OpenML
Supervised Classification on steel-plates-fault

Supervised Classification on steel-plates-fault

Task 9967 Supervised Classification steel-plates-fault 142880 runs submitted
1 likes downloaded by 1 people , 1 total downloads 0 issues
Visibility: Public
  • OpenML100 study_123 study_14 study_50 study_7
Issue #Downvotes for this reason By


Metric:

142880 Runs

Fetching data
Note: Chart is limited to the 100 best flows, and the 100 best runs for each flow.
Fetching data
Search runs in more detail
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1937.707, mean_absolute_error: 0.0008, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.0017, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0196, root_relative_squared_error: 0.0411, scimark_benchmark: 1874.5188, usercpu_time_millis: 10.781, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 10.772,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.9985, kappa: 0.9966, kb_relative_information_score: 1524.4409, mean_absolute_error: 0.1247, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9313, recall: 0.9985, relative_absolute_error: 0.2751, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.152, root_relative_squared_error: 0.3193, scimark_benchmark: 1753.5, usercpu_time_millis: 21.752, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 21.741,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8419, f_measure: 0.7208, kappa: 0.3698, kb_relative_information_score: 477.3568, mean_absolute_error: 0.351, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7519, predictive_accuracy: 0.7476, prior_entropy: 0.9313, recall: 0.7476, relative_absolute_error: 0.7747, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4032, root_relative_squared_error: 0.8471, scimark_benchmark: 1872.4216, usercpu_time_millis: 6.544, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 6.534,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8708, f_measure: 0.7687, kappa: 0.4769, kb_relative_information_score: 447.448, mean_absolute_error: 0.3628, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7921, predictive_accuracy: 0.7857, prior_entropy: 0.9313, recall: 0.7857, relative_absolute_error: 0.8007, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3998, root_relative_squared_error: 0.84, scimark_benchmark: 1874.3338, usercpu_time_millis: 46.327, usercpu_time_millis_testing: 0.178, usercpu_time_millis_training: 46.149,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8309, f_measure: 0.687, kappa: 0.2975, kb_relative_information_score: 394.2882, mean_absolute_error: 0.3687, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7332, predictive_accuracy: 0.7259, prior_entropy: 0.9313, recall: 0.7259, relative_absolute_error: 0.8138, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4145, root_relative_squared_error: 0.8708, scimark_benchmark: 1873.9387, usercpu_time_millis: 4.225, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 4.214,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9558, f_measure: 0.8153, kappa: 0.5824, kb_relative_information_score: 419.388, mean_absolute_error: 0.3761, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8494, predictive_accuracy: 0.8295, prior_entropy: 0.9313, recall: 0.8295, relative_absolute_error: 0.8302, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3956, root_relative_squared_error: 0.8312, scimark_benchmark: 1872.8797, usercpu_time_millis: 9.481, usercpu_time_millis_testing: 0.102, usercpu_time_millis_training: 9.379,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9237, f_measure: 0.8547, kappa: 0.6751, kb_relative_information_score: 939.5482, mean_absolute_error: 0.2475, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.856, predictive_accuracy: 0.8573, prior_entropy: 0.9313, recall: 0.8573, relative_absolute_error: 0.5464, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3299, root_relative_squared_error: 0.6931, scimark_benchmark: 1873.8757, usercpu_time_millis: 38.496, usercpu_time_millis_testing: 0.289, usercpu_time_millis_training: 38.207,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7609, f_measure: 0.6944, kappa: 0.3113, kb_relative_information_score: 355.6533, mean_absolute_error: 0.373, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.727, predictive_accuracy: 0.7269, prior_entropy: 0.9313, recall: 0.7269, relative_absolute_error: 0.8233, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4264, root_relative_squared_error: 0.8958, scimark_benchmark: 1876.7581, usercpu_time_millis: 16.927, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 16.916,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.94, f_measure: 0.8377, kappa: 0.6335, kb_relative_information_score: 743.8809, mean_absolute_error: 0.3003, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8518, predictive_accuracy: 0.8454, prior_entropy: 0.9313, recall: 0.8454, relative_absolute_error: 0.6629, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3496, root_relative_squared_error: 0.7345, scimark_benchmark: 1874.3338, usercpu_time_millis: 13.191, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 13.183,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8787, f_measure: 0.8163, kappa: 0.593, kb_relative_information_score: 1110.1213, mean_absolute_error: 0.1869, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8158, predictive_accuracy: 0.8171, prior_entropy: 0.9313, recall: 0.8171, relative_absolute_error: 0.4126, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3955, root_relative_squared_error: 0.8311, scimark_benchmark: 1875.903, usercpu_time_millis: 19.747, usercpu_time_millis_testing: 0.114, usercpu_time_millis_training: 19.633,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5163, kb_relative_information_score: -337.0091, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.1036, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0506, scimark_benchmark: 1874.977, usercpu_time_millis: 2.575, usercpu_time_millis_testing: 0.013, usercpu_time_millis_training: 2.562,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.8864, kappa: 0.751, kb_relative_information_score: 1022.3337, mean_absolute_error: 0.2359, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8879, predictive_accuracy: 0.8856, prior_entropy: 0.9313, recall: 0.8856, relative_absolute_error: 0.5206, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2954, root_relative_squared_error: 0.6206, scimark_benchmark: 1872.1262, usercpu_time_millis: 7.483, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 7.474,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9985, kappa: 0.9966, kb_relative_information_score: 1632.2863, mean_absolute_error: 0.0957, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9313, recall: 0.9985, relative_absolute_error: 0.2111, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.111, root_relative_squared_error: 0.2332, scimark_benchmark: 2103.5379, usercpu_time_millis: 7.164, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 7.154,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9954, kappa: 0.9898, kb_relative_information_score: 1763.0802, mean_absolute_error: 0.0538, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9954, predictive_accuracy: 0.9954, prior_entropy: 0.9313, recall: 0.9954, relative_absolute_error: 0.1187, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0875, root_relative_squared_error: 0.1839, scimark_benchmark: 1875.903, usercpu_time_millis: 22.908, usercpu_time_millis_testing: 0.145, usercpu_time_millis_training: 22.763,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.8166, kappa: 0.5852, kb_relative_information_score: 688.7597, mean_absolute_error: 0.3118, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8384, predictive_accuracy: 0.8279, prior_entropy: 0.9313, recall: 0.8279, relative_absolute_error: 0.6882, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3593, root_relative_squared_error: 0.755, scimark_benchmark: 1876.7581, usercpu_time_millis: 1.066, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 1.056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9893, f_measure: 0.96, kappa: 0.911, kb_relative_information_score: 966.3528, mean_absolute_error: 0.2585, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9609, predictive_accuracy: 0.9603, prior_entropy: 0.9313, recall: 0.9603, relative_absolute_error: 0.5706, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2958, root_relative_squared_error: 0.6215, scimark_benchmark: 1869.6309, usercpu_time_millis: 17.653, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 17.642,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.688, f_measure: 0.6635, kappa: 0.2451, kb_relative_information_score: 253.9191, mean_absolute_error: 0.3919, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7014, predictive_accuracy: 0.7058, prior_entropy: 0.9313, recall: 0.7058, relative_absolute_error: 0.8651, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4416, root_relative_squared_error: 0.9278, scimark_benchmark: 1872.9496, usercpu_time_millis: 11.285, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 11.275,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6916, f_measure: 0.67, kappa: 0.2591, kb_relative_information_score: 262.9248, mean_absolute_error: 0.39, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7077, predictive_accuracy: 0.7105, prior_entropy: 0.9313, recall: 0.7105, relative_absolute_error: 0.8608, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.441, root_relative_squared_error: 0.9265, scimark_benchmark: 1878.8582, usercpu_time_millis: 3.847, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 3.836,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9029, f_measure: 0.7948, kappa: 0.5368, kb_relative_information_score: 676.4587, mean_absolute_error: 0.3085, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8043, predictive_accuracy: 0.8042, prior_entropy: 0.9313, recall: 0.8042, relative_absolute_error: 0.6808, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3647, root_relative_squared_error: 0.7663, scimark_benchmark: 1872.9496, usercpu_time_millis: 23.25, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 23.241,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6826, f_measure: 0.5163, kb_relative_information_score: 64.2198, mean_absolute_error: 0.4375, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9657, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4619, root_relative_squared_error: 0.9705, scimark_benchmark: 1878.2151, usercpu_time_millis: 6.48, usercpu_time_millis_testing: 0.026, usercpu_time_millis_training: 6.454,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6824, f_measure: 0.6609, kappa: 0.2408, kb_relative_information_score: 244.9935, mean_absolute_error: 0.3937, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7038, predictive_accuracy: 0.7058, prior_entropy: 0.9313, recall: 0.7058, relative_absolute_error: 0.869, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4423, root_relative_squared_error: 0.9293, scimark_benchmark: 1872.8797, usercpu_time_millis: 7.601, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 7.593,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6807, f_measure: 0.6618, kappa: 0.2428, kb_relative_information_score: 240.7152, mean_absolute_error: 0.3945, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7059, predictive_accuracy: 0.7069, prior_entropy: 0.9313, recall: 0.7069, relative_absolute_error: 0.8708, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4426, root_relative_squared_error: 0.93, scimark_benchmark: 1878.8582, usercpu_time_millis: 21.597, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 21.586,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9978, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1893.215, mean_absolute_error: 0.0151, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0334, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0366, root_relative_squared_error: 0.0769, scimark_benchmark: 1877.2162, usercpu_time_millis: 10.836, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 10.825,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7169, f_measure: 0.659, kappa: 0.2369, kb_relative_information_score: 242.4592, mean_absolute_error: 0.3953, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7028, predictive_accuracy: 0.7048, prior_entropy: 0.9313, recall: 0.7048, relative_absolute_error: 0.8726, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4383, root_relative_squared_error: 0.921, scimark_benchmark: 1864.4376, usercpu_time_millis: 5.65, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 5.642,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7756, f_measure: 0.7154, kappa: 0.3574, kb_relative_information_score: 394.0957, mean_absolute_error: 0.3642, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.719, predictive_accuracy: 0.729, prior_entropy: 0.9313, recall: 0.729, relative_absolute_error: 0.8039, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4233, root_relative_squared_error: 0.8895, scimark_benchmark: 1870.0988, usercpu_time_millis: 21.337, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 21.22,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6912, f_measure: 0.6688, kappa: 0.2565, kb_relative_information_score: 261.4097, mean_absolute_error: 0.3903, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7061, predictive_accuracy: 0.7094, prior_entropy: 0.9313, recall: 0.7094, relative_absolute_error: 0.8615, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.441, root_relative_squared_error: 0.9267, scimark_benchmark: 1876.6882, usercpu_time_millis: 1.429, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 1.419,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1794.0485, mean_absolute_error: 0.047, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.1037, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0586, root_relative_squared_error: 0.1231, scimark_benchmark: 1872.9496, usercpu_time_millis: 6.984, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 6.975,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1932.2585, mean_absolute_error: 0.0026, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.0056, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0224, root_relative_squared_error: 0.047, scimark_benchmark: 1878.1423, usercpu_time_millis: 22.287, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 22.277,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8127, f_measure: 0.6979, kappa: 0.3175, kb_relative_information_score: 425.2658, mean_absolute_error: 0.3571, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7189, predictive_accuracy: 0.7249, prior_entropy: 0.9313, recall: 0.7249, relative_absolute_error: 0.7882, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4089, root_relative_squared_error: 0.8593, scimark_benchmark: 1874.977, usercpu_time_millis: 1.656, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 1.647,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1845.4852, mean_absolute_error: 0.0305, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0674, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.047, root_relative_squared_error: 0.0987, scimark_benchmark: 1873.2269, usercpu_time_millis: 3.71, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 3.7,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.826, f_measure: 0.7114, kappa: 0.3472, kb_relative_information_score: 475.4424, mean_absolute_error: 0.3462, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7256, predictive_accuracy: 0.7326, prior_entropy: 0.9313, recall: 0.7326, relative_absolute_error: 0.7641, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4024, root_relative_squared_error: 0.8456, scimark_benchmark: 1870.742, usercpu_time_millis: 41.985, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 41.974,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9825, kappa: 0.9613, kb_relative_information_score: 1424.655, mean_absolute_error: 0.1469, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9825, predictive_accuracy: 0.9825, prior_entropy: 0.9313, recall: 0.9825, relative_absolute_error: 0.3243, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1875, root_relative_squared_error: 0.394, scimark_benchmark: 1880.2424, usercpu_time_millis: 18.071, usercpu_time_millis_testing: 0.162, usercpu_time_millis_training: 17.909,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1907.5176, mean_absolute_error: 0.0104, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0229, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0356, root_relative_squared_error: 0.0748, scimark_benchmark: 1877.2162, usercpu_time_millis: 23.124, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 23.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1752.9653, mean_absolute_error: 0.0591, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.1304, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0791, root_relative_squared_error: 0.1661, scimark_benchmark: 1875.903, usercpu_time_millis: 14.435, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 14.425,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7401, f_measure: 0.5175, kappa: 0.0019, kb_relative_information_score: -139.2663, mean_absolute_error: 0.4701, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7737, predictive_accuracy: 0.6538, prior_entropy: 0.9313, recall: 0.6538, relative_absolute_error: 1.0377, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4745, root_relative_squared_error: 0.997, scimark_benchmark: 1850.992, usercpu_time_millis: 28.019, usercpu_time_millis_testing: 0.209, usercpu_time_millis_training: 27.81,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.683, f_measure: 0.6621, kappa: 0.2434, kb_relative_information_score: 243.9213, mean_absolute_error: 0.394, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7055, predictive_accuracy: 0.7069, prior_entropy: 0.9313, recall: 0.7069, relative_absolute_error: 0.8697, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4421, root_relative_squared_error: 0.929, scimark_benchmark: 1877.2162, usercpu_time_millis: 13.401, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 13.392,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1733.4088, mean_absolute_error: 0.0656, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.1449, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0785, root_relative_squared_error: 0.1649, scimark_benchmark: 1876.7581, usercpu_time_millis: 1.367, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 1.356,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.844, f_measure: 0.7184, kappa: 0.3671, kb_relative_information_score: 357.0933, mean_absolute_error: 0.3792, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.77, predictive_accuracy: 0.7517, prior_entropy: 0.9313, recall: 0.7517, relative_absolute_error: 0.837, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4148, root_relative_squared_error: 0.8716, scimark_benchmark: 1878.1423, usercpu_time_millis: 21.574, usercpu_time_millis_testing: 0.285, usercpu_time_millis_training: 21.289,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7399, f_measure: 0.6282, kappa: 0.1708, kb_relative_information_score: 211.9582, mean_absolute_error: 0.4057, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.6663, predictive_accuracy: 0.6821, prior_entropy: 0.9313, recall: 0.6821, relative_absolute_error: 0.8954, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4413, root_relative_squared_error: 0.9272, scimark_benchmark: 1873.4078, usercpu_time_millis: 9.873, usercpu_time_millis_testing: 0.071, usercpu_time_millis_training: 9.802,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.65, f_measure: 0.5163, kb_relative_information_score: -86.7232, mean_absolute_error: 0.4634, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.0228, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4729, root_relative_squared_error: 0.9936, scimark_benchmark: 1873.4078, usercpu_time_millis: 20.205, usercpu_time_millis_testing: 0.06, usercpu_time_millis_training: 20.145,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1770.1994, mean_absolute_error: 0.0544, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.12, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0663, root_relative_squared_error: 0.1394, scimark_benchmark: 1869.6309, usercpu_time_millis: 15.462, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 15.454,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9938, f_measure: 0.9732, kappa: 0.9408, kb_relative_information_score: 1302.2349, mean_absolute_error: 0.1776, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9732, predictive_accuracy: 0.9732, prior_entropy: 0.9313, recall: 0.9732, relative_absolute_error: 0.3919, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2206, root_relative_squared_error: 0.4636, scimark_benchmark: 1873.9387, usercpu_time_millis: 47.623, usercpu_time_millis_testing: 0.662, usercpu_time_millis_training: 46.961,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9965, f_measure: 0.9799, kappa: 0.9557, kb_relative_information_score: 1597.1903, mean_absolute_error: 0.0976, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9799, predictive_accuracy: 0.9799, prior_entropy: 0.9313, recall: 0.9799, relative_absolute_error: 0.2155, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1533, root_relative_squared_error: 0.3222, scimark_benchmark: 1856.3146, usercpu_time_millis: 38.761, usercpu_time_millis_testing: 0.337, usercpu_time_millis_training: 38.424,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5163, kb_relative_information_score: -337.0091, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.1036, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0506, scimark_benchmark: 1873.4078, usercpu_time_millis: 12.161, usercpu_time_millis_testing: 0.031, usercpu_time_millis_training: 12.13,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9976, f_measure: 0.9739, kappa: 0.9427, kb_relative_information_score: 1264.4629, mean_absolute_error: 0.1866, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9746, predictive_accuracy: 0.9737, prior_entropy: 0.9313, recall: 0.9737, relative_absolute_error: 0.4118, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.226, root_relative_squared_error: 0.4749, scimark_benchmark: 1872.9496, usercpu_time_millis: 18.988, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 18.979,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9954, kappa: 0.9897, kb_relative_information_score: 1335.8446, mean_absolute_error: 0.1736, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9954, predictive_accuracy: 0.9954, prior_entropy: 0.9313, recall: 0.9954, relative_absolute_error: 0.3831, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2045, root_relative_squared_error: 0.4297, scimark_benchmark: 1863.175, usercpu_time_millis: 21.571, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 21.561,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7889, f_measure: 0.6698, kappa: 0.2613, kb_relative_information_score: 320.1757, mean_absolute_error: 0.3826, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7202, predictive_accuracy: 0.7146, prior_entropy: 0.9313, recall: 0.7146, relative_absolute_error: 0.8445, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4264, root_relative_squared_error: 0.8959, scimark_benchmark: 1871.7224, usercpu_time_millis: 18.25, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 18.241,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1875.0078, mean_absolute_error: 0.0212, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0468, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.033, root_relative_squared_error: 0.0693, scimark_benchmark: 1871.2001, usercpu_time_millis: 13.301, usercpu_time_millis_testing: 0.059, usercpu_time_millis_training: 13.242,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8576, f_measure: 0.5739, kappa: 0.0965, kb_relative_information_score: 22.4207, mean_absolute_error: 0.4485, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7722, predictive_accuracy: 0.679, prior_entropy: 0.9313, recall: 0.679, relative_absolute_error: 0.99, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4562, root_relative_squared_error: 0.9586, scimark_benchmark: 1875.903, usercpu_time_millis: 14.898, usercpu_time_millis_testing: 0.183, usercpu_time_millis_training: 14.715,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9742, kappa: 0.943, kb_relative_information_score: 1685.9439, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9742, predictive_accuracy: 0.9742, prior_entropy: 0.9313, recall: 0.9742, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1461, root_relative_squared_error: 0.307, scimark_benchmark: 1875.375, usercpu_time_millis: 34.288, usercpu_time_millis_testing: 0.349, usercpu_time_millis_training: 33.939,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8571, f_measure: 0.7298, kappa: 0.3896, kb_relative_information_score: 503.0772, mean_absolute_error: 0.3463, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7588, predictive_accuracy: 0.7543, prior_entropy: 0.9313, recall: 0.7543, relative_absolute_error: 0.7644, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3976, root_relative_squared_error: 0.8355, scimark_benchmark: 1862.6045, usercpu_time_millis: 1.791, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 1.782,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.791, f_measure: 0.7314, kappa: 0.3967, kb_relative_information_score: 494.4676, mean_absolute_error: 0.3405, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7309, predictive_accuracy: 0.7388, prior_entropy: 0.9313, recall: 0.7388, relative_absolute_error: 0.7516, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4172, root_relative_squared_error: 0.8767, scimark_benchmark: 1880.5985, usercpu_time_millis: 20.922, usercpu_time_millis_testing: 0.179, usercpu_time_millis_training: 20.743,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7739, f_measure: 0.6694, kappa: 0.2572, kb_relative_information_score: 331.1933, mean_absolute_error: 0.3784, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7042, predictive_accuracy: 0.7089, prior_entropy: 0.9313, recall: 0.7089, relative_absolute_error: 0.8351, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4257, root_relative_squared_error: 0.8945, scimark_benchmark: 1870.2139, usercpu_time_millis: 11.716, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 11.707,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9969, f_measure: 0.9943, kappa: 0.9875, kb_relative_information_score: 1224.7353, mean_absolute_error: 0.2016, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9943, predictive_accuracy: 0.9943, prior_entropy: 0.9313, recall: 0.9943, relative_absolute_error: 0.4451, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2325, root_relative_squared_error: 0.4886, scimark_benchmark: 1873.4805, usercpu_time_millis: 11.962, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 11.952,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9871, kappa: 0.9716, kb_relative_information_score: 1652.1747, mean_absolute_error: 0.083, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9871, predictive_accuracy: 0.9871, prior_entropy: 0.9313, recall: 0.9871, relative_absolute_error: 0.1832, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1355, root_relative_squared_error: 0.2846, scimark_benchmark: 1875.5079, usercpu_time_millis: 29.36, usercpu_time_millis_testing: 0.419, usercpu_time_millis_training: 28.941,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7577, f_measure: 0.6929, kappa: 0.3057, kb_relative_information_score: 353.7093, mean_absolute_error: 0.372, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.6968, predictive_accuracy: 0.7099, prior_entropy: 0.9313, recall: 0.7099, relative_absolute_error: 0.8211, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4303, root_relative_squared_error: 0.9041, scimark_benchmark: 1872.6571, usercpu_time_millis: 4.497, usercpu_time_millis_testing: 0.026, usercpu_time_millis_training: 4.471,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.9985, kappa: 0.9966, kb_relative_information_score: 1539.234, mean_absolute_error: 0.1201, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9313, recall: 0.9985, relative_absolute_error: 0.2651, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.149, root_relative_squared_error: 0.3132, scimark_benchmark: 1872.9496, usercpu_time_millis: 33.865, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 33.855,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9665, f_measure: 0.9033, kappa: 0.7847, kb_relative_information_score: 1067.4656, mean_absolute_error: 0.2251, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9037, predictive_accuracy: 0.9042, prior_entropy: 0.9313, recall: 0.9042, relative_absolute_error: 0.4969, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2882, root_relative_squared_error: 0.6055, scimark_benchmark: 1875.903, usercpu_time_millis: 25.348, usercpu_time_millis_testing: 0.226, usercpu_time_millis_training: 25.122,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9972, f_measure: 0.9964, kappa: 0.992, kb_relative_information_score: 1514.8757, mean_absolute_error: 0.1266, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9964, predictive_accuracy: 0.9964, prior_entropy: 0.9313, recall: 0.9964, relative_absolute_error: 0.2794, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1565, root_relative_squared_error: 0.3288, scimark_benchmark: 1872.9496, usercpu_time_millis: 10.73, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 10.722,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9879, f_measure: 0.9577, kappa: 0.9064, kb_relative_information_score: 1219.8879, mean_absolute_error: 0.1948, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9577, predictive_accuracy: 0.9578, prior_entropy: 0.9313, recall: 0.9578, relative_absolute_error: 0.4301, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2446, root_relative_squared_error: 0.5139, scimark_benchmark: 1876.23, usercpu_time_millis: 9.076, usercpu_time_millis_testing: 0.056, usercpu_time_millis_training: 9.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6829, f_measure: 0.5928, kappa: 0.1087, kb_relative_information_score: 122.5129, mean_absolute_error: 0.4246, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.6533, predictive_accuracy: 0.6703, prior_entropy: 0.9313, recall: 0.6703, relative_absolute_error: 0.9372, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4556, root_relative_squared_error: 0.9572, scimark_benchmark: 1877.2162, usercpu_time_millis: 12.796, usercpu_time_millis_testing: 0.039, usercpu_time_millis_training: 12.757,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1381.1648, mean_absolute_error: 0.1651, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9969, predictive_accuracy: 0.9969, prior_entropy: 0.9313, recall: 0.9969, relative_absolute_error: 0.3644, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1865, root_relative_squared_error: 0.3919, scimark_benchmark: 1873.019, usercpu_time_millis: 9.124, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 9.113,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8646, f_measure: 0.7959, kappa: 0.5415, kb_relative_information_score: 698.5006, mean_absolute_error: 0.2991, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7982, predictive_accuracy: 0.8016, prior_entropy: 0.9313, recall: 0.8016, relative_absolute_error: 0.6601, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3761, root_relative_squared_error: 0.7903, scimark_benchmark: 1855.6864, usercpu_time_millis: 35.382, usercpu_time_millis_testing: 0.146, usercpu_time_millis_training: 35.236,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9657, kappa: 0.9249, kb_relative_information_score: 1185.9873, mean_absolute_error: 0.2025, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9669, predictive_accuracy: 0.9655, prior_entropy: 0.9313, recall: 0.9655, relative_absolute_error: 0.4469, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2494, root_relative_squared_error: 0.5241, scimark_benchmark: 1872.9496, usercpu_time_millis: 3.171, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 3.16,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.754, f_measure: 0.6534, kappa: 0.23, kb_relative_information_score: 225.233, mean_absolute_error: 0.4005, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7184, predictive_accuracy: 0.7074, prior_entropy: 0.9313, recall: 0.7074, relative_absolute_error: 0.8839, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4375, root_relative_squared_error: 0.9193, scimark_benchmark: 1756.2894, usercpu_time_millis: 4.206, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 4.196,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6996, f_measure: 0.6709, kappa: 0.26, kb_relative_information_score: 274.7187, mean_absolute_error: 0.3875, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7043, predictive_accuracy: 0.7094, prior_entropy: 0.9313, recall: 0.7094, relative_absolute_error: 0.8553, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4396, root_relative_squared_error: 0.9236, scimark_benchmark: 1872.4216, usercpu_time_millis: 26.983, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 26.973,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.9985, kappa: 0.9966, kb_relative_information_score: 1898.1807, mean_absolute_error: 0.0134, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9313, recall: 0.9985, relative_absolute_error: 0.0296, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0374, root_relative_squared_error: 0.0787, scimark_benchmark: 1874.4489, usercpu_time_millis: 20.629, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 20.622,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1537.7422, mean_absolute_error: 0.1203, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9969, predictive_accuracy: 0.9969, prior_entropy: 0.9313, recall: 0.9969, relative_absolute_error: 0.2655, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1499, root_relative_squared_error: 0.315, scimark_benchmark: 1872.4216, usercpu_time_millis: 17.285, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 17.277,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1647.121, mean_absolute_error: 0.0899, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.1985, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1162, root_relative_squared_error: 0.2441, scimark_benchmark: 1873.4078, usercpu_time_millis: 7.058, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 7.048,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9711, f_measure: 0.9154, kappa: 0.8121, kb_relative_information_score: 1356.0382, mean_absolute_error: 0.1464, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9156, predictive_accuracy: 0.916, prior_entropy: 0.9313, recall: 0.916, relative_absolute_error: 0.3232, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2524, root_relative_squared_error: 0.5303, scimark_benchmark: 1873.8757, usercpu_time_millis: 39.829, usercpu_time_millis_testing: 0.307, usercpu_time_millis_training: 39.522,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9974, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1456.7968, mean_absolute_error: 0.1424, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9969, predictive_accuracy: 0.9969, prior_entropy: 0.9313, recall: 0.9969, relative_absolute_error: 0.3144, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1724, root_relative_squared_error: 0.3622, scimark_benchmark: 1873.4805, usercpu_time_millis: 7.407, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 7.398,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7944, f_measure: 0.7381, kappa: 0.4086, kb_relative_information_score: 452.165, mean_absolute_error: 0.3523, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.743, predictive_accuracy: 0.7501, prior_entropy: 0.9313, recall: 0.7501, relative_absolute_error: 0.7777, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4149, root_relative_squared_error: 0.8717, scimark_benchmark: 1872.6571, usercpu_time_millis: 27.299, usercpu_time_millis_testing: 0.223, usercpu_time_millis_training: 27.076,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8198, f_measure: 0.704, kappa: 0.3313, kb_relative_information_score: 395.0618, mean_absolute_error: 0.3651, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7266, predictive_accuracy: 0.7306, prior_entropy: 0.9313, recall: 0.7306, relative_absolute_error: 0.8058, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4088, root_relative_squared_error: 0.859, scimark_benchmark: 1878.8582, usercpu_time_millis: 11.086, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 11.076,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1931.3178, mean_absolute_error: 0.0026, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0058, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0316, root_relative_squared_error: 0.0664, scimark_benchmark: 1872.8797, usercpu_time_millis: 26.75, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 26.738,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5163, kb_relative_information_score: -337.0091, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.1036, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0506, scimark_benchmark: 1879.2533, usercpu_time_millis: 28.351, usercpu_time_millis_testing: 0.063, usercpu_time_millis_training: 28.288,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8151, f_measure: 0.6982, kappa: 0.3188, kb_relative_information_score: 401.1125, mean_absolute_error: 0.363, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7244, predictive_accuracy: 0.7275, prior_entropy: 0.9313, recall: 0.7275, relative_absolute_error: 0.8013, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4095, root_relative_squared_error: 0.8605, scimark_benchmark: 1870.3743, usercpu_time_millis: 19.135, usercpu_time_millis_testing: 0.007, usercpu_time_millis_training: 19.128,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9978, f_measure: 0.9985, kappa: 0.9966, kb_relative_information_score: 1883.5794, mean_absolute_error: 0.0182, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9313, recall: 0.9985, relative_absolute_error: 0.0401, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0402, root_relative_squared_error: 0.0844, scimark_benchmark: 1874.5188, usercpu_time_millis: 7.744, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 7.734,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1929.328, mean_absolute_error: 0.0033, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0072, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0315, root_relative_squared_error: 0.0662, scimark_benchmark: 1757.1013, usercpu_time_millis: 8.921, usercpu_time_millis_testing: 0.008, usercpu_time_millis_training: 8.913,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9976, f_measure: 0.9979, kappa: 0.9954, kb_relative_information_score: 1567.3776, mean_absolute_error: 0.1124, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9979, predictive_accuracy: 0.9979, prior_entropy: 0.9313, recall: 0.9979, relative_absolute_error: 0.2481, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1402, root_relative_squared_error: 0.2945, scimark_benchmark: 1876.23, usercpu_time_millis: 5.312, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 5.301,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1937.3854, mean_absolute_error: 0.0009, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.0019, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0207, root_relative_squared_error: 0.0435, scimark_benchmark: 1869.6309, usercpu_time_millis: 17.518, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 17.508,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.994, f_measure: 0.9782, kappa: 0.9515, kb_relative_information_score: 931.4126, mean_absolute_error: 0.2746, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9791, predictive_accuracy: 0.9784, prior_entropy: 0.9313, recall: 0.9784, relative_absolute_error: 0.606, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3008, root_relative_squared_error: 0.632, scimark_benchmark: 1878.3273, usercpu_time_millis: 3.574, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 3.565,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9487, f_measure: 0.8846, kappa: 0.7481, kb_relative_information_score: 931.4541, mean_absolute_error: 0.258, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8873, predictive_accuracy: 0.8836, prior_entropy: 0.9313, recall: 0.8836, relative_absolute_error: 0.5694, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3134, root_relative_squared_error: 0.6585, scimark_benchmark: 1872.8797, usercpu_time_millis: 17.978, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 17.967,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1933.0914, mean_absolute_error: 0.002, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0045, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0312, root_relative_squared_error: 0.0655, scimark_benchmark: 1875.0498, usercpu_time_millis: 43.759, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 43.749,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7714, f_measure: 0.5163, kb_relative_information_score: -162.4765, mean_absolute_error: 0.4735, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.0451, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.478, root_relative_squared_error: 1.0043, scimark_benchmark: 1752.3175, usercpu_time_millis: 17.489, usercpu_time_millis_testing: 0.237, usercpu_time_millis_training: 17.252,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9822, f_measure: 0.9393, kappa: 0.8653, kb_relative_information_score: 1083.4154, mean_absolute_error: 0.2277, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9396, predictive_accuracy: 0.9397, prior_entropy: 0.9313, recall: 0.9397, relative_absolute_error: 0.5026, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2755, root_relative_squared_error: 0.5788, scimark_benchmark: 1864.3739, usercpu_time_millis: 34.527, usercpu_time_millis_testing: 0.505, usercpu_time_millis_training: 34.022,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9773, kappa: 0.9499, kb_relative_information_score: 1624.7313, mean_absolute_error: 0.0886, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9773, predictive_accuracy: 0.9773, prior_entropy: 0.9313, recall: 0.9773, relative_absolute_error: 0.1955, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1509, root_relative_squared_error: 0.317, scimark_benchmark: 1871.2001, usercpu_time_millis: 49.029, usercpu_time_millis_testing: 0.441, usercpu_time_millis_training: 48.588,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.985, f_measure: 0.9454, kappa: 0.8785, kb_relative_information_score: 980.2347, mean_absolute_error: 0.2539, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9462, predictive_accuracy: 0.9459, prior_entropy: 0.9313, recall: 0.9459, relative_absolute_error: 0.5605, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2956, root_relative_squared_error: 0.6211, scimark_benchmark: 1878.2574, usercpu_time_millis: 14.879, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 14.869,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1893.6589, mean_absolute_error: 0.015, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0331, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0368, root_relative_squared_error: 0.0774, scimark_benchmark: 1872.8797, usercpu_time_millis: 47.64, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 47.628,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1855.173, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0606, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0445, root_relative_squared_error: 0.0934, scimark_benchmark: 1871.9601, usercpu_time_millis: 17.639, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 17.63,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6809, f_measure: 0.5163, kb_relative_information_score: -316.1701, mean_absolute_error: 0.4966, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.096, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4966, root_relative_squared_error: 1.0435, scimark_benchmark: 1873.4078, usercpu_time_millis: 21.177, usercpu_time_millis_testing: 0.138, usercpu_time_millis_training: 21.039,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1926.6938, mean_absolute_error: 0.0044, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.0097, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.023, root_relative_squared_error: 0.0484, scimark_benchmark: 1873.8757, usercpu_time_millis: 14.151, usercpu_time_millis_testing: 0.006, usercpu_time_millis_training: 14.145,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1903.2886, mean_absolute_error: 0.0118, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0261, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0348, root_relative_squared_error: 0.0732, scimark_benchmark: 1753.7072, usercpu_time_millis: 12.531, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 12.521,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.9979, kappa: 0.9954, kb_relative_information_score: 1519.4198, mean_absolute_error: 0.126, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9979, predictive_accuracy: 0.9979, prior_entropy: 0.9313, recall: 0.9979, relative_absolute_error: 0.278, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1536, root_relative_squared_error: 0.3227, scimark_benchmark: 1874.3338, usercpu_time_millis: 4.872, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 4.86,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6137, f_measure: 0.5163, kb_relative_information_score: 9.6116, mean_absolute_error: 0.45, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9932, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4729, root_relative_squared_error: 0.9937, scimark_benchmark: 1873.4078, usercpu_time_millis: 0.692, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 0.681,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7167, f_measure: 0.5163, kb_relative_information_score: -20.3573, mean_absolute_error: 0.4545, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.0032, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4646, root_relative_squared_error: 0.9762, scimark_benchmark: 1875.4449, usercpu_time_millis: 10.698, usercpu_time_millis_testing: 0.027, usercpu_time_millis_training: 10.671,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9756, kappa: 0.9457, kb_relative_information_score: 906.8674, mean_absolute_error: 0.2788, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9767, predictive_accuracy: 0.9758, prior_entropy: 0.9313, recall: 0.9758, relative_absolute_error: 0.6155, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3067, root_relative_squared_error: 0.6444, scimark_benchmark: 1872.9496, usercpu_time_millis: 4.828, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 4.818,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1919.1833, mean_absolute_error: 0.0066, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.0146, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0336, root_relative_squared_error: 0.0706, scimark_benchmark: 1871.8964, usercpu_time_millis: 7.944, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 7.935,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5163, kb_relative_information_score: -337.0091, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.1036, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.5, root_relative_squared_error: 1.0506, scimark_benchmark: 1872.9496, usercpu_time_millis: 24.57, usercpu_time_millis_testing: 0.05, usercpu_time_millis_training: 24.52,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9959, f_measure: 0.9933, kappa: 0.9851, kb_relative_information_score: 1138.533, mean_absolute_error: 0.2255, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9934, predictive_accuracy: 0.9933, prior_entropy: 0.9313, recall: 0.9933, relative_absolute_error: 0.4978, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.252, root_relative_squared_error: 0.5295, scimark_benchmark: 1869.8766, usercpu_time_millis: 4.499, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 4.488,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9716, kappa: 0.9373, kb_relative_information_score: 1478.1238, mean_absolute_error: 0.1281, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9716, predictive_accuracy: 0.9717, prior_entropy: 0.9313, recall: 0.9717, relative_absolute_error: 0.2828, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.188, root_relative_squared_error: 0.395, scimark_benchmark: 1881.0567, usercpu_time_millis: 28.329, usercpu_time_millis_testing: 0.513, usercpu_time_millis_training: 27.816,

Metric:

Timeline

Plotting contribution timeline

Leaderboard

Rank Name Top Score Entries Highest rank

Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

Challenge

In supervised classification, you are given an input dataset in which instances are labeled with a certain class. The goal is to build a model that predicts the class for future unlabeled instances. The model is evaluated using a train-test procedure, e.g. cross-validation.

To make results by different users comparable, you are given the exact train-test folds to be used, and you need to return at least the predictions generated by your model for each of the test instances. OpenML will use these predictions to calculate a range of evaluation measures on the server.

You can also upload your own evaluation measures, provided that the code for doing so is available from the implementation used. For extremely large datasets, it may be infeasible to upload all predictions. In those cases, you need to compute and provide the evaluations yourself.

Optionally, you can upload the model trained on all the input data. There is no restriction on the file format, but please use a well-known format or PMML.

Given inputs

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
model A file containing the model built on all the input data. File (optional)
predictions The desired output format Predictions (optional)

How to submit runs

Using your favorite machine learning environment

Download this task directly in your environment and automatically upload your results

OpenML bootcamp

From your own software

Use one of our APIs to download data from OpenML and upload your results

OpenML APIs