6316258 1 Jan van Rijn 9977 Supervised Classification 6952 sklearn.pipeline.Pipeline(imputation=openmlstudy14.preprocessing.ConditionalImputer,hotencoding=sklearn.preprocessing.data.OneHotEncoder,variencethreshold=sklearn.feature_selection.variance_threshold.VarianceThreshold,classifier=sklearn.svm.classes.SVC)(1) 4349257 axis 0 6947 categorical_features [6, 7, 14, 15, 22, 23, 30, 31, 38, 39, 46, 47, 54, 55, 62, 63, 70, 71, 78, 79, 86, 87, 91, 95, 99, 103, 107, 111, 115] 6947 copy true 6947 fill_empty 0 6947 missing_values "NaN" 6947 strategy "mean" 6947 strategy_nominal "most_frequent" 6947 verbose 0 6947 categorical_features [6, 7, 14, 15, 22, 23, 30, 31, 38, 39, 46, 47, 54, 55, 62, 63, 70, 71, 78, 79, 86, 87, 91, 95, 99, 103, 107, 111, 115] 6948 dtype {"oml-python:serialized_object": "type", "value": "np.float64"} 6948 handle_unknown "ignore" 6948 n_values "auto" 6948 sparse true 6948 threshold 0.0 6949 C 73.40101527288004 6953 cache_size 200 6953 class_weight null 6953 coef0 -0.23016477462832374 6953 decision_function_shape null 6953 degree 4 6953 gamma 0.00012229892027614342 6953 kernel "poly" 6953 max_iter -1 6953 probability true 6953 random_state 8457 6953 shrinking true 6953 tol 0.04999864921852416 6953 verbose false 6953 openml-pimp openml-python Sklearn_0.18.1. 1486 nomao https://www.openml.org/data/download/1592278/phpDYCOet -1 13562283 description https://api.openml.org/data/download/13562283/description.xml -1 13562284 predictions https://api.openml.org/data/download/13562284/predictions.arff area_under_roc_curve 0.9083212678525834 [0.908321,0.908321] average_cost 0 f_measure 0.811019724392394 [0.67922,0.863716] kappa 0.5432794987585161 kb_relative_information_score 15204.633395922605 mean_absolute_error 0.21941192638903137 mean_prior_absolute_error 0.4080904194746198 number_of_instances 34465 [9844,24621] precision 0.8144180949994604 [0.651788,0.879441] predictive_accuracy 0.8087044828086465 prior_entropy 0.8630164444447486 recall 0.8087044828086465 [0.709061,0.848544] relative_absolute_error 0.5376551762021385 root_mean_prior_squared_error 0.4517106852187937 root_mean_squared_error 0.3480636239838181 root_relative_squared_error 0.7705454738473314 total_cost 0 area_under_roc_curve 0.9099957831186107 [0.909996,0.909996] area_under_roc_curve 0.9069383564185776 [0.906938,0.906938] area_under_roc_curve 0.9083255328712161 [0.908326,0.908326] area_under_roc_curve 0.9042683303987101 [0.904268,0.904268] area_under_roc_curve 0.9098003356604141 [0.9098,0.9098] area_under_roc_curve 0.9093454244351542 [0.909345,0.909345] area_under_roc_curve 0.9033880016907399 [0.903388,0.903388] area_under_roc_curve 0.916034703096828 [0.916035,0.916035] area_under_roc_curve 0.9062237885782596 [0.906224,0.906224] area_under_roc_curve 0.9089949756625917 [0.908995,0.908995] 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 0.8140581798216631 [0.688634,0.864167] f_measure 0.8057728855167491 [0.670874,0.859743] f_measure 0.8136444976501931 [0.686237,0.864618] f_measure 0.8033549300357865 [0.668912,0.857143] f_measure 0.813794064285969 [0.684466,0.865536] f_measure 0.8128603046184433 [0.682547,0.864943] f_measure 0.806092837795043 [0.670244,0.860388] f_measure 0.8181423566062901 [0.686849,0.870617] f_measure 0.8043632175876633 [0.668607,0.858621] f_measure 0.818043961999384 [0.685,0.871218] kappa 0.5535061024670916 kappa 0.5309987618074803 kappa 0.5513775796182412 kappa 0.5266070165296779 kappa 0.5503675445056962 kappa 0.5478506288632078 kappa 0.5309499091094334 kappa 0.5575652707540387 kappa 0.5276391974583906 kappa 0.5562647572453578 kb_relative_information_score 1522.6742039942255 kb_relative_information_score 1498.7931648942322 kb_relative_information_score 1517.7213935262914 kb_relative_information_score 1462.3566646565378 kb_relative_information_score 1551.6825065312776 kb_relative_information_score 1536.1586057466966 kb_relative_information_score 1475.1571400361959 kb_relative_information_score 1614.1592112704054 kb_relative_information_score 1465.2138871123366 kb_relative_information_score 1560.716618154306 mean_absolute_error 0.2188565967182596 mean_absolute_error 0.22131648611731705 mean_absolute_error 0.21937652789658119 mean_absolute_error 0.22553057742313679 mean_absolute_error 0.21601399651705938 mean_absolute_error 0.21734548704320072 mean_absolute_error 0.224860492562507 mean_absolute_error 0.2101349983269959 mean_absolute_error 0.22525581887508175 mean_absolute_error 0.21542711161715977 mean_prior_absolute_error 0.4080229059806574 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.4081472833897437 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 mean_prior_absolute_error 0.40805842175852763 number_of_instances 3447 [984,2463] number_of_instances 3447 [985,2462] number_of_instances 3447 [985,2462] number_of_instances 3447 [985,2462] number_of_instances 3447 [985,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] number_of_instances 3446 [984,2462] precision 0.81954657359156 [0.64955,0.887463] precision 0.8093976483522912 [0.642791,0.876054] precision 0.8181226714736978 [0.652333,0.884452] precision 0.8079552106836257 [0.635865,0.876805] precision 0.8173347253115599 [0.655814,0.881956] precision 0.8163656746154824 [0.65424,0.881163] precision 0.8093212632166578 [0.644465,0.87521] precision 0.8197246408850942 [0.671193,0.879089] precision 0.8081611556811625 [0.63974,0.875475] precision 0.8190620279427518 [0.674213,0.876955] predictive_accuracy 0.810850014505367 predictive_accuracy 0.803307223672759 predictive_accuracy 0.810850014505367 predictive_accuracy 0.8004061502756019 predictive_accuracy 0.8114302291847985 predictive_accuracy 0.8105049332559489 predictive_accuracy 0.803830528148578 predictive_accuracy 0.8168891468369124 predictive_accuracy 0.801799187463726 predictive_accuracy 0.8171793383633198 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 prior_entropy 0.8630164444447486 recall 0.810850014505367 [0.732724,0.842063] recall 0.803307223672759 [0.701523,0.844029] recall 0.810850014505367 [0.723858,0.845654] recall 0.800406150275602 [0.705584,0.838343] recall 0.8114302291847983 [0.715736,0.849716] recall 0.810504933255949 [0.713415,0.84931] recall 0.803830528148578 [0.698171,0.84606] recall 0.8168891468369124 [0.703252,0.862307] recall 0.801799187463726 [0.700203,0.842405] recall 0.8171793383633198 [0.696138,0.865556] relative_absolute_error 0.5363831135711646 relative_absolute_error 0.5422466230308823 relative_absolute_error 0.5374935392797812 relative_absolute_error 0.5525715510098729 relative_absolute_error 0.5292550148148005 relative_absolute_error 0.5326332589989209 relative_absolute_error 0.5510497531051333 relative_absolute_error 0.5149630227490936 relative_absolute_error 0.5520185514229601 relative_absolute_error 0.5279320316163963 root_mean_prior_squared_error 0.4516359481339797 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.45177362368332785 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_prior_squared_error 0.4516752654560011 root_mean_squared_error 0.34938326291608957 root_mean_squared_error 0.3487787213918668 root_mean_squared_error 0.3481664957998295 root_mean_squared_error 0.3536881257120808 root_mean_squared_error 0.34763175080595654 root_mean_squared_error 0.3464710136566214 root_mean_squared_error 0.3540319797870629 root_mean_squared_error 0.3385078462941519 root_mean_squared_error 0.3514409848517702 root_mean_squared_error 0.3422337574578777 root_relative_squared_error 0.7735948928769584 root_relative_squared_error 0.7720209926118757 root_relative_squared_error 0.7706658325052591 root_relative_squared_error 0.7828879491202869 root_relative_squared_error 0.7694821755455783 root_relative_squared_error 0.7670798915827993 root_relative_squared_error 0.7838197193057277 root_relative_squared_error 0.7494495983799381 root_relative_squared_error 0.7780833083630634 root_relative_squared_error 0.7576986911434396 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 1079305.6309039965 usercpu_time_millis 1158574.1215889938 usercpu_time_millis 1100391.6498979959 usercpu_time_millis 1075459.8359139927 usercpu_time_millis 1060637.7349220128 usercpu_time_millis 1092345.7310559899 usercpu_time_millis 1129241.8055120069 usercpu_time_millis 1097851.378560008 usercpu_time_millis 1100171.2716219916 usercpu_time_millis 1196837.4245439917 usercpu_time_millis_testing 31537.04156800086 usercpu_time_millis_testing 31274.522827996407 usercpu_time_millis_testing 31352.48929799127 usercpu_time_millis_testing 31333.718679990852 usercpu_time_millis_testing 31409.447825004463 usercpu_time_millis_testing 31328.373347991146 usercpu_time_millis_testing 31346.778083010577 usercpu_time_millis_testing 31286.05318799964 usercpu_time_millis_testing 31324.18239300023 usercpu_time_millis_testing 31267.31706399005 usercpu_time_millis_training 1047768.5893359957 usercpu_time_millis_training 1127299.5987609974 usercpu_time_millis_training 1069039.1606000047 usercpu_time_millis_training 1044126.1172340019 usercpu_time_millis_training 1029228.2870970084 usercpu_time_millis_training 1061017.3577079987 usercpu_time_millis_training 1097895.0274289963 usercpu_time_millis_training 1066565.3253720084 usercpu_time_millis_training 1068847.0892289914 usercpu_time_millis_training 1165570.1074800016