10437700 10468 Nicolas Hug 9946 Supervised Classification 17374 sklearn.model_selection._search.RandomizedSearchCV(estimator=sklearn.ensemble._hist_gradient_boosting.gradient_boosting.HistGradientBoostingClassifier)(4) 8260841 l2_regularization 0.0 17370 learning_rate 0.1 17370 loss "auto" 17370 max_bins 255 17370 max_depth null 17370 max_iter 100 17370 max_leaf_nodes 31 17370 min_samples_leaf 20 17370 n_iter_no_change null 17370 random_state 31209 17370 scoring null 17370 tol 1e-07 17370 validation_fraction 0.1 17370 verbose 0 17370 warm_start false 17370 cv null 17374 error_score NaN 17374 iid "deprecated" 17374 n_iter 100 17374 n_jobs null 17374 param_distributions {"l2_regularization": {"oml-python:serialized_object": "rv_frozen", "value": {"dist": "scipy.stats._continuous_distns.reciprocal_gen", "a": -Infinity, "b": Infinity, "args": [0.0001, 1], "kwds": {}}}, "learning_rate": {"oml-python:serialized_object": "rv_frozen", "value": {"dist": "scipy.stats._continuous_distns.reciprocal_gen", "a": -Infinity, "b": Infinity, "args": [0.0001, 1], "kwds": {}}}, "max_depth": [5, 6, 7, 8, 9, 1000], "max_leaf_nodes": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39], "min_samples_leaf": [2, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]} 17374 pre_dispatch "2*n_jobs" 17374 random_state 0 17374 refit true 17374 return_train_score false 17374 scoring null 17374 verbose 0 17374 openml-python Sklearn_0.23.dev0. 1510 wdbc https://www.openml.org/data/download/1592318/phpAmSP4g -1 21799599 description https://api.openml.org/data/download/21799599/description.xml -1 21799600 predictions https://api.openml.org/data/download/21799600/predictions.arff -1 21799601 trace https://api.openml.org/data/download/21799601/trace.arff area_under_roc_curve 0.9931029015379736 [0.993103,0.993103] average_cost 0 f_measure 0.968270322314814 [0.975,0.956938] kappa 0.9319459394809233 kb_relative_information_score 0.928444439420168 mean_absolute_error 0.03310659346923142 mean_prior_absolute_error 0.46764379083961705 weighted_recall 0.968365553602812 [0.983193,0.943396] number_of_instances 569 [357,212] precision 0.9684070119962823 [0.966942,0.970874] predictive_accuracy 0.968365553602812 prior_entropy 0.9526357368194003 relative_absolute_error 0.0707944681779933 root_mean_prior_squared_error 0.4834927399189952 root_mean_squared_error 0.1572054197020306 root_relative_squared_error 0.32514535736021377 total_cost 0 unweighted_recall 0.9632947518630093 [0.983193,0.943396] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9973544973544973 [0.997354,0.997354] area_under_roc_curve 0.9761904761904762 [0.97619,0.97619] area_under_roc_curve 0.9973544973544973 [0.997354,0.997354] area_under_roc_curve 1 [1,1] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9828042328042327 [0.982804,0.982804] area_under_roc_curve 0.9922077922077922 [0.992208,0.992208] area_under_roc_curve 0.9896103896103896 [0.98961,0.98961] 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 0.9825365904115021 [0.985915,0.976744] f_measure 0.9823623542652152 [0.986301,0.97561] f_measure 0.9823623542652152 [0.986301,0.97561] f_measure 0.9470870627956459 [0.958904,0.926829] f_measure 0.9825365904115021 [0.985915,0.976744] f_measure 0.9823623542652152 [0.986301,0.97561] f_measure 0.9463967611336033 [0.96,0.923077] f_measure 0.9823756902902523 [0.985915,0.976744] f_measure 0.9118784514512616 [0.929577,0.883721] f_measure 0.982221098752949 [0.985507,0.976744] kappa 0.9626719056974459 kappa 0.9619238476953906 kappa 0.9619238476953906 kappa 0.8857715430861722 kappa 0.9626719056974459 kappa 0.9619238476953906 kappa 0.8834355828220858 kappa 0.9626719056974459 kappa 0.8133595284872297 kappa 0.9622641509433961 kb_relative_information_score 0.9746109037467419 kb_relative_information_score 0.9511836294126779 kb_relative_information_score 0.939909543136784 kb_relative_information_score 0.9040614977753602 kb_relative_information_score 0.9636743976399303 kb_relative_information_score 0.9371804896211039 kb_relative_information_score 0.8600311989781868 kb_relative_information_score 0.9561511709218581 kb_relative_information_score 0.8381723739258666 kb_relative_information_score 0.9607370190348393 mean_absolute_error 0.01156666402963443 mean_absolute_error 0.02343817586065932 mean_absolute_error 0.02941297851380191 mean_absolute_error 0.04335791272932159 mean_absolute_error 0.016151867195158626 mean_absolute_error 0.030633817058334796 mean_absolute_error 0.0640725629903118 mean_absolute_error 0.021137893605100343 mean_absolute_error 0.07309746779993512 mean_absolute_error 0.017930344935785405 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4665867821919071 mean_prior_absolute_error 0.4710418778996528 mean_prior_absolute_error 0.4710418778996528 mean_prior_absolute_error 0.4682574430823117 number_of_instances 57 [36,21] number_of_instances 57 [36,21] number_of_instances 57 [36,21] number_of_instances 57 [36,21] number_of_instances 57 [36,21] number_of_instances 57 [36,21] number_of_instances 57 [36,21] number_of_instances 57 [35,22] number_of_instances 57 [35,22] number_of_instances 56 [35,21] precision 0.9832535885167464 [1,0.954545] precision 0.9829302987197724 [0.972973,1] precision 0.9829302987197724 [0.972973,1] precision 0.9474395448079658 [0.945946,0.95] precision 0.9832535885167464 [1,0.954545] precision 0.9829302987197724 [0.972973,1] precision 0.9514170040485831 [0.923077,1] precision 0.982943469785575 [0.972222,1] precision 0.9120718462823725 [0.916667,0.904762] precision 0.9829545454545455 [1,0.954545] predictive_accuracy 0.9824561403508772 predictive_accuracy 0.9824561403508772 predictive_accuracy 0.9824561403508772 predictive_accuracy 0.9473684210526316 predictive_accuracy 0.9824561403508772 predictive_accuracy 0.9824561403508772 predictive_accuracy 0.9473684210526316 predictive_accuracy 0.9824561403508772 predictive_accuracy 0.912280701754386 predictive_accuracy 0.9821428571428571 prior_entropy 0.9495176370074769 prior_entropy 0.9495176370074769 prior_entropy 0.9495176370074769 prior_entropy 0.9495176370074769 prior_entropy 0.9495176370074769 prior_entropy 0.9495176370074769 prior_entropy 0.9495176370074769 prior_entropy 0.9626598502888526 prior_entropy 0.9626598502888526 prior_entropy 0.9544459669879928 relative_absolute_error 0.02478995220416909 relative_absolute_error 0.0502332615393704 relative_absolute_error 0.06303860211304561 relative_absolute_error 0.0929257201107092 relative_absolute_error 0.03461706977484708 relative_absolute_error 0.06565513260882541 relative_absolute_error 0.13732185615999462 relative_absolute_error 0.04487476506197906 relative_absolute_error 0.15518252458968682 relative_absolute_error 0.0382916389278484 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4823984047513734 root_mean_prior_squared_error 0.4869941648669064 root_mean_prior_squared_error 0.4869941648669064 root_mean_prior_squared_error 0.4841269273621067 root_mean_squared_error 0.07166609625139216 root_mean_squared_error 0.1282704125580964 root_mean_squared_error 0.14481894800479495 root_mean_squared_error 0.17886743047293432 root_mean_squared_error 0.11317202656819111 root_mean_squared_error 0.13694613437440534 root_mean_squared_error 0.2361353551952491 root_mean_squared_error 0.13367311695777248 root_mean_squared_error 0.22980657358936965 root_mean_squared_error 0.11998925366555224 root_relative_squared_error 0.14856205067329903 root_relative_squared_error 0.26590140285436176 root_relative_squared_error 0.3002061088477981 root_relative_squared_error 0.3707877735730118 root_relative_squared_error 0.2346028209328752 root_relative_squared_error 0.2838859602883366 root_relative_squared_error 0.4895027696390342 root_relative_squared_error 0.2744860751962086 root_relative_squared_error 0.47188773535341005 root_relative_squared_error 0.24784668417298195 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 unweighted_recall 0.9861111111111112 [0.972222,1] unweighted_recall 0.9761904761904762 [1,0.952381] unweighted_recall 0.9761904761904762 [1,0.952381] unweighted_recall 0.9384920634920635 [0.972222,0.904762] unweighted_recall 0.9861111111111112 [0.972222,1] unweighted_recall 0.9761904761904762 [1,0.952381] unweighted_recall 0.9285714285714286 [1,0.857143] unweighted_recall 0.9772727272727273 [1,0.954545] unweighted_recall 0.9032467532467532 [0.942857,0.863636] unweighted_recall 0.9857142857142858 [0.971429,1] usercpu_time_millis 1766.7730670000005 usercpu_time_millis 1727.2439519999998 usercpu_time_millis 1761.3839360000006 usercpu_time_millis 1767.5311960000004 usercpu_time_millis 1904.15812 usercpu_time_millis 1817.1416590000006 usercpu_time_millis 1885.8130479999993 usercpu_time_millis 1827.2943520000026 usercpu_time_millis 1816.4470089999973 usercpu_time_millis 1935.2883600000014 usercpu_time_millis_testing 1.878370000000018 usercpu_time_millis_testing 1.945786999999477 usercpu_time_millis_testing 2.0472810000002895 usercpu_time_millis_testing 1.8896710000007033 usercpu_time_millis_testing 1.9533410000001084 usercpu_time_millis_testing 2.093042000000267 usercpu_time_millis_testing 2.068024999999807 usercpu_time_millis_testing 2.1974140000011744 usercpu_time_millis_testing 1.9757289999979832 usercpu_time_millis_testing 1.9507199999999614 usercpu_time_millis_training 1764.8946970000004 usercpu_time_millis_training 1725.2981650000004 usercpu_time_millis_training 1759.3366550000003 usercpu_time_millis_training 1765.6415249999995 usercpu_time_millis_training 1902.204779 usercpu_time_millis_training 1815.0486170000004 usercpu_time_millis_training 1883.7450229999995 usercpu_time_millis_training 1825.0969380000015 usercpu_time_millis_training 1814.4712799999993 usercpu_time_millis_training 1933.3376400000013 wall_clock_time_millis 6992.058753967285 wall_clock_time_millis 6913.608074188232 wall_clock_time_millis 6719.745635986328 wall_clock_time_millis 6693.165063858032 wall_clock_time_millis 7127.992391586304 wall_clock_time_millis 6910.598993301392 wall_clock_time_millis 6833.671569824219 wall_clock_time_millis 6879.966497421265 wall_clock_time_millis 6941.46728515625 wall_clock_time_millis 7021.85320854187 wall_clock_time_millis_testing 1.8787384033203125 wall_clock_time_millis_testing 1.9457340240478516 wall_clock_time_millis_testing 2.0477771759033203 wall_clock_time_millis_testing 1.889944076538086 wall_clock_time_millis_testing 1.9540786743164062 wall_clock_time_millis_testing 2.0933151245117188 wall_clock_time_millis_testing 2.0682811737060547 wall_clock_time_millis_testing 2.1982192993164062 wall_clock_time_millis_testing 1.9762516021728516 wall_clock_time_millis_testing 1.950979232788086 wall_clock_time_millis_training 6990.180015563965 wall_clock_time_millis_training 6911.662340164185 wall_clock_time_millis_training 6717.697858810425 wall_clock_time_millis_training 6691.275119781494 wall_clock_time_millis_training 7126.038312911987 wall_clock_time_millis_training 6908.50567817688 wall_clock_time_millis_training 6831.603288650513 wall_clock_time_millis_training 6877.768278121948 wall_clock_time_millis_training 6939.491033554077 wall_clock_time_millis_training 7019.902229309082 weighted_recall 0.9824561403508771 [0.972222,1] weighted_recall 0.9824561403508771 [1,0.952381] weighted_recall 0.9824561403508771 [1,0.952381] weighted_recall 0.9473684210526315 [0.972222,0.904762] weighted_recall 0.9824561403508771 [0.972222,1] weighted_recall 0.9824561403508771 [1,0.952381] weighted_recall 0.9473684210526315 [1,0.857143] weighted_recall 0.9824561403508771 [1,0.954545] weighted_recall 0.9122807017543859 [0.942857,0.863636] weighted_recall 0.9821428571428571 [0.971429,1]