10231429 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) 8156451 l2_regularization 1e-05 12677 learning_rate 0.01 12677 loss "auto" 12677 max_bins 64 12677 max_depth null 12677 max_iter 200 12677 max_leaf_nodes 128 12677 min_samples_leaf 19 12677 n_iter_no_change null 12677 random_state 33548 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. 1475 first-order-theorem-proving https://www.openml.org/data/download/1587932/phpPbCMyg -1 21384318 description https://api.openml.org/data/download/21384318/description.xml -1 21384319 predictions https://api.openml.org/data/download/21384319/predictions.arff area_under_roc_curve 0.8710883915672579 [0.820865,0.835684,0.863952,0.816823,0.846512,0.920444] average_cost 0 f_measure 0.6114016447403322 [0.507353,0.431566,0.50554,0.426549,0.434626,0.808839] kappa 0.4852997602639935 kb_relative_information_score 0.43603189430002215 mean_absolute_error 0.16301488254200766 mean_prior_absolute_error 0.2507645736611627 number_of_instances 6118 [1089,486,748,617,624,2554] precision 0.6073263047353045 [0.50782,0.538462,0.524425,0.469786,0.496907,0.747344] predictive_accuracy 0.6252043151356653 prior_entropy 2.3000072984859514 recall 0.6252043151356652 [0.506887,0.360082,0.487968,0.3906,0.386218,0.881363] relative_absolute_error 0.6500714202249163 root_mean_prior_squared_error 0.35407492669342416 root_mean_squared_error 0.2906277117255273 root_relative_squared_error 0.8208085063791241 total_cost 0 area_under_roc_curve 0.8727871067336046 [0.814808,0.795988,0.85218,0.82151,0.859282,0.933572] area_under_roc_curve 0.8806560315861189 [0.848514,0.798537,0.903861,0.844179,0.851245,0.919163] area_under_roc_curve 0.8765333201575204 [0.811242,0.862381,0.865189,0.818519,0.854902,0.929692] area_under_roc_curve 0.8687447164402031 [0.80184,0.853699,0.876971,0.825147,0.815865,0.921272] area_under_roc_curve 0.8623124375385602 [0.80288,0.823866,0.841428,0.796921,0.859282,0.917883] area_under_roc_curve 0.8679843723700242 [0.830138,0.792837,0.875022,0.827126,0.832141,0.915181] area_under_roc_curve 0.8593742526375053 [0.832847,0.822797,0.843799,0.82434,0.824912,0.89922] area_under_roc_curve 0.8783983266148458 [0.81189,0.867963,0.87856,0.821963,0.863255,0.925781] area_under_roc_curve 0.8746698898089791 [0.812109,0.882327,0.863893,0.809762,0.857556,0.92264] area_under_roc_curve 0.8707266171934545 [0.842876,0.856664,0.836793,0.785067,0.851089,0.920274] 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 0.6051584384866467 [0.483721,0.4,0.459459,0.453782,0.385321,0.82821] f_measure 0.650993516895201 [0.588235,0.469136,0.577778,0.485981,0.461538,0.820513] f_measure 0.6159886103072634 [0.504587,0.337079,0.573427,0.412371,0.442623,0.821622] f_measure 0.6175818139745217 [0.495146,0.436782,0.552632,0.410256,0.446602,0.815742] f_measure 0.5949425758286382 [0.486486,0.435897,0.475524,0.411215,0.393162,0.800718] f_measure 0.6142272455588451 [0.52968,0.422535,0.506667,0.42735,0.46729,0.8] f_measure 0.5903296685180035 [0.517857,0.439024,0.461538,0.461538,0.407767,0.763964] f_measure 0.6203915238581932 [0.470588,0.455696,0.561644,0.42623,0.46729,0.816254] f_measure 0.591075955070862 [0.463636,0.493827,0.444444,0.381818,0.384615,0.806394] f_measure 0.6118076954695898 [0.52381,0.433735,0.442857,0.393162,0.483333,0.815217] kappa 0.4786519154412571 kappa 0.537653009832045 kappa 0.49376502926245436 kappa 0.4953492974470611 kappa 0.463228818037696 kappa 0.48901705189130334 kappa 0.4549332942383814 kappa 0.49736854704757966 kappa 0.4574475170010137 kappa 0.48517209166010294 kb_relative_information_score 0.4321264153661527 kb_relative_information_score 0.4582435363520014 kb_relative_information_score 0.43944357975791976 kb_relative_information_score 0.43426649370705456 kb_relative_information_score 0.43019849079812755 kb_relative_information_score 0.4374939967102247 kb_relative_information_score 0.42561355593782496 kb_relative_information_score 0.4452876444804785 kb_relative_information_score 0.423775852195359 kb_relative_information_score 0.4338225325458797 mean_absolute_error 0.16340300148947629 mean_absolute_error 0.15961273444518587 mean_absolute_error 0.16121575346307718 mean_absolute_error 0.1635157749215799 mean_absolute_error 0.16419991222070052 mean_absolute_error 0.16297242008057747 mean_absolute_error 0.16581837934498514 mean_absolute_error 0.161019204444288 mean_absolute_error 0.16425727040470461 mean_absolute_error 0.1641382402027645 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 0.5996539119579444 [0.490566,0.5,0.459459,0.473684,0.456522,0.771044] precision 0.6521969484871009 [0.542636,0.575758,0.65,0.577778,0.5,0.769759] precision 0.6138148172196761 [0.5,0.375,0.602941,0.571429,0.457627,0.76] precision 0.6140578472533168 [0.525773,0.5,0.545455,0.436364,0.560976,0.75] precision 0.5928851623062003 [0.477876,0.586207,0.5,0.488889,0.418182,0.738411] precision 0.6189326296285473 [0.527273,0.681818,0.506667,0.454545,0.555556,0.734426] precision 0.5890371009666987 [0.504348,0.545455,0.485294,0.490909,0.512195,0.706667] precision 0.619263526360263 [0.505263,0.6,0.577465,0.42623,0.555556,0.745161] precision 0.5874159866030103 [0.459459,0.606061,0.463768,0.428571,0.47619,0.739414] precision 0.60638383517016 [0.544554,0.514286,0.469697,0.410714,0.508772,0.760135] predictive_accuracy 0.619281045751634 predictive_accuracy 0.6617647058823529 predictive_accuracy 0.630718954248366 predictive_accuracy 0.6323529411764706 predictive_accuracy 0.6094771241830066 predictive_accuracy 0.6290849673202614 predictive_accuracy 0.6029411764705883 predictive_accuracy 0.6356209150326797 predictive_accuracy 0.607201309328969 predictive_accuracy 0.6235679214402619 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 0.619281045751634 [0.477064,0.333333,0.459459,0.435484,0.333333,0.894531] recall 0.6617647058823529 [0.642202,0.395833,0.52,0.419355,0.428571,0.878431] recall 0.630718954248366 [0.509259,0.306122,0.546667,0.322581,0.428571,0.894118] recall 0.6323529411764706 [0.46789,0.387755,0.56,0.387097,0.370968,0.894118] recall 0.6094771241830066 [0.495413,0.346939,0.453333,0.354839,0.370968,0.87451] recall 0.6290849673202614 [0.53211,0.306122,0.506667,0.403226,0.403226,0.878431] recall 0.6029411764705882 [0.53211,0.367347,0.44,0.435484,0.33871,0.831373] recall 0.6356209150326797 [0.440367,0.367347,0.546667,0.42623,0.403226,0.902344] recall 0.6072013093289689 [0.46789,0.416667,0.426667,0.344262,0.322581,0.886719] recall 0.6235679214402619 [0.504587,0.375,0.418919,0.377049,0.460317,0.878906] relative_absolute_error 0.6518521149826502 relative_absolute_error 0.6363241345450555 relative_absolute_error 0.6425774637034947 relative_absolute_error 0.6518523936855 relative_absolute_error 0.6545796934598197 relative_absolute_error 0.6496863203883035 relative_absolute_error 0.6610316805514147 relative_absolute_error 0.6423410055798539 relative_absolute_error 0.6554986707250666 relative_absolute_error 0.6549947847980659 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 0.2930203499781277 root_mean_squared_error 0.28250048605728206 root_mean_squared_error 0.2891415690269794 root_mean_squared_error 0.292900107725976 root_mean_squared_error 0.29480572976497676 root_mean_squared_error 0.28926044908686216 root_mean_squared_error 0.2946307593808244 root_mean_squared_error 0.28729789942471734 root_mean_squared_error 0.2931293352202521 root_mean_squared_error 0.28936289553323535 root_relative_squared_error 0.8278618783988348 root_relative_squared_error 0.7976292465347627 root_relative_squared_error 0.816205628425518 root_relative_squared_error 0.8269517227320771 root_relative_squared_error 0.8323319099920359 root_relative_squared_error 0.8166757893937809 root_relative_squared_error 0.8318379120153016 root_relative_squared_error 0.8116923883291537 root_relative_squared_error 0.8284716498345517 root_relative_squared_error 0.8177904789251248 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 49563.488015001894 usercpu_time_millis 42658.039727999494 usercpu_time_millis 33043.26203799974 usercpu_time_millis 32393.56162600052 usercpu_time_millis 34193.34595500004 usercpu_time_millis 30965.112054998826 usercpu_time_millis 32770.014841999 usercpu_time_millis 31715.51239800101 usercpu_time_millis 32279.391916999884 usercpu_time_millis 32787.11944600036 usercpu_time_millis_testing 131.8864590011799 usercpu_time_millis_testing 134.36627900046005 usercpu_time_millis_testing 99.81740500006708 usercpu_time_millis_testing 102.1397580007033 usercpu_time_millis_testing 102.12334800053213 usercpu_time_millis_testing 102.01127999971504 usercpu_time_millis_testing 103.30660100044042 usercpu_time_millis_testing 101.56221900069795 usercpu_time_millis_testing 102.73960400081705 usercpu_time_millis_testing 102.71197799920628 usercpu_time_millis_training 49431.601556000714 usercpu_time_millis_training 42523.673448999034 usercpu_time_millis_training 32943.44463299967 usercpu_time_millis_training 32291.421867999816 usercpu_time_millis_training 34091.22260699951 usercpu_time_millis_training 30863.10077499911 usercpu_time_millis_training 32666.70824099856 usercpu_time_millis_training 31613.950179000312 usercpu_time_millis_training 32176.652312999067 usercpu_time_millis_training 32684.407468001154 wall_clock_time_millis 49596.309185028076 wall_clock_time_millis 42658.73694419861 wall_clock_time_millis 33043.81346702576 wall_clock_time_millis 32394.099473953247 wall_clock_time_millis 34194.00358200073 wall_clock_time_millis 30965.6925201416 wall_clock_time_millis 32770.572662353516 wall_clock_time_millis 31716.037273406982 wall_clock_time_millis 32279.8912525177 wall_clock_time_millis 32787.66870498657 wall_clock_time_millis_testing 131.90102577209473 wall_clock_time_millis_testing 134.39178466796875 wall_clock_time_millis_testing 99.82824325561523 wall_clock_time_millis_testing 102.15234756469727 wall_clock_time_millis_testing 102.13065147399902 wall_clock_time_millis_testing 102.02789306640625 wall_clock_time_millis_testing 103.31559181213379 wall_clock_time_millis_testing 101.57036781311035 wall_clock_time_millis_testing 102.74887084960938 wall_clock_time_millis_testing 102.72097587585449 wall_clock_time_millis_training 49464.40815925598 wall_clock_time_millis_training 42524.34515953064 wall_clock_time_millis_training 32943.98522377014 wall_clock_time_millis_training 32291.94712638855 wall_clock_time_millis_training 34091.87293052673 wall_clock_time_millis_training 30863.664627075195 wall_clock_time_millis_training 32667.257070541382 wall_clock_time_millis_training 31614.466905593872 wall_clock_time_millis_training 32177.14238166809 wall_clock_time_millis_training 32684.947729110718