10327806 8323 Heinrich Peters 146817 Supervised Classification 16345 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,svc=sklearn.svm.classes.SVC)(1) 8183459 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 0.04627508381299772 13389 cache_size 200 13389 class_weight null 13389 coef0 -0.563230253602446 13389 decision_function_shape "ovr" 13389 degree 3 13389 gamma 0.00011061707084433878 13389 kernel "sigmoid" 13389 max_iter -1 13389 probability false 13389 random_state 3440 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. 40982 steel-plates-fault https://www.openml.org/data/download/18151921/php5s7Ep8 -1 21577298 description https://api.openml.org/data/download/21577298/description.xml -1 21577299 predictions https://api.openml.org/data/download/21577299/predictions.arff area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] average_cost 0 kappa 0 kb_relative_information_score 0.15287653633320278 mean_absolute_error 0.18664900272318846 mean_prior_absolute_error 0.2223438305942003 number_of_instances 1941 [402,55,391,673,158,72,190] predictive_accuracy 0.34672849046883053 prior_entropy 2.4106995883230287 recall 0.3467284904688305 [0,0,0,1,0,0,0] relative_absolute_error 0.8394611274996047 root_mean_prior_squared_error 0.3333637532267832 root_mean_squared_error 0.432028937367844 root_relative_squared_error 1.2959685424286067 total_cost 0 area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5,0.5,0.5,0.5,0.5,0.5] 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 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kappa 0 kb_relative_information_score 0.15028899251446076 kb_relative_information_score 0.15194649411538852 kb_relative_information_score 0.15619616909236547 kb_relative_information_score 0.15619616909236547 kb_relative_information_score 0.15619616909236547 kb_relative_information_score 0.15164735319317807 kb_relative_information_score 0.15164735319317807 kb_relative_information_score 0.15164735319317807 kb_relative_information_score 0.15164735319317807 kb_relative_information_score 0.15142922251261848 mean_absolute_error 0.18754578754578727 mean_absolute_error 0.18703976435935174 mean_absolute_error 0.1855670103092781 mean_absolute_error 0.1855670103092781 mean_absolute_error 0.1855670103092781 mean_absolute_error 0.18703976435935174 mean_absolute_error 0.18703976435935174 mean_absolute_error 0.18703976435935174 mean_absolute_error 0.18703976435935174 mean_absolute_error 0.18703976435935174 mean_prior_absolute_error 0.22235334822603825 mean_prior_absolute_error 0.2222580918309025 mean_prior_absolute_error 0.22205320664221154 mean_prior_absolute_error 0.22205320664221154 mean_prior_absolute_error 0.22205320664221154 mean_prior_absolute_error 0.2225204355964957 mean_prior_absolute_error 0.2225204355964957 mean_prior_absolute_error 0.2225204355964957 mean_prior_absolute_error 0.2225204355964957 mean_prior_absolute_error 0.2225854545124641 number_of_instances 195 [41,5,40,67,15,8,19] number_of_instances 194 [41,5,39,67,16,7,19] number_of_instances 194 [40,5,39,68,16,7,19] number_of_instances 194 [40,5,39,68,16,7,19] number_of_instances 194 [40,5,39,68,16,7,19] number_of_instances 194 [40,6,39,67,16,7,19] number_of_instances 194 [40,6,39,67,16,7,19] number_of_instances 194 [40,6,39,67,16,7,19] number_of_instances 194 [40,6,39,67,16,7,19] number_of_instances 194 [40,6,39,67,15,8,19] predictive_accuracy 0.3435897435897436 predictive_accuracy 0.34536082474226804 predictive_accuracy 0.3505154639175258 predictive_accuracy 0.3505154639175258 predictive_accuracy 0.3505154639175258 predictive_accuracy 0.34536082474226804 predictive_accuracy 0.34536082474226804 predictive_accuracy 0.34536082474226804 predictive_accuracy 0.34536082474226804 predictive_accuracy 0.34536082474226804 prior_entropy 2.4086971702017688 prior_entropy 2.4034011426545026 prior_entropy 2.3995765614552553 prior_entropy 2.3995765614552553 prior_entropy 2.3995765614552553 prior_entropy 2.4180778493888857 prior_entropy 2.4180778493888857 prior_entropy 2.4180778493888857 prior_entropy 2.4180778493888857 prior_entropy 2.4238668101950935 recall 0.3435897435897436 [0,0,0,1,0,0,0] recall 0.34536082474226804 [0,0,0,1,0,0,0] recall 0.35051546391752575 [0,0,0,1,0,0,0] recall 0.35051546391752575 [0,0,0,1,0,0,0] recall 0.35051546391752575 [0,0,0,1,0,0,0] recall 0.34536082474226804 [0,0,0,1,0,0,0] recall 0.34536082474226804 [0,0,0,1,0,0,0] recall 0.34536082474226804 [0,0,0,1,0,0,0] recall 0.34536082474226804 [0,0,0,1,0,0,0] recall 0.34536082474226804 [0,0,0,1,0,0,0] relative_absolute_error 0.8434583470051165 relative_absolute_error 0.8415431034189504 relative_absolute_error 0.8356871450556322 relative_absolute_error 0.8356871450556322 relative_absolute_error 0.8356871450556322 relative_absolute_error 0.8405509537043945 relative_absolute_error 0.8405509537043945 relative_absolute_error 0.8405509537043945 relative_absolute_error 0.8405509537043945 relative_absolute_error 0.8403054223333273 root_mean_prior_squared_error 0.33337802806616484 root_mean_prior_squared_error 0.3332351320046385 root_mean_prior_squared_error 0.33292757172312704 root_mean_prior_squared_error 0.33292757172312704 root_mean_prior_squared_error 0.33292757172312704 root_mean_prior_squared_error 0.3336285314054271 root_mean_prior_squared_error 0.3336285314054271 root_mean_prior_squared_error 0.3336285314054271 root_mean_prior_squared_error 0.3336285314054271 root_mean_prior_squared_error 0.33372595925955534 root_mean_squared_error 0.4330655695686131 root_mean_squared_error 0.4324809410359626 root_mean_squared_error 0.4307748951706426 root_mean_squared_error 0.4307748951706426 root_mean_squared_error 0.4307748951706426 root_mean_squared_error 0.4324809410359626 root_mean_squared_error 0.4324809410359626 root_mean_squared_error 0.4324809410359626 root_mean_squared_error 0.4324809410359626 root_mean_squared_error 0.4324809410359626 root_relative_squared_error 1.299022530311036 root_relative_squared_error 1.2978251675754962 root_relative_squared_error 1.2938997300256299 root_relative_squared_error 1.2938997300256299 root_relative_squared_error 1.2938997300256299 root_relative_squared_error 1.2962948319021599 root_relative_squared_error 1.2962948319021599 root_relative_squared_error 1.2962948319021599 root_relative_squared_error 1.2962948319021599 root_relative_squared_error 1.2959163919867576 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 480.2694260069984 usercpu_time_millis 478.486004001752 usercpu_time_millis 476.35471500689164 usercpu_time_millis 477.526199996646 usercpu_time_millis 473.26776400586823 usercpu_time_millis 475.20315700239735 usercpu_time_millis 473.6726010014536 usercpu_time_millis 475.87802600173745 usercpu_time_millis 472.04600000259234 usercpu_time_millis 470.91547300078673 usercpu_time_millis_testing 38.670961002935655 usercpu_time_millis_testing 38.56426299898885 usercpu_time_millis_testing 38.46881200297503 usercpu_time_millis_testing 38.32940899883397 usercpu_time_millis_testing 38.47132800001418 usercpu_time_millis_testing 38.41028700117022 usercpu_time_millis_testing 38.40167899761582 usercpu_time_millis_testing 38.56896400247933 usercpu_time_millis_testing 37.95746900141239 usercpu_time_millis_testing 38.03929500281811 usercpu_time_millis_training 441.59846500406275 usercpu_time_millis_training 439.92174100276316 usercpu_time_millis_training 437.8859030039166 usercpu_time_millis_training 439.19679099781206 usercpu_time_millis_training 434.79643600585405 usercpu_time_millis_training 436.79287000122713 usercpu_time_millis_training 435.27092200383777 usercpu_time_millis_training 437.3090619992581 usercpu_time_millis_training 434.08853100117994 usercpu_time_millis_training 432.8761779979686 wall_clock_time_millis 604.3848991394043 wall_clock_time_millis 478.55186462402344 wall_clock_time_millis 476.42993927001953 wall_clock_time_millis 545.6008911132812 wall_clock_time_millis 505.31506538391113 wall_clock_time_millis 475.2631187438965 wall_clock_time_millis 505.7559013366699 wall_clock_time_millis 475.94141960144043 wall_clock_time_millis 504.1182041168213 wall_clock_time_millis 470.9804058074951 wall_clock_time_millis_testing 38.68722915649414 wall_clock_time_millis_testing 38.579702377319336 wall_clock_time_millis_testing 38.48385810852051 wall_clock_time_millis_testing 38.342952728271484 wall_clock_time_millis_testing 38.48695755004883 wall_clock_time_millis_testing 38.43426704406738 wall_clock_time_millis_testing 38.419485092163086 wall_clock_time_millis_testing 38.585662841796875 wall_clock_time_millis_testing 37.97459602355957 wall_clock_time_millis_testing 38.05398941040039 wall_clock_time_millis_training 565.6976699829102 wall_clock_time_millis_training 439.9721622467041 wall_clock_time_millis_training 437.946081161499 wall_clock_time_millis_training 507.25793838500977 wall_clock_time_millis_training 466.8281078338623 wall_clock_time_millis_training 436.8288516998291 wall_clock_time_millis_training 467.33641624450684 wall_clock_time_millis_training 437.35575675964355 wall_clock_time_millis_training 466.1436080932617 wall_clock_time_millis_training 432.9264163970947