10325157 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) 8180842 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 116.25092311029707 13389 cache_size 200 13389 class_weight null 13389 coef0 0.8395074651475241 13389 decision_function_shape "ovr" 13389 degree 4 13389 gamma 0.001263748978199219 13389 kernel "rbf" 13389 max_iter -1 13389 probability false 13389 random_state 29161 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 21572000 description https://api.openml.org/data/download/21572000/description.xml -1 21572001 predictions https://api.openml.org/data/download/21572001/predictions.arff area_under_roc_curve 0.9862204724409449 [0.98622,0.98622] average_cost 0 f_measure 0.9847164524082129 [0.986028,0.983078] kappa 0.9691134094885253 kb_relative_information_score 0.9688393931008893 mean_absolute_error 0.015306122448979591 mean_prior_absolute_error 0.49387203415364794 number_of_instances 1372 [762,610] precision 0.9852032730683398 [1,0.966719] predictive_accuracy 0.9846938775510204 prior_entropy 0.9911281447384036 recall 0.9846938775510204 [0.972441,1] relative_absolute_error 0.030992081734714544 root_mean_prior_squared_error 0.4969220835611905 root_mean_squared_error 0.12371791482634838 root_relative_squared_error 0.24896843774727082 total_cost 0 area_under_roc_curve 0.9935064935064934 [0.993506,0.993506] area_under_roc_curve 0.9805194805194807 [0.980519,0.980519] area_under_roc_curve 0.9934210526315789 [0.993421,0.993421] area_under_roc_curve 0.9868421052631579 [0.986842,0.986842] area_under_roc_curve 0.9868421052631579 [0.986842,0.986842] area_under_roc_curve 0.9934210526315789 [0.993421,0.993421] area_under_roc_curve 0.9868421052631579 [0.986842,0.986842] area_under_roc_curve 0.980263157894737 [0.980263,0.980263] area_under_roc_curve 0.9671052631578946 [0.967105,0.967105] area_under_roc_curve 0.9934210526315789 [0.993421,0.993421] 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 0.9927593990347404 [0.993464,0.99187] f_measure 0.9783057875035991 [0.980132,0.976] f_measure 0.9927062319881188 [0.993377,0.99187] f_measure 0.985421866415509 [0.986667,0.983871] f_measure 0.985421866415509 [0.986667,0.983871] f_measure 0.9927062319881188 [0.993377,0.99187] f_measure 0.985421866415509 [0.986667,0.983871] f_measure 0.9781445157497672 [0.979866,0.976] f_measure 0.9636013954981383 [0.965986,0.96063] f_measure 0.9927062319881188 [0.993377,0.99187] kappa 0.9853347502656747 kappa 0.9561533573395468 kappa 0.9852481964035749 kappa 0.9705439690389164 kappa 0.9705439690389164 kappa 0.9852481964035749 kappa 0.9705439690389164 kappa 0.9558870881184931 kappa 0.9267144538354554 kappa 0.9852481964035749 kb_relative_information_score 0.9852353292061459 kb_relative_information_score 0.9557059876184374 kb_relative_information_score 0.9851430722518728 kb_relative_information_score 0.9702861445037456 kb_relative_information_score 0.9702861445037456 kb_relative_information_score 0.9851430722518728 kb_relative_information_score 0.9702861445037456 kb_relative_information_score 0.9554292167556183 kb_relative_information_score 0.9257153612593639 kb_relative_information_score 0.9851430722518728 mean_absolute_error 0.007246376811594203 mean_absolute_error 0.021739130434782608 mean_absolute_error 0.0072992700729927005 mean_absolute_error 0.014598540145985401 mean_absolute_error 0.014598540145985401 mean_absolute_error 0.0072992700729927005 mean_absolute_error 0.014598540145985401 mean_absolute_error 0.021897810218978103 mean_absolute_error 0.0364963503649635 mean_absolute_error 0.0072992700729927005 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 0.992870500233754 [1,0.983871] precision 0.9792798913043478 [1,0.953125] precision 0.9928184600894748 [1,0.983871] precision 0.9858649055729347 [1,0.968254] precision 0.9858649055729347 [1,0.968254] precision 0.9928184600894748 [1,0.983871] precision 0.9858649055729347 [1,0.968254] precision 0.9791286496350365 [1,0.953125] precision 0.9662685246626852 [1,0.924242] precision 0.9928184600894748 [1,0.983871] predictive_accuracy 0.9927536231884058 predictive_accuracy 0.9782608695652173 predictive_accuracy 0.9927007299270073 predictive_accuracy 0.9854014598540146 predictive_accuracy 0.9854014598540146 predictive_accuracy 0.9927007299270073 predictive_accuracy 0.9854014598540146 predictive_accuracy 0.9781021897810218 predictive_accuracy 0.9635036496350365 predictive_accuracy 0.9927007299270073 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 0.9927536231884058 [0.987013,1] recall 0.9782608695652174 [0.961039,1] recall 0.9927007299270073 [0.986842,1] recall 0.9854014598540146 [0.973684,1] recall 0.9854014598540146 [0.973684,1] recall 0.9927007299270073 [0.986842,1] recall 0.9854014598540146 [0.973684,1] recall 0.9781021897810219 [0.960526,1] recall 0.9635036496350365 [0.934211,1] recall 0.9927007299270073 [0.986842,1] relative_absolute_error 0.014681055668340593 relative_absolute_error 0.044043167005021776 relative_absolute_error 0.01477753041009256 relative_absolute_error 0.02955506082018512 relative_absolute_error 0.02955506082018512 relative_absolute_error 0.01477753041009256 relative_absolute_error 0.02955506082018512 relative_absolute_error 0.04433259123027767 relative_absolute_error 0.07388765205046278 relative_absolute_error 0.01477753041009256 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 0.08512565307587486 root_mean_squared_error 0.14744195615489714 root_mean_squared_error 0.0854357657716761 root_mean_squared_error 0.12082441866603538 root_mean_squared_error 0.12082441866603538 root_mean_squared_error 0.0854357657716761 root_mean_squared_error 0.12082441866603538 root_mean_squared_error 0.14797908710009702 root_mean_squared_error 0.19104017997521752 root_mean_squared_error 0.0854357657716761 root_relative_squared_error 0.17140482489011802 root_relative_squared_error 0.2968818653721309 root_relative_squared_error 0.1719049118055508 root_relative_squared_error 0.24311025771396072 root_relative_squared_error 0.24311025771396072 root_relative_squared_error 0.1719049118055508 root_relative_squared_error 0.24311025771396072 root_relative_squared_error 0.29774804131786087 root_relative_squared_error 0.38439106846331766 root_relative_squared_error 0.1719049118055508 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 19.31129800141207 usercpu_time_millis 20.510360001935624 usercpu_time_millis 19.000440002855612 usercpu_time_millis 18.00527600062196 usercpu_time_millis 19.094754999969155 usercpu_time_millis 20.78005100338487 usercpu_time_millis 20.47641899844166 usercpu_time_millis 19.29236599971773 usercpu_time_millis 17.56944199951249 usercpu_time_millis 18.67631899949629 usercpu_time_millis_testing 1.523855000414187 usercpu_time_millis_testing 1.818755001295358 usercpu_time_millis_testing 1.5477720007766038 usercpu_time_millis_testing 1.5398180003103334 usercpu_time_millis_testing 1.5480649999517482 usercpu_time_millis_testing 1.5244080022966955 usercpu_time_millis_testing 1.5671159999328665 usercpu_time_millis_testing 1.5541470020252746 usercpu_time_millis_testing 1.4629469987994526 usercpu_time_millis_testing 1.603589000296779 usercpu_time_millis_training 17.787443000997882 usercpu_time_millis_training 18.691605000640266 usercpu_time_millis_training 17.452668002079008 usercpu_time_millis_training 16.465458000311628 usercpu_time_millis_training 17.546690000017406 usercpu_time_millis_training 19.255643001088174 usercpu_time_millis_training 18.909302998508792 usercpu_time_millis_training 17.738218997692456 usercpu_time_millis_training 16.10649500071304 usercpu_time_millis_training 17.07272999919951 wall_clock_time_millis 31.318187713623047 wall_clock_time_millis 52.52337455749512 wall_clock_time_millis 19.011497497558594 wall_clock_time_millis 18.015146255493164 wall_clock_time_millis 19.104719161987305 wall_clock_time_millis 20.791053771972656 wall_clock_time_millis 20.502328872680664 wall_clock_time_millis 19.30403709411621 wall_clock_time_millis 17.580509185791016 wall_clock_time_millis 18.688678741455078 wall_clock_time_millis_testing 1.5277862548828125 wall_clock_time_millis_testing 17.827749252319336 wall_clock_time_millis_testing 1.5518665313720703 wall_clock_time_millis_testing 1.5439987182617188 wall_clock_time_millis_testing 1.5518665313720703 wall_clock_time_millis_testing 1.5277862548828125 wall_clock_time_millis_testing 1.5726089477539062 wall_clock_time_millis_testing 1.5578269958496094 wall_clock_time_millis_testing 1.4667510986328125 wall_clock_time_millis_testing 1.6078948974609375 wall_clock_time_millis_training 29.790401458740234 wall_clock_time_millis_training 34.69562530517578 wall_clock_time_millis_training 17.459630966186523 wall_clock_time_millis_training 16.471147537231445 wall_clock_time_millis_training 17.552852630615234 wall_clock_time_millis_training 19.263267517089844 wall_clock_time_millis_training 18.929719924926758 wall_clock_time_millis_training 17.7462100982666 wall_clock_time_millis_training 16.113758087158203 wall_clock_time_millis_training 17.08078384399414