10229080 8323 Heinrich Peters 9910 Supervised Classification 12736 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1) 8154179 l2_regularization 0.0001 12677 learning_rate 0.01 12677 loss "auto" 12677 max_bins 8 12677 max_depth 5 12677 max_iter 100 12677 max_leaf_nodes 8 12677 min_samples_leaf 4 12677 n_iter_no_change null 12677 random_state 38710 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. 4134 Bioresponse https://www.openml.org/data/download/1681097/phpSSK7iA -1 21379589 description https://api.openml.org/data/download/21379589/description.xml -1 21379590 predictions https://api.openml.org/data/download/21379590/predictions.arff area_under_roc_curve 0.8291774258112954 [0.829177,0.829177] average_cost 0 f_measure 0.7712996110575349 [0.737523,0.799812] kappa 0.5385157888048797 kb_relative_information_score 0.2392458114250143 mean_absolute_error 0.39900671792297104 mean_prior_absolute_error 0.4964308656158626 number_of_instances 3751 [1717,2034] precision 0.7737069975234867 [0.782865,0.765977] predictive_accuracy 0.7728605705145294 prior_entropy 0.9948419333531207 recall 0.7728605705145295 [0.697146,0.836775] relative_absolute_error 0.8037508252593661 root_mean_prior_squared_error 0.4982112822885347 root_mean_squared_error 0.4239467801690723 root_relative_squared_error 0.8509377351345232 total_cost 0 area_under_roc_curve 0.8141387368901049 [0.814139,0.814139] area_under_roc_curve 0.8304072631458357 [0.830407,0.830407] area_under_roc_curve 0.8440113415053271 [0.844011,0.844011] area_under_roc_curve 0.8690285256043074 [0.869029,0.869029] area_under_roc_curve 0.8606369572688739 [0.860637,0.860637] area_under_roc_curve 0.8119343567418948 [0.811934,0.811934] area_under_roc_curve 0.8332999198075379 [0.8333,0.8333] area_under_roc_curve 0.8367159729388832 [0.836716,0.836716] area_under_roc_curve 0.8393676183923863 [0.839368,0.839368] area_under_roc_curve 0.7790677674578604 [0.779068,0.779068] 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 0.7534841131314917 [0.716049,0.785047] f_measure 0.7799380329513447 [0.748466,0.806604] f_measure 0.7707473110837505 [0.731861,0.803695] f_measure 0.7934553393917048 [0.764526,0.817967] f_measure 0.7925758327332854 [0.758621,0.821346] f_measure 0.7435918883207905 [0.715976,0.76699] f_measure 0.7764129106086063 [0.739812,0.807425] f_measure 0.7794104651162791 [0.74375,0.809302] f_measure 0.7873598033297209 [0.752351,0.816705] f_measure 0.7356396059807014 [0.706231,0.760291] kappa 0.5025310630464795 kappa 0.5561105176545312 kappa 0.5380100007246902 kappa 0.5833633936945386 kappa 0.5818671532212519 kappa 0.4831002498348792 kappa 0.549285372952778 kappa 0.5546189276092813 kappa 0.5707081684997609 kappa 0.46661781819749143 kb_relative_information_score 0.2232341410889923 kb_relative_information_score 0.23746422010699714 kb_relative_information_score 0.24872165901530738 kb_relative_information_score 0.265278855806632 kb_relative_information_score 0.25562426567353674 kb_relative_information_score 0.21795545346731565 kb_relative_information_score 0.2477556270797097 kb_relative_information_score 0.2419506388257178 kb_relative_information_score 0.25130460076557304 kb_relative_information_score 0.20319260398848674 mean_absolute_error 0.405473901825749 mean_absolute_error 0.39986458825169474 mean_absolute_error 0.3951665649577203 mean_absolute_error 0.3882848007723324 mean_absolute_error 0.3925652702242071 mean_absolute_error 0.40767298586683476 mean_absolute_error 0.39539597258429143 mean_absolute_error 0.3980092123846133 mean_absolute_error 0.39409152478603154 mean_absolute_error 0.4135251117524837 mean_prior_absolute_error 0.4964057123095849 mean_prior_absolute_error 0.4965087485567102 mean_prior_absolute_error 0.4965087485567102 mean_prior_absolute_error 0.4965087485567102 mean_prior_absolute_error 0.4965087485567102 mean_prior_absolute_error 0.4965087485567102 mean_prior_absolute_error 0.4965087485567102 mean_prior_absolute_error 0.4962835065281108 mean_prior_absolute_error 0.4962835065281108 mean_prior_absolute_error 0.4962835065281108 number_of_instances 376 [172,204] number_of_instances 375 [172,203] number_of_instances 375 [172,203] number_of_instances 375 [172,203] number_of_instances 375 [172,203] number_of_instances 375 [172,203] number_of_instances 375 [172,203] number_of_instances 375 [171,204] number_of_instances 375 [171,204] number_of_instances 375 [171,204] precision 0.7560190369540875 [0.763158,0.75] precision 0.7822190358660946 [0.792208,0.773756] precision 0.776463768115942 [0.8,0.756522] precision 0.795577321603128 [0.806452,0.786364] precision 0.7977875641484664 [0.823129,0.776316] precision 0.7435669568225053 [0.728916,0.755981] precision 0.7813042129132355 [0.802721,0.763158] precision 0.7830197778701667 [0.798658,0.769912] precision 0.791509465412549 [0.810811,0.77533] precision 0.7355422839684096 [0.716867,0.751196] predictive_accuracy 0.7553191489361702 predictive_accuracy 0.7813333333333334 predictive_accuracy 0.7733333333333333 predictive_accuracy 0.7946666666666666 predictive_accuracy 0.7946666666666666 predictive_accuracy 0.7440000000000001 predictive_accuracy 0.7786666666666666 predictive_accuracy 0.7813333333333334 predictive_accuracy 0.7893333333333333 predictive_accuracy 0.736 prior_entropy 0.9947691829105159 prior_entropy 0.9950671927429882 prior_entropy 0.9950671927429882 prior_entropy 0.9950671927429882 prior_entropy 0.9950671927429882 prior_entropy 0.9950671927429882 prior_entropy 0.9950671927429882 prior_entropy 0.994415729388281 prior_entropy 0.994415729388281 prior_entropy 0.994415729388281 recall 0.7553191489361702 [0.674419,0.823529] recall 0.7813333333333333 [0.709302,0.842365] recall 0.7733333333333333 [0.674419,0.857143] recall 0.7946666666666666 [0.726744,0.852217] recall 0.7946666666666666 [0.703488,0.871921] recall 0.744 [0.703488,0.778325] recall 0.7786666666666666 [0.686047,0.857143] recall 0.7813333333333333 [0.695906,0.852941] recall 0.7893333333333333 [0.701754,0.862745] recall 0.736 [0.695906,0.769608] relative_absolute_error 0.8168195727225516 relative_absolute_error 0.805352553029633 relative_absolute_error 0.7958904371905245 relative_absolute_error 0.7820301291790497 relative_absolute_error 0.7906512651898804 relative_absolute_error 0.8210791593338282 relative_absolute_error 0.7963524786494877 relative_absolute_error 0.8019795281310018 relative_absolute_error 0.7940854765515145 relative_absolute_error 0.8332437131457653 root_mean_prior_squared_error 0.4981860380352768 root_mean_prior_squared_error 0.4982894387205206 root_mean_prior_squared_error 0.4982894387205206 root_mean_prior_squared_error 0.4982894387205206 root_mean_prior_squared_error 0.4982894387205206 root_mean_prior_squared_error 0.4982894387205206 root_mean_prior_squared_error 0.4982894387205206 root_mean_prior_squared_error 0.4980633721845164 root_mean_prior_squared_error 0.4980633721845164 root_mean_prior_squared_error 0.4980633721845164 root_mean_squared_error 0.43088194550311765 root_mean_squared_error 0.42562636262439885 root_mean_squared_error 0.4204095643412001 root_mean_squared_error 0.41103521258528564 root_mean_squared_error 0.4154158827505465 root_mean_squared_error 0.4321742375793645 root_mean_squared_error 0.42162145909755444 root_mean_squared_error 0.4215428792331415 root_mean_squared_error 0.4184633803466701 root_mean_squared_error 0.44143191330958237 root_relative_squared_error 0.8649016885387034 root_relative_squared_error 0.8541749624822436 root_relative_squared_error 0.8437055487684104 root_relative_squared_error 0.8248924834544329 root_relative_squared_error 0.8336839002994482 root_relative_squared_error 0.8673156683574852 root_relative_squared_error 0.846137658827709 root_relative_squared_error 0.8463639423719226 root_relative_squared_error 0.8401809964689452 root_relative_squared_error 0.8862966802265597 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 4518.33442899806 usercpu_time_millis 4851.926375980838 usercpu_time_millis 4802.2038110066205 usercpu_time_millis 4811.782256001607 usercpu_time_millis 4710.496476996923 usercpu_time_millis 4604.277163001825 usercpu_time_millis 4662.864821992116 usercpu_time_millis 4631.451405002736 usercpu_time_millis 4671.85671099287 usercpu_time_millis 4597.417700992082 usercpu_time_millis_testing 7.223866006825119 usercpu_time_millis_testing 7.444413990015164 usercpu_time_millis_testing 7.0513140090042725 usercpu_time_millis_testing 6.875892999232747 usercpu_time_millis_testing 7.0210249978117645 usercpu_time_millis_testing 6.90569200378377 usercpu_time_millis_testing 6.909970994456671 usercpu_time_millis_testing 6.923323991941288 usercpu_time_millis_testing 7.044218989904039 usercpu_time_millis_testing 7.206673995824531 usercpu_time_millis_training 4511.1105629912345 usercpu_time_millis_training 4844.481961990823 usercpu_time_millis_training 4795.152496997616 usercpu_time_millis_training 4804.906363002374 usercpu_time_millis_training 4703.475451999111 usercpu_time_millis_training 4597.371470998041 usercpu_time_millis_training 4655.954850997659 usercpu_time_millis_training 4624.528081010794 usercpu_time_millis_training 4664.812492002966 usercpu_time_millis_training 4590.211026996258 wall_clock_time_millis 4518.352031707764 wall_clock_time_millis 4851.981639862061 wall_clock_time_millis 4802.241325378418 wall_clock_time_millis 4811.848402023315 wall_clock_time_millis 4710.517168045044 wall_clock_time_millis 4604.310035705566 wall_clock_time_millis 4662.880420684814 wall_clock_time_millis 4632.802724838257 wall_clock_time_millis 4671.851634979248 wall_clock_time_millis 4597.457408905029 wall_clock_time_millis_testing 7.226705551147461 wall_clock_time_millis_testing 7.447719573974609 wall_clock_time_millis_testing 7.053852081298828 wall_clock_time_millis_testing 6.87861442565918 wall_clock_time_millis_testing 7.024049758911133 wall_clock_time_millis_testing 6.908655166625977 wall_clock_time_millis_testing 6.912946701049805 wall_clock_time_millis_testing 6.926059722900391 wall_clock_time_millis_testing 7.047414779663086 wall_clock_time_millis_testing 7.20977783203125 wall_clock_time_millis_training 4511.125326156616 wall_clock_time_millis_training 4844.533920288086 wall_clock_time_millis_training 4795.187473297119 wall_clock_time_millis_training 4804.969787597656 wall_clock_time_millis_training 4703.493118286133 wall_clock_time_millis_training 4597.40138053894 wall_clock_time_millis_training 4655.967473983765 wall_clock_time_millis_training 4625.876665115356 wall_clock_time_millis_training 4664.804220199585 wall_clock_time_millis_training 4590.247631072998