10326055 8323 Heinrich Peters 10101 Supervised Classification 16345 sklearn.pipeline.Pipeline(simpleimputer=sklearn.impute._base.SimpleImputer,standardscaler=sklearn.preprocessing.data.StandardScaler,svc=sklearn.svm.classes.SVC)(1) 8181737 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 171.03076248915255 13389 cache_size 200 13389 class_weight null 13389 coef0 0.40705447648192394 13389 decision_function_shape "ovr" 13389 degree 2 13389 gamma 0.000843106127549414 13389 kernel "poly" 13389 max_iter -1 13389 probability false 13389 random_state 59350 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. 1464 blood-transfusion-service-center https://www.openml.org/data/download/1586225/php0iVrYT -1 21573796 description https://api.openml.org/data/download/21573796/description.xml -1 21573797 predictions https://api.openml.org/data/download/21573797/predictions.arff area_under_roc_curve 0.5103587620737237 [0.510359,0.510359] average_cost 0 f_measure 0.6708694680758039 [0.866717,0.043716] kappa 0.031116769303647162 kb_relative_information_score 0.27289248988917253 mean_absolute_error 0.2339572192513369 mean_prior_absolute_error 0.3630445632798566 number_of_instances 748 [570,178] precision 0.7739493741948021 [0.765814,0.8] predictive_accuracy 0.7660427807486632 prior_entropy 0.7916465694609683 recall 0.766042780748663 [0.998246,0.022472] relative_absolute_error 0.6444311330204071 root_mean_prior_squared_error 0.4258399633559147 root_mean_squared_error 0.4836912437199343 root_relative_squared_error 1.1358521635877277 total_cost 0 area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.4912280701754385 [0.491228,0.491228] area_under_roc_curve 0.5277777777777778 [0.527778,0.527778] area_under_roc_curve 0.5277777777777778 [0.527778,0.527778] area_under_roc_curve 0.5277777777777778 [0.527778,0.527778] area_under_roc_curve 0.5 [0.5,0.5] area_under_roc_curve 0.5294117647058822 [0.529412,0.529412] area_under_roc_curve 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 f_measure 0.6497709923664122 [0.854962,0] f_measure 0.6866372036962636 [0.870229,0.105263] f_measure 0.6866372036962636 [0.870229,0.105263] f_measure 0.6866372036962636 [0.870229,0.105263] f_measure 0.7009933009933009 [0.876923,0.111111] kappa 0 kappa 0 kappa 0 kappa -0.025917926565874574 kappa 0.08207343412526993 kappa 0.08207343412526993 kappa 0.08207343412526993 kappa 0 kappa 0.08782742681047742 kappa 0 kb_relative_information_score 0.2573028231343927 kb_relative_information_score 0.2573028231343927 kb_relative_information_score 0.2573028231343927 kb_relative_information_score 0.21604186886408108 kb_relative_information_score 0.2985637774047042 kb_relative_information_score 0.29856377740470424 kb_relative_information_score 0.2985637774047042 kb_relative_information_score 0.2573028231343927 kb_relative_information_score 0.3161190617105763 kb_relative_information_score 0.2733765030674872 mean_absolute_error 0.24 mean_absolute_error 0.24 mean_absolute_error 0.24 mean_absolute_error 0.25333333333333335 mean_absolute_error 0.22666666666666666 mean_absolute_error 0.22666666666666666 mean_absolute_error 0.22666666666666666 mean_absolute_error 0.24 mean_absolute_error 0.21621621621621623 mean_absolute_error 0.22972972972972974 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.36410666666666686 mean_prior_absolute_error 0.35873873873873896 mean_prior_absolute_error 0.35873873873873896 number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 75 [57,18] number_of_instances 74 [57,17] number_of_instances 74 [57,17] precision 0.5751351351351351 [0.756757,0] precision 0.8254054054054054 [0.77027,1] precision 0.8254054054054054 [0.77027,1] precision 0.8254054054054054 [0.77027,1] precision 0.8311736393928175 [0.780822,1] predictive_accuracy 0.76 predictive_accuracy 0.76 predictive_accuracy 0.76 predictive_accuracy 0.7466666666666667 predictive_accuracy 0.7733333333333333 predictive_accuracy 0.7733333333333333 predictive_accuracy 0.7733333333333333 predictive_accuracy 0.76 predictive_accuracy 0.7837837837837838 predictive_accuracy 0.7702702702702703 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7950473279640615 prior_entropy 0.7778597106646706 prior_entropy 0.7778597106646706 recall 0.76 [1,0] recall 0.76 [1,0] recall 0.76 [1,0] recall 0.7466666666666667 [0.982456,0] recall 0.7733333333333333 [1,0.055556] recall 0.7733333333333333 [1,0.055556] recall 0.7733333333333333 [1,0.055556] recall 0.76 [1,0] recall 0.7837837837837838 [1,0.058824] recall 0.7702702702702703 [1,0] relative_absolute_error 0.6591475025633511 relative_absolute_error 0.6591475025633511 relative_absolute_error 0.6591475025633511 relative_absolute_error 0.6957668082613151 relative_absolute_error 0.6225281968653871 relative_absolute_error 0.6225281968653871 relative_absolute_error 0.6225281968653871 relative_absolute_error 0.6591475025633511 relative_absolute_error 0.6027122049221493 relative_absolute_error 0.6403817177297837 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4270852113779844 root_mean_prior_squared_error 0.4207539065176338 root_mean_prior_squared_error 0.4207539065176338 root_mean_squared_error 0.4898979485566356 root_mean_squared_error 0.4898979485566356 root_mean_squared_error 0.4898979485566356 root_mean_squared_error 0.5033222956847166 root_mean_squared_error 0.4760952285695233 root_mean_squared_error 0.4760952285695233 root_mean_squared_error 0.4760952285695233 root_mean_squared_error 0.4898979485566356 root_mean_squared_error 0.46499055497527714 root_mean_squared_error 0.4793012932694108 root_relative_squared_error 1.147073079341677 root_relative_squared_error 1.147073079341677 root_relative_squared_error 1.147073079341677 root_relative_squared_error 1.1785055587870965 root_relative_squared_error 1.1147546575855642 root_relative_squared_error 1.1147546575855642 root_relative_squared_error 1.1147546575855642 root_relative_squared_error 1.147073079341677 root_relative_squared_error 1.105136631585355 root_relative_squared_error 1.139148765691432 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 18.925996002508327 usercpu_time_millis 18.169894996390212 usercpu_time_millis 15.162190000410192 usercpu_time_millis 15.897305001999484 usercpu_time_millis 19.646480002847966 usercpu_time_millis 18.204936000984162 usercpu_time_millis 18.645002997800475 usercpu_time_millis 16.94352399863419 usercpu_time_millis 15.933031994791236 usercpu_time_millis 18.19142699969234 usercpu_time_millis_testing 1.302550001128111 usercpu_time_millis_testing 1.3067499967291951 usercpu_time_millis_testing 1.2748799999826588 usercpu_time_millis_testing 1.3118509996274952 usercpu_time_millis_testing 1.3062960024399217 usercpu_time_millis_testing 1.289436000661226 usercpu_time_millis_testing 1.3231009979790542 usercpu_time_millis_testing 1.3426320001599379 usercpu_time_millis_testing 1.2756049982272089 usercpu_time_millis_testing 1.3571429990406614 usercpu_time_millis_training 17.623446001380216 usercpu_time_millis_training 16.863144999661017 usercpu_time_millis_training 13.887310000427533 usercpu_time_millis_training 14.58545400237199 usercpu_time_millis_training 18.340184000408044 usercpu_time_millis_training 16.915500000322936 usercpu_time_millis_training 17.32190199982142 usercpu_time_millis_training 15.600891998474253 usercpu_time_millis_training 14.657426996564027 usercpu_time_millis_training 16.834284000651678 wall_clock_time_millis 34.92593765258789 wall_clock_time_millis 34.18540954589844 wall_clock_time_millis 31.180620193481445 wall_clock_time_millis 15.90871810913086 wall_clock_time_millis 19.66381072998047 wall_clock_time_millis 18.233537673950195 wall_clock_time_millis 18.665313720703125 wall_clock_time_millis 16.96944236755371 wall_clock_time_millis 15.946388244628906 wall_clock_time_millis 18.20969581604004 wall_clock_time_millis_testing 1.3108253479003906 wall_clock_time_millis_testing 1.3136863708496094 wall_clock_time_millis_testing 1.2810230255126953 wall_clock_time_millis_testing 1.3158321380615234 wall_clock_time_millis_testing 1.3136863708496094 wall_clock_time_millis_testing 1.2974739074707031 wall_clock_time_millis_testing 1.3315677642822266 wall_clock_time_millis_testing 1.3494491577148438 wall_clock_time_millis_testing 1.2826919555664062 wall_clock_time_millis_testing 1.3651847839355469 wall_clock_time_millis_training 33.6151123046875 wall_clock_time_millis_training 32.87172317504883 wall_clock_time_millis_training 29.89959716796875 wall_clock_time_millis_training 14.592885971069336 wall_clock_time_millis_training 18.35012435913086 wall_clock_time_millis_training 16.936063766479492 wall_clock_time_millis_training 17.3337459564209 wall_clock_time_millis_training 15.619993209838867 wall_clock_time_millis_training 14.6636962890625 wall_clock_time_millis_training 16.844511032104492