10325165 8323 Heinrich Peters 10093 Supervised Classification 16345 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,svc=sklearn.svm.classes.SVC)(1) 8180850 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 18251.600704338267 13389 cache_size 200 13389 class_weight null 13389 coef0 0.0 13389 decision_function_shape "ovr" 13389 degree 3 13389 gamma 9.624749700615554e-05 13389 kernel "rbf" 13389 max_iter -1 13389 probability false 13389 random_state 46869 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. 1462 banknote-authentication https://www.openml.org/data/download/1586223/php50jXam -1 21572016 description https://api.openml.org/data/download/21572016/description.xml -1 21572017 predictions https://api.openml.org/data/download/21572017/predictions.arff area_under_roc_curve 0.9926186480788262 [0.992619,0.992619] average_cost 0 f_measure 0.9919880491110454 [0.992739,0.99105] kappa 0.9837896129786209 kb_relative_information_score 0.9836777773385612 mean_absolute_error 0.008017492711370262 mean_prior_absolute_error 0.49387203415364794 number_of_instances 1372 [762,610] precision 0.992079769393908 [0.998672,0.983845] predictive_accuracy 0.9919825072886297 prior_entropy 0.9911281447384036 recall 0.9919825072886297 [0.986877,0.998361] relative_absolute_error 0.016233947575326667 root_mean_prior_squared_error 0.4969220835611905 root_mean_squared_error 0.08954045293257268 root_relative_squared_error 0.18019012616803284 total_cost 0 area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9805194805194807 [0.980519,0.980519] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9934210526315789 [0.993421,0.993421] area_under_roc_curve 1 [1,1] area_under_roc_curve 1 [1,1] area_under_roc_curve 0.9868421052631579 [0.986842,0.986842] area_under_roc_curve 0.9868421052631579 [0.986842,0.986842] area_under_roc_curve 0.9786453839516825 [0.978645,0.978645] 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 1 [1,1] f_measure 0.9783057875035991 [0.980132,0.976] f_measure 1 [1,1] f_measure 0.9927062319881188 [0.993377,0.99187] f_measure 1 [1,1] f_measure 1 [1,1] f_measure 0.985421866415509 [0.986667,0.983871] f_measure 0.985421866415509 [0.986667,0.983871] f_measure 0.9781186959643561 [0.980132,0.97561] f_measure 1 [1,1] kappa 1 kappa 0.9561533573395468 kappa 1 kappa 0.9852481964035749 kappa 1 kappa 1 kappa 0.9705439690389164 kappa 0.9705439690389164 kappa 0.9557445892107247 kappa 1 kb_relative_information_score 1 kb_relative_information_score 0.9557059876184374 kb_relative_information_score 1 kb_relative_information_score 0.9851430722518728 kb_relative_information_score 1 kb_relative_information_score 1 kb_relative_information_score 0.9702861445037456 kb_relative_information_score 0.9702861445037456 kb_relative_information_score 0.9554292167556183 kb_relative_information_score 1 mean_absolute_error 0 mean_absolute_error 0.021739130434782608 mean_absolute_error 0 mean_absolute_error 0.0072992700729927005 mean_absolute_error 0 mean_absolute_error 0 mean_absolute_error 0.014598540145985401 mean_absolute_error 0.014598540145985401 mean_absolute_error 0.021897810218978103 mean_absolute_error 0 mean_prior_absolute_error 0.49358690378246245 mean_prior_absolute_error 0.49358690378246245 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 mean_prior_absolute_error 0.49394383705734374 number_of_instances 138 [77,61] number_of_instances 138 [77,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] number_of_instances 137 [76,61] precision 1 [1,1] precision 0.9792798913043478 [1,0.953125] precision 1 [1,1] precision 0.9928184600894748 [1,0.983871] precision 1 [1,1] precision 1 [1,1] precision 0.9858649055729347 [1,0.968254] precision 0.9858649055729347 [1,0.968254] precision 0.9782403265049838 [0.986667,0.967742] precision 1 [1,1] predictive_accuracy 1 predictive_accuracy 0.9782608695652173 predictive_accuracy 1 predictive_accuracy 0.9927007299270073 predictive_accuracy 1 predictive_accuracy 1 predictive_accuracy 0.9854014598540146 predictive_accuracy 0.9854014598540146 predictive_accuracy 0.9781021897810218 predictive_accuracy 1 prior_entropy 0.9903020513891087 prior_entropy 0.9903020513891087 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 prior_entropy 0.9913361755453535 recall 1 [1,1] recall 0.9782608695652174 [0.961039,1] recall 1 [1,1] recall 0.9927007299270073 [0.986842,1] recall 1 [1,1] recall 1 [1,1] recall 0.9854014598540146 [0.973684,1] recall 0.9854014598540146 [0.973684,1] recall 0.9781021897810219 [0.973684,0.983607] recall 1 [1,1] relative_absolute_error 0 relative_absolute_error 0.044043167005021776 relative_absolute_error 0 relative_absolute_error 0.01477753041009256 relative_absolute_error 0 relative_absolute_error 0 relative_absolute_error 0.02955506082018512 relative_absolute_error 0.02955506082018512 relative_absolute_error 0.04433259123027767 relative_absolute_error 0 root_mean_prior_squared_error 0.49663510423610374 root_mean_prior_squared_error 0.49663510423610374 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_prior_squared_error 0.4969943259580404 root_mean_squared_error 0 root_mean_squared_error 0.14744195615489714 root_mean_squared_error 0 root_mean_squared_error 0.0854357657716761 root_mean_squared_error 0 root_mean_squared_error 0 root_mean_squared_error 0.12082441866603538 root_mean_squared_error 0.12082441866603538 root_mean_squared_error 0.14797908710009702 root_mean_squared_error 0 root_relative_squared_error 0 root_relative_squared_error 0.2968818653721309 root_relative_squared_error 0 root_relative_squared_error 0.1719049118055508 root_relative_squared_error 0 root_relative_squared_error 0 root_relative_squared_error 0.24311025771396072 root_relative_squared_error 0.24311025771396072 root_relative_squared_error 0.29774804131786087 root_relative_squared_error 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 total_cost 0 usercpu_time_millis 21.825425999850268 usercpu_time_millis 20.894748999126023 usercpu_time_millis 20.355722001113463 usercpu_time_millis 21.27313999881153 usercpu_time_millis 21.320477997505805 usercpu_time_millis 21.40767999662785 usercpu_time_millis 21.136989998922218 usercpu_time_millis 21.513167997909477 usercpu_time_millis 20.783091000339482 usercpu_time_millis 21.20421900326619 usercpu_time_millis_testing 1.2986760011699516 usercpu_time_millis_testing 1.2863970005128067 usercpu_time_millis_testing 1.2701170016953256 usercpu_time_millis_testing 1.377439999487251 usercpu_time_millis_testing 1.301028998568654 usercpu_time_millis_testing 1.401694997184677 usercpu_time_millis_testing 1.2717179997707717 usercpu_time_millis_testing 1.275138998607872 usercpu_time_millis_testing 1.264878999791108 usercpu_time_millis_testing 1.2708450012723915 usercpu_time_millis_training 20.526749998680316 usercpu_time_millis_training 19.608351998613216 usercpu_time_millis_training 19.085604999418138 usercpu_time_millis_training 19.89569999932428 usercpu_time_millis_training 20.01944899893715 usercpu_time_millis_training 20.00598499944317 usercpu_time_millis_training 19.865271999151446 usercpu_time_millis_training 20.238028999301605 usercpu_time_millis_training 19.518212000548374 usercpu_time_millis_training 19.933374001993798 wall_clock_time_millis 21.884918212890625 wall_clock_time_millis 20.95651626586914 wall_clock_time_millis 20.42412757873535 wall_clock_time_millis 21.301984786987305 wall_clock_time_millis 21.332502365112305 wall_clock_time_millis 21.44026756286621 wall_clock_time_millis 21.152973175048828 wall_clock_time_millis 21.526813507080078 wall_clock_time_millis 20.798206329345703 wall_clock_time_millis 21.217823028564453 wall_clock_time_millis_testing 1.3058185577392578 wall_clock_time_millis_testing 1.2934207916259766 wall_clock_time_millis_testing 1.2774467468261719 wall_clock_time_millis_testing 1.3840198516845703 wall_clock_time_millis_testing 1.3074874877929688 wall_clock_time_millis_testing 1.4088153839111328 wall_clock_time_millis_testing 1.2791156768798828 wall_clock_time_millis_testing 1.2812614440917969 wall_clock_time_millis_testing 1.271963119506836 wall_clock_time_millis_testing 1.2772083282470703 wall_clock_time_millis_training 20.579099655151367 wall_clock_time_millis_training 19.663095474243164 wall_clock_time_millis_training 19.14668083190918 wall_clock_time_millis_training 19.917964935302734 wall_clock_time_millis_training 20.025014877319336 wall_clock_time_millis_training 20.031452178955078 wall_clock_time_millis_training 19.873857498168945 wall_clock_time_millis_training 20.24555206298828 wall_clock_time_millis_training 19.526243209838867 wall_clock_time_millis_training 19.940614700317383