10330579 8323 Heinrich Peters 9910 Supervised Classification 16345 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,svc=sklearn.svm.classes.SVC)(1) 8186160 add_indicator false 12737 copy true 12737 fill_value null 12737 missing_values NaN 12737 strategy "most_frequent" 12737 verbose 0 12737 copy true 13294 with_mean true 13294 with_std true 13294 C 2.653098517006086 13389 cache_size 200 13389 class_weight null 13389 coef0 -0.16118152154954246 13389 decision_function_shape "ovr" 13389 degree 5 13389 gamma 0.018933306231401107 13389 kernel "rbf" 13389 max_iter -1 13389 probability false 13389 random_state 30459 13389 shrinking true 13389 tol 0.001 13389 verbose false 13389 memory null 16345 steps [{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "standardscaler", "step_name": "standardscaler"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "svc", "step_name": "svc"}}] 16345 verbose false 16345 openml-python Sklearn_0.21.2. 4134 Bioresponse https://www.openml.org/data/download/1681097/phpSSK7iA -1 21582857 description https://api.openml.org/data/download/21582857/description.xml -1 21582858 predictions https://api.openml.org/data/download/21582858/predictions.arff area_under_roc_curve 0.6215917921828622 [0.621592,0.621592] average_cost 0 f_measure 0.6048805127904284 [0.440102,0.743978] kappa 0.2557176657338706 kb_relative_information_score 0.2899620477772482 mean_absolute_error 0.35137296720874434 mean_prior_absolute_error 0.4964308656158626 number_of_instances 3751 [1717,2034] precision 0.7056997889978074 [0.813187,0.614965] predictive_accuracy 0.6486270327912557 prior_entropy 0.9948419333531207 recall 0.6486270327912557 [0.301689,0.941495] relative_absolute_error 0.7077983895558907 root_mean_prior_squared_error 0.4982112822885347 root_mean_squared_error 0.5927672116512049 root_relative_squared_error 1.189790823138985 total_cost 0 area_under_roc_curve 0.6447218422252622 [0.644722,0.644722] area_under_roc_curve 0.6289953030129454 [0.628995,0.628995] area_under_roc_curve 0.5992381716118684 [0.599238,0.599238] area_under_roc_curve 0.6654542330163822 [0.665454,0.665454] area_under_roc_curve 0.6365849467292931 [0.636585,0.636585] area_under_roc_curve 0.6034769160270363 [0.603477,0.603477] area_under_roc_curve 0.6070712567304387 [0.607071,0.607071] area_under_roc_curve 0.5958462332301342 [0.595846,0.595846] area_under_roc_curve 0.6211300309597523 [0.62113,0.62113] area_under_roc_curve 0.6133040935672515 [0.613304,0.613304] 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 0.6283360532145602 [0.467532,0.763916] f_measure 0.6109885191057686 [0.446352,0.750484] f_measure 0.5769120844982913 [0.396552,0.72973] f_measure 0.6551843137254901 [0.516667,0.772549] f_measure 0.6246850593745181 [0.477366,0.749507] f_measure 0.5859929309718959 [0.41841,0.727984] f_measure 0.5850816004804444 [0.406926,0.736031] f_measure 0.5702091254752851 [0.375,0.73384] f_measure 0.6084 [0.45,0.741176] f_measure 0.6002814076906146 [0.439834,0.734774] kappa 0.3051682692307692 kappa 0.2713620822099381 kappa 0.20886075949367106 kappa 0.34692529425894786 kappa 0.28599271375241747 kappa 0.2170719617886056 kappa 0.22545191394412714 kappa 0.20302395482284377 kappa 0.2545405258877744 kappa 0.23797696997064802 kb_relative_information_score 0.33890748002785676 kb_relative_information_score 0.3050183556796314 kb_relative_information_score 0.24575635500115148 kb_relative_information_score 0.37505526557238006 kb_relative_information_score 0.3157932648939004 kb_relative_information_score 0.25114380960828614 kb_relative_information_score 0.2619187188225551 kb_relative_information_score 0.24526223359828542 kb_relative_information_score 0.2883901059640969 kb_relative_information_score 0.27221715382691775 mean_absolute_error 0.3271276595744681 mean_absolute_error 0.344 mean_absolute_error 0.37333333333333335 mean_absolute_error 0.30933333333333335 mean_absolute_error 0.33866666666666667 mean_absolute_error 0.37066666666666664 mean_absolute_error 0.36533333333333334 mean_absolute_error 0.37333333333333335 mean_absolute_error 0.352 mean_absolute_error 0.36 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 0.7592734582345989 [0.915254,0.62776] precision 0.7254488879607393 [0.852459,0.617834] precision 0.6764444444444445 [0.766667,0.6] precision 0.7655663281599284 [0.911765,0.641694] precision 0.7130187793427231 [0.816901,0.625] precision 0.6691976481230213 [0.746269,0.603896] precision 0.6925768433097332 [0.79661,0.60443] precision 0.6874206023672799 [0.792453,0.599379] precision 0.6928695652173913 [0.782609,0.617647] precision 0.6787915690866511 [0.757143,0.613115] predictive_accuracy 0.6728723404255319 predictive_accuracy 0.6559999999999999 predictive_accuracy 0.6266666666666666 predictive_accuracy 0.6906666666666667 predictive_accuracy 0.6613333333333334 predictive_accuracy 0.6293333333333333 predictive_accuracy 0.6346666666666667 predictive_accuracy 0.6266666666666666 predictive_accuracy 0.648 predictive_accuracy 0.64 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 0.6728723404255319 [0.313953,0.97549] recall 0.656 [0.302326,0.955665] recall 0.6266666666666667 [0.267442,0.931034] recall 0.6906666666666667 [0.360465,0.970443] recall 0.6613333333333333 [0.337209,0.935961] recall 0.6293333333333333 [0.290698,0.916256] recall 0.6346666666666667 [0.273256,0.940887] recall 0.6266666666666667 [0.245614,0.946078] recall 0.648 [0.315789,0.926471] recall 0.64 [0.309942,0.916667] relative_absolute_error 0.6589925366742234 relative_absolute_error 0.6928377415301656 relative_absolute_error 0.7519169287924279 relative_absolute_error 0.623016883856583 relative_absolute_error 0.6820960711188454 relative_absolute_error 0.7465460935867676 relative_absolute_error 0.7358044231754473 relative_absolute_error 0.7522581919860494 relative_absolute_error 0.7092720095868463 relative_absolute_error 0.7253918279865474 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 0.5719507492559723 root_mean_squared_error 0.5865151319446071 root_mean_squared_error 0.6110100926607787 root_mean_squared_error 0.5561774297230456 root_mean_squared_error 0.5819507424745385 root_mean_squared_error 0.6088240030309799 root_mean_squared_error 0.6044281043543006 root_mean_squared_error 0.6110100926607787 root_mean_squared_error 0.593295878967653 root_mean_squared_error 0.6 root_relative_squared_error 1.148066596791041 root_relative_squared_error 1.1770571205575366 root_relative_squared_error 1.2262152178655357 root_relative_squared_error 1.1161734255318887 root_relative_squared_error 1.1678970037350955 root_relative_squared_error 1.2218280294968398 root_relative_squared_error 1.2130060510740843 root_relative_squared_error 1.2267717860497864 root_relative_squared_error 1.1912056017398849 root_relative_squared_error 1.2046659792877108 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 45626.670084981015 usercpu_time_millis 45198.40475800447 usercpu_time_millis 45339.68329700292 usercpu_time_millis 44496.066838968545 usercpu_time_millis 45387.88524697884 usercpu_time_millis 44722.693265008274 usercpu_time_millis 44914.93416100275 usercpu_time_millis 44843.266653013416 usercpu_time_millis 45127.55093103624 usercpu_time_millis 44306.6254479927 usercpu_time_millis_testing 4339.587722002761 usercpu_time_millis_testing 4319.337869004812 usercpu_time_millis_testing 4482.437154016225 usercpu_time_millis_testing 4262.681905995123 usercpu_time_millis_testing 4262.469224981032 usercpu_time_millis_testing 4644.45986400824 usercpu_time_millis_testing 4319.7767209785525 usercpu_time_millis_testing 4419.1143510106485 usercpu_time_millis_testing 4235.138022020692 usercpu_time_millis_testing 4230.774563999148 usercpu_time_millis_training 41287.08236297825 usercpu_time_millis_training 40879.06688899966 usercpu_time_millis_training 40857.246142986696 usercpu_time_millis_training 40233.38493297342 usercpu_time_millis_training 41125.41602199781 usercpu_time_millis_training 40078.233401000034 usercpu_time_millis_training 40595.157440024195 usercpu_time_millis_training 40424.15230200277 usercpu_time_millis_training 40892.41290901555 usercpu_time_millis_training 40075.85088399355 wall_clock_time_millis 49764.10627365112 wall_clock_time_millis 49584.07258987427 wall_clock_time_millis 52142.23051071167 wall_clock_time_millis 47333.815574645996 wall_clock_time_millis 49757.901668548584 wall_clock_time_millis 46387.13335990906 wall_clock_time_millis 48588.67001533508 wall_clock_time_millis 47397.316217422485 wall_clock_time_millis 48924.59774017334 wall_clock_time_millis 48054.61359024048 wall_clock_time_millis_testing 4840.057134628296 wall_clock_time_millis_testing 4511.736869812012 wall_clock_time_millis_testing 5104.707479476929 wall_clock_time_millis_testing 4607.044458389282 wall_clock_time_millis_testing 4698.994398117065 wall_clock_time_millis_testing 5241.10221862793 wall_clock_time_millis_testing 4420.144557952881 wall_clock_time_millis_testing 4707.478761672974 wall_clock_time_millis_testing 4236.196517944336 wall_clock_time_millis_testing 4651.1125564575195 wall_clock_time_millis_training 44924.04913902283 wall_clock_time_millis_training 45072.335720062256 wall_clock_time_millis_training 47037.52303123474 wall_clock_time_millis_training 42726.771116256714 wall_clock_time_millis_training 45058.90727043152 wall_clock_time_millis_training 41146.03114128113 wall_clock_time_millis_training 44168.5254573822 wall_clock_time_millis_training 42689.83745574951 wall_clock_time_millis_training 44688.401222229004 wall_clock_time_millis_training 43403.50103378296