8703890 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) 6681309 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 0.11089071580209862 7708 cache_size 200 7708 class_weight null 7708 coef0 0.07192509609801889 7708 decision_function_shape null 7708 degree 5 7708 gamma 0.00019234433070902874 7708 kernel "poly" 7708 max_iter -1 7708 probability true 7708 random_state 12405 7708 shrinking true 7708 tol 1.824144347089759e-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 18324665 description https://api.openml.org/data/download/18324665/description.xml -1 18324666 predictions https://api.openml.org/data/download/18324666/predictions.arff area_under_roc_curve 0.9954106098810827 [0.997409,0.990138,0.996515,0.995855,0.995447,0.994148] average_cost 0 f_measure 0.9842582173885981 [0.992126,0.980568,0.993348,0.987141,0.990361,0.935154] kappa 0.9803661612615092 kb_relative_information_score 2563.039315876157 mean_absolute_error 0.038841601241572404 mean_prior_absolute_error 0.27287997162595995 number_of_instances 2796 [576,341,680,511,414,274] precision 0.9855578835482962 [1,1,0.998514,0.998,0.987981,0.878205] predictive_accuracy 0.9839055793991416 prior_entropy 2.5206634795042744 recall 0.9839055793991416 [0.984375,0.961877,0.988235,0.976517,0.992754,1] relative_absolute_error 0.14233950923599875 root_mean_prior_squared_error 0.3693707377543301 root_mean_squared_error 0.09285339806491276 root_relative_squared_error 0.2513826585977959 total_cost 0 area_under_roc_curve 0.9959608843537414 [1,0.970588,1,1,1,0.995323] area_under_roc_curve 0.9956456456456456 [0.998136,1,1,1,0.97561,0.996032] area_under_roc_curve 0.992433830062116 [1,1,0.986265,1,0.976528,0.992063] area_under_roc_curve 1 [1,1,1,1,1,1] area_under_roc_curve 0.9925329254600443 [1,0.970588,0.991468,0.997554,1,0.9858] area_under_roc_curve 0.9907021701637354 [0.988273,0.990087,0.981063,1,1,0.989313] area_under_roc_curve 0.9947696552812344 [0.99921,0.965306,1,1,0.999799,0.991623] area_under_roc_curve 0.9994709726569571 [1,0.99952,0.998536,1,1,0.998824] area_under_roc_curve 0.9960317460317462 [1,1,1,0.980392,1,0.996032] area_under_roc_curve 0.9926868933158647 [0.984906,1,1,0.980564,0.999096,0.994415] 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 0.9825560259412717 [1,0.953846,1,0.98,1,0.918033] f_measure 0.9826972088597409 [0.973451,1,0.992593,1,0.987654,0.918033] f_measure 0.985929122504001 [1,0.985075,0.992593,0.990099,0.97561,0.949153] f_measure 0.9929404156012493 [1,0.985075,0.992593,1,1,0.965517] f_measure 0.9861096021637471 [1,0.985075,0.985075,0.990291,1,0.931034] f_measure 0.9755567633727491 [0.973451,0.985507,0.985075,0.980392,0.987952,0.915254] f_measure 0.9751683570465817 [0.99115,0.9375,0.992701,0.98,0.988235,0.915254] f_measure 0.9822516001733612 [1,0.969697,0.992593,0.98,0.976744,0.947368] f_measure 0.9964306108030158 [1,1,1,0.990099,1,0.981818] f_measure 0.9826809432528207 [0.982143,1,1,0.98,0.987952,0.915254] kappa 0.9782114732156753 kappa 0.9782382292136228 kappa 0.9825705348667113 kappa 0.9912821470826328 kappa 0.9825697211155379 kappa 0.9695392027352553 kappa 0.9693733534060971 kappa 0.9781317113699425 kappa 0.9956229801386841 kappa 0.9781488385207001 kb_relative_information_score 264.3054848706954 kb_relative_information_score 253.8181924614163 kb_relative_information_score 253.13851221098943 kb_relative_information_score 260.2424258727245 kb_relative_information_score 246.45340952567858 kb_relative_information_score 246.3692473373927 kb_relative_information_score 250.2162277413037 kb_relative_information_score 250.82738889388781 kb_relative_information_score 276.48221105458856 kb_relative_information_score 261.1862159074822 mean_absolute_error 0.02564392235693626 mean_absolute_error 0.04528292596868593 mean_absolute_error 0.04653867488161817 mean_absolute_error 0.03573265764792463 mean_absolute_error 0.05360808594785546 mean_absolute_error 0.05318350642711194 mean_absolute_error 0.04673476075483457 mean_absolute_error 0.04783444973764341 mean_absolute_error 0.004024482100167259 mean_absolute_error 0.02973598685896502 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 0.9848484848484849 [1,1,1,1,1,0.848485] precision 0.9848484848484849 [1,1,1,1,1,0.848485] precision 0.9867511520737328 [1,1,1,1,0.97561,0.903226] precision 0.9933333333333333 [1,1,1,1,1,0.933333] precision 0.9875576036866359 [1,1,1,1,1,0.870968] precision 0.977875212585034 [1,1,1,0.980392,0.97619,0.84375] precision 0.9778458730020669 [1,1,0.985507,1,0.976744,0.84375] precision 0.9834799608993157 [1,1,1,1,0.954545,0.9] precision 0.9965437788018433 [1,1,1,1,1,0.964286] precision 0.9848790322580645 [1,1,1,1,1,0.84375] predictive_accuracy 0.9821428571428571 predictive_accuracy 0.9821428571428571 predictive_accuracy 0.9857142857142857 predictive_accuracy 0.9928571428571429 predictive_accuracy 0.9857142857142857 predictive_accuracy 0.975 predictive_accuracy 0.974910394265233 predictive_accuracy 0.982078853046595 predictive_accuracy 0.996415770609319 predictive_accuracy 0.982078853046595 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 0.9821428571428571 [1,0.911765,1,0.960784,1,1] recall 0.9821428571428571 [0.948276,1,0.985294,1,0.97561,1] recall 0.9857142857142858 [1,0.970588,0.985294,0.980392,0.97561,1] recall 0.9928571428571429 [1,0.970588,0.985294,1,1,1] recall 0.9857142857142858 [1,0.970588,0.970588,0.980769,1,1] recall 0.975 [0.948276,0.971429,0.970588,0.980392,1,1] recall 0.974910394265233 [0.982456,0.882353,1,0.960784,1,1] recall 0.982078853046595 [1,0.941176,0.985294,0.960784,1,1] recall 0.996415770609319 [1,1,1,0.980392,1,1] recall 0.982078853046595 [0.964912,1,1,0.960784,0.97619,1] relative_absolute_error 0.0939664863957584 relative_absolute_error 0.16592927508399402 relative_absolute_error 0.1705306894659721 relative_absolute_error 0.1309344273478432 relative_absolute_error 0.19650748914294286 relative_absolute_error 0.19489953571641125 relative_absolute_error 0.17126819127037085 relative_absolute_error 0.17529820533278673 relative_absolute_error 0.014748460438504063 relative_absolute_error 0.10897303426224596 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 0.07754941562290349 root_mean_squared_error 0.09309229883713288 root_mean_squared_error 0.09622879240548073 root_mean_squared_error 0.07305411176036629 root_mean_squared_error 0.11659595356981159 root_mean_squared_error 0.12179637982171015 root_mean_squared_error 0.10466789770016557 root_mean_squared_error 0.09663528019055977 root_mean_squared_error 0.034810544271421405 root_mean_squared_error 0.08357422822472446 root_relative_squared_error 0.2099308377652666 root_relative_squared_error 0.25200633850556103 root_relative_squared_error 0.2604970114159855 root_relative_squared_error 0.1977617853192652 root_relative_squared_error 0.3157486334872269 root_relative_squared_error 0.3297443719514266 root_relative_squared_error 0.28337358434889415 root_relative_squared_error 0.2616264043116946 root_relative_squared_error 0.09424464348740753 root_relative_squared_error 0.22626544653714992 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 3957.8927239999757 usercpu_time_millis 3758.942701999331 usercpu_time_millis 3753.0751079993934 usercpu_time_millis 3762.672154000029 usercpu_time_millis 3762.1493349997763 usercpu_time_millis 3788.9299769994977 usercpu_time_millis 3756.036298998879 usercpu_time_millis 3791.147572999762 usercpu_time_millis 3772.9712990003463 usercpu_time_millis 3849.881873000413 usercpu_time_millis_testing 101.6915969994443 usercpu_time_millis_testing 101.34517199912807 usercpu_time_millis_testing 102.07403499953216 usercpu_time_millis_testing 105.08311199919262 usercpu_time_millis_testing 101.84262999973726 usercpu_time_millis_testing 101.49450899916701 usercpu_time_millis_testing 100.92880299998797 usercpu_time_millis_testing 111.12760299874935 usercpu_time_millis_testing 37.655681000615004 usercpu_time_millis_testing 101.55769599987252 usercpu_time_millis_training 3856.2011270005314 usercpu_time_millis_training 3657.597530000203 usercpu_time_millis_training 3651.001072999861 usercpu_time_millis_training 3657.5890420008363 usercpu_time_millis_training 3660.306705000039 usercpu_time_millis_training 3687.4354680003307 usercpu_time_millis_training 3655.107495998891 usercpu_time_millis_training 3680.0199700010126 usercpu_time_millis_training 3735.3156179997313 usercpu_time_millis_training 3748.3241770005407