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: 1, kappa: 1, kb_relative_information_score: 1940.6998, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, root_mean_prior_squared_error: 0.4759, scimark_benchmark: 2137.1818, usercpu_time_millis: 7.074, usercpu_time_millis_testing: 0.14, usercpu_time_millis_training: 6.934,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4992, f_measure: 0.5163, kb_relative_information_score: -1.1651, mean_absolute_error: 0.4532, 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: 1.0002, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1854.2319, usercpu_time_millis: 0.826, usercpu_time_millis_testing: 0.139, usercpu_time_millis_training: 0.687,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1939.7623, mean_absolute_error: 0.0003, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0007, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0021, root_relative_squared_error: 0.0044, scimark_benchmark: 1737.3915, usercpu_time_millis: 22.098, usercpu_time_millis_testing: 0.505, usercpu_time_millis_training: 21.593,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1911.6044, mean_absolute_error: 0.0093, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0205, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0264, root_relative_squared_error: 0.0555, scimark_benchmark: 1738.5115, usercpu_time_millis: 13.741, usercpu_time_millis_testing: 0.369, usercpu_time_millis_training: 13.372,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9621, kappa: 0.9156, kb_relative_information_score: 1012.9566, mean_absolute_error: 0.2481, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.963, predictive_accuracy: 0.9624, prior_entropy: 0.9313, recall: 0.9624, relative_absolute_error: 0.5475, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2872, root_relative_squared_error: 0.6035, scimark_benchmark: 1737.2159, usercpu_time_millis: 10.419, usercpu_time_millis_testing: 0.855, usercpu_time_millis_training: 9.564,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1769.9527, mean_absolute_error: 0.053, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1169, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0813, root_relative_squared_error: 0.1709, scimark_benchmark: 1733.6322, usercpu_time_millis: 6.914, usercpu_time_millis_testing: 0.238, usercpu_time_millis_training: 6.676,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1659.7455, mean_absolute_error: 0.0843, 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: 0.1862, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.119, root_relative_squared_error: 0.2501, scimark_benchmark: 1737.7751, usercpu_time_millis: 3.37, usercpu_time_millis_testing: 0.16, usercpu_time_millis_training: 3.21,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1899.5507, mean_absolute_error: 0.0131, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0289, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0321, root_relative_squared_error: 0.0674, scimark_benchmark: 1740.9908, usercpu_time_millis: 3.101, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 2.984,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1890.8462, mean_absolute_error: 0.016, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0354, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.032, root_relative_squared_error: 0.0673, scimark_benchmark: 1900.12, usercpu_time_millis: 7.526, usercpu_time_millis_testing: 0.229, usercpu_time_millis_training: 7.297,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9095, f_measure: 0.759, kappa: 0.5365, kb_relative_information_score: 669.4508, mean_absolute_error: 0.2928, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8565, predictive_accuracy: 0.7553, prior_entropy: 0.9313, recall: 0.7553, relative_absolute_error: 0.6462, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3759, root_relative_squared_error: 0.7898, scimark_benchmark: 1797.747, usercpu_time_millis: 3.32, usercpu_time_millis_testing: 0.134, usercpu_time_millis_training: 3.186,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1902.0546, mean_absolute_error: 0.0123, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0271, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0314, root_relative_squared_error: 0.066, scimark_benchmark: 1735.2609, usercpu_time_millis: 2.039, usercpu_time_millis_testing: 0.09, usercpu_time_millis_training: 1.949,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.5163, kb_relative_information_score: 0.0384, mean_absolute_error: 0.453, 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: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1755.6065, usercpu_time_millis: 3.214, usercpu_time_millis_testing: 0.555, usercpu_time_millis_training: 2.659,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, f_measure: 0.5163, kb_relative_information_score: 0.3504, mean_absolute_error: 0.453, 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: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1801.5513, usercpu_time_millis: 2.002, usercpu_time_millis_testing: 0.349, usercpu_time_millis_training: 1.653,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1934.34, mean_absolute_error: 0.0021, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0046, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0088, root_relative_squared_error: 0.0185, scimark_benchmark: 1758.4679, usercpu_time_millis: 2.589, usercpu_time_millis_testing: 0.063, usercpu_time_millis_training: 2.526,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.5163, kb_relative_information_score: -0.7443, mean_absolute_error: 0.453, 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, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1737.9328, usercpu_time_millis: 0.319, usercpu_time_millis_testing: 0.057, usercpu_time_millis_training: 0.262,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9824, kappa: 0.9611, kb_relative_information_score: 1269.2245, mean_absolute_error: 0.186, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9826, predictive_accuracy: 0.9825, prior_entropy: 0.9313, recall: 0.9825, relative_absolute_error: 0.4104, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2299, root_relative_squared_error: 0.483, scimark_benchmark: 1738.2456, usercpu_time_millis: 28.025, usercpu_time_millis_testing: 2.133, usercpu_time_millis_training: 25.892,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9855, kappa: 0.968, kb_relative_information_score: 1356.141, mean_absolute_error: 0.1651, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9856, predictive_accuracy: 0.9856, prior_entropy: 0.9313, recall: 0.9856, relative_absolute_error: 0.3644, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2065, root_relative_squared_error: 0.4339, scimark_benchmark: 1757.9037, usercpu_time_millis: 19.791, usercpu_time_millis_testing: 1.22, usercpu_time_millis_training: 18.571,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9964, kappa: 0.992, kb_relative_information_score: 1683.8324, mean_absolute_error: 0.0767, 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: 0.1693, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1142, root_relative_squared_error: 0.2399, scimark_benchmark: 1746.975, usercpu_time_millis: 24.622, usercpu_time_millis_testing: 1.426, usercpu_time_millis_training: 23.196,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9855, kappa: 0.968, kb_relative_information_score: 1338.33, mean_absolute_error: 0.1698, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9856, predictive_accuracy: 0.9856, prior_entropy: 0.9313, recall: 0.9856, relative_absolute_error: 0.3747, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2107, root_relative_squared_error: 0.4427, scimark_benchmark: 1738.2713, usercpu_time_millis: 20.114, usercpu_time_millis_testing: 1.568, usercpu_time_millis_training: 18.546,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1915.1128, mean_absolute_error: 0.0084, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0185, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0164, root_relative_squared_error: 0.0344, scimark_benchmark: 1721.592, usercpu_time_millis: 21.257, usercpu_time_millis_testing: 0.614, usercpu_time_millis_training: 20.643,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.984, kappa: 0.9647, kb_relative_information_score: 1241.9806, mean_absolute_error: 0.1955, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.984, predictive_accuracy: 0.984, prior_entropy: 0.9313, recall: 0.984, relative_absolute_error: 0.4315, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2317, root_relative_squared_error: 0.4869, scimark_benchmark: 1813.8929, usercpu_time_millis: 14.722, usercpu_time_millis_testing: 1.025, usercpu_time_millis_training: 13.697,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1937.8123, mean_absolute_error: 0.001, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0021, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0041, root_relative_squared_error: 0.0085, scimark_benchmark: 1841.9711, usercpu_time_millis: 23.933, usercpu_time_millis_testing: 0.489, usercpu_time_millis_training: 23.444,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1918.5523, mean_absolute_error: 0.0071, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0157, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0214, root_relative_squared_error: 0.045, scimark_benchmark: 1743.091, usercpu_time_millis: 18.788, usercpu_time_millis_testing: 0.517, usercpu_time_millis_training: 18.271,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1871.4207, mean_absolute_error: 0.0218, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.048, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0467, root_relative_squared_error: 0.0981, scimark_benchmark: 1750.3868, usercpu_time_millis: 17.068, usercpu_time_millis_testing: 0.623, usercpu_time_millis_training: 16.445,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.8541, kappa: 0.67, kb_relative_information_score: 674.9109, mean_absolute_error: 0.321, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8828, predictive_accuracy: 0.8635, prior_entropy: 0.9313, recall: 0.8635, relative_absolute_error: 0.7084, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3572, root_relative_squared_error: 0.7504, scimark_benchmark: 1756.5322, usercpu_time_millis: 6.34, usercpu_time_millis_testing: 0.719, usercpu_time_millis_training: 5.621,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9918, kappa: 0.9818, kb_relative_information_score: 1382.7336, mean_absolute_error: 0.1597, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9918, predictive_accuracy: 0.9918, prior_entropy: 0.9313, recall: 0.9918, relative_absolute_error: 0.3526, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1959, root_relative_squared_error: 0.4116, scimark_benchmark: 1745.2091, usercpu_time_millis: 10.817, usercpu_time_millis_testing: 0.583, usercpu_time_millis_training: 10.234,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9923, kappa: 0.9829, kb_relative_information_score: 1508.226, mean_absolute_error: 0.1251, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9923, predictive_accuracy: 0.9923, prior_entropy: 0.9313, recall: 0.9923, relative_absolute_error: 0.276, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1666, root_relative_squared_error: 0.35, scimark_benchmark: 1807.2221, usercpu_time_millis: 9.863, usercpu_time_millis_testing: 0.635, usercpu_time_millis_training: 9.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.879, kappa: 0.7267, kb_relative_information_score: 767.7738, mean_absolute_error: 0.3012, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8988, predictive_accuracy: 0.8851, prior_entropy: 0.9313, recall: 0.8851, relative_absolute_error: 0.6649, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3391, root_relative_squared_error: 0.7125, scimark_benchmark: 1746.975, usercpu_time_millis: 10.518, usercpu_time_millis_testing: 1.136, usercpu_time_millis_training: 9.382,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9547, f_measure: 0.9063, kappa: 0.7988, kb_relative_information_score: 651.5064, mean_absolute_error: 0.3087, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9163, predictive_accuracy: 0.9047, prior_entropy: 0.9313, recall: 0.9047, relative_absolute_error: 0.6815, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3632, root_relative_squared_error: 0.7632, scimark_benchmark: 1745.7661, usercpu_time_millis: 11.104, usercpu_time_millis_testing: 0.657, usercpu_time_millis_training: 10.447,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1934.0052, mean_absolute_error: 0.0022, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0048, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0113, root_relative_squared_error: 0.0237, scimark_benchmark: 1708.6198, usercpu_time_millis: 8.764, usercpu_time_millis_testing: 0.195, usercpu_time_millis_training: 8.569,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9702, f_measure: 0.8156, kappa: 0.5834, kb_relative_information_score: 566.7434, mean_absolute_error: 0.3453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8628, predictive_accuracy: 0.832, prior_entropy: 0.9313, recall: 0.832, relative_absolute_error: 0.7623, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3764, root_relative_squared_error: 0.7909, scimark_benchmark: 1739.3857, usercpu_time_millis: 3.844, usercpu_time_millis_testing: 0.422, usercpu_time_millis_training: 3.422,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1912.8885, mean_absolute_error: 0.0088, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0195, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.027, root_relative_squared_error: 0.0568, scimark_benchmark: 1739.8218, usercpu_time_millis: 11.347, usercpu_time_millis_testing: 0.256, usercpu_time_millis_training: 11.091,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1716.7423, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1518, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0975, root_relative_squared_error: 0.2049, scimark_benchmark: 1740.0629, usercpu_time_millis: 14.075, usercpu_time_millis_testing: 0.365, usercpu_time_millis_training: 13.71,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.9695, kappa: 0.9323, kb_relative_information_score: 1181.848, mean_absolute_error: 0.208, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9697, predictive_accuracy: 0.9696, prior_entropy: 0.9313, recall: 0.9696, relative_absolute_error: 0.4591, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.25, root_relative_squared_error: 0.5253, scimark_benchmark: 1752.6607, usercpu_time_millis: 9.151, usercpu_time_millis_testing: 0.815, usercpu_time_millis_training: 8.336,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9893, f_measure: 0.9457, kappa: 0.8788, kb_relative_information_score: 980.393, mean_absolute_error: 0.2538, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9477, predictive_accuracy: 0.9464, prior_entropy: 0.9313, recall: 0.9464, relative_absolute_error: 0.5602, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2958, root_relative_squared_error: 0.6214, scimark_benchmark: 1742.5076, usercpu_time_millis: 8.275, usercpu_time_millis_testing: 1.017, usercpu_time_millis_training: 7.258,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1812.1114, mean_absolute_error: 0.0402, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0888, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0668, root_relative_squared_error: 0.1403, scimark_benchmark: 1713.4936, usercpu_time_millis: 6.753, usercpu_time_millis_testing: 0.259, usercpu_time_millis_training: 6.494,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9515, f_measure: 0.653, kappa: 0.2435, kb_relative_information_score: 386.2317, mean_absolute_error: 0.3803, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8049, predictive_accuracy: 0.7218, prior_entropy: 0.9313, recall: 0.7218, relative_absolute_error: 0.8394, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4095, root_relative_squared_error: 0.8604, scimark_benchmark: 1728.0237, usercpu_time_millis: 0.874, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 0.763,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9778, f_measure: 0.8582, kappa: 0.6793, kb_relative_information_score: 645.3191, mean_absolute_error: 0.3295, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8859, predictive_accuracy: 0.8671, prior_entropy: 0.9313, recall: 0.8671, relative_absolute_error: 0.7273, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3618, root_relative_squared_error: 0.7601, scimark_benchmark: 1749.0608, usercpu_time_millis: 2.193, usercpu_time_millis_testing: 0.22, usercpu_time_millis_training: 1.973,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9484, f_measure: 0.6757, kappa: 0.2878, kb_relative_information_score: 389.6426, mean_absolute_error: 0.3797, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8116, predictive_accuracy: 0.7352, prior_entropy: 0.9313, recall: 0.7352, relative_absolute_error: 0.838, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4087, root_relative_squared_error: 0.8587, scimark_benchmark: 1813.3735, usercpu_time_millis: 4.292, usercpu_time_millis_testing: 0.538, usercpu_time_millis_training: 3.754,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1906.9742, mean_absolute_error: 0.0108, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0239, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0265, root_relative_squared_error: 0.0556, scimark_benchmark: 1739.4775, usercpu_time_millis: 7.718, usercpu_time_millis_testing: 0.294, usercpu_time_millis_training: 7.424,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1927.8364, mean_absolute_error: 0.0041, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0091, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0159, root_relative_squared_error: 0.0334, scimark_benchmark: 1838.8307, usercpu_time_millis: 11.11, usercpu_time_millis_testing: 0.254, usercpu_time_millis_training: 10.856,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9786, f_measure: 0.8577, kappa: 0.6782, kb_relative_information_score: 695.3713, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.885, predictive_accuracy: 0.8666, prior_entropy: 0.9313, recall: 0.8666, relative_absolute_error: 0.6995, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3531, root_relative_squared_error: 0.742, scimark_benchmark: 1732.4807, usercpu_time_millis: 5.169, usercpu_time_millis_testing: 0.463, usercpu_time_millis_training: 4.706,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8657, f_measure: 0.5163, kb_relative_information_score: 109.9669, mean_absolute_error: 0.4306, 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: 0.9505, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4548, root_relative_squared_error: 0.9556, scimark_benchmark: 1794.3612, usercpu_time_millis: 3.031, usercpu_time_millis_testing: 0.47, usercpu_time_millis_training: 2.561,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9962, f_measure: 0.971, kappa: 0.9357, kb_relative_information_score: 1291.1024, mean_absolute_error: 0.178, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9713, predictive_accuracy: 0.9711, prior_entropy: 0.9313, recall: 0.9711, relative_absolute_error: 0.393, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2285, root_relative_squared_error: 0.4801, scimark_benchmark: 1746.6801, usercpu_time_millis: 0.421, usercpu_time_millis_testing: 0.051, usercpu_time_millis_training: 0.37,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9793, kappa: 0.9543, kb_relative_information_score: 1337.1363, mean_absolute_error: 0.1691, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9794, predictive_accuracy: 0.9794, prior_entropy: 0.9313, recall: 0.9794, relative_absolute_error: 0.3731, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2128, root_relative_squared_error: 0.4471, scimark_benchmark: 1794.4122, usercpu_time_millis: 1.749, usercpu_time_millis_testing: 0.143, usercpu_time_millis_training: 1.606,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9961, f_measure: 0.9741, kappa: 0.9426, kb_relative_information_score: 1182.1503, mean_absolute_error: 0.2061, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9744, predictive_accuracy: 0.9742, prior_entropy: 0.9313, recall: 0.9742, relative_absolute_error: 0.455, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2511, root_relative_squared_error: 0.5276, scimark_benchmark: 1809.0576, usercpu_time_millis: 1.867, usercpu_time_millis_testing: 0.156, usercpu_time_millis_training: 1.711,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9823, f_measure: 0.8809, kappa: 0.7311, kb_relative_information_score: 787.2977, mean_absolute_error: 0.2969, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8992, predictive_accuracy: 0.8867, prior_entropy: 0.9313, recall: 0.8867, relative_absolute_error: 0.6554, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3352, root_relative_squared_error: 0.7043, scimark_benchmark: 1749.4647, usercpu_time_millis: 2.147, usercpu_time_millis_testing: 0.327, usercpu_time_millis_training: 1.82,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.974, f_measure: 0.9242, kappa: 0.8379, kb_relative_information_score: 1212.1974, mean_absolute_error: 0.1827, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9368, predictive_accuracy: 0.9227, prior_entropy: 0.9313, recall: 0.9227, relative_absolute_error: 0.4033, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2718, root_relative_squared_error: 0.5711, scimark_benchmark: 1744.4044, usercpu_time_millis: 1.474, usercpu_time_millis_testing: 0.069, usercpu_time_millis_training: 1.405,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1766.5945, mean_absolute_error: 0.0535, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1181, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0848, root_relative_squared_error: 0.1782, scimark_benchmark: 1714.6201, usercpu_time_millis: 5.644, usercpu_time_millis_testing: 0.293, usercpu_time_millis_training: 5.351,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9938, kappa: 0.9864, kb_relative_information_score: 1655.9892, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9938, predictive_accuracy: 0.9938, prior_entropy: 0.9313, recall: 0.9938, relative_absolute_error: 0.1864, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1237, root_relative_squared_error: 0.26, scimark_benchmark: 1743.9998, usercpu_time_millis: 2.19, usercpu_time_millis_testing: 0.131, usercpu_time_millis_training: 2.059,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1928.012, mean_absolute_error: 0.0041, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0091, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0128, root_relative_squared_error: 0.0269, scimark_benchmark: 1843.2436, usercpu_time_millis: 3.756, usercpu_time_millis_testing: 0.087, usercpu_time_millis_training: 3.669,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8268, f_measure: 0.5163, kb_relative_information_score: 280.9805, mean_absolute_error: 0.3933, 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: 0.868, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4222, root_relative_squared_error: 0.8871, scimark_benchmark: 1742.2915, usercpu_time_millis: 3.977, usercpu_time_millis_testing: 0.233, usercpu_time_millis_training: 3.744,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1871.7465, mean_absolute_error: 0.0218, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.048, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0447, root_relative_squared_error: 0.0939, scimark_benchmark: 1838.8307, usercpu_time_millis: 2.476, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 2.375,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1875.6561, mean_absolute_error: 0.0208, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0459, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0394, root_relative_squared_error: 0.0828, scimark_benchmark: 1747.0922, usercpu_time_millis: 15.708, usercpu_time_millis_testing: 0.652, usercpu_time_millis_training: 15.056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9802, f_measure: 0.8906, kappa: 0.753, kb_relative_information_score: 681.6843, mean_absolute_error: 0.3235, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9067, predictive_accuracy: 0.8954, prior_entropy: 0.9313, recall: 0.8954, relative_absolute_error: 0.714, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3541, root_relative_squared_error: 0.744, scimark_benchmark: 1736.5985, usercpu_time_millis: 2.294, usercpu_time_millis_testing: 0.187, usercpu_time_millis_training: 2.107,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1930.1094, mean_absolute_error: 0.0035, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0077, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0088, root_relative_squared_error: 0.0184, scimark_benchmark: 1757.8635, usercpu_time_millis: 12.553, usercpu_time_millis_testing: 0.235, usercpu_time_millis_training: 12.318,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1744.6, mean_absolute_error: 0.0593, 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: 0.1309, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0943, root_relative_squared_error: 0.1982, scimark_benchmark: 1743.091, usercpu_time_millis: 14.038, usercpu_time_millis_testing: 0.704, usercpu_time_millis_training: 13.334,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1904.5968, mean_absolute_error: 0.0115, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0254, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0299, root_relative_squared_error: 0.0627, scimark_benchmark: 1404.4858, usercpu_time_millis: 24.722, usercpu_time_millis_testing: 0.809, usercpu_time_millis_training: 23.913,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9978, f_measure: 0.9814, kappa: 0.9588, kb_relative_information_score: 1260.2917, mean_absolute_error: 0.1892, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9816, predictive_accuracy: 0.9815, prior_entropy: 0.9313, recall: 0.9815, relative_absolute_error: 0.4176, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2304, root_relative_squared_error: 0.484, scimark_benchmark: 1452.3192, usercpu_time_millis: 6.925, usercpu_time_millis_testing: 0.616, usercpu_time_millis_training: 6.309,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.5163, kb_relative_information_score: -0.4903, mean_absolute_error: 0.453, 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: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1413.1738, usercpu_time_millis: 0.189, usercpu_time_millis_testing: 0.041, usercpu_time_millis_training: 0.148,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1937.4585, mean_absolute_error: 0.0011, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0024, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.004, root_relative_squared_error: 0.0084, scimark_benchmark: 1376.0579, usercpu_time_millis: 23.409, usercpu_time_millis_testing: 0.546, usercpu_time_millis_training: 22.863,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9977, f_measure: 0.9803, kappa: 0.9565, kb_relative_information_score: 1216.1049, mean_absolute_error: 0.199, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9805, predictive_accuracy: 0.9804, prior_entropy: 0.9313, recall: 0.9804, relative_absolute_error: 0.4393, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2421, root_relative_squared_error: 0.5088, scimark_benchmark: 1396.5761, usercpu_time_millis: 2.639, usercpu_time_millis_testing: 0.198, usercpu_time_millis_training: 2.441,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1790.9359, mean_absolute_error: 0.0461, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1017, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0774, root_relative_squared_error: 0.1626, scimark_benchmark: 1378.3828, usercpu_time_millis: 17.472, usercpu_time_millis_testing: 0.588, usercpu_time_millis_training: 16.884,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1886.5368, mean_absolute_error: 0.0174, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0385, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0322, root_relative_squared_error: 0.0676, scimark_benchmark: 1375.2197, usercpu_time_millis: 18.521, usercpu_time_millis_testing: 0.732, usercpu_time_millis_training: 17.789,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1843.3128, mean_absolute_error: 0.0302, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0667, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0598, root_relative_squared_error: 0.1255, scimark_benchmark: 1373.0002, usercpu_time_millis: 9.229, usercpu_time_millis_testing: 0.342, usercpu_time_millis_training: 8.887,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1852.0514, mean_absolute_error: 0.0279, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0616, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0526, root_relative_squared_error: 0.1105, scimark_benchmark: 1367.0487, usercpu_time_millis: 28.905, usercpu_time_millis_testing: 0.665, usercpu_time_millis_training: 28.24,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1913.3191, mean_absolute_error: 0.0088, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0195, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0222, root_relative_squared_error: 0.0467, scimark_benchmark: 1374.6055, usercpu_time_millis: 21.552, usercpu_time_millis_testing: 0.553, usercpu_time_millis_training: 20.999,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9938, kappa: 0.9864, kb_relative_information_score: 1595.7013, mean_absolute_error: 0.1015, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9938, predictive_accuracy: 0.9938, prior_entropy: 0.9313, recall: 0.9938, relative_absolute_error: 0.224, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.14, root_relative_squared_error: 0.2941, scimark_benchmark: 1379.5833, usercpu_time_millis: 4.118, usercpu_time_millis_testing: 0.25, usercpu_time_millis_training: 3.868,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1882.2058, mean_absolute_error: 0.0189, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0418, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0312, root_relative_squared_error: 0.0655, scimark_benchmark: 1382.4536, usercpu_time_millis: 2.747, usercpu_time_millis_testing: 0.085, usercpu_time_millis_training: 2.662,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1913.5283, mean_absolute_error: 0.0087, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0191, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0261, root_relative_squared_error: 0.0549, scimark_benchmark: 1375.632, usercpu_time_millis: 1.188, usercpu_time_millis_testing: 0.058, usercpu_time_millis_training: 1.13,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1833.7671, mean_absolute_error: 0.0336, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0742, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0586, root_relative_squared_error: 0.1232, scimark_benchmark: 1375.6711, usercpu_time_millis: 5.01, usercpu_time_millis_testing: 0.184, usercpu_time_millis_training: 4.826,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9116, f_measure: 0.7613, kappa: 0.5391, kb_relative_information_score: 653.5897, mean_absolute_error: 0.2976, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.855, predictive_accuracy: 0.7573, prior_entropy: 0.9313, recall: 0.7573, relative_absolute_error: 0.657, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3761, root_relative_squared_error: 0.7903, scimark_benchmark: 1375.7125, usercpu_time_millis: 11.071, usercpu_time_millis_testing: 0.39, usercpu_time_millis_training: 10.681,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.5163, kb_relative_information_score: -0.8762, mean_absolute_error: 0.4531, 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: 1.0001, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1381.454, usercpu_time_millis: 0.703, usercpu_time_millis_testing: 0.118, usercpu_time_millis_training: 0.585,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1938.9848, mean_absolute_error: 0.0006, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0012, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0043, root_relative_squared_error: 0.0091, scimark_benchmark: 1374.2546, usercpu_time_millis: 16.089, usercpu_time_millis_testing: 0.513, usercpu_time_millis_training: 15.576,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9745, f_measure: 0.8645, kappa: 0.6939, kb_relative_information_score: 676.8138, mean_absolute_error: 0.3208, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8849, predictive_accuracy: 0.8717, prior_entropy: 0.9313, recall: 0.8717, relative_absolute_error: 0.708, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3561, root_relative_squared_error: 0.7483, scimark_benchmark: 1381.4288, usercpu_time_millis: 2.525, usercpu_time_millis_testing: 0.25, usercpu_time_millis_training: 2.275,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1743.3387, mean_absolute_error: 0.0604, 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: 0.1333, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0918, root_relative_squared_error: 0.1928, scimark_benchmark: 1372.0675, usercpu_time_millis: 3.924, usercpu_time_millis_testing: 0.173, usercpu_time_millis_training: 3.751,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1736.0104, mean_absolute_error: 0.0618, 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: 0.1365, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0972, root_relative_squared_error: 0.2043, scimark_benchmark: 1375.7703, usercpu_time_millis: 14.316, usercpu_time_millis_testing: 0.679, usercpu_time_millis_training: 13.637,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1759.6928, mean_absolute_error: 0.0556, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1226, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0874, root_relative_squared_error: 0.1837, scimark_benchmark: 1374.1333, usercpu_time_millis: 8.106, usercpu_time_millis_testing: 0.311, usercpu_time_millis_training: 7.795,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4983, f_measure: 0.5163, kb_relative_information_score: 0.2437, mean_absolute_error: 0.453, 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: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1378.3788, usercpu_time_millis: 2.318, usercpu_time_millis_testing: 0.394, usercpu_time_millis_training: 1.924,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1908.419, mean_absolute_error: 0.0103, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0228, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0269, root_relative_squared_error: 0.0566, scimark_benchmark: 1373.737, usercpu_time_millis: 16.157, usercpu_time_millis_testing: 0.514, usercpu_time_millis_training: 15.643,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1920.1933, mean_absolute_error: 0.0066, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0146, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.02, root_relative_squared_error: 0.042, scimark_benchmark: 1371.3985, usercpu_time_millis: 32.017, usercpu_time_millis_testing: 0.937, usercpu_time_millis_training: 31.08,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1940.304, mean_absolute_error: 0.0001, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0003, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0014, root_relative_squared_error: 0.0029, scimark_benchmark: 1374.0196, usercpu_time_millis: 4.333, usercpu_time_millis_testing: 0.089, usercpu_time_millis_training: 4.244,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9959, kappa: 0.9909, kb_relative_information_score: 1624.9162, mean_absolute_error: 0.093, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9959, predictive_accuracy: 0.9959, prior_entropy: 0.9313, recall: 0.9959, relative_absolute_error: 0.2052, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1338, root_relative_squared_error: 0.281, scimark_benchmark: 1375.7455, usercpu_time_millis: 18.538, usercpu_time_millis_testing: 1.009, usercpu_time_millis_training: 17.529,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1865.7993, mean_absolute_error: 0.0234, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0517, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0502, root_relative_squared_error: 0.1054, scimark_benchmark: 1387.2914, usercpu_time_millis: 27.579, usercpu_time_millis_testing: 0.932, usercpu_time_millis_training: 26.647,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4979, f_measure: 0.5163, kb_relative_information_score: 0.0253, mean_absolute_error: 0.453, 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: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1373.5309, usercpu_time_millis: 1.021, usercpu_time_millis_testing: 0.202, usercpu_time_millis_training: 0.819,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, f_measure: 0.5163, kb_relative_information_score: -0.9129, mean_absolute_error: 0.4531, 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: 1.0001, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1378.4965, usercpu_time_millis: 0.656, usercpu_time_millis_testing: 0.093, usercpu_time_millis_training: 0.563,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1790.5165, mean_absolute_error: 0.0465, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1027, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0762, root_relative_squared_error: 0.1602, scimark_benchmark: 1381.6541, usercpu_time_millis: 5.88, usercpu_time_millis_testing: 0.197, usercpu_time_millis_training: 5.683,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9907, kappa: 0.9795, kb_relative_information_score: 1467.5134, mean_absolute_error: 0.1353, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9907, predictive_accuracy: 0.9907, prior_entropy: 0.9313, recall: 0.9907, relative_absolute_error: 0.2987, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1792, root_relative_squared_error: 0.3766, scimark_benchmark: 1382.7662, usercpu_time_millis: 14.697, usercpu_time_millis_testing: 1.178, usercpu_time_millis_training: 13.519,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8938, f_measure: 0.759, kappa: 0.5365, kb_relative_information_score: 696.243, mean_absolute_error: 0.285, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8565, predictive_accuracy: 0.7553, prior_entropy: 0.9313, recall: 0.7553, relative_absolute_error: 0.629, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3751, root_relative_squared_error: 0.7882, scimark_benchmark: 1378.8284, usercpu_time_millis: 9.182, usercpu_time_millis_testing: 0.344, usercpu_time_millis_training: 8.838,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1939.0622, mean_absolute_error: 0.0005, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0012, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0024, root_relative_squared_error: 0.0051, scimark_benchmark: 1376.4079, usercpu_time_millis: 11.977, usercpu_time_millis_testing: 0.213, usercpu_time_millis_training: 11.764,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1623.817, mean_absolute_error: 0.0945, 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: 0.2086, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1293, root_relative_squared_error: 0.2717, scimark_benchmark: 1381.7214, usercpu_time_millis: 12.446, usercpu_time_millis_testing: 0.505, usercpu_time_millis_training: 11.941,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1920.0705, mean_absolute_error: 0.0065, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0144, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0241, root_relative_squared_error: 0.0507, scimark_benchmark: 1376.5459, usercpu_time_millis: 15.622, usercpu_time_millis_testing: 0.339, usercpu_time_millis_training: 15.283,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1923.1562, mean_absolute_error: 0.0057, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0126, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0167, root_relative_squared_error: 0.0351, scimark_benchmark: 1374.1659, usercpu_time_millis: 32.093, usercpu_time_millis_testing: 0.584, usercpu_time_millis_training: 31.509,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, f_measure: 0.5163, kb_relative_information_score: -0.7866, mean_absolute_error: 0.4531, 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: 1.0002, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1380.0687, usercpu_time_millis: 1.248, usercpu_time_millis_testing: 0.454, usercpu_time_millis_training: 0.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9963, f_measure: 0.9762, kappa: 0.9473, kb_relative_information_score: 1098.5446, mean_absolute_error: 0.2293, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9764, predictive_accuracy: 0.9763, prior_entropy: 0.9313, recall: 0.9763, relative_absolute_error: 0.5062, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2672, root_relative_squared_error: 0.5614, scimark_benchmark: 1379.3622, usercpu_time_millis: 9.42, usercpu_time_millis_testing: 0.67, usercpu_time_millis_training: 8.75,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9979, kappa: 0.9955, kb_relative_information_score: 1760.0805, mean_absolute_error: 0.0546, 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: 0.1206, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0898, root_relative_squared_error: 0.1887, scimark_benchmark: 1388.5512, usercpu_time_millis: 6.318, usercpu_time_millis_testing: 0.245, usercpu_time_millis_training: 6.073,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1931.8607, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0064, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0109, root_relative_squared_error: 0.0229, scimark_benchmark: 1383.5817, usercpu_time_millis: 16.822, usercpu_time_millis_testing: 0.343, usercpu_time_millis_training: 16.479,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9871, kappa: 0.9715, kb_relative_information_score: 1426.5984, mean_absolute_error: 0.1469, 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: 0.3243, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1878, root_relative_squared_error: 0.3947, scimark_benchmark: 1376.7749, usercpu_time_millis: 17.786, usercpu_time_millis_testing: 1.088, usercpu_time_millis_training: 16.698,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9943, f_measure: 0.9647, kappa: 0.9214, kb_relative_information_score: 1082.7765, mean_absolute_error: 0.2307, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9656, predictive_accuracy: 0.965, prior_entropy: 0.9313, recall: 0.965, relative_absolute_error: 0.5093, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2728, root_relative_squared_error: 0.5732, scimark_benchmark: 1379.3961, usercpu_time_millis: 4.5, usercpu_time_millis_testing: 0.373, usercpu_time_millis_training: 4.127,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1693.1552, mean_absolute_error: 0.0749, 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: 0.1653, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1079, root_relative_squared_error: 0.2268, scimark_benchmark: 1377.8875, usercpu_time_millis: 9.711, usercpu_time_millis_testing: 0.536, usercpu_time_millis_training: 9.175,

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