10229133 8323 Heinrich Peters 3 Supervised Classification 12736 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,histgradientboostingclassifier=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(1) 8154230 l2_regularization 1e-06 12677 learning_rate 0.1 12677 loss "auto" 12677 max_bins 64 12677 max_depth 10 12677 max_iter 250 12677 max_leaf_nodes 32 12677 min_samples_leaf 5 12677 n_iter_no_change null 12677 random_state 31469 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. 3 kr-vs-kp https://www.openml.org/data/download/3/dataset_3_kr-vs-kp.arff -1 21379700 description https://api.openml.org/data/download/21379700/description.xml -1 21379701 predictions https://api.openml.org/data/download/21379701/predictions.arff area_under_roc_curve 0.9998669838650251 [0.999867,0.999867] average_cost 0 f_measure 0.9971839404721075 [0.997305,0.997052] kappa 0.994356662685227 kb_relative_information_score 0.9938928700490506 mean_absolute_error 0.0031258974996115772 mean_prior_absolute_error 0.49901358092237413 number_of_instances 3196 [1669,1527] precision 0.9971840966145172 [0.997006,0.997379] predictive_accuracy 0.9971839799749687 prior_entropy 0.998575539213492 recall 0.9971839799749687 [0.997603,0.996726] relative_absolute_error 0.006264153159586728 root_mean_prior_squared_error 0.49950623821173523 root_mean_squared_error 0.048257270527370916 root_relative_squared_error 0.0966099456538022 total_cost 0 area_under_roc_curve 0.9999608625885484 [0.999961,0.999961] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9999608625885484 [0.999961,0.999961] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9999608625885484 [0.999961,0.999961] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9999606268210094 [0.999961,0.999961] area_under_roc_curve 0.9991333123227231 [0.999133,0.999133] area_under_roc_curve 1 [1,1] area_under_roc_curve 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 0.9937480419799499 [0.994048,0.993421] f_measure 0.9937514669065873 [0.993976,0.993506] f_measure 0.9968745412282848 [0.997015,0.996721] f_measure 0.9968753973843552 [0.996997,0.996743] f_measure 0.9968753973843552 [0.996997,0.996743] f_measure 1 [1,1] f_measure 0.9968647716527876 [0.996997,0.996721] f_measure 0.9968647096310249 [0.997015,0.9967] f_measure 1 [1,1] f_measure 1 [1,1] kappa 0.9874691623918237 kappa 0.9874828867592412 kappa 0.9937362981522079 kappa 0.9937397292432897 kappa 0.9937397292432897 kappa 1 kappa 0.9937183703207766 kappa 0.9937146572616397 kappa 1 kappa 1 kb_relative_information_score 0.9881579115490093 kb_relative_information_score 0.9891750964997189 kb_relative_information_score 0.9934994775531443 kb_relative_information_score 0.9961668427308097 kb_relative_information_score 0.99369797417451 kb_relative_information_score 0.9998218205954921 kb_relative_information_score 0.9910771390379586 kb_relative_information_score 0.9880335258136504 kb_relative_information_score 0.999329415840711 kb_relative_information_score 0.9999801250468462 mean_absolute_error 0.005837086531501921 mean_absolute_error 0.005383015939172931 mean_absolute_error 0.0032821022084780506 mean_absolute_error 0.0019118992688497561 mean_absolute_error 0.0031488434208999222 mean_absolute_error 0.000121411794378808 mean_absolute_error 0.004766484029408171 mean_absolute_error 0.006339198498739162 mean_absolute_error 0.00045226870605143387 mean_absolute_error 0.000013752453915703998 mean_prior_absolute_error 0.4990286898061312 mean_prior_absolute_error 0.4990286898061312 mean_prior_absolute_error 0.4990286898061312 mean_prior_absolute_error 0.4990286898061312 mean_prior_absolute_error 0.4990286898061312 mean_prior_absolute_error 0.4990286898061312 mean_prior_absolute_error 0.49909524173611874 mean_prior_absolute_error 0.4989560481570598 mean_prior_absolute_error 0.4989560481570598 mean_prior_absolute_error 0.4989560481570598 number_of_instances 320 [167,153] number_of_instances 320 [167,153] number_of_instances 320 [167,153] number_of_instances 320 [167,153] number_of_instances 320 [167,153] number_of_instances 320 [167,153] number_of_instances 319 [166,153] number_of_instances 319 [167,152] number_of_instances 319 [167,152] number_of_instances 319 [167,152] precision 0.9938239644970415 [0.988166,1] precision 0.9938306451612903 [1,0.987097] precision 0.9968936011904763 [0.994048,1] precision 0.9968952922077922 [1,0.993506] precision 0.9968952922077922 [1,0.993506] precision 1 [1,1] precision 0.9968839749967151 [0.994012,1] precision 0.9968838632631737 [0.994048,1] precision 1 [1,1] precision 1 [1,1] predictive_accuracy 0.99375 predictive_accuracy 0.99375 predictive_accuracy 0.996875 predictive_accuracy 0.996875 predictive_accuracy 0.996875 predictive_accuracy 1 predictive_accuracy 0.9968652037617555 predictive_accuracy 0.9968652037617555 predictive_accuracy 1 predictive_accuracy 1 prior_entropy 0.9986191629215038 prior_entropy 0.9986191629215038 prior_entropy 0.9986191629215038 prior_entropy 0.9986191629215038 prior_entropy 0.9986191629215038 prior_entropy 0.9986191629215038 prior_entropy 0.9988113175509788 prior_entropy 0.9984094255154751 prior_entropy 0.9984094255154751 prior_entropy 0.9984094255154751 recall 0.99375 [1,0.986928] recall 0.99375 [0.988024,1] recall 0.996875 [1,0.993464] recall 0.996875 [0.994012,1] recall 0.996875 [0.994012,1] recall 1 [1,1] recall 0.9968652037617555 [1,0.993464] recall 0.9968652037617555 [1,0.993421] recall 1 [1,1] recall 1 [1,1] relative_absolute_error 0.011696895691046507 relative_absolute_error 0.010786986899018152 relative_absolute_error 0.006576980994325441 relative_absolute_error 0.0038312411849357082 relative_absolute_error 0.006309944668959261 relative_absolute_error 0.00024329622095670605 relative_absolute_error 0.009550249392937115 relative_absolute_error 0.012704923654405184 relative_absolute_error 0.0009064299505375877 relative_absolute_error 0.000027562455584013773 root_mean_prior_squared_error 0.4995213618016774 root_mean_prior_squared_error 0.4995213618016774 root_mean_prior_squared_error 0.4995213618016774 root_mean_prior_squared_error 0.4995213618016774 root_mean_prior_squared_error 0.4995213618016774 root_mean_prior_squared_error 0.4995213618016774 root_mean_prior_squared_error 0.4995879730599906 root_mean_prior_squared_error 0.49944864525507615 root_mean_prior_squared_error 0.49944864525507615 root_mean_prior_squared_error 0.49944864525507615 root_mean_squared_error 0.07076414855113891 root_mean_squared_error 0.0588581232969484 root_mean_squared_error 0.05525313885747221 root_mean_squared_error 0.03055616473075894 root_mean_squared_error 0.05584388167751584 root_mean_squared_error 0.0019379264123452966 root_mean_squared_error 0.05879323557261492 root_mean_squared_error 0.06498130106874979 root_mean_squared_error 0.004759823171990288 root_mean_squared_error 0.00006166243269896584 root_relative_squared_error 0.1416639086182546 root_relative_squared_error 0.11782904155421597 root_relative_squared_error 0.11061216412884681 root_relative_squared_error 0.06117088690771649 root_relative_squared_error 0.1117947818609753 root_relative_squared_error 0.003879566642266447 root_relative_squared_error 0.11768344864770197 root_relative_squared_error 0.13010607133704974 root_relative_squared_error 0.00953015533671009 root_relative_squared_error 0.000123461007022001 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 6631.283999995503 usercpu_time_millis 7056.285999995453 usercpu_time_millis 6475.621999998111 usercpu_time_millis 5901.050000000396 usercpu_time_millis 6191.94399999833 usercpu_time_millis 6577.442000001611 usercpu_time_millis 5857.353999999759 usercpu_time_millis 6413.92000000269 usercpu_time_millis 5986.677999997482 usercpu_time_millis 5972.3420000009355 usercpu_time_millis_testing 42.42799999701674 usercpu_time_millis_testing 27.781999997387175 usercpu_time_millis_testing 23.61199999722885 usercpu_time_millis_testing 30.513999998220243 usercpu_time_millis_testing 21.67599999665981 usercpu_time_millis_testing 42.76000000027125 usercpu_time_millis_testing 19.44999999977881 usercpu_time_millis_testing 42.182000001048436 usercpu_time_millis_testing 12.533999997685896 usercpu_time_millis_testing 32.68400000160909 usercpu_time_millis_training 6588.855999998486 usercpu_time_millis_training 7028.503999998065 usercpu_time_millis_training 6452.010000000882 usercpu_time_millis_training 5870.536000002176 usercpu_time_millis_training 6170.26800000167 usercpu_time_millis_training 6534.6820000013395 usercpu_time_millis_training 5837.90399999998 usercpu_time_millis_training 6371.738000001642 usercpu_time_millis_training 5974.1439999997965 usercpu_time_millis_training 5939.657999999326 wall_clock_time_millis 870.8229064941406 wall_clock_time_millis 992.863655090332 wall_clock_time_millis 844.4759845733643 wall_clock_time_millis 760.361909866333 wall_clock_time_millis 808.8042736053467 wall_clock_time_millis 861.2816333770752 wall_clock_time_millis 754.8637390136719 wall_clock_time_millis 836.4858627319336 wall_clock_time_millis 781.4469337463379 wall_clock_time_millis 774.6319770812988 wall_clock_time_millis_testing 5.370855331420898 wall_clock_time_millis_testing 5.0868988037109375 wall_clock_time_millis_testing 5.4950714111328125 wall_clock_time_millis_testing 5.167961120605469 wall_clock_time_millis_testing 5.141019821166992 wall_clock_time_millis_testing 5.524873733520508 wall_clock_time_millis_testing 5.078792572021484 wall_clock_time_millis_testing 5.599021911621094 wall_clock_time_millis_testing 5.0411224365234375 wall_clock_time_millis_testing 5.442142486572266 wall_clock_time_millis_training 865.4520511627197 wall_clock_time_millis_training 987.7767562866211 wall_clock_time_millis_training 838.9809131622314 wall_clock_time_millis_training 755.1939487457275 wall_clock_time_millis_training 803.6632537841797 wall_clock_time_millis_training 855.7567596435547 wall_clock_time_millis_training 749.7849464416504 wall_clock_time_millis_training 830.8868408203125 wall_clock_time_millis_training 776.4058113098145 wall_clock_time_millis_training 769.1898345947266