10291786 8323 Heinrich Peters 3549 Supervised Classification 12736 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1) 8168869 l2_regularization 1e-06 12677 learning_rate 0.1 12677 loss "auto" 12677 max_bins 8 12677 max_depth 4 12677 max_iter 250 12677 max_leaf_nodes 16 12677 min_samples_leaf 12 12677 n_iter_no_change null 12677 random_state 19906 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. 458 analcatdata_authorship https://www.openml.org/data/download/52570/analcatdata_authorship.arff -1 21505091 description https://api.openml.org/data/download/21505091/description.xml -1 21505092 predictions https://api.openml.org/data/download/21505092/predictions.arff area_under_roc_curve 0.999950150283849 [0.99994,0.999938,1,0.999974] average_cost 0 f_measure 0.9904936054834805 [0.992076,0.989899,0.990826,0.988506] kappa 0.9861646342717307 kb_relative_information_score 0.9891009225817965 mean_absolute_error 0.004637516586869875 mean_prior_absolute_error 0.3438742269346884 number_of_instances 841 [317,296,55,173] precision 0.9905488432957696 [0.996815,0.986577,1,0.982857] predictive_accuracy 0.990487514863258 prior_entropy 1.7874257213274838 recall 0.990487514863258 [0.987382,0.993243,0.981818,0.99422] relative_absolute_error 0.013486083642292486 root_mean_prior_squared_error 0.41456416029192655 root_mean_squared_error 0.053086488280286274 root_relative_squared_error 0.1280537329683878 total_cost 0 area_under_roc_curve 0.9993991821327461 [1,0.998788,1,0.999135] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 1 [1,1,1,1] area_under_roc_curve 0.9997753818508535 [0.999391,1,1,1] 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 0.9644972773985735 [0.984615,0.949153,1,0.941176] f_measure 1 [1,1,1,1] f_measure 0.9880983358735114 [0.984127,0.983607,1,1] f_measure 0.9881708238851095 [0.984127,1,1,0.971429] f_measure 1 [1,1,1,1] f_measure 1 [1,1,1,1] f_measure 0.9881016436706509 [0.984127,0.983051,1,1] f_measure 0.9877149877149878 [1,1,0.909091,0.972973] f_measure 1 [1,1,1,1] f_measure 0.9880985458923774 [0.983607,0.983051,1,1] kappa 0.9487334137515079 kappa 1 kappa 0.9825726141078839 kappa 0.9826194909993793 kappa 1 kappa 1 kappa 0.9827479975354283 kappa 0.9827939369111021 kappa 1 kappa 0.982843137254902 kb_relative_information_score 0.970426709280691 kb_relative_information_score 0.9952781047056418 kb_relative_information_score 0.9872655737616511 kb_relative_information_score 0.9865176371600636 kb_relative_information_score 0.9993958672740793 kb_relative_information_score 0.9996716196467409 kb_relative_information_score 0.9868096792926861 kb_relative_information_score 0.9862864289872202 kb_relative_information_score 0.9999368442979842 kb_relative_information_score 0.9799739011767578 mean_absolute_error 0.012568695598832214 mean_absolute_error 0.002416536100839142 mean_absolute_error 0.00530124042114545 mean_absolute_error 0.005640841306524929 mean_absolute_error 0.000362677494495836 mean_absolute_error 0.00020054543555330024 mean_absolute_error 0.005717019587752793 mean_absolute_error 0.004960625660843147 mean_absolute_error 0.00003957253235685919 mean_absolute_error 0.009072992932593667 mean_prior_absolute_error 0.3442046641141667 mean_prior_absolute_error 0.3427444350521277 mean_prior_absolute_error 0.3427444350521277 mean_prior_absolute_error 0.3427444350521277 mean_prior_absolute_error 0.3427444350521277 mean_prior_absolute_error 0.3427444350521277 mean_prior_absolute_error 0.34444209636517364 mean_prior_absolute_error 0.34545646661031304 mean_prior_absolute_error 0.34545646661031304 mean_prior_absolute_error 0.34545646661031304 number_of_instances 85 [32,30,6,17] number_of_instances 84 [32,30,5,17] number_of_instances 84 [32,30,5,17] number_of_instances 84 [32,30,5,17] number_of_instances 84 [32,30,5,17] number_of_instances 84 [32,30,5,17] number_of_instances 84 [32,29,6,17] number_of_instances 84 [31,29,6,18] number_of_instances 84 [31,29,6,18] number_of_instances 84 [31,29,6,18] precision 0.9646567090786159 [0.969697,0.965517,1,0.941176] precision 1 [1,1,1,1] precision 0.988479262672811 [1,0.967742,1,1] precision 0.9887566137566137 [1,1,1,0.944444] precision 1 [1,1,1,1] precision 1 [1,1,1,1] precision 0.9884920634920634 [1,0.966667,1,1] precision 0.9887218045112782 [1,1,1,0.947368] precision 1 [1,1,1,1] precision 0.9884920634920634 [1,0.966667,1,1] predictive_accuracy 0.9647058823529412 predictive_accuracy 1 predictive_accuracy 0.9880952380952381 predictive_accuracy 0.9880952380952381 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 0.9880952380952381 predictive_accuracy 0.9880952380952381 predictive_accuracy 1 predictive_accuracy 0.9880952380952381 prior_entropy 1.7955605058178263 prior_entropy 1.7703236950643249 prior_entropy 1.7703236950643249 prior_entropy 1.7703236950643249 prior_entropy 1.7703236950643249 prior_entropy 1.7703236950643249 prior_entropy 1.7989780307636483 prior_entropy 1.8093344528997866 prior_entropy 1.8093344528997866 prior_entropy 1.8093344528997866 recall 0.9647058823529412 [1,0.933333,1,0.941176] recall 1 [1,1,1,1] recall 0.9880952380952381 [0.96875,1,1,1] recall 0.9880952380952381 [0.96875,1,1,1] recall 1 [1,1,1,1] recall 1 [1,1,1,1] recall 0.9880952380952381 [0.96875,1,1,1] recall 0.9880952380952381 [1,1,0.833333,1] recall 1 [1,1,1,1] recall 0.9880952380952381 [0.967742,1,1,1] relative_absolute_error 0.036515180964146944 relative_absolute_error 0.0070505480285088015 relative_absolute_error 0.01546703572397664 relative_absolute_error 0.016457864022407887 relative_absolute_error 0.0010581572081270311 relative_absolute_error 0.0005851165330307972 relative_absolute_error 0.016597911951190987 relative_absolute_error 0.01435962600300346 relative_absolute_error 0.00011455143030076316 relative_absolute_error 0.02626378085094097 root_mean_prior_squared_error 0.4149625045447236 root_mean_prior_squared_error 0.41319928740982936 root_mean_prior_squared_error 0.41319928740982936 root_mean_prior_squared_error 0.41319928740982936 root_mean_prior_squared_error 0.41319928740982936 root_mean_prior_squared_error 0.41319928740982936 root_mean_prior_squared_error 0.4152484947944263 root_mean_prior_squared_error 0.416468105230372 root_mean_prior_squared_error 0.416468105230372 root_mean_prior_squared_error 0.416468105230372 root_mean_squared_error 0.0834994242228205 root_mean_squared_error 0.02700774661737325 root_mean_squared_error 0.06002626632162374 root_mean_squared_error 0.06744523323072618 root_mean_squared_error 0.0033407695974477427 root_mean_squared_error 0.0013563475854932582 root_mean_squared_error 0.05779115160510689 root_mean_squared_error 0.057098470892259945 root_mean_squared_error 0.00023412067798106486 root_mean_squared_error 0.07527023369998163 root_relative_squared_error 0.20122161233442512 root_relative_squared_error 0.06536251983074155 root_relative_squared_error 0.1452719502444036 root_relative_squared_error 0.16322688660358461 root_relative_squared_error 0.008085129135603324 root_relative_squared_error 0.0032825506403837833 root_relative_squared_error 0.13917245295185737 root_relative_squared_error 0.13710166559015502 root_relative_squared_error 0.0005621575218864828 root_relative_squared_error 0.18073468953485747 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 1461.747822999314 usercpu_time_millis 1399.213286000304 usercpu_time_millis 1433.4834840046824 usercpu_time_millis 1303.1214849979733 usercpu_time_millis 1565.2233450018684 usercpu_time_millis 1287.5587939997786 usercpu_time_millis 1381.0750039992854 usercpu_time_millis 1288.4214610021445 usercpu_time_millis 1415.4246600010083 usercpu_time_millis 1282.106548002048 usercpu_time_millis_testing 30.514594000123907 usercpu_time_millis_testing 23.489300001529045 usercpu_time_millis_testing 28.624286002013832 usercpu_time_millis_testing 27.302433998556808 usercpu_time_millis_testing 33.808047002821695 usercpu_time_millis_testing 26.191236000158824 usercpu_time_millis_testing 27.099844999611378 usercpu_time_millis_testing 26.321254001231864 usercpu_time_millis_testing 24.818893005431164 usercpu_time_millis_testing 25.418605997401755 usercpu_time_millis_training 1431.23322899919 usercpu_time_millis_training 1375.7239859987749 usercpu_time_millis_training 1404.8591980026686 usercpu_time_millis_training 1275.8190509994165 usercpu_time_millis_training 1531.4152979990467 usercpu_time_millis_training 1261.3675579996197 usercpu_time_millis_training 1353.975158999674 usercpu_time_millis_training 1262.1002070009126 usercpu_time_millis_training 1390.6057669955771 usercpu_time_millis_training 1256.6879420046462 wall_clock_time_millis 1461.8816375732422 wall_clock_time_millis 1399.2726802825928 wall_clock_time_millis 1433.5284233093262 wall_clock_time_millis 1303.1790256500244 wall_clock_time_millis 1565.3467178344727 wall_clock_time_millis 1287.5921726226807 wall_clock_time_millis 1381.119966506958 wall_clock_time_millis 1288.4595394134521 wall_clock_time_millis 1415.4622554779053 wall_clock_time_millis 1282.1524143218994 wall_clock_time_millis_testing 30.52830696105957 wall_clock_time_millis_testing 23.4987735748291 wall_clock_time_millis_testing 28.635740280151367 wall_clock_time_millis_testing 27.3129940032959 wall_clock_time_millis_testing 33.81657600402832 wall_clock_time_millis_testing 26.20220184326172 wall_clock_time_millis_testing 27.109384536743164 wall_clock_time_millis_testing 26.33380889892578 wall_clock_time_millis_testing 24.828433990478516 wall_clock_time_millis_testing 25.429487228393555 wall_clock_time_millis_training 1431.3533306121826 wall_clock_time_millis_training 1375.7739067077637 wall_clock_time_millis_training 1404.8926830291748 wall_clock_time_millis_training 1275.8660316467285 wall_clock_time_millis_training 1531.5301418304443 wall_clock_time_millis_training 1261.389970779419 wall_clock_time_millis_training 1354.0105819702148 wall_clock_time_millis_training 1262.1257305145264 wall_clock_time_millis_training 1390.6338214874268 wall_clock_time_millis_training 1256.7229270935059