10230026 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) 8155048 l2_regularization 10.0 12677 learning_rate 0.01 12677 loss "auto" 12677 max_bins 128 12677 max_depth 18 12677 max_iter 450 12677 max_leaf_nodes 64 12677 min_samples_leaf 13 12677 n_iter_no_change null 12677 random_state 35457 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 21381499 description https://api.openml.org/data/download/21381499/description.xml -1 21381500 predictions https://api.openml.org/data/download/21381500/predictions.arff area_under_roc_curve 0.8709496029010274 [0.823135,0.836899,0.863611,0.816833,0.846654,0.918975] average_cost 0 f_measure 0.6049075867237461 [0.497025,0.407317,0.505907,0.417344,0.416592,0.808824] kappa 0.4772501168574758 kb_relative_information_score 0.4237093987898056 mean_absolute_error 0.1677275621537977 mean_prior_absolute_error 0.2507645736611627 number_of_instances 6118 [1089,486,748,617,624,2554] precision 0.59993698521876 [0.495438,0.5,0.526773,0.471429,0.476289,0.746195] predictive_accuracy 0.6196469434455705 prior_entropy 2.3000072984859514 recall 0.6196469434455705 [0.498623,0.343621,0.486631,0.374392,0.370192,0.882929] relative_absolute_error 0.6688646633971271 root_mean_prior_squared_error 0.35407492669342416 root_mean_squared_error 0.2900690847273215 root_relative_squared_error 0.8192307979448594 total_cost 0 area_under_roc_curve 0.8748931665900844 [0.824621,0.814014,0.862906,0.813974,0.857403,0.930236] area_under_roc_curve 0.8808798752734762 [0.848369,0.829012,0.897058,0.854267,0.840229,0.916296] area_under_roc_curve 0.8721110306330541 [0.805353,0.855077,0.867052,0.810645,0.845766,0.9266] area_under_roc_curve 0.8720614566819785 [0.821046,0.862562,0.870391,0.809267,0.829912,0.9217] area_under_roc_curve 0.8608662688075964 [0.80246,0.826875,0.834426,0.801935,0.860601,0.914533] area_under_roc_curve 0.8674299364270055 [0.817727,0.787835,0.869745,0.83371,0.835367,0.919284] area_under_roc_curve 0.8565699708643247 [0.836258,0.81069,0.844221,0.822405,0.821158,0.894617] area_under_roc_curve 0.8840227756233752 [0.820536,0.867782,0.883104,0.818928,0.875836,0.931926] area_under_roc_curve 0.8723182881568851 [0.812758,0.866119,0.855274,0.822727,0.856499,0.919482] area_under_roc_curve 0.8727359369412664 [0.847774,0.850855,0.854686,0.78769,0.851379,0.918205] 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 0.5981544331382894 [0.490741,0.30137,0.463576,0.419355,0.414414,0.826958] f_measure 0.6419910120259306 [0.565401,0.419753,0.567164,0.486486,0.453782,0.822878] f_measure 0.5819083752347519 [0.459459,0.292135,0.510638,0.395833,0.35,0.81295] f_measure 0.5986838944902935 [0.467662,0.404494,0.576923,0.327273,0.428571,0.805755] f_measure 0.6001665433221429 [0.444444,0.457831,0.478873,0.458716,0.417391,0.808587] f_measure 0.622653599060426 [0.522936,0.405063,0.524823,0.491228,0.472727,0.80427] f_measure 0.5986271935281267 [0.554113,0.494118,0.416667,0.438596,0.361702,0.78777] f_measure 0.61393580744779 [0.470046,0.405063,0.545455,0.422018,0.433962,0.824561] f_measure 0.5842696640544769 [0.442396,0.439024,0.496552,0.361905,0.377358,0.800705] f_measure 0.6056664720275377 [0.542857,0.45,0.478873,0.365217,0.448276,0.794275] kappa 0.47084897503529655 kappa 0.52568842056238 kappa 0.4482606974801003 kappa 0.47220171752238266 kappa 0.4699159540499872 kappa 0.5000551961671781 kappa 0.46967071057192383 kappa 0.490305816510094 kappa 0.4493637789785601 kappa 0.47572575982441084 kb_relative_information_score 0.4202831871839659 kb_relative_information_score 0.44545810096396826 kb_relative_information_score 0.4172522051988841 kb_relative_information_score 0.4249391304370777 kb_relative_information_score 0.42204306029676714 kb_relative_information_score 0.42344517201632553 kb_relative_information_score 0.4131322170895861 kb_relative_information_score 0.4415965064462442 kb_relative_information_score 0.41108980104556564 kb_relative_information_score 0.41781082109678047 mean_absolute_error 0.16858212936888067 mean_absolute_error 0.16402539669489244 mean_absolute_error 0.1680168960090219 mean_absolute_error 0.16781238043836394 mean_absolute_error 0.16846084411325785 mean_absolute_error 0.16709167711807565 mean_absolute_error 0.17053296226957265 mean_absolute_error 0.1647342621025899 mean_absolute_error 0.16928171706718398 mean_absolute_error 0.16874155267220153 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 0.5935767791368173 [0.495327,0.44,0.454545,0.419355,0.479167,0.774744] precision 0.6417666646746732 [0.523438,0.515152,0.644068,0.55102,0.482143,0.777003] precision 0.5791981365065809 [0.447368,0.325,0.545455,0.558824,0.368421,0.750831] precision 0.591795573751352 [0.51087,0.45,0.555556,0.375,0.48,0.744186] precision 0.5963493696385902 [0.448598,0.558824,0.507463,0.531915,0.45283,0.743421] precision 0.6206970691234918 [0.522936,0.533333,0.560606,0.538462,0.541667,0.736156] precision 0.5990998539605327 [0.52459,0.583333,0.434783,0.480769,0.53125,0.727575] precision 0.6108674439568041 [0.472222,0.533333,0.573529,0.479167,0.522727,0.748408] precision 0.5790600171206556 [0.444444,0.529412,0.514286,0.431818,0.454545,0.729904] precision 0.6018119321119031 [0.564356,0.5625,0.5,0.388889,0.490566,0.732673] predictive_accuracy 0.6127450980392157 predictive_accuracy 0.6519607843137255 predictive_accuracy 0.5980392156862745 predictive_accuracy 0.6143790849673203 predictive_accuracy 0.6143790849673203 predictive_accuracy 0.6372549019607843 predictive_accuracy 0.6143790849673203 predictive_accuracy 0.6323529411764706 predictive_accuracy 0.6022913256955811 predictive_accuracy 0.618657937806874 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 0.6127450980392157 [0.486239,0.229167,0.472973,0.419355,0.365079,0.886719] recall 0.6519607843137255 [0.614679,0.354167,0.506667,0.435484,0.428571,0.87451] recall 0.5980392156862745 [0.472222,0.265306,0.48,0.306452,0.333333,0.886275] recall 0.6143790849673203 [0.431193,0.367347,0.6,0.290323,0.387097,0.878431] recall 0.6143790849673203 [0.440367,0.387755,0.453333,0.403226,0.387097,0.886275] recall 0.6372549019607843 [0.522936,0.326531,0.493333,0.451613,0.419355,0.886275] recall 0.6143790849673203 [0.587156,0.428571,0.4,0.403226,0.274194,0.858824] recall 0.6323529411764706 [0.46789,0.326531,0.52,0.377049,0.370968,0.917969] recall 0.602291325695581 [0.440367,0.375,0.48,0.311475,0.322581,0.886719] recall 0.618657937806874 [0.522936,0.375,0.459459,0.344262,0.412698,0.867188] relative_absolute_error 0.6725128460046125 relative_absolute_error 0.6539159858271251 relative_absolute_error 0.6696856143251396 relative_absolute_error 0.6689807263627674 relative_absolute_error 0.671565813941629 relative_absolute_error 0.666107656870284 relative_absolute_error 0.6798262718750655 relative_absolute_error 0.657161187310701 relative_absolute_error 0.6755496438130126 relative_absolute_error 0.6733643351024464 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 0.2918380963008484 root_mean_squared_error 0.28299164382193887 root_mean_squared_error 0.2919478088332767 root_mean_squared_error 0.29083719465530034 root_mean_squared_error 0.29305467707064214 root_mean_squared_error 0.2892291208145729 root_mean_squared_error 0.2949300314695789 root_mean_squared_error 0.2839556874096675 root_mean_squared_error 0.2921206006973258 root_mean_squared_error 0.28956024882731746 root_relative_squared_error 0.8245216914456438 root_relative_squared_error 0.7990160115744288 root_relative_squared_error 0.8241272452733461 root_relative_squared_error 0.821127452024612 root_relative_squared_error 0.8273881219770128 root_relative_squared_error 0.816587339550109 root_relative_squared_error 0.8326828539010613 root_relative_squared_error 0.8022497573240877 root_relative_squared_error 0.8256206627307675 root_relative_squared_error 0.8183482340740268 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 50524.1139990103 usercpu_time_millis 75478.50235499209 usercpu_time_millis 73043.86220801098 usercpu_time_millis 76093.73831399716 usercpu_time_millis 51281.31259699876 usercpu_time_millis 49718.14132698637 usercpu_time_millis 49710.65045101568 usercpu_time_millis 49500.77748899639 usercpu_time_millis 49368.78887000785 usercpu_time_millis 49564.007994005806 usercpu_time_millis_testing 179.6730460046092 usercpu_time_millis_testing 263.9648879994638 usercpu_time_millis_testing 229.9758900044253 usercpu_time_millis_testing 185.64642500132322 usercpu_time_millis_testing 179.26012599491514 usercpu_time_millis_testing 179.58695799461566 usercpu_time_millis_testing 255.80949400318787 usercpu_time_millis_testing 184.34569399687462 usercpu_time_millis_testing 180.72981700242963 usercpu_time_millis_testing 178.09725100232754 usercpu_time_millis_training 50344.44095300569 usercpu_time_millis_training 75214.53746699262 usercpu_time_millis_training 72813.88631800655 usercpu_time_millis_training 75908.09188899584 usercpu_time_millis_training 51102.052471003844 usercpu_time_millis_training 49538.554368991754 usercpu_time_millis_training 49454.84095701249 usercpu_time_millis_training 49316.43179499952 usercpu_time_millis_training 49188.05905300542 usercpu_time_millis_training 49385.91074300348 wall_clock_time_millis 50524.25980567932 wall_clock_time_millis 75479.05588150024 wall_clock_time_millis 73044.45767402649 wall_clock_time_millis 76093.80841255188 wall_clock_time_millis 51281.37183189392 wall_clock_time_millis 49718.382596969604 wall_clock_time_millis 49711.010694503784 wall_clock_time_millis 49500.85639953613 wall_clock_time_millis 49369.2569732666 wall_clock_time_millis 49564.034938812256 wall_clock_time_millis_testing 179.68034744262695 wall_clock_time_millis_testing 263.97132873535156 wall_clock_time_millis_testing 229.98714447021484 wall_clock_time_millis_testing 185.65106391906738 wall_clock_time_millis_testing 179.26716804504395 wall_clock_time_millis_testing 179.59332466125488 wall_clock_time_millis_testing 255.81622123718262 wall_clock_time_millis_testing 184.35049057006836 wall_clock_time_millis_testing 180.73749542236328 wall_clock_time_millis_testing 178.10559272766113 wall_clock_time_millis_training 50344.579458236694 wall_clock_time_millis_training 75215.08455276489 wall_clock_time_millis_training 72814.47052955627 wall_clock_time_millis_training 75908.15734863281 wall_clock_time_millis_training 51102.10466384888 wall_clock_time_millis_training 49538.78927230835 wall_clock_time_millis_training 49455.1944732666 wall_clock_time_millis_training 49316.505908966064 wall_clock_time_millis_training 49188.51947784424 wall_clock_time_millis_training 49385.929346084595