OpenML
Supervised Classification on bank-marketing

Supervised Classification on bank-marketing

Task 145833 Supervised Classification bank-marketing 22645 runs submitted
0 likes downloaded by 2 people , 2 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

22645 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: 0.8473, f_measure: 0.8338, kappa: 0.0367, kb_relative_information_score: 2646.1303, mean_absolute_error: 0.1869, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8543, predictive_accuracy: 0.8841, prior_entropy: 0.5207, recall: 0.8841, relative_absolute_error: 0.9044, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2966, root_relative_squared_error: 0.923, scimark_benchmark: 1849.9051, usercpu_time_millis: 1.875, usercpu_time_millis_testing: 0.438, usercpu_time_millis_training: 1.437,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9084, f_measure: 0.8865, kappa: 0.3909, kb_relative_information_score: 9204.9056, mean_absolute_error: 0.142, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8859, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.687, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2671, root_relative_squared_error: 0.831, scimark_benchmark: 1848.7762, usercpu_time_millis: 7.334, usercpu_time_millis_testing: 0.396, usercpu_time_millis_training: 6.938,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1840.1045, usercpu_time_millis: 1.66, usercpu_time_millis_testing: 0.394, usercpu_time_millis_training: 1.266,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8977, f_measure: 0.8751, kappa: 0.308, kb_relative_information_score: 7196.9049, mean_absolute_error: 0.1578, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8816, predictive_accuracy: 0.8982, prior_entropy: 0.5207, recall: 0.8982, relative_absolute_error: 0.7635, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2741, root_relative_squared_error: 0.8528, scimark_benchmark: 1851.827, usercpu_time_millis: 2.468, usercpu_time_millis_testing: 0.4, usercpu_time_millis_training: 2.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9083, f_measure: 0.886, kappa: 0.387, kb_relative_information_score: 9047.1713, mean_absolute_error: 0.143, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8857, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.6919, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2672, root_relative_squared_error: 0.8314, scimark_benchmark: 1844.149, usercpu_time_millis: 6.307, usercpu_time_millis_testing: 0.412, usercpu_time_millis_training: 5.895,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9076, f_measure: 0.8868, kappa: 0.3938, kb_relative_information_score: 9250.7963, mean_absolute_error: 0.1411, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.886, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.6831, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2669, root_relative_squared_error: 0.8305, scimark_benchmark: 1839.5885, usercpu_time_millis: 7.594, usercpu_time_millis_testing: 0.408, usercpu_time_millis_training: 7.186,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9002, f_measure: 0.8715, kappa: 0.2843, kb_relative_information_score: 6950.3341, mean_absolute_error: 0.1598, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8796, predictive_accuracy: 0.8968, prior_entropy: 0.5207, recall: 0.8968, relative_absolute_error: 0.7734, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2745, root_relative_squared_error: 0.854, scimark_benchmark: 1839.1303, usercpu_time_millis: 2.477, usercpu_time_millis_testing: 0.421, usercpu_time_millis_training: 2.056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8961, f_measure: 0.8291, kappa: 0.0064, kb_relative_information_score: 2492.6019, mean_absolute_error: 0.1907, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8502, predictive_accuracy: 0.8832, prior_entropy: 0.5207, recall: 0.8832, relative_absolute_error: 0.9231, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2996, root_relative_squared_error: 0.9321, scimark_benchmark: 1838.0313, usercpu_time_millis: 2.019, usercpu_time_millis_testing: 0.415, usercpu_time_millis_training: 1.604,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8473, f_measure: 0.8341, kappa: 0.0391, kb_relative_information_score: 2702.1526, mean_absolute_error: 0.1864, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8551, predictive_accuracy: 0.8842, prior_entropy: 0.5207, recall: 0.8842, relative_absolute_error: 0.902, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2962, root_relative_squared_error: 0.9216, scimark_benchmark: 1845.2262, usercpu_time_millis: 1.9, usercpu_time_millis_testing: 0.437, usercpu_time_millis_training: 1.463,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1841.1108, usercpu_time_millis: 1.721, usercpu_time_millis_testing: 0.435, usercpu_time_millis_training: 1.286,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1949.3312, usercpu_time_millis: 1.627, usercpu_time_millis_testing: 0.384, usercpu_time_millis_training: 1.243,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9023, f_measure: 0.8706, kappa: 0.278, kb_relative_information_score: 6857.2449, mean_absolute_error: 0.1605, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8794, predictive_accuracy: 0.8965, prior_entropy: 0.5207, recall: 0.8965, relative_absolute_error: 0.7769, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2744, root_relative_squared_error: 0.8539, scimark_benchmark: 1840.5348, usercpu_time_millis: 2.565, usercpu_time_millis_testing: 0.402, usercpu_time_millis_training: 2.163,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9083, f_measure: 0.8859, kappa: 0.3862, kb_relative_information_score: 9046.4321, mean_absolute_error: 0.143, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8856, predictive_accuracy: 0.901, prior_entropy: 0.5207, recall: 0.901, relative_absolute_error: 0.6923, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2672, root_relative_squared_error: 0.8315, scimark_benchmark: 1942.0949, usercpu_time_millis: 5.933, usercpu_time_millis_testing: 0.393, usercpu_time_millis_training: 5.54,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8471, f_measure: 0.8298, kappa: 0.0111, kb_relative_information_score: 1649.0709, mean_absolute_error: 0.1926, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8429, predictive_accuracy: 0.8831, prior_entropy: 0.5207, recall: 0.8831, relative_absolute_error: 0.9324, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3028, root_relative_squared_error: 0.9422, scimark_benchmark: 1842.5362, usercpu_time_millis: 1.74, usercpu_time_millis_testing: 0.402, usercpu_time_millis_training: 1.338,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1938.5259, usercpu_time_millis: 1.59, usercpu_time_millis_testing: 0.387, usercpu_time_millis_training: 1.203,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9082, f_measure: 0.8868, kappa: 0.3934, kb_relative_information_score: 9273.3264, mean_absolute_error: 0.1414, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8861, predictive_accuracy: 0.9012, prior_entropy: 0.5207, recall: 0.9012, relative_absolute_error: 0.6842, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.267, root_relative_squared_error: 0.8306, scimark_benchmark: 1852.5406, usercpu_time_millis: 7.419, usercpu_time_millis_testing: 0.393, usercpu_time_millis_training: 7.026,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1849.2344, usercpu_time_millis: 1.69, usercpu_time_millis_testing: 0.405, usercpu_time_millis_training: 1.285,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1849.7595, usercpu_time_millis: 1.703, usercpu_time_millis_testing: 0.415, usercpu_time_millis_training: 1.288,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9066, f_measure: 0.8803, kappa: 0.3451, kb_relative_information_score: 8137.7573, mean_absolute_error: 0.1507, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8832, predictive_accuracy: 0.8996, prior_entropy: 0.5207, recall: 0.8996, relative_absolute_error: 0.7292, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2699, root_relative_squared_error: 0.8397, scimark_benchmark: 1835.945, usercpu_time_millis: 3.413, usercpu_time_millis_testing: 0.428, usercpu_time_millis_training: 2.985,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9072, f_measure: 0.8876, kappa: 0.399, kb_relative_information_score: 9399.2155, mean_absolute_error: 0.1399, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8865, predictive_accuracy: 0.9014, prior_entropy: 0.5207, recall: 0.9014, relative_absolute_error: 0.6773, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2668, root_relative_squared_error: 0.8301, scimark_benchmark: 1845.1169, usercpu_time_millis: 12.027, usercpu_time_millis_testing: 0.393, usercpu_time_millis_training: 11.634,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.2539, usercpu_time_millis: 1.651, usercpu_time_millis_testing: 0.394, usercpu_time_millis_training: 1.257,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1846.119, usercpu_time_millis: 1.661, usercpu_time_millis_testing: 0.402, usercpu_time_millis_training: 1.259,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8073, f_measure: 0.8282, kb_relative_information_score: -65.8063, mean_absolute_error: 0.2053, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9938, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3195, root_relative_squared_error: 0.994, scimark_benchmark: 1849.9968, usercpu_time_millis: 1.65, usercpu_time_millis_testing: 0.38, usercpu_time_millis_training: 1.27,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1992.6167, usercpu_time_millis: 1.612, usercpu_time_millis_testing: 0.395, usercpu_time_millis_training: 1.217,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.887, kappa: 0.3947, kb_relative_information_score: 9301.7311, mean_absolute_error: 0.141, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8862, predictive_accuracy: 0.9013, prior_entropy: 0.5207, recall: 0.9013, relative_absolute_error: 0.6824, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2669, root_relative_squared_error: 0.8304, scimark_benchmark: 1841.1108, usercpu_time_millis: 8.231, usercpu_time_millis_testing: 0.418, usercpu_time_millis_training: 7.813,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9078, f_measure: 0.8829, kappa: 0.3635, kb_relative_information_score: 8504.4759, mean_absolute_error: 0.1479, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8848, predictive_accuracy: 0.9006, prior_entropy: 0.5207, recall: 0.9006, relative_absolute_error: 0.7159, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2689, root_relative_squared_error: 0.8367, scimark_benchmark: 1998.8258, usercpu_time_millis: 3.988, usercpu_time_millis_testing: 0.399, usercpu_time_millis_training: 3.589,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1852.5406, usercpu_time_millis: 1.636, usercpu_time_millis_testing: 0.389, usercpu_time_millis_training: 1.247,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1835.812, usercpu_time_millis: 1.67, usercpu_time_millis_testing: 0.4, usercpu_time_millis_training: 1.27,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1851.1795, usercpu_time_millis: 1.66, usercpu_time_millis_testing: 0.398, usercpu_time_millis_training: 1.262,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.2024, usercpu_time_millis: 1.635, usercpu_time_millis_testing: 0.388, usercpu_time_millis_training: 1.247,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8706, f_measure: 0.8355, kappa: 0.0474, kb_relative_information_score: 3438.5383, mean_absolute_error: 0.1842, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8586, predictive_accuracy: 0.8847, prior_entropy: 0.5207, recall: 0.8847, relative_absolute_error: 0.8914, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2935, root_relative_squared_error: 0.913, scimark_benchmark: 1848.2539, usercpu_time_millis: 1.8, usercpu_time_millis_testing: 0.384, usercpu_time_millis_training: 1.416,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.916, usercpu_time_millis: 1.678, usercpu_time_millis_testing: 0.412, usercpu_time_millis_training: 1.266,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1845.181, usercpu_time_millis: 1.611, usercpu_time_millis_testing: 0.382, usercpu_time_millis_training: 1.229,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8869, f_measure: 0.8594, kappa: 0.2034, kb_relative_information_score: 5618.0846, mean_absolute_error: 0.1693, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8736, predictive_accuracy: 0.8923, prior_entropy: 0.5207, recall: 0.8923, relative_absolute_error: 0.8193, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2813, root_relative_squared_error: 0.8754, scimark_benchmark: 1850.2875, usercpu_time_millis: 1.999, usercpu_time_millis_testing: 0.403, usercpu_time_millis_training: 1.596,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1853.5818, usercpu_time_millis: 1.691, usercpu_time_millis_testing: 0.409, usercpu_time_millis_training: 1.282,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1851.3287, usercpu_time_millis: 1.607, usercpu_time_millis_testing: 0.38, usercpu_time_millis_training: 1.227,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8075, f_measure: 0.8282, kb_relative_information_score: -78.9892, mean_absolute_error: 0.2049, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9918, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3188, root_relative_squared_error: 0.992, scimark_benchmark: 2019.4759, usercpu_time_millis: 1.566, usercpu_time_millis_testing: 0.363, usercpu_time_millis_training: 1.203,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1850.2875, usercpu_time_millis: 1.722, usercpu_time_millis_testing: 0.42, usercpu_time_millis_training: 1.302,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1853.5297, usercpu_time_millis: 1.701, usercpu_time_millis_testing: 0.411, usercpu_time_millis_training: 1.29,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1846.1643, usercpu_time_millis: 1.723, usercpu_time_millis_testing: 0.419, usercpu_time_millis_training: 1.304,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1846.6923, usercpu_time_millis: 1.712, usercpu_time_millis_testing: 0.418, usercpu_time_millis_training: 1.294,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9047, f_measure: 0.8786, kappa: 0.3336, kb_relative_information_score: 7865.286, mean_absolute_error: 0.1527, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8824, predictive_accuracy: 0.899, prior_entropy: 0.5207, recall: 0.899, relative_absolute_error: 0.7391, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2708, root_relative_squared_error: 0.8427, scimark_benchmark: 1858.7532, usercpu_time_millis: 2.903, usercpu_time_millis_testing: 0.376, usercpu_time_millis_training: 2.527,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1851.4874, usercpu_time_millis: 1.619, usercpu_time_millis_testing: 0.395, usercpu_time_millis_training: 1.224,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8473, f_measure: 0.8303, kappa: 0.0143, kb_relative_information_score: 2193.3654, mean_absolute_error: 0.1908, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8473, predictive_accuracy: 0.8833, prior_entropy: 0.5207, recall: 0.8833, relative_absolute_error: 0.9236, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3006, root_relative_squared_error: 0.9352, scimark_benchmark: 1853.3841, usercpu_time_millis: 1.759, usercpu_time_millis_testing: 0.391, usercpu_time_millis_training: 1.368,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9058, f_measure: 0.8776, kappa: 0.3265, kb_relative_information_score: 7748.7855, mean_absolute_error: 0.1535, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8821, predictive_accuracy: 0.8988, prior_entropy: 0.5207, recall: 0.8988, relative_absolute_error: 0.7431, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2709, root_relative_squared_error: 0.8428, scimark_benchmark: 1857.0384, usercpu_time_millis: 2.789, usercpu_time_millis_testing: 0.397, usercpu_time_millis_training: 2.392,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9071, f_measure: 0.8873, kappa: 0.3972, kb_relative_information_score: 9339.8883, mean_absolute_error: 0.1403, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8863, predictive_accuracy: 0.9013, prior_entropy: 0.5207, recall: 0.9013, relative_absolute_error: 0.6791, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2669, root_relative_squared_error: 0.8303, scimark_benchmark: 1855.4813, usercpu_time_millis: 9.168, usercpu_time_millis_testing: 0.387, usercpu_time_millis_training: 8.781,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1837.622, usercpu_time_millis: 1.598, usercpu_time_millis_testing: 0.38, usercpu_time_millis_training: 1.218,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 2048.0476, usercpu_time_millis: 1.614, usercpu_time_millis_testing: 0.394, usercpu_time_millis_training: 1.22,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1852.0126, usercpu_time_millis: 1.602, usercpu_time_millis_testing: 0.381, usercpu_time_millis_training: 1.221,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1853.3841, usercpu_time_millis: 1.687, usercpu_time_millis_testing: 0.399, usercpu_time_millis_training: 1.288,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1841.5689, usercpu_time_millis: 1.679, usercpu_time_millis_testing: 0.407, usercpu_time_millis_training: 1.272,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.2024, usercpu_time_millis: 1.616, usercpu_time_millis_testing: 0.39, usercpu_time_millis_training: 1.226,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9076, f_measure: 0.8875, kappa: 0.3982, kb_relative_information_score: 9371.4353, mean_absolute_error: 0.1403, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8865, predictive_accuracy: 0.9015, prior_entropy: 0.5207, recall: 0.9015, relative_absolute_error: 0.6792, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2668, root_relative_squared_error: 0.8301, scimark_benchmark: 2095.2484, usercpu_time_millis: 10.387, usercpu_time_millis_testing: 0.381, usercpu_time_millis_training: 10.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1837.8616, usercpu_time_millis: 1.687, usercpu_time_millis_testing: 0.408, usercpu_time_millis_training: 1.279,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.7304, usercpu_time_millis: 1.619, usercpu_time_millis_testing: 0.382, usercpu_time_millis_training: 1.237,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.8462, usercpu_time_millis: 1.614, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 1.231,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1848.9043, usercpu_time_millis: 1.649, usercpu_time_millis_testing: 0.398, usercpu_time_millis_training: 1.251,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.907, f_measure: 0.8875, kappa: 0.3987, kb_relative_information_score: 9383.5501, mean_absolute_error: 0.1399, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8865, predictive_accuracy: 0.9014, prior_entropy: 0.5207, recall: 0.9014, relative_absolute_error: 0.6773, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2668, root_relative_squared_error: 0.8302, scimark_benchmark: 1852.5406, usercpu_time_millis: 9.809, usercpu_time_millis_testing: 0.396, usercpu_time_millis_training: 9.413,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1841.2265, usercpu_time_millis: 1.773, usercpu_time_millis_testing: 0.428, usercpu_time_millis_training: 1.345,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1840.5827, usercpu_time_millis: 1.666, usercpu_time_millis_testing: 0.398, usercpu_time_millis_training: 1.268,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1847.8629, usercpu_time_millis: 1.611, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 1.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1833.0807, usercpu_time_millis: 1.608, usercpu_time_millis_testing: 0.381, usercpu_time_millis_training: 1.227,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1852.859, usercpu_time_millis: 1.67, usercpu_time_millis_testing: 0.407, usercpu_time_millis_training: 1.263,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1842.6198, usercpu_time_millis: 1.687, usercpu_time_millis_testing: 0.41, usercpu_time_millis_training: 1.277,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8962, f_measure: 0.8585, kappa: 0.1977, kb_relative_information_score: 5691.8554, mean_absolute_error: 0.1694, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.874, predictive_accuracy: 0.8922, prior_entropy: 0.5207, recall: 0.8922, relative_absolute_error: 0.8197, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2803, root_relative_squared_error: 0.872, scimark_benchmark: 1853.454, usercpu_time_millis: 1.979, usercpu_time_millis_testing: 0.403, usercpu_time_millis_training: 1.576,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1849.3696, usercpu_time_millis: 1.769, usercpu_time_millis_testing: 0.429, usercpu_time_millis_training: 1.34,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1841.2361, usercpu_time_millis: 1.808, usercpu_time_millis_testing: 0.455, usercpu_time_millis_training: 1.353,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8102, f_measure: 0.8282, kb_relative_information_score: -71.875, mean_absolute_error: 0.2049, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9919, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3189, root_relative_squared_error: 0.9922, scimark_benchmark: 1849.3143, usercpu_time_millis: 1.655, usercpu_time_millis_testing: 0.381, usercpu_time_millis_training: 1.274,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1933.4253, usercpu_time_millis: 1.563, usercpu_time_millis_testing: 0.366, usercpu_time_millis_training: 1.197,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9078, f_measure: 0.8871, kappa: 0.3954, kb_relative_information_score: 9327.3153, mean_absolute_error: 0.1408, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8862, predictive_accuracy: 0.9012, prior_entropy: 0.5207, recall: 0.9012, relative_absolute_error: 0.6813, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2669, root_relative_squared_error: 0.8303, scimark_benchmark: 1843.3308, usercpu_time_millis: 8.439, usercpu_time_millis_testing: 0.408, usercpu_time_millis_training: 8.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1854.4951, usercpu_time_millis: 1.637, usercpu_time_millis_testing: 0.388, usercpu_time_millis_training: 1.249,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1853.9121, usercpu_time_millis: 1.641, usercpu_time_millis_testing: 0.395, usercpu_time_millis_training: 1.246,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1852.859, usercpu_time_millis: 1.638, usercpu_time_millis_testing: 0.389, usercpu_time_millis_training: 1.249,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8074, f_measure: 0.8282, kb_relative_information_score: -7.444, mean_absolute_error: 0.2064, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9991, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3211, root_relative_squared_error: 0.9992, scimark_benchmark: 1849.2344, usercpu_time_millis: 1.693, usercpu_time_millis_testing: 0.386, usercpu_time_millis_training: 1.307,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9088, f_measure: 0.886, kappa: 0.3869, kb_relative_information_score: 9075.9927, mean_absolute_error: 0.1432, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8858, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.6932, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2674, root_relative_squared_error: 0.8319, scimark_benchmark: 1845.8165, usercpu_time_millis: 6.414, usercpu_time_millis_testing: 0.389, usercpu_time_millis_training: 6.025,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9079, f_measure: 0.8838, kappa: 0.3709, kb_relative_information_score: 8633.176, mean_absolute_error: 0.1456, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8846, predictive_accuracy: 0.9005, prior_entropy: 0.5207, recall: 0.9005, relative_absolute_error: 0.7048, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2678, root_relative_squared_error: 0.8333, scimark_benchmark: 1886.2582, usercpu_time_millis: 4.944, usercpu_time_millis_testing: 0.387, usercpu_time_millis_training: 4.557,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9087, f_measure: 0.886, kappa: 0.3872, kb_relative_information_score: 9085.4151, mean_absolute_error: 0.143, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8858, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.6924, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2673, root_relative_squared_error: 0.8317, scimark_benchmark: 1884.6799, usercpu_time_millis: 6.323, usercpu_time_millis_testing: 0.401, usercpu_time_millis_training: 5.922,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9075, f_measure: 0.8838, kappa: 0.3695, kb_relative_information_score: 8616.3327, mean_absolute_error: 0.1471, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8854, predictive_accuracy: 0.901, prior_entropy: 0.5207, recall: 0.901, relative_absolute_error: 0.7122, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2689, root_relative_squared_error: 0.8365, scimark_benchmark: 1847.9972, usercpu_time_millis: 4.199, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 3.807,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1794.3499, usercpu_time_millis: 1.615, usercpu_time_millis_testing: 0.384, usercpu_time_millis_training: 1.231,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.905, f_measure: 0.8822, kappa: 0.3577, kb_relative_information_score: 8296.0755, mean_absolute_error: 0.1495, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8845, predictive_accuracy: 0.9004, prior_entropy: 0.5207, recall: 0.9004, relative_absolute_error: 0.7234, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.27, root_relative_squared_error: 0.84, scimark_benchmark: 1800.1483, usercpu_time_millis: 3.804, usercpu_time_millis_testing: 0.406, usercpu_time_millis_training: 3.398,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1867.47, usercpu_time_millis: 1.601, usercpu_time_millis_testing: 0.379, usercpu_time_millis_training: 1.222,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9078, f_measure: 0.8866, kappa: 0.3919, kb_relative_information_score: 9200.5029, mean_absolute_error: 0.1416, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8859, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.6852, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.267, root_relative_squared_error: 0.8307, scimark_benchmark: 1813.0559, usercpu_time_millis: 7.202, usercpu_time_millis_testing: 0.431, usercpu_time_millis_training: 6.771,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8502, f_measure: 0.8331, kappa: 0.0321, kb_relative_information_score: 2837.2474, mean_absolute_error: 0.1872, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8551, predictive_accuracy: 0.884, prior_entropy: 0.5207, recall: 0.884, relative_absolute_error: 0.9061, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2968, root_relative_squared_error: 0.9233, scimark_benchmark: 1880.1697, usercpu_time_millis: 1.677, usercpu_time_millis_testing: 0.374, usercpu_time_millis_training: 1.303,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1832.0877, usercpu_time_millis: 1.607, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 1.224,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1845.779, usercpu_time_millis: 1.702, usercpu_time_millis_testing: 0.407, usercpu_time_millis_training: 1.295,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9088, f_measure: 0.8858, kappa: 0.3854, kb_relative_information_score: 9041.5965, mean_absolute_error: 0.1435, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8858, predictive_accuracy: 0.9012, prior_entropy: 0.5207, recall: 0.9012, relative_absolute_error: 0.6946, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2674, root_relative_squared_error: 0.8321, scimark_benchmark: 1839.5957, usercpu_time_millis: 6.375, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 5.983,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9078, f_measure: 0.8875, kappa: 0.3984, kb_relative_information_score: 9371.491, mean_absolute_error: 0.1404, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8866, predictive_accuracy: 0.9015, prior_entropy: 0.5207, recall: 0.9015, relative_absolute_error: 0.6797, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2668, root_relative_squared_error: 0.8301, scimark_benchmark: 1822.1271, usercpu_time_millis: 7.254, usercpu_time_millis_testing: 0.382, usercpu_time_millis_training: 6.872,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8811, f_measure: 0.8341, kappa: 0.0388, kb_relative_information_score: 3389.3459, mean_absolute_error: 0.1852, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8572, predictive_accuracy: 0.8843, prior_entropy: 0.5207, recall: 0.8843, relative_absolute_error: 0.8964, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2942, root_relative_squared_error: 0.9152, scimark_benchmark: 1843.7903, usercpu_time_millis: 1.858, usercpu_time_millis_testing: 0.412, usercpu_time_millis_training: 1.446,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9031, f_measure: 0.8706, kappa: 0.2781, kb_relative_information_score: 6886.868, mean_absolute_error: 0.1603, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8794, predictive_accuracy: 0.8965, prior_entropy: 0.5207, recall: 0.8965, relative_absolute_error: 0.7756, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2742, root_relative_squared_error: 0.853, scimark_benchmark: 1834.1127, usercpu_time_millis: 2.619, usercpu_time_millis_testing: 0.391, usercpu_time_millis_training: 2.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1847.7442, usercpu_time_millis: 1.727, usercpu_time_millis_testing: 0.429, usercpu_time_millis_training: 1.298,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8075, f_measure: 0.8282, kb_relative_information_score: -18.1383, mean_absolute_error: 0.2063, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9983, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3209, root_relative_squared_error: 0.9984, scimark_benchmark: 1844.6071, usercpu_time_millis: 1.799, usercpu_time_millis_testing: 0.443, usercpu_time_millis_training: 1.356,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9074, f_measure: 0.8874, kappa: 0.3973, kb_relative_information_score: 9330.2868, mean_absolute_error: 0.1405, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8865, predictive_accuracy: 0.9014, prior_entropy: 0.5207, recall: 0.9014, relative_absolute_error: 0.6801, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2668, root_relative_squared_error: 0.8303, scimark_benchmark: 1849.3742, usercpu_time_millis: 9.196, usercpu_time_millis_testing: 0.385, usercpu_time_millis_training: 8.811,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8635, f_measure: 0.8502, kappa: 0.1432, kb_relative_information_score: 4563.6381, mean_absolute_error: 0.1751, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8693, predictive_accuracy: 0.8893, prior_entropy: 0.5207, recall: 0.8893, relative_absolute_error: 0.8477, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2865, root_relative_squared_error: 0.8915, scimark_benchmark: 1920.6177, usercpu_time_millis: 1.845, usercpu_time_millis_testing: 0.397, usercpu_time_millis_training: 1.448,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9048, f_measure: 0.8731, kappa: 0.2954, kb_relative_information_score: 7183.6128, mean_absolute_error: 0.1576, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8801, predictive_accuracy: 0.8973, prior_entropy: 0.5207, recall: 0.8973, relative_absolute_error: 0.7629, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2726, root_relative_squared_error: 0.8482, scimark_benchmark: 1935.4965, usercpu_time_millis: 2.626, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 2.243,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1849.3754, usercpu_time_millis: 1.597, usercpu_time_millis_testing: 0.38, usercpu_time_millis_training: 1.217,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.8844, kappa: 0.3738, kb_relative_information_score: 8688.7472, mean_absolute_error: 0.1463, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.8855, predictive_accuracy: 0.9011, prior_entropy: 0.5207, recall: 0.9011, relative_absolute_error: 0.7083, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.2682, root_relative_squared_error: 0.8345, scimark_benchmark: 1925.3537, usercpu_time_millis: 4.584, usercpu_time_millis_testing: 0.413, usercpu_time_millis_training: 4.171,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1843.8441, usercpu_time_millis: 1.669, usercpu_time_millis_testing: 0.397, usercpu_time_millis_training: 1.272,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8073, f_measure: 0.8282, kb_relative_information_score: -98.9255, mean_absolute_error: 0.2036, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9854, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3169, root_relative_squared_error: 0.9861, scimark_benchmark: 1843.7637, usercpu_time_millis: 1.736, usercpu_time_millis_testing: 0.411, usercpu_time_millis_training: 1.325,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1833.0807, usercpu_time_millis: 1.696, usercpu_time_millis_testing: 0.413, usercpu_time_millis_training: 1.283,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.8282, kb_relative_information_score: 1.4932, mean_absolute_error: 0.2066, mean_prior_absolute_error: 0.2066, number_of_instances: 45211, precision: 0.7797, predictive_accuracy: 0.883, prior_entropy: 0.5207, recall: 0.883, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3214, root_mean_squared_error: 0.3214, root_relative_squared_error: 1, scimark_benchmark: 1849.9968, usercpu_time_millis: 1.612, usercpu_time_millis_testing: 0.378, usercpu_time_millis_training: 1.234,

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