OpenML
Supervised Classification on banknote-authentication

Supervised Classification on banknote-authentication

Task 145834 Supervised Classification banknote-authentication 43621 runs submitted
0 likes downloaded by 0 people , 0 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

43621 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: 0.5005, f_measure: 0.3966, kb_relative_information_score: 0.0744, mean_absolute_error: 0.4938, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1869.6309, usercpu_time_millis: 2.159, usercpu_time_millis_testing: 0.295, usercpu_time_millis_training: 1.864,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1152.9723, mean_absolute_error: 0.0955, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.1934, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1469, root_relative_squared_error: 0.2956, scimark_benchmark: 1870.1758, usercpu_time_millis: 6.781, usercpu_time_millis_testing: 0.729, usercpu_time_millis_training: 6.052,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8899, f_measure: 0.851, kappa: 0.6996, kb_relative_information_score: 732.9405, mean_absolute_error: 0.2504, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.853, predictive_accuracy: 0.8506, prior_entropy: 0.9912, recall: 0.8506, relative_absolute_error: 0.5069, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3436, root_relative_squared_error: 0.6914, scimark_benchmark: 1866.9264, usercpu_time_millis: 2.106, usercpu_time_millis_testing: 0.235, usercpu_time_millis_training: 1.871,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9909, f_measure: 0.9452, kappa: 0.889, kb_relative_information_score: 1082.0031, mean_absolute_error: 0.1173, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9455, predictive_accuracy: 0.9453, prior_entropy: 0.9912, recall: 0.9453, relative_absolute_error: 0.2375, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2047, root_relative_squared_error: 0.4119, scimark_benchmark: 1867.6156, usercpu_time_millis: 2.619, usercpu_time_millis_testing: 0.198, usercpu_time_millis_training: 2.421,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9891, kappa: 0.9778, kb_relative_information_score: 1258.1765, mean_absolute_error: 0.0489, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.099, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1093, root_relative_squared_error: 0.2199, scimark_benchmark: 1862.7535, usercpu_time_millis: 6.83, usercpu_time_millis_testing: 0.737, usercpu_time_millis_training: 6.093,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9966, f_measure: 0.984, kappa: 0.9675, kb_relative_information_score: 1315.9232, mean_absolute_error: 0.0213, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.984, predictive_accuracy: 0.984, prior_entropy: 0.9912, recall: 0.984, relative_absolute_error: 0.0431, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.11, root_relative_squared_error: 0.2214, scimark_benchmark: 1873.4078, usercpu_time_millis: 7.127, usercpu_time_millis_testing: 0.376, usercpu_time_millis_training: 6.751,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.9179, kappa: 0.8332, kb_relative_information_score: 811.0158, mean_absolute_error: 0.2293, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9205, predictive_accuracy: 0.9184, prior_entropy: 0.9912, recall: 0.9184, relative_absolute_error: 0.4644, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2748, root_relative_squared_error: 0.5529, scimark_benchmark: 1873.4078, usercpu_time_millis: 3.361, usercpu_time_millis_testing: 0.394, usercpu_time_millis_training: 2.967,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9963, f_measure: 0.9708, kappa: 0.941, kb_relative_information_score: 1137.8303, mean_absolute_error: 0.0966, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9708, predictive_accuracy: 0.9708, prior_entropy: 0.9912, recall: 0.9708, relative_absolute_error: 0.1956, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1736, root_relative_squared_error: 0.3494, scimark_benchmark: 1925.8864, usercpu_time_millis: 1.265, usercpu_time_millis_testing: 0.088, usercpu_time_millis_training: 1.177,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9544, f_measure: 0.8546, kappa: 0.7069, kb_relative_information_score: 756.548, mean_absolute_error: 0.2435, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8567, predictive_accuracy: 0.8542, prior_entropy: 0.9912, recall: 0.8542, relative_absolute_error: 0.493, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3165, root_relative_squared_error: 0.637, scimark_benchmark: 1869.6309, usercpu_time_millis: 1.782, usercpu_time_millis_testing: 0.19, usercpu_time_millis_training: 1.592,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9825, kappa: 0.9646, kb_relative_information_score: 1123.6644, mean_absolute_error: 0.1068, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9826, predictive_accuracy: 0.9825, prior_entropy: 0.9912, recall: 0.9825, relative_absolute_error: 0.2162, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1625, root_relative_squared_error: 0.3271, scimark_benchmark: 1870.2139, usercpu_time_millis: 1.301, usercpu_time_millis_testing: 0.109, usercpu_time_millis_training: 1.192,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.3966, kb_relative_information_score: 0.0622, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1869.5308, usercpu_time_millis: 1.053, usercpu_time_millis_testing: 0.183, usercpu_time_millis_training: 0.87,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1236.2164, mean_absolute_error: 0.0601, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.1218, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.109, root_relative_squared_error: 0.2193, scimark_benchmark: 1865.8853, usercpu_time_millis: 6.329, usercpu_time_millis_testing: 0.66, usercpu_time_millis_training: 5.669,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3966, kb_relative_information_score: -0.0041, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1873.9908, usercpu_time_millis: 1.062, usercpu_time_millis_testing: 0.237, usercpu_time_millis_training: 0.825,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1290.2352, mean_absolute_error: 0.0348, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0705, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0951, root_relative_squared_error: 0.1913, scimark_benchmark: 1869.1727, usercpu_time_millis: 1.85, usercpu_time_millis_testing: 0.117, usercpu_time_millis_training: 1.733,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.981, kappa: 0.9616, kb_relative_information_score: 1317.7447, mean_absolute_error: 0.0196, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9811, predictive_accuracy: 0.9811, prior_entropy: 0.9912, recall: 0.9811, relative_absolute_error: 0.0396, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1289, root_relative_squared_error: 0.2593, scimark_benchmark: 1835.1595, usercpu_time_millis: 11.848, usercpu_time_millis_testing: 0.655, usercpu_time_millis_training: 11.193,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9588, f_measure: 0.9079, kappa: 0.8131, kb_relative_information_score: 1012.8788, mean_absolute_error: 0.1378, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9086, predictive_accuracy: 0.9082, prior_entropy: 0.9912, recall: 0.9082, relative_absolute_error: 0.279, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2689, root_relative_squared_error: 0.5412, scimark_benchmark: 1864.9214, usercpu_time_millis: 6.603, usercpu_time_millis_testing: 0.323, usercpu_time_millis_training: 6.28,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.996, f_measure: 0.9766, kappa: 0.9527, kb_relative_information_score: 1226.4788, mean_absolute_error: 0.0584, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9768, predictive_accuracy: 0.9767, prior_entropy: 0.9912, recall: 0.9767, relative_absolute_error: 0.1182, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.149, root_relative_squared_error: 0.2999, scimark_benchmark: 1865.8853, usercpu_time_millis: 0.209, usercpu_time_millis_testing: 0.141, usercpu_time_millis_training: 0.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9861, kappa: 0.9719, kb_relative_information_score: 1185.1422, mean_absolute_error: 0.0814, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9862, predictive_accuracy: 0.9862, prior_entropy: 0.9912, recall: 0.9862, relative_absolute_error: 0.1649, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1351, root_relative_squared_error: 0.272, scimark_benchmark: 1837.5298, usercpu_time_millis: 6.344, usercpu_time_millis_testing: 0.893, usercpu_time_millis_training: 5.451,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1249.3219, mean_absolute_error: 0.0542, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.1097, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1042, root_relative_squared_error: 0.2097, scimark_benchmark: 1852.3183, usercpu_time_millis: 7.109, usercpu_time_millis_testing: 0.932, usercpu_time_millis_training: 6.177,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9869, kappa: 0.9734, kb_relative_information_score: 1238.6645, mean_absolute_error: 0.0573, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9869, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.116, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1186, root_relative_squared_error: 0.2386, scimark_benchmark: 1858.5589, usercpu_time_millis: 4.297, usercpu_time_millis_testing: 0.424, usercpu_time_millis_training: 3.873,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9891, f_measure: 0.9474, kappa: 0.8935, kb_relative_information_score: 1012.1511, mean_absolute_error: 0.148, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9476, predictive_accuracy: 0.9475, prior_entropy: 0.9912, recall: 0.9475, relative_absolute_error: 0.2998, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2211, root_relative_squared_error: 0.4449, scimark_benchmark: 1854.2281, usercpu_time_millis: 0.916, usercpu_time_millis_testing: 0.194, usercpu_time_millis_training: 0.722,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9833, f_measure: 0.9201, kappa: 0.8377, kb_relative_information_score: 788.8785, mean_absolute_error: 0.2379, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9225, predictive_accuracy: 0.9206, prior_entropy: 0.9912, recall: 0.9206, relative_absolute_error: 0.4817, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2807, root_relative_squared_error: 0.5649, scimark_benchmark: 1869.1727, usercpu_time_millis: 1.272, usercpu_time_millis_testing: 0.13, usercpu_time_millis_training: 1.142,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9704, f_measure: 0.9152, kappa: 0.828, kb_relative_information_score: 986.5187, mean_absolute_error: 0.1517, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9158, predictive_accuracy: 0.9155, prior_entropy: 0.9912, recall: 0.9155, relative_absolute_error: 0.3071, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2565, root_relative_squared_error: 0.5162, scimark_benchmark: 1911.3166, usercpu_time_millis: 1.033, usercpu_time_millis_testing: 0.083, usercpu_time_millis_training: 0.95,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1305.7891, mean_absolute_error: 0.0278, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0562, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0885, root_relative_squared_error: 0.1782, scimark_benchmark: 1865.3572, usercpu_time_millis: 2.049, usercpu_time_millis_testing: 0.125, usercpu_time_millis_training: 1.924,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9548, f_measure: 0.8618, kappa: 0.7211, kb_relative_information_score: 755.4202, mean_absolute_error: 0.2442, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8632, predictive_accuracy: 0.8615, prior_entropy: 0.9912, recall: 0.8615, relative_absolute_error: 0.4944, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3135, root_relative_squared_error: 0.6308, scimark_benchmark: 1868.3805, usercpu_time_millis: 0.994, usercpu_time_millis_testing: 0.09, usercpu_time_millis_training: 0.904,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, f_measure: 0.3966, kb_relative_information_score: -0.0062, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1875.903, usercpu_time_millis: 0.772, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.665,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1286.747, mean_absolute_error: 0.0369, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0746, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0927, root_relative_squared_error: 0.1866, scimark_benchmark: 2079.2713, usercpu_time_millis: 7.091, usercpu_time_millis_testing: 0.613, usercpu_time_millis_training: 6.478,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9764, f_measure: 0.9112, kappa: 0.8196, kb_relative_information_score: 833.1249, mean_absolute_error: 0.2186, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9143, predictive_accuracy: 0.9118, prior_entropy: 0.9912, recall: 0.9118, relative_absolute_error: 0.4426, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2741, root_relative_squared_error: 0.5517, scimark_benchmark: 1872.9496, usercpu_time_millis: 4.09, usercpu_time_millis_testing: 0.489, usercpu_time_millis_training: 3.601,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.9658, kappa: 0.9307, kb_relative_information_score: 1104.2071, mean_absolute_error: 0.1115, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9659, predictive_accuracy: 0.9657, prior_entropy: 0.9912, recall: 0.9657, relative_absolute_error: 0.2257, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1838, root_relative_squared_error: 0.3698, scimark_benchmark: 1850.1073, usercpu_time_millis: 5.347, usercpu_time_millis_testing: 0.507, usercpu_time_millis_training: 4.84,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9891, kappa: 0.9778, kb_relative_information_score: 1300.9353, mean_absolute_error: 0.0298, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0603, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0921, root_relative_squared_error: 0.1854, scimark_benchmark: 1862.1704, usercpu_time_millis: 6.434, usercpu_time_millis_testing: 0.523, usercpu_time_millis_training: 5.911,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9976, f_measure: 0.9738, kappa: 0.9469, kb_relative_information_score: 1139.6129, mean_absolute_error: 0.098, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9738, predictive_accuracy: 0.9738, prior_entropy: 0.9912, recall: 0.9738, relative_absolute_error: 0.1984, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1649, root_relative_squared_error: 0.3318, scimark_benchmark: 1880.0035, usercpu_time_millis: 4.499, usercpu_time_millis_testing: 0.391, usercpu_time_millis_training: 4.108,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.946, kappa: 0.8905, kb_relative_information_score: 922.7207, mean_absolute_error: 0.1869, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9462, predictive_accuracy: 0.9461, prior_entropy: 0.9912, recall: 0.9461, relative_absolute_error: 0.3784, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2363, root_relative_squared_error: 0.4756, scimark_benchmark: 1858.7122, usercpu_time_millis: 2.522, usercpu_time_millis_testing: 0.372, usercpu_time_millis_training: 2.15,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9947, f_measure: 0.9701, kappa: 0.9396, kb_relative_information_score: 1008.567, mean_absolute_error: 0.1536, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9704, predictive_accuracy: 0.9701, prior_entropy: 0.9912, recall: 0.9701, relative_absolute_error: 0.3109, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2059, root_relative_squared_error: 0.4143, scimark_benchmark: 1871.2001, usercpu_time_millis: 2.436, usercpu_time_millis_testing: 0.343, usercpu_time_millis_training: 2.093,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9939, f_measure: 0.9562, kappa: 0.9112, kb_relative_information_score: 1132.2008, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9564, predictive_accuracy: 0.9563, prior_entropy: 0.9912, recall: 0.9563, relative_absolute_error: 0.1958, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1849, root_relative_squared_error: 0.3721, scimark_benchmark: 1856.799, usercpu_time_millis: 6.079, usercpu_time_millis_testing: 0.532, usercpu_time_millis_training: 5.547,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1313.9311, mean_absolute_error: 0.0239, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0484, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0868, root_relative_squared_error: 0.1747, scimark_benchmark: 1849.2614, usercpu_time_millis: 8.027, usercpu_time_millis_testing: 0.74, usercpu_time_millis_training: 7.287,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9427, f_measure: 0.8908, kappa: 0.7782, kb_relative_information_score: 372.6201, mean_absolute_error: 0.3863, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8979, predictive_accuracy: 0.8921, prior_entropy: 0.9912, recall: 0.8921, relative_absolute_error: 0.7821, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3993, root_relative_squared_error: 0.8035, scimark_benchmark: 1865.9581, usercpu_time_millis: 2.172, usercpu_time_millis_testing: 0.358, usercpu_time_millis_training: 1.814,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1296.2986, mean_absolute_error: 0.0314, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0635, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1031, root_relative_squared_error: 0.2074, scimark_benchmark: 1842.0122, usercpu_time_millis: 0.7, usercpu_time_millis_testing: 0.034, usercpu_time_millis_training: 0.666,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1316.0472, mean_absolute_error: 0.0233, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0472, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0828, root_relative_squared_error: 0.1667, scimark_benchmark: 1869.1727, usercpu_time_millis: 0.399, usercpu_time_millis_testing: 0.029, usercpu_time_millis_training: 0.37,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9599, kappa: 0.9189, kb_relative_information_score: 979.5252, mean_absolute_error: 0.1647, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9599, predictive_accuracy: 0.9599, prior_entropy: 0.9912, recall: 0.9599, relative_absolute_error: 0.3335, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2182, root_relative_squared_error: 0.4391, scimark_benchmark: 1872.8797, usercpu_time_millis: 4.469, usercpu_time_millis_testing: 0.49, usercpu_time_millis_training: 3.979,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.99, f_measure: 0.9416, kappa: 0.8815, kb_relative_information_score: 1094.4424, mean_absolute_error: 0.1104, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9419, predictive_accuracy: 0.9417, prior_entropy: 0.9912, recall: 0.9417, relative_absolute_error: 0.2236, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2057, root_relative_squared_error: 0.4139, scimark_benchmark: 1853.9197, usercpu_time_millis: 5.598, usercpu_time_millis_testing: 0.61, usercpu_time_millis_training: 4.988,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9844, f_measure: 0.9179, kappa: 0.8332, kb_relative_information_score: 810.9974, mean_absolute_error: 0.2293, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9203, predictive_accuracy: 0.9184, prior_entropy: 0.9912, recall: 0.9184, relative_absolute_error: 0.4642, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2739, root_relative_squared_error: 0.5511, scimark_benchmark: 1870.557, usercpu_time_millis: 0.752, usercpu_time_millis_testing: 0.203, usercpu_time_millis_training: 0.549,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.9211, kappa: 0.8398, kb_relative_information_score: 1032.1581, mean_absolute_error: 0.1323, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9217, predictive_accuracy: 0.9213, prior_entropy: 0.9912, recall: 0.9213, relative_absolute_error: 0.2678, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2439, root_relative_squared_error: 0.4907, scimark_benchmark: 1873.4078, usercpu_time_millis: 0.064, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 0.052,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9576, f_measure: 0.8916, kappa: 0.7798, kb_relative_information_score: 554.2179, mean_absolute_error: 0.3231, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8985, predictive_accuracy: 0.8929, prior_entropy: 0.9912, recall: 0.8929, relative_absolute_error: 0.6541, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3518, root_relative_squared_error: 0.708, scimark_benchmark: 1874.5188, usercpu_time_millis: 1.665, usercpu_time_millis_testing: 0.228, usercpu_time_millis_training: 1.437,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9912, kappa: 0.9823, kb_relative_information_score: 1275.5757, mean_absolute_error: 0.0417, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.0843, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0992, root_relative_squared_error: 0.1996, scimark_benchmark: 1823.238, usercpu_time_millis: 7.075, usercpu_time_millis_testing: 0.712, usercpu_time_millis_training: 6.363,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9803, kappa: 0.9601, kb_relative_information_score: 1172.3962, mean_absolute_error: 0.0852, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9803, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1725, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1487, root_relative_squared_error: 0.2992, scimark_benchmark: 1851.2072, usercpu_time_millis: 3.476, usercpu_time_millis_testing: 0.322, usercpu_time_millis_training: 3.154,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9518, kappa: 0.9024, kb_relative_information_score: 1086.2415, mean_absolute_error: 0.1159, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9519, predictive_accuracy: 0.9519, prior_entropy: 0.9912, recall: 0.9519, relative_absolute_error: 0.2347, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2014, root_relative_squared_error: 0.4053, scimark_benchmark: 1869.1029, usercpu_time_millis: 1.738, usercpu_time_millis_testing: 0.147, usercpu_time_millis_training: 1.591,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1310.5769, mean_absolute_error: 0.0258, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0523, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0841, root_relative_squared_error: 0.1691, scimark_benchmark: 1874.977, usercpu_time_millis: 9.895, usercpu_time_millis_testing: 0.827, usercpu_time_millis_training: 9.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9701, kappa: 0.9394, kb_relative_information_score: 1145.9325, mean_absolute_error: 0.0932, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9701, predictive_accuracy: 0.9701, prior_entropy: 0.9912, recall: 0.9701, relative_absolute_error: 0.1888, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1706, root_relative_squared_error: 0.3433, scimark_benchmark: 1869.3925, usercpu_time_millis: 1.174, usercpu_time_millis_testing: 0.089, usercpu_time_millis_training: 1.085,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1300.434, mean_absolute_error: 0.0307, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0621, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0867, root_relative_squared_error: 0.1745, scimark_benchmark: 1839.482, usercpu_time_millis: 5.057, usercpu_time_millis_testing: 0.42, usercpu_time_millis_training: 4.637,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9803, f_measure: 0.9141, kappa: 0.8256, kb_relative_information_score: 733.5939, mean_absolute_error: 0.2591, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9173, predictive_accuracy: 0.9147, prior_entropy: 0.9912, recall: 0.9147, relative_absolute_error: 0.5247, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2965, root_relative_squared_error: 0.5966, scimark_benchmark: 1857.3271, usercpu_time_millis: 2.835, usercpu_time_millis_testing: 0.363, usercpu_time_millis_training: 2.472,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.965, kappa: 0.9292, kb_relative_information_score: 1079.5236, mean_absolute_error: 0.1213, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9651, predictive_accuracy: 0.965, prior_entropy: 0.9912, recall: 0.965, relative_absolute_error: 0.2457, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1945, root_relative_squared_error: 0.3915, scimark_benchmark: 1853.1745, usercpu_time_millis: 3.737, usercpu_time_millis_testing: 0.327, usercpu_time_millis_training: 3.41,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1217.6087, mean_absolute_error: 0.0682, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.1381, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1178, root_relative_squared_error: 0.2371, scimark_benchmark: 1860.9814, usercpu_time_millis: 8.352, usercpu_time_millis_testing: 0.878, usercpu_time_millis_training: 7.474,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9899, f_measure: 0.9474, kappa: 0.8934, kb_relative_information_score: 1030.4097, mean_absolute_error: 0.1405, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9477, predictive_accuracy: 0.9475, prior_entropy: 0.9912, recall: 0.9475, relative_absolute_error: 0.2845, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2159, root_relative_squared_error: 0.4344, scimark_benchmark: 1866.8113, usercpu_time_millis: 0.723, usercpu_time_millis_testing: 0.052, usercpu_time_millis_training: 0.671,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1274.1787, mean_absolute_error: 0.0421, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9906, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0853, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1007, root_relative_squared_error: 0.2026, scimark_benchmark: 1833.0286, usercpu_time_millis: 7.827, usercpu_time_millis_testing: 0.833, usercpu_time_millis_training: 6.994,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9939, f_measure: 0.9569, kappa: 0.9127, kb_relative_information_score: 1146.2544, mean_absolute_error: 0.0913, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9572, predictive_accuracy: 0.957, prior_entropy: 0.9912, recall: 0.957, relative_absolute_error: 0.1848, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1795, root_relative_squared_error: 0.3611, scimark_benchmark: 1901.2898, usercpu_time_millis: 7.505, usercpu_time_millis_testing: 0.476, usercpu_time_millis_training: 7.029,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9869, kappa: 0.9734, kb_relative_information_score: 1260.8551, mean_absolute_error: 0.047, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9869, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.0952, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.113, root_relative_squared_error: 0.2274, scimark_benchmark: 1852.7764, usercpu_time_millis: 0.882, usercpu_time_millis_testing: 0.067, usercpu_time_millis_training: 0.815,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1253.9069, mean_absolute_error: 0.0521, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9934, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.1056, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1024, root_relative_squared_error: 0.206, scimark_benchmark: 1869.6309, usercpu_time_millis: 8.258, usercpu_time_millis_testing: 0.931, usercpu_time_millis_training: 7.327,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9781, kappa: 0.9556, kb_relative_information_score: 1206.9139, mean_absolute_error: 0.069, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9782, predictive_accuracy: 0.9781, prior_entropy: 0.9912, recall: 0.9781, relative_absolute_error: 0.1398, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1422, root_relative_squared_error: 0.2861, scimark_benchmark: 1829.6057, usercpu_time_millis: 3.964, usercpu_time_millis_testing: 0.406, usercpu_time_millis_training: 3.558,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1262.2334, mean_absolute_error: 0.0457, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.0925, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1203, root_relative_squared_error: 0.242, scimark_benchmark: 1872.9496, usercpu_time_millis: 7.623, usercpu_time_millis_testing: 0.521, usercpu_time_millis_training: 7.102,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9722, f_measure: 0.9159, kappa: 0.8295, kb_relative_information_score: 1010.4436, mean_absolute_error: 0.1408, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9165, predictive_accuracy: 0.9162, prior_entropy: 0.9912, recall: 0.9162, relative_absolute_error: 0.2851, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2544, root_relative_squared_error: 0.512, scimark_benchmark: 1825.1531, usercpu_time_millis: 4.257, usercpu_time_millis_testing: 0.273, usercpu_time_millis_training: 3.984,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1308.8923, mean_absolute_error: 0.0262, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0531, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.089, root_relative_squared_error: 0.1791, scimark_benchmark: 1855.3627, usercpu_time_millis: 1.622, usercpu_time_millis_testing: 0.104, usercpu_time_millis_training: 1.518,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9964, f_measure: 0.973, kappa: 0.9453, kb_relative_information_score: 1185.0211, mean_absolute_error: 0.0771, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9731, predictive_accuracy: 0.973, prior_entropy: 0.9912, recall: 0.973, relative_absolute_error: 0.1562, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1585, root_relative_squared_error: 0.319, scimark_benchmark: 1823.238, usercpu_time_millis: 3.11, usercpu_time_millis_testing: 0.198, usercpu_time_millis_training: 2.912,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9905, f_measure: 0.9467, kappa: 0.892, kb_relative_information_score: 1075.5932, mean_absolute_error: 0.1198, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9469, predictive_accuracy: 0.9468, prior_entropy: 0.9912, recall: 0.9468, relative_absolute_error: 0.2426, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2076, root_relative_squared_error: 0.4178, scimark_benchmark: 1861.6424, usercpu_time_millis: 1.973, usercpu_time_millis_testing: 0.156, usercpu_time_millis_training: 1.817,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9906, f_measure: 0.9548, kappa: 0.9084, kb_relative_information_score: 1036.8306, mean_absolute_error: 0.1386, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9548, predictive_accuracy: 0.9548, prior_entropy: 0.9912, recall: 0.9548, relative_absolute_error: 0.2806, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2112, root_relative_squared_error: 0.425, scimark_benchmark: 1827.9787, usercpu_time_millis: 4.247, usercpu_time_millis_testing: 0.406, usercpu_time_millis_training: 3.841,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1256.7308, mean_absolute_error: 0.051, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.1032, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1005, root_relative_squared_error: 0.2023, scimark_benchmark: 1864.3739, usercpu_time_millis: 8.049, usercpu_time_millis_testing: 0.811, usercpu_time_millis_training: 7.238,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9688, f_measure: 0.8926, kappa: 0.7822, kb_relative_information_score: 771.8494, mean_absolute_error: 0.2416, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8929, predictive_accuracy: 0.8929, prior_entropy: 0.9912, recall: 0.8929, relative_absolute_error: 0.4892, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2915, root_relative_squared_error: 0.5866, scimark_benchmark: 1848.6532, usercpu_time_millis: 0.846, usercpu_time_millis_testing: 0.088, usercpu_time_millis_training: 0.758,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1252.2198, mean_absolute_error: 0.0528, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.1068, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1043, root_relative_squared_error: 0.2099, scimark_benchmark: 1869.6309, usercpu_time_millis: 2.468, usercpu_time_millis_testing: 0.24, usercpu_time_millis_training: 2.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9883, kappa: 0.9763, kb_relative_information_score: 1273.9851, mean_absolute_error: 0.0409, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.0828, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1093, root_relative_squared_error: 0.22, scimark_benchmark: 1846.1643, usercpu_time_millis: 0.209, usercpu_time_millis_testing: 0.151, usercpu_time_millis_training: 0.058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.984, kappa: 0.9675, kb_relative_information_score: 1214.2204, mean_absolute_error: 0.0668, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.984, predictive_accuracy: 0.984, prior_entropy: 0.9912, recall: 0.984, relative_absolute_error: 0.1353, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1348, root_relative_squared_error: 0.2712, scimark_benchmark: 1865.9946, usercpu_time_millis: 0.856, usercpu_time_millis_testing: 0.062, usercpu_time_millis_training: 0.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.976, f_measure: 0.9188, kappa: 0.8353, kb_relative_information_score: 1019.753, mean_absolute_error: 0.1377, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9196, predictive_accuracy: 0.9191, prior_entropy: 0.9912, recall: 0.9191, relative_absolute_error: 0.2787, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2476, root_relative_squared_error: 0.4983, scimark_benchmark: 1854.3038, usercpu_time_millis: 1.957, usercpu_time_millis_testing: 0.146, usercpu_time_millis_training: 1.811,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.884, f_measure: 0.851, kappa: 0.6996, kb_relative_information_score: 731.7061, mean_absolute_error: 0.2513, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.853, predictive_accuracy: 0.8506, prior_entropy: 0.9912, recall: 0.8506, relative_absolute_error: 0.5088, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3461, root_relative_squared_error: 0.6965, scimark_benchmark: 1843.4825, usercpu_time_millis: 2.921, usercpu_time_millis_testing: 0.298, usercpu_time_millis_training: 2.623,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9685, f_measure: 0.8908, kappa: 0.7783, kb_relative_information_score: 610.5887, mean_absolute_error: 0.3038, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8976, predictive_accuracy: 0.8921, prior_entropy: 0.9912, recall: 0.8921, relative_absolute_error: 0.6152, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3328, root_relative_squared_error: 0.6697, scimark_benchmark: 1871.3742, usercpu_time_millis: 0.691, usercpu_time_millis_testing: 0.094, usercpu_time_millis_training: 0.597,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.971, f_measure: 0.9106, kappa: 0.8185, kb_relative_information_score: 903.5841, mean_absolute_error: 0.1874, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9124, predictive_accuracy: 0.9111, prior_entropy: 0.9912, recall: 0.9111, relative_absolute_error: 0.3794, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.267, root_relative_squared_error: 0.5372, scimark_benchmark: 1911.7442, usercpu_time_millis: 3.667, usercpu_time_millis_testing: 0.413, usercpu_time_millis_training: 3.254,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9665, kappa: 0.932, kb_relative_information_score: 1185.4016, mean_absolute_error: 0.0753, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9665, predictive_accuracy: 0.9665, prior_entropy: 0.9912, recall: 0.9665, relative_absolute_error: 0.1524, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1674, root_relative_squared_error: 0.3368, scimark_benchmark: 1842.4577, usercpu_time_millis: 10.434, usercpu_time_millis_testing: 0.688, usercpu_time_millis_training: 9.746,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9912, kappa: 0.9823, kb_relative_information_score: 1305.1643, mean_absolute_error: 0.0275, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.0557, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0988, root_relative_squared_error: 0.1989, scimark_benchmark: 1871.2729, usercpu_time_millis: 12.32, usercpu_time_millis_testing: 0.777, usercpu_time_millis_training: 11.543,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9587, f_measure: 0.8916, kappa: 0.7798, kb_relative_information_score: 440.9401, mean_absolute_error: 0.3635, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8985, predictive_accuracy: 0.8929, prior_entropy: 0.9912, recall: 0.8929, relative_absolute_error: 0.736, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3804, root_relative_squared_error: 0.7654, scimark_benchmark: 1881.4702, usercpu_time_millis: 2.561, usercpu_time_millis_testing: 0.342, usercpu_time_millis_training: 2.219,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1318.5375, mean_absolute_error: 0.0217, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0439, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0863, root_relative_squared_error: 0.1737, scimark_benchmark: 1840.6372, usercpu_time_millis: 2.803, usercpu_time_millis_testing: 0.166, usercpu_time_millis_training: 2.637,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9922, f_measure: 0.9621, kappa: 0.9233, kb_relative_information_score: 969.4714, mean_absolute_error: 0.1687, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9621, predictive_accuracy: 0.9621, prior_entropy: 0.9912, recall: 0.9621, relative_absolute_error: 0.3415, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2217, root_relative_squared_error: 0.4462, scimark_benchmark: 1825.7253, usercpu_time_millis: 0.636, usercpu_time_millis_testing: 0.053, usercpu_time_millis_training: 0.583,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9777, f_measure: 0.9142, kappa: 0.8258, kb_relative_information_score: 959.3751, mean_absolute_error: 0.1644, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9167, predictive_accuracy: 0.9147, prior_entropy: 0.9912, recall: 0.9147, relative_absolute_error: 0.3328, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2541, root_relative_squared_error: 0.5113, scimark_benchmark: 1863.2353, usercpu_time_millis: 2.392, usercpu_time_millis_testing: 0.278, usercpu_time_millis_training: 2.114,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1307.457, mean_absolute_error: 0.027, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0547, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.088, root_relative_squared_error: 0.177, scimark_benchmark: 1873.9387, usercpu_time_millis: 2.643, usercpu_time_millis_testing: 0.159, usercpu_time_millis_training: 2.484,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1294.79, mean_absolute_error: 0.0326, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0661, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0942, root_relative_squared_error: 0.1895, scimark_benchmark: 1852.3546, usercpu_time_millis: 9.338, usercpu_time_millis_testing: 0.773, usercpu_time_millis_training: 8.565,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9891, kappa: 0.9778, kb_relative_information_score: 1290.1484, mean_absolute_error: 0.0339, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0686, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1067, root_relative_squared_error: 0.2148, scimark_benchmark: 1869.1029, usercpu_time_millis: 3.593, usercpu_time_millis_testing: 0.224, usercpu_time_millis_training: 3.369,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1290.749, mean_absolute_error: 0.0345, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0699, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0953, root_relative_squared_error: 0.1918, scimark_benchmark: 1833.5175, usercpu_time_millis: 0.893, usercpu_time_millis_testing: 0.052, usercpu_time_millis_training: 0.841,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1269.2259, mean_absolute_error: 0.0431, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0872, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1151, root_relative_squared_error: 0.2316, scimark_benchmark: 1920.9, usercpu_time_millis: 3.677, usercpu_time_millis_testing: 0.194, usercpu_time_millis_training: 3.483,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9916, f_measure: 0.9497, kappa: 0.898, kb_relative_information_score: 955.7882, mean_absolute_error: 0.174, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9498, predictive_accuracy: 0.9497, prior_entropy: 0.9912, recall: 0.9497, relative_absolute_error: 0.3522, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2267, root_relative_squared_error: 0.4562, scimark_benchmark: 1869.1029, usercpu_time_millis: 4.886, usercpu_time_millis_testing: 0.546, usercpu_time_millis_training: 4.34,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9985, f_measure: 0.9832, kappa: 0.966, kb_relative_information_score: 1187.7719, mean_absolute_error: 0.0776, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9833, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.1571, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.148, root_relative_squared_error: 0.2978, scimark_benchmark: 1915.2725, usercpu_time_millis: 1.838, usercpu_time_millis_testing: 0.155, usercpu_time_millis_training: 1.683,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1252.0905, mean_absolute_error: 0.053, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.1074, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1024, root_relative_squared_error: 0.2061, scimark_benchmark: 1848.6702, usercpu_time_millis: 4.786, usercpu_time_millis_testing: 0.474, usercpu_time_millis_training: 4.312,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9914, f_measure: 0.9556, kappa: 0.9101, kb_relative_information_score: 1210.9127, mean_absolute_error: 0.0613, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9557, predictive_accuracy: 0.9555, prior_entropy: 0.9912, recall: 0.9555, relative_absolute_error: 0.1241, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1776, root_relative_squared_error: 0.3574, scimark_benchmark: 1869.6309, usercpu_time_millis: 11.327, usercpu_time_millis_testing: 0.56, usercpu_time_millis_training: 10.767,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9869, kappa: 0.9734, kb_relative_information_score: 1150.5747, mean_absolute_error: 0.0965, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9869, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.1953, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1478, root_relative_squared_error: 0.2975, scimark_benchmark: 1853.3906, usercpu_time_millis: 6.676, usercpu_time_millis_testing: 0.831, usercpu_time_millis_training: 5.845,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1313.7632, mean_absolute_error: 0.0229, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9877, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.0464, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1033, root_relative_squared_error: 0.2079, scimark_benchmark: 1846.623, usercpu_time_millis: 7.953, usercpu_time_millis_testing: 0.494, usercpu_time_millis_training: 7.459,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -0.1104, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1845.615, usercpu_time_millis: 0.626, usercpu_time_millis_testing: 0.07, usercpu_time_millis_training: 0.556,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1302.3542, mean_absolute_error: 0.0296, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.0599, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0875, root_relative_squared_error: 0.1761, scimark_benchmark: 1865.8853, usercpu_time_millis: 5.575, usercpu_time_millis_testing: 0.478, usercpu_time_millis_training: 5.097,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1267.7792, mean_absolute_error: 0.0441, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.0893, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1093, root_relative_squared_error: 0.2199, scimark_benchmark: 1873.8058, usercpu_time_millis: 6.082, usercpu_time_millis_testing: 0.482, usercpu_time_millis_training: 5.6,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9272, f_measure: 0.8532, kappa: 0.7041, kb_relative_information_score: 551.1398, mean_absolute_error: 0.3242, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8555, predictive_accuracy: 0.8528, prior_entropy: 0.9912, recall: 0.8528, relative_absolute_error: 0.6565, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3538, root_relative_squared_error: 0.7121, scimark_benchmark: 1871.7311, usercpu_time_millis: 1.783, usercpu_time_millis_testing: 0.253, usercpu_time_millis_training: 1.53,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1289.4334, mean_absolute_error: 0.0349, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.0707, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0973, root_relative_squared_error: 0.1959, scimark_benchmark: 1865.8853, usercpu_time_millis: 5.68, usercpu_time_millis_testing: 0.462, usercpu_time_millis_training: 5.218,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.3966, kb_relative_information_score: -0.0861, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1869.1029, usercpu_time_millis: 0.941, usercpu_time_millis_testing: 0.17, usercpu_time_millis_training: 0.771,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9974, f_measure: 0.9759, kappa: 0.9513, kb_relative_information_score: 1195.7577, mean_absolute_error: 0.0728, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.976, predictive_accuracy: 0.9759, prior_entropy: 0.9912, recall: 0.9759, relative_absolute_error: 0.1474, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1525, root_relative_squared_error: 0.3068, scimark_benchmark: 1866.9501, usercpu_time_millis: 0.639, usercpu_time_millis_testing: 0.039, usercpu_time_millis_training: 0.6,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9861, kappa: 0.9719, kb_relative_information_score: 1275.3752, mean_absolute_error: 0.0401, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9863, predictive_accuracy: 0.9862, prior_entropy: 0.9912, recall: 0.9862, relative_absolute_error: 0.0812, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1123, root_relative_squared_error: 0.226, scimark_benchmark: 1867.3423, usercpu_time_millis: 0.126, usercpu_time_millis_testing: 0.018, usercpu_time_millis_training: 0.108,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.9803, kappa: 0.9601, kb_relative_information_score: 1173.2608, mean_absolute_error: 0.0843, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9803, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1707, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1515, root_relative_squared_error: 0.305, scimark_benchmark: 1858.4861, usercpu_time_millis: 7.97, usercpu_time_millis_testing: 0.675, usercpu_time_millis_training: 7.295,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1290.1707, mean_absolute_error: 0.0352, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0713, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0922, root_relative_squared_error: 0.1855, scimark_benchmark: 1867.6156, usercpu_time_millis: 5.901, usercpu_time_millis_testing: 0.509, usercpu_time_millis_training: 5.392,

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