0.4119202860770907 kb_relative_information_score 0.4450710176130539 kb_relative_information_score 0.4271545446958288 kb_relative_information_score 0.437597076513529 mean_absolute_error 0.16531068509920738 mean_absolute_error 0.15977741137910478 mean_absolute_error 0.1632587480819888 mean_absolute_error 0.1632726944494565 mean_absolute_error 0.16469259492139016 mean_absolute_error 0.164538541255879 mean_absolute_error 0.16942592426404185 mean_absolute_error 0.1615421393908151 mean_absolute_error 0.1649225751110342 mean_absolute_error 0.16287867668251865 mean_prior_absolute_error 0.25067495791407446 mean_prior_absolute_error 0.25083558171073006 mean_prior_absolute_error 0.25088921191526126 mean_prior_absolute_error 0.25084785528987646 mean_prior_absolute_error 0.25084785528987646 mean_prior_absolute_error 0.25084785528987646 mean_prior_absolute_error 0.25084785528987646 mean_prior_absolute_error 0.25067558048692967 mean_prior_absolute_error 0.25058368192114683 mean_prior_absolute_error 0.25059472840439195 number_of_instances 612 [109,48,74,62,63,256] number_of_instances 612 [109,48,75,62,63,255] number_of_instances 612 [108,49,75,62,63,255] number_of_instances 612 [109,49,75,62,62,255] number_of_instances 612 [109,49,75,62,62,255] number_of_instances 612 [109,49,75,62,62,255] number_of_instances 612 [109,49,75,62,62,255] number_of_instances 612 [109,49,75,61,62,256] number_of_instances 611 [109,48,75,61,62,256] number_of_instances 611 [109,48,74,61,63,256] precision 0.569500570577754 [0.48,0.44,0.43662,0.440678,0.385965,0.746667] precision 0.6385212537283115 [0.52459,0.642857,0.610169,0.54717,0.473684,0.757679] precision 0.5903346866846386 [0.403509,0.36,0.596491,0.564103,0.413793,0.761905] precision 0.5798438750453755 [0.468085,0.486486,0.512195,0.4,0.488889,0.731293] precision 0.5759860774838965 [0.409091,0.558824,0.478873,0.490196,0.44,0.733108] precision 0.5858434434582623 [0.509434,0.482759,0.473684,0.481481,0.46,0.727273] precision 0.5683728401626538 [0.471545,0.486486,0.5,0.442308,0.431818,0.709459] precision 0.6112883132501409 [0.459459,0.558824,0.571429,0.433333,0.521739,0.761745] precision 0.5865995944611242 [0.486486,0.5,0.492308,0.469388,0.387755,0.749175] precision 0.6204335741975352 [0.544554,0.517241,0.549296,0.425926,0.555556,0.754967] predictive_accuracy 0.5915032679738562 predictive_accuracy 0.6470588235294117 predictive_accuracy 0.6013071895424836 predictive_accuracy 0.5964052287581699 predictive_accuracy 0.5915032679738562 predictive_accuracy 0.6029411764705883 predictive_accuracy 0.5849673202614379 predictive_accuracy 0.6258169934640523 predictive_accuracy 0.6088379705400981 predictive_accuracy 0.6382978723404256 prior_entropy 2.2982053906988225 prior_entropy 2.3010980143383097 prior_entropy 2.3029972536480843 prior_entropy 2.301686142471426 prior_entropy 2.301686142471426 prior_entropy 2.301686142471426 prior_entropy 2.301686142471426 prior_entropy 2.2983403180467192 prior_entropy 2.2961240491639523 prior_entropy 2.2965513970017746 recall 0.5915032679738562 [0.440367,0.229167,0.418919,0.419355,0.349206,0.875] recall 0.6470588235294118 [0.587156,0.375,0.48,0.467742,0.428571,0.870588] recall 0.6013071895424836 [0.425926,0.367347,0.453333,0.354839,0.380952,0.878431] recall 0.5964052287581699 [0.40367,0.367347,0.56,0.387097,0.354839,0.843137] recall 0.5915032679738562 [0.412844,0.387755,0.453333,0.403226,0.354839,0.85098] recall 0.6029411764705882 [0.495413,0.285714,0.48,0.419355,0.370968,0.847059] recall 0.5849673202614379 [0.53211,0.367347,0.4,0.370968,0.306452,0.823529] recall 0.6258169934640523 [0.46789,0.387755,0.48,0.42623,0.387097,0.886719] recall 0.6088379705400983 [0.495413,0.354167,0.426667,0.377049,0.306452,0.886719] recall 0.6382978723404256 [0.504587,0.3125,0.527027,0.377049,0.47619,0.890625] relative_absolute_error 0.6594623031945298 relative_absolute_error 0.636980647998194 relative_absolute_error 0.6507204787152429 relative_absolute_error 0.6508833582044411 relative_absolute_error 0.6565437632746495 relative_absolute_error 0.6559296313924646 relative_absolute_error 0.6754130868221118 relative_absolute_error 0.6444271080454843 relative_absolute_error 0.6581536908015093 relative_absolute_error 0.6499684878433541 root_mean_prior_squared_error 0.35394835494159665 root_mean_prior_squared_error 0.3541751851309153 root_mean_prior_squared_error 0.3542508884492025 root_mean_prior_squared_error 0.3541925116962025 root_mean_prior_squared_error 0.3541925116962025 root_mean_prior_squared_error 0.3541925116962025 root_mean_prior_squared_error 0.3541925116962025 root_mean_prior_squared_error 0.3539492344090008 root_mean_prior_squared_error 0.3538193917423618 root_mean_prior_squared_error 0.35383500173976573 root_mean_squared_error 0.29758181729278227 root_mean_squared_error 0.2864332707678877 root_mean_squared_error 0.29683695691739426 root_mean_squared_error 0.2956564686248579 root_mean_squared_error 0.3002377900804033 root_mean_squared_error 0.2994956321338952 root_mean_squared_error 0.30293776730427874 root_mean_squared_error 0.2919348307222722 root_mean_squared_error 0.29497401701377435 root_mean_squared_error 0.29139565656136884 root_relative_squared_error 0.8407492594276497 root_relative_squared_error 0.8087333127588038 root_relative_squared_error 0.8379286166842147 root_relative_squared_error 0.8347338209071115 root_relative_squared_error 0.8476683728929956 root_relative_squared_error 0.8455730210094846 root_relative_squared_error 0.8552912817200213 root_relative_squared_error 0.8247929430041689 root_relative_squared_error 0.8336852753072492 root_relative_squared_error 0.8235354194147275 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 14565.886832002434 usercpu_time_millis 12942.459006007994 usercpu_time_millis 14488.994382991223 usercpu_time_millis 9177.807961008511 usercpu_time_millis 7944.638553017285 usercpu_time_millis 7902.091140989796 usercpu_time_millis 7969.7019350132905 usercpu_time_millis 8192.159525991883 usercpu_time_millis 11384.437001004699 usercpu_time_millis 15030.191162994015 usercpu_time_millis_testing 135.7570139953168 usercpu_time_millis_testing 124.92569000460207 usercpu_time_millis_testing 135.89076499920338 usercpu_time_millis_testing 74.40182100981474 usercpu_time_millis_testing 75.42951100913342 usercpu_time_millis_testing 75.92231099260971 usercpu_time_millis_testing 74.80477000353858 usercpu_time_millis_testing 76.86828899022657 usercpu_time_millis_testing 286.67502000462264 usercpu_time_millis_testing 142.56883598864079 usercpu_time_millis_training 14430.129818007117 usercpu_time_millis_training 12817.533316003392 usercpu_time_millis_training 14353.10361799202 usercpu_time_millis_training 9103.406139998697 usercpu_time_millis_training 7869.209042008151 usercpu_time_millis_training 7826.168829997187 usercpu_time_millis_training 7894.897165009752 usercpu_time_millis_training 8115.291237001657 usercpu_time_millis_training 11097.761981000076 usercpu_time_millis_training 14887.622327005374 wall_clock_time_millis 14566.23888015747 wall_clock_time_millis 12950.71005821228 wall_clock_time_millis 14489.291667938232 wall_clock_time_millis 9182.332515716553 wall_clock_time_millis 7948.323011398315 wall_clock_time_millis 7902.23240852356 wall_clock_time_millis 7973.475217819214 wall_clock_time_millis 8192.343473434448 wall_clock_time_millis 11386.615753173828 wall_clock_time_millis 15030.483484268188 wall_clock_time_millis_testing 135.7712745666504 wall_clock_time_millis_testing 124.9392032623291 wall_clock_time_millis_testing 135.90264320373535 wall_clock_time_millis_testing 74.41377639770508 wall_clock_time_millis_testing 75.44231414794922 wall_clock_time_millis_testing 75.93274116516113 wall_clock_time_millis_testing 74.8145580291748 wall_clock_time_millis_testing 76.87926292419434 wall_clock_time_millis_testing 286.6935729980469 wall_clock_time_millis_testing 142.58575439453125 wall_clock_time_millis_training 14430.46760559082 wall_clock_time_millis_training 12825.770854949951 wall_clock_time_millis_training 14353.389024734497 wall_clock_time_millis_training 9107.918739318848 wall_clock_time_millis_training 7872.880697250366 wall_clock_time_millis_training 7826.299667358398 wall_clock_time_millis_training 7898.660659790039 wall_clock_time_millis_training 8115.464210510254 wall_clock_time_millis_training 11099.922180175781 wall_clock_time_millis_training 14887.897729873657