10327865 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) 8183518 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 0.18102401530187834 13389 cache_size 200 13389 class_weight null 13389 coef0 0.9102558707709079 13389 decision_function_shape "ovr" 13389 degree 2 13389 gamma 2.518262200985078e-05 13389 kernel "poly" 13389 max_iter -1 13389 probability false 13389 random_state 54551 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 21577416 description https://api.openml.org/data/download/21577416/description.xml -1 21577417 predictions https://api.openml.org/data/download/21577417/predictions.arff area_under_roc_curve 0.5003943217665615 [0.5,0.5,0.501279,0.500394,0.5,0.5,0.5] average_cost 0 kappa 0.0009031188679935398 kb_relative_information_score 0.15344014503263337 mean_absolute_error 0.18650180319422696 mean_prior_absolute_error 0.2223438305942003 number_of_instances 1941 [402,55,391,673,158,72,190] predictive_accuracy 0.34724368882019574 prior_entropy 2.4106995883230287 recall 0.3472436888201958 [0,0,0.002558,1,0,0,0] relative_absolute_error 0.8387990919100939 root_mean_prior_squared_error 0.3333637532267832 root_mean_squared_error 0.43185854535278906 root_relative_squared_error 1.2954574130289478 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 0.5039370078740157 [0.5,0.5,0.512821,0.503937,0.5,0.5,0.5] 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 0.009000243249817562 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 0.15703758189232625 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 0.1855670103092781 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 0.3505154639175258 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 0.35051546391752575 [0,0,0.025641,1,0,0,0] 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 0.8336888442047184 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 0.4307748951706426 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 1.29080427583881 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 254.75991800340125 usercpu_time_millis 252.383753999311 usercpu_time_millis 252.24474200513214 usercpu_time_millis 249.8878069964121 usercpu_time_millis 244.70452099922113 usercpu_time_millis 249.10405799164437 usercpu_time_millis 249.3291560022044 usercpu_time_millis 244.14238100143848 usercpu_time_millis 244.00675599463284 usercpu_time_millis 244.86492600408383 usercpu_time_millis_testing 20.636913999624085 usercpu_time_millis_testing 20.554695998725947 usercpu_time_millis_testing 20.506300999841187 usercpu_time_millis_testing 20.204797998303548 usercpu_time_millis_testing 20.34684100362938 usercpu_time_millis_testing 21.816811997268815 usercpu_time_millis_testing 20.239124998624902 usercpu_time_millis_testing 20.257308999134693 usercpu_time_millis_testing 19.576961996790487 usercpu_time_millis_testing 19.161701005941723 usercpu_time_millis_training 234.12300400377717 usercpu_time_millis_training 231.82905800058506 usercpu_time_millis_training 231.73844100529095 usercpu_time_millis_training 229.68300899810856 usercpu_time_millis_training 224.35767999559175 usercpu_time_millis_training 227.28724599437555 usercpu_time_millis_training 229.0900310035795 usercpu_time_millis_training 223.8850720023038 usercpu_time_millis_training 224.42979399784235 usercpu_time_millis_training 225.7032249981421 wall_clock_time_millis 318.8018798828125 wall_clock_time_millis 252.43401527404785 wall_clock_time_millis 252.40683555603027 wall_clock_time_millis 341.9373035430908 wall_clock_time_millis 244.8108196258545 wall_clock_time_millis 249.1753101348877 wall_clock_time_millis 249.40204620361328 wall_clock_time_millis 260.2121829986572 wall_clock_time_millis 244.16041374206543 wall_clock_time_millis 336.8983268737793 wall_clock_time_millis_testing 20.653486251831055 wall_clock_time_millis_testing 20.567893981933594 wall_clock_time_millis_testing 20.520448684692383 wall_clock_time_millis_testing 20.21956443786621 wall_clock_time_millis_testing 20.380496978759766 wall_clock_time_millis_testing 21.831274032592773 wall_clock_time_millis_testing 20.28965950012207 wall_clock_time_millis_testing 20.26987075805664 wall_clock_time_millis_testing 19.590377807617188 wall_clock_time_millis_testing 19.174575805664062 wall_clock_time_millis_training 298.14839363098145 wall_clock_time_millis_training 231.86612129211426 wall_clock_time_millis_training 231.8863868713379 wall_clock_time_millis_training 321.7177391052246 wall_clock_time_millis_training 224.43032264709473 wall_clock_time_millis_training 227.34403610229492 wall_clock_time_millis_training 229.1123867034912 wall_clock_time_millis_training 239.9423122406006 wall_clock_time_millis_training 224.57003593444824 wall_clock_time_millis_training 317.72375106811523