8820219 1 Jan van Rijn 14967 Supervised Classification 7707 sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,scaling=sklearn.preprocessing.data.StandardScaler,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.svm.classes.SVC)(1) 6795269 axis 0 7660 categorical_features [0, 1] 7660 copy true 7660 fill_empty 0 7660 missing_values "NaN" 7660 strategy "mean" 7660 strategy_nominal "most_frequent" 7660 verbose 0 7660 categorical_features [0, 1] 7661 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 7661 handle_unknown "ignore" 7661 n_values "auto" 7661 sparse true 7661 threshold 0.0 7662 copy true 7663 with_mean false 7663 with_std true 7663 C 19768.566406606078 7708 cache_size 200 7708 class_weight null 7708 coef0 0.23532257578310234 7708 decision_function_shape null 7708 degree 4 7708 gamma 9.924024593938537e-05 7708 kernel "sigmoid" 7708 max_iter -1 7708 probability true 7708 random_state 52300 7708 shrinking true 7708 tol 1.2946829941742278e-05 7708 verbose false 7708 openml-pimp openml-python Sklearn_0.18.1. study_71 23380 cjs https://www.openml.org/data/download/1910442/phpDAC5gS -1 18556308 description https://api.openml.org/data/download/18556308/description.xml -1 18556309 predictions https://api.openml.org/data/download/18556309/predictions.arff area_under_roc_curve 0.9889291226815001 [0.9945,0.989084,0.995185,0.967959,0.995037,0.991378] average_cost 0 f_measure 0.9634459469958445 [0.987784,0.985163,0.966163,0.901923,0.984049,0.962121] kappa 0.95491518535484 kb_relative_information_score 2330.6105611594844 mean_absolute_error 0.07088648862062956 mean_prior_absolute_error 0.27287997162595995 number_of_instances 2796 [576,341,680,511,414,274] precision 0.9644240917196308 [0.992982,0.996997,0.946403,0.886578,1,1] predictive_accuracy 0.9631616595135908 prior_entropy 2.5206634795042744 recall 0.9631616595135909 [0.982639,0.973607,0.986765,0.917808,0.968599,0.927007] relative_absolute_error 0.259771679827769 root_mean_prior_squared_error 0.3693707377543301 root_mean_squared_error 0.147546981911434 root_relative_squared_error 0.3994549833819485 total_cost 0 area_under_roc_curve 0.9876363043886212 [1,0.942492,1,0.97046,1,1] area_under_roc_curve 0.9870611465899574 [0.998291,1,0.992439,0.962154,0.973671,1] area_under_roc_curve 0.9919493615822863 [1,1,0.998127,0.977823,0.975712,1] area_under_roc_curve 0.9955278213106522 [1,0.997848,1,0.976882,1,1] area_under_roc_curve 0.9876264037212096 [0.999922,0.970708,0.991884,0.963225,1,1] area_under_roc_curve 0.9813835673412793 [0.966838,1,0.977317,0.96575,1,1] area_under_roc_curve 0.9872522735831635 [1,0.995798,0.999791,0.938166,1,0.990888] area_under_roc_curve 0.9942849528668916 [1,0.987515,1,0.979704,1,0.995003] area_under_roc_curve 0.9982719807328146 [0.999921,1,0.99317,0.999742,1,1] area_under_roc_curve 0.9777127375114278 [0.983009,0.995918,1,0.938768,1,0.926367] 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 0.9681587640179773 [0.973913,0.969697,0.985507,0.914286,0.987654,0.981818] f_measure 0.9541740097186131 [0.982456,1,0.964029,0.878505,0.935065,0.981818] f_measure 0.9680124448738575 [0.991453,0.985075,0.963504,0.912621,0.987654,0.981818] f_measure 0.9680389913305146 [0.991304,0.969697,0.971429,0.912621,0.987654,0.981818] f_measure 0.9501576936833536 [0.982759,0.985075,0.957143,0.867925,0.987654,0.92] f_measure 0.9571878451648995 [0.982456,1,0.93617,0.88,1,0.981132] f_measure 0.956810193911239 [1,0.969697,0.937931,0.886598,0.987952,0.981132] f_measure 0.9787141250390414 [1,0.985075,0.992593,0.944444,0.987952,0.941176] f_measure 0.9892862344196861 [0.982456,1,0.992593,0.970874,1,1] f_measure 0.9424930323920439 [0.99115,0.985507,0.964029,0.851852,0.97561,0.851064] kappa 0.9606839740389416 kappa 0.9431960049937579 kappa 0.9606962380685007 kappa 0.9606631076144984 kappa 0.9387011524808831 kappa 0.9475663613239494 kappa 0.9472739298875555 kappa 0.973694548768798 kappa 0.9868674982348788 kappa 0.9297052154195011 kb_relative_information_score 247.99078297856354 kb_relative_information_score 227.52739127262524 kb_relative_information_score 226.8710444013292 kb_relative_information_score 224.6053459607664 kb_relative_information_score 223.08084327659347 kb_relative_information_score 238.44945755988724 kb_relative_information_score 222.27455908645734 kb_relative_information_score 238.29910538902058 kb_relative_information_score 256.9781071953814 kb_relative_information_score 224.53392403886045 mean_absolute_error 0.04849058854279106 mean_absolute_error 0.0787387512961938 mean_absolute_error 0.08309006667467192 mean_absolute_error 0.08554779015254499 mean_absolute_error 0.08581693124741381 mean_absolute_error 0.06283639237628215 mean_absolute_error 0.08443446132485763 mean_absolute_error 0.06151646905466301 mean_absolute_error 0.03794390021431025 mean_absolute_error 0.08038071242448022 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272904982835389 mean_prior_absolute_error 0.272804289453111 mean_prior_absolute_error 0.27287651677373237 mean_prior_absolute_error 0.2728747259382053 mean_prior_absolute_error 0.2728747259382053 mean_prior_absolute_error 0.2728747259382053 mean_prior_absolute_error 0.2728747259382053 number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,51,41,28] number_of_instances 280 [58,34,68,52,41,27] number_of_instances 280 [58,35,68,51,41,27] number_of_instances 279 [57,34,68,51,42,27] number_of_instances 279 [57,34,68,51,42,27] number_of_instances 279 [57,34,68,51,42,27] number_of_instances 279 [57,34,68,51,42,27] precision 0.969189044038668 [0.982456,1,0.971429,0.888889,1,1] precision 0.9570449482609945 [1,1,0.943662,0.839286,1,1] precision 0.9684163616413063 [0.983051,1,0.956522,0.903846,1,1] precision 0.9689942002442004 [1,1,0.944444,0.903846,1,1] precision 0.9520502645502645 [0.982759,1,0.930556,0.851852,1,1] precision 0.9581263229362195 [1,1,0.90411,0.897959,1,1] precision 0.9595908999836068 [1,1,0.883117,0.934783,1,1] precision 0.9807583474816073 [1,1,1,0.894737,1,1] precision 0.9893851668045217 [0.982456,1,1,0.961538,1,1] precision 0.9475106818993568 [1,0.971429,0.943662,0.807018,1,1] predictive_accuracy 0.967857142857143 predictive_accuracy 0.9535714285714286 predictive_accuracy 0.967857142857143 predictive_accuracy 0.967857142857143 predictive_accuracy 0.95 predictive_accuracy 0.9571428571428571 predictive_accuracy 0.956989247311828 predictive_accuracy 0.9784946236559139 predictive_accuracy 0.989247311827957 predictive_accuracy 0.9426523297491038 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 prior_entropy 2.5206634795042744 recall 0.9678571428571429 [0.965517,0.941176,1,0.941176,0.97561,0.964286] recall 0.9535714285714286 [0.965517,1,0.985294,0.921569,0.878049,0.964286] recall 0.9678571428571429 [1,0.970588,0.970588,0.921569,0.97561,0.964286] recall 0.9678571428571429 [0.982759,0.941176,1,0.921569,0.97561,0.964286] recall 0.95 [0.982759,0.970588,0.985294,0.884615,0.97561,0.851852] recall 0.9571428571428572 [0.965517,1,0.970588,0.862745,1,0.962963] recall 0.956989247311828 [1,0.941176,1,0.843137,0.97619,0.962963] recall 0.978494623655914 [1,0.970588,0.985294,1,0.97619,0.888889] recall 0.989247311827957 [0.982456,1,0.985294,0.980392,1,1] recall 0.942652329749104 [0.982456,1,0.985294,0.901961,0.952381,0.740741] relative_absolute_error 0.17768304572159332 relative_absolute_error 0.28852075355358203 relative_absolute_error 0.30446518715559784 relative_absolute_error 0.31347097170499727 relative_absolute_error 0.31457324743482024 relative_absolute_error 0.23027409290915904 relative_absolute_error 0.30942573019378317 relative_absolute_error 0.22543850055425768 relative_absolute_error 0.13905245377288245 relative_absolute_error 0.2945700161424371 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36940459271455434 root_mean_prior_squared_error 0.36926827610333357 root_mean_prior_squared_error 0.36936606105183667 root_mean_prior_squared_error 0.3693636368423697 root_mean_prior_squared_error 0.3693636368423697 root_mean_prior_squared_error 0.3693636368423697 root_mean_prior_squared_error 0.3693636368423697 root_mean_squared_error 0.1251941453592835 root_mean_squared_error 0.16040164336183596 root_mean_squared_error 0.15410888025013253 root_mean_squared_error 0.15644004094239902 root_mean_squared_error 0.16281862543962938 root_mean_squared_error 0.14491600452059927 root_mean_squared_error 0.16339323849356438 root_mean_squared_error 0.13868616354041122 root_mean_squared_error 0.08459004689510671 root_mean_squared_error 0.16569623014456414 root_relative_squared_error 0.33890792867327263 root_relative_squared_error 0.4342167004019391 root_relative_squared_error 0.4171818198514259 root_relative_squared_error 0.42349240921128206 root_relative_squared_error 0.4409223211854443 root_relative_squared_error 0.3923370872459823 root_relative_squared_error 0.44236416960366454 root_relative_squared_error 0.3754732456232479 root_relative_squared_error 0.22901563244896928 root_relative_squared_error 0.44859919498593454 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 1880.4674989996784 usercpu_time_millis 2201.2945229998877 usercpu_time_millis 1982.2147839995523 usercpu_time_millis 1811.381586000607 usercpu_time_millis 1877.347311999074 usercpu_time_millis 2169.073322999793 usercpu_time_millis 1701.7488929996034 usercpu_time_millis 1871.817299000213 usercpu_time_millis 1276.4969200006817 usercpu_time_millis 1863.5536849997152 usercpu_time_millis_testing 31.202447999930882 usercpu_time_millis_testing 29.204069999650528 usercpu_time_millis_testing 28.77882499979023 usercpu_time_millis_testing 30.224911000004795 usercpu_time_millis_testing 29.48043099968345 usercpu_time_millis_testing 30.258978999881947 usercpu_time_millis_testing 29.664143999980297 usercpu_time_millis_testing 31.022805999782577 usercpu_time_millis_testing 28.073163000044588 usercpu_time_millis_testing 30.931843999496778 usercpu_time_millis_training 1849.2650509997475 usercpu_time_millis_training 2172.090453000237 usercpu_time_millis_training 1953.435958999762 usercpu_time_millis_training 1781.1566750006023 usercpu_time_millis_training 1847.8668809993906 usercpu_time_millis_training 2138.814343999911 usercpu_time_millis_training 1672.0847489996231 usercpu_time_millis_training 1840.7944930004305 usercpu_time_millis_training 1248.4237570006371 usercpu_time_millis_training 1832.6218410002184