OpenML
Supervised Classification on steel-plates-fault

Supervised Classification on steel-plates-fault

Task 145872 Supervised Classification steel-plates-fault 132228 runs submitted
0 likes downloaded by 0 people , 0 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

132228 Runs

Fetching data
Note: Chart is limited to the 100 best flows, and the 100 best runs for each flow.
Fetching data
Search runs in more detail
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1917.214, mean_absolute_error: 0.0077, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0169, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0163, root_relative_squared_error: 0.0343, scimark_benchmark: 1332.9609, usercpu_time_millis: 30.39, usercpu_time_millis_testing: 0.82, usercpu_time_millis_training: 29.57,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9679, kappa: 0.9299, kb_relative_information_score: 1318.4399, mean_absolute_error: 0.1704, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9703, predictive_accuracy: 0.9675, prior_entropy: 0.9313, recall: 0.9675, relative_absolute_error: 0.3762, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.22, root_relative_squared_error: 0.4622, scimark_benchmark: 1300.7479, usercpu_time_millis: 5.244, usercpu_time_millis_testing: 0.297, usercpu_time_millis_training: 4.947,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9861, kappa: 0.9692, kb_relative_information_score: 1393.4636, mean_absolute_error: 0.1551, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9861, predictive_accuracy: 0.9861, prior_entropy: 0.9313, recall: 0.9861, relative_absolute_error: 0.3423, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1978, root_relative_squared_error: 0.4156, scimark_benchmark: 1333.7662, usercpu_time_millis: 29.855, usercpu_time_millis_testing: 2.108, usercpu_time_millis_training: 27.747,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.5163, kb_relative_information_score: -0.0851, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1339.0874, usercpu_time_millis: 1.844, usercpu_time_millis_testing: 0.354, usercpu_time_millis_training: 1.49,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, f_measure: 0.5163, kb_relative_information_score: -0.1011, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1342.9454, usercpu_time_millis: 0.902, usercpu_time_millis_testing: 0.185, usercpu_time_millis_training: 0.717,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4981, f_measure: 0.5163, kb_relative_information_score: 0.0299, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1338.0084, usercpu_time_millis: 2.655, usercpu_time_millis_testing: 0.582, usercpu_time_millis_training: 2.073,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1936.9229, mean_absolute_error: 0.0012, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0027, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0051, root_relative_squared_error: 0.0108, scimark_benchmark: 1348.6046, usercpu_time_millis: 29.89, usercpu_time_millis_testing: 0.769, usercpu_time_millis_training: 29.121,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1938.9155, mean_absolute_error: 0.0006, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0013, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0049, root_relative_squared_error: 0.0102, scimark_benchmark: 1334.4722, usercpu_time_millis: 21.119, usercpu_time_millis_testing: 0.525, usercpu_time_millis_training: 20.594,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1876.2306, mean_absolute_error: 0.0203, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0448, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0439, root_relative_squared_error: 0.0922, scimark_benchmark: 1337.6213, usercpu_time_millis: 8.96, usercpu_time_millis_testing: 0.385, usercpu_time_millis_training: 8.575,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9908, f_measure: 0.9505, kappa: 0.8921, kb_relative_information_score: 1030.6882, mean_absolute_error: 0.2401, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9533, predictive_accuracy: 0.95, prior_entropy: 0.9313, recall: 0.95, relative_absolute_error: 0.5299, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2854, root_relative_squared_error: 0.5997, scimark_benchmark: 1345.1985, usercpu_time_millis: 7.664, usercpu_time_millis_testing: 0.636, usercpu_time_millis_training: 7.028,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1886.8295, mean_absolute_error: 0.017, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0376, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0394, root_relative_squared_error: 0.0829, scimark_benchmark: 1323.3883, usercpu_time_millis: 22.626, usercpu_time_millis_testing: 0.813, usercpu_time_millis_training: 21.813,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1935.5652, mean_absolute_error: 0.0017, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0037, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0064, root_relative_squared_error: 0.0134, scimark_benchmark: 1343.9464, usercpu_time_millis: 24.25, usercpu_time_millis_testing: 0.676, usercpu_time_millis_training: 23.574,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1913.366, mean_absolute_error: 0.0086, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0191, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0278, root_relative_squared_error: 0.0585, scimark_benchmark: 1347.2678, usercpu_time_millis: 34.704, usercpu_time_millis_testing: 1.05, usercpu_time_millis_training: 33.654,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1937.0837, mean_absolute_error: 0.0012, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0026, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0072, root_relative_squared_error: 0.0151, scimark_benchmark: 1340.9095, usercpu_time_millis: 26.018, usercpu_time_millis_testing: 0.566, usercpu_time_millis_training: 25.452,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9909, f_measure: 0.9435, kappa: 0.8737, kb_relative_information_score: 884.544, mean_absolute_error: 0.277, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9463, predictive_accuracy: 0.9444, prior_entropy: 0.9313, recall: 0.9444, relative_absolute_error: 0.6113, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3147, root_relative_squared_error: 0.6613, scimark_benchmark: 1333.1236, usercpu_time_millis: 8.056, usercpu_time_millis_testing: 0.847, usercpu_time_millis_training: 7.209,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1862.4255, mean_absolute_error: 0.0245, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.054, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0509, root_relative_squared_error: 0.1069, scimark_benchmark: 1332.5736, usercpu_time_millis: 11.437, usercpu_time_millis_testing: 0.499, usercpu_time_millis_training: 10.938,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1878.8814, mean_absolute_error: 0.0195, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.043, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0431, root_relative_squared_error: 0.0905, scimark_benchmark: 1342.5644, usercpu_time_millis: 14.387, usercpu_time_millis_testing: 0.466, usercpu_time_millis_training: 13.921,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9621, kappa: 0.9158, kb_relative_information_score: 1090.529, mean_absolute_error: 0.2287, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9628, predictive_accuracy: 0.9624, prior_entropy: 0.9313, recall: 0.9624, relative_absolute_error: 0.5047, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2714, root_relative_squared_error: 0.5703, scimark_benchmark: 1336.4024, usercpu_time_millis: 6.321, usercpu_time_millis_testing: 0.772, usercpu_time_millis_training: 5.549,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1908.5073, mean_absolute_error: 0.0103, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0227, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0278, root_relative_squared_error: 0.0584, scimark_benchmark: 1339.3263, usercpu_time_millis: 30.449, usercpu_time_millis_testing: 1.091, usercpu_time_millis_training: 29.358,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9972, f_measure: 0.9628, kappa: 0.919, kb_relative_information_score: 1369.4869, mean_absolute_error: 0.1552, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9661, predictive_accuracy: 0.9624, prior_entropy: 0.9313, recall: 0.9624, relative_absolute_error: 0.3425, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2112, root_relative_squared_error: 0.4438, scimark_benchmark: 1335.6525, usercpu_time_millis: 12.958, usercpu_time_millis_testing: 0.696, usercpu_time_millis_training: 12.262,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9851, kappa: 0.967, kb_relative_information_score: 1250.7377, mean_absolute_error: 0.1925, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9851, predictive_accuracy: 0.9851, prior_entropy: 0.9313, recall: 0.9851, relative_absolute_error: 0.4249, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2301, root_relative_squared_error: 0.4836, scimark_benchmark: 1337.7723, usercpu_time_millis: 0.813, usercpu_time_millis_testing: 0.107, usercpu_time_millis_training: 0.706,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9371, f_measure: 0.586, kappa: 0.1189, kb_relative_information_score: 332.0207, mean_absolute_error: 0.3876, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7878, predictive_accuracy: 0.6857, prior_entropy: 0.9313, recall: 0.6857, relative_absolute_error: 0.8556, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4179, root_relative_squared_error: 0.8781, scimark_benchmark: 1334.4908, usercpu_time_millis: 4.286, usercpu_time_millis_testing: 0.536, usercpu_time_millis_training: 3.75,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1831.2407, mean_absolute_error: 0.0342, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0754, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.062, root_relative_squared_error: 0.1302, scimark_benchmark: 1332.6182, usercpu_time_millis: 3.212, usercpu_time_millis_testing: 0.134, usercpu_time_millis_training: 3.078,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9841, kappa: 0.9651, kb_relative_information_score: 1636.8672, mean_absolute_error: 0.0877, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9847, predictive_accuracy: 0.984, prior_entropy: 0.9313, recall: 0.984, relative_absolute_error: 0.1935, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1302, root_relative_squared_error: 0.2735, scimark_benchmark: 1342.2333, usercpu_time_millis: 0.708, usercpu_time_millis_testing: 0.058, usercpu_time_millis_training: 0.65,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9943, kappa: 0.9875, kb_relative_information_score: 1646.2879, mean_absolute_error: 0.0875, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9943, predictive_accuracy: 0.9943, prior_entropy: 0.9313, recall: 0.9943, relative_absolute_error: 0.1931, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1254, root_relative_squared_error: 0.2635, scimark_benchmark: 1333.7649, usercpu_time_millis: 25.028, usercpu_time_millis_testing: 1.451, usercpu_time_millis_training: 23.577,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1884.6605, mean_absolute_error: 0.0176, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0389, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0416, root_relative_squared_error: 0.0875, scimark_benchmark: 1338.7217, usercpu_time_millis: 26.335, usercpu_time_millis_testing: 1.014, usercpu_time_millis_training: 25.321,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8391, f_measure: 0.5667, kappa: 0.081, kb_relative_information_score: 276.9056, mean_absolute_error: 0.3948, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.7327, predictive_accuracy: 0.6734, prior_entropy: 0.9313, recall: 0.6734, relative_absolute_error: 0.8714, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4234, root_relative_squared_error: 0.8895, scimark_benchmark: 1344.0997, usercpu_time_millis: 0.254, usercpu_time_millis_testing: 0.046, usercpu_time_millis_training: 0.208,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, f_measure: 0.5163, kb_relative_information_score: 0.0706, mean_absolute_error: 0.4529, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9996, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1334.3097, usercpu_time_millis: 0.506, usercpu_time_millis_testing: 0.093, usercpu_time_millis_training: 0.413,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9975, f_measure: 0.9763, kappa: 0.9475, kb_relative_information_score: 1164.6072, mean_absolute_error: 0.214, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9763, predictive_accuracy: 0.9763, prior_entropy: 0.9313, recall: 0.9763, relative_absolute_error: 0.4723, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.248, root_relative_squared_error: 0.5211, scimark_benchmark: 1336.3541, usercpu_time_millis: 13.564, usercpu_time_millis_testing: 0.887, usercpu_time_millis_training: 12.677,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4979, f_measure: 0.5163, kb_relative_information_score: 0.107, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1341.1276, usercpu_time_millis: 2.682, usercpu_time_millis_testing: 0.437, usercpu_time_millis_training: 2.245,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.498, f_measure: 0.5163, kb_relative_information_score: 0.129, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1336.088, usercpu_time_millis: 3.052, usercpu_time_millis_testing: 0.592, usercpu_time_millis_training: 2.46,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1930.5135, mean_absolute_error: 0.0033, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0074, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0089, root_relative_squared_error: 0.0186, scimark_benchmark: 1340.7555, usercpu_time_millis: 7.438, usercpu_time_millis_testing: 0.21, usercpu_time_millis_training: 7.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1842.6848, mean_absolute_error: 0.0302, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.0668, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0609, root_relative_squared_error: 0.128, scimark_benchmark: 1338.7095, usercpu_time_millis: 29.706, usercpu_time_millis_testing: 1.077, usercpu_time_millis_training: 28.629,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1924.6643, mean_absolute_error: 0.0052, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0115, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0154, root_relative_squared_error: 0.0324, scimark_benchmark: 1336.2285, usercpu_time_millis: 2.193, usercpu_time_millis_testing: 0.086, usercpu_time_millis_training: 2.107,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1929.1862, mean_absolute_error: 0.0037, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0083, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0127, root_relative_squared_error: 0.0267, scimark_benchmark: 1341.8895, usercpu_time_millis: 25.818, usercpu_time_millis_testing: 0.734, usercpu_time_millis_training: 25.084,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9679, kappa: 0.9287, kb_relative_information_score: 999.9795, mean_absolute_error: 0.2533, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9682, predictive_accuracy: 0.9681, prior_entropy: 0.9313, recall: 0.9681, relative_absolute_error: 0.559, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2874, root_relative_squared_error: 0.6039, scimark_benchmark: 1317.488, usercpu_time_millis: 3.757, usercpu_time_millis_testing: 0.262, usercpu_time_millis_training: 3.495,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1919.0738, mean_absolute_error: 0.0069, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0153, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0211, root_relative_squared_error: 0.0444, scimark_benchmark: 1330.3675, usercpu_time_millis: 11.603, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 11.211,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1930.2759, mean_absolute_error: 0.0033, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0074, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0148, root_relative_squared_error: 0.031, scimark_benchmark: 1338.4521, usercpu_time_millis: 22.361, usercpu_time_millis_testing: 0.582, usercpu_time_millis_training: 21.779,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4989, f_measure: 0.5163, kb_relative_information_score: -0.6245, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1345.2525, usercpu_time_millis: 0.62, usercpu_time_millis_testing: 0.105, usercpu_time_millis_training: 0.515,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1862.0568, mean_absolute_error: 0.0251, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0553, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0446, root_relative_squared_error: 0.0937, scimark_benchmark: 1344.4454, usercpu_time_millis: 4.335, usercpu_time_millis_testing: 0.142, usercpu_time_millis_training: 4.193,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9747, kappa: 0.9442, kb_relative_information_score: 1270.0216, mean_absolute_error: 0.1873, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9747, predictive_accuracy: 0.9748, prior_entropy: 0.9313, recall: 0.9748, relative_absolute_error: 0.4134, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2223, root_relative_squared_error: 0.4671, scimark_benchmark: 1340.3124, usercpu_time_millis: 10.677, usercpu_time_millis_testing: 0.538, usercpu_time_millis_training: 10.139,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1808.0694, mean_absolute_error: 0.0414, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.0915, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0656, root_relative_squared_error: 0.1378, scimark_benchmark: 1337.7, usercpu_time_millis: 2.667, usercpu_time_millis_testing: 0.141, usercpu_time_millis_training: 2.526,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.999, kappa: 0.9977, kb_relative_information_score: 1775.3579, mean_absolute_error: 0.0502, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.999, predictive_accuracy: 0.999, prior_entropy: 0.9313, recall: 0.999, relative_absolute_error: 0.1108, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0848, root_relative_squared_error: 0.1782, scimark_benchmark: 1332.9578, usercpu_time_millis: 3.56, usercpu_time_millis_testing: 0.187, usercpu_time_millis_training: 3.373,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, f_measure: 0.5163, kb_relative_information_score: -0.7832, mean_absolute_error: 0.4531, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1.0001, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1350.6163, usercpu_time_millis: 1.215, usercpu_time_millis_testing: 0.211, usercpu_time_millis_training: 1.004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1804.6279, mean_absolute_error: 0.0423, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0933, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0714, root_relative_squared_error: 0.1501, scimark_benchmark: 1335.6297, usercpu_time_millis: 27.437, usercpu_time_millis_testing: 1.027, usercpu_time_millis_training: 26.41,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1931.6185, mean_absolute_error: 0.003, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0066, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0092, root_relative_squared_error: 0.0193, scimark_benchmark: 1337.5143, usercpu_time_millis: 15.378, usercpu_time_millis_testing: 0.387, usercpu_time_millis_training: 14.991,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1659.0022, mean_absolute_error: 0.0855, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1888, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1161, root_relative_squared_error: 0.2438, scimark_benchmark: 1340.4632, usercpu_time_millis: 8.994, usercpu_time_millis_testing: 0.284, usercpu_time_millis_training: 8.71,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1927.7618, mean_absolute_error: 0.0042, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0093, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.014, root_relative_squared_error: 0.0295, scimark_benchmark: 1341.4238, usercpu_time_millis: 3.778, usercpu_time_millis_testing: 0.127, usercpu_time_millis_training: 3.651,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1894.3942, mean_absolute_error: 0.0148, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0326, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0321, root_relative_squared_error: 0.0675, scimark_benchmark: 1321.2779, usercpu_time_millis: 5.828, usercpu_time_millis_testing: 0.271, usercpu_time_millis_training: 5.557,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9964, kappa: 0.992, kb_relative_information_score: 1621.548, mean_absolute_error: 0.0951, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9964, predictive_accuracy: 0.9964, prior_entropy: 0.9313, recall: 0.9964, relative_absolute_error: 0.2099, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1301, root_relative_squared_error: 0.2734, scimark_benchmark: 1333.8988, usercpu_time_millis: 13.97, usercpu_time_millis_testing: 0.824, usercpu_time_millis_training: 13.146,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1726.2097, mean_absolute_error: 0.0645, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9969, predictive_accuracy: 0.9969, prior_entropy: 0.9313, recall: 0.9969, relative_absolute_error: 0.1423, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1011, root_relative_squared_error: 0.2125, scimark_benchmark: 1341.5569, usercpu_time_millis: 5.575, usercpu_time_millis_testing: 0.242, usercpu_time_millis_training: 5.333,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1934.3875, mean_absolute_error: 0.0021, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0046, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0061, root_relative_squared_error: 0.0128, scimark_benchmark: 1333.5702, usercpu_time_millis: 2.691, usercpu_time_millis_testing: 0.091, usercpu_time_millis_training: 2.6,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1811.6106, mean_absolute_error: 0.04, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0883, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0702, root_relative_squared_error: 0.1475, scimark_benchmark: 1331.2468, usercpu_time_millis: 3.354, usercpu_time_millis_testing: 0.158, usercpu_time_millis_training: 3.196,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.5163, kb_relative_information_score: -0.0591, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1318.7248, usercpu_time_millis: 2.147, usercpu_time_millis_testing: 0.373, usercpu_time_millis_training: 1.774,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1893.8604, mean_absolute_error: 0.0151, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0333, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0308, root_relative_squared_error: 0.0647, scimark_benchmark: 1339.245, usercpu_time_millis: 14.181, usercpu_time_millis_testing: 0.46, usercpu_time_millis_training: 13.721,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.977, f_measure: 0.9307, kappa: 0.8464, kb_relative_information_score: 820.8849, mean_absolute_error: 0.2868, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9307, predictive_accuracy: 0.931, prior_entropy: 0.9313, recall: 0.931, relative_absolute_error: 0.633, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.328, root_relative_squared_error: 0.6891, scimark_benchmark: 1345.5302, usercpu_time_millis: 0.229, usercpu_time_millis_testing: 0.044, usercpu_time_millis_training: 0.185,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.991, f_measure: 0.9357, kappa: 0.8617, kb_relative_information_score: 1465.6879, mean_absolute_error: 0.1225, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.945, predictive_accuracy: 0.9346, prior_entropy: 0.9313, recall: 0.9346, relative_absolute_error: 0.2703, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2198, root_relative_squared_error: 0.4617, scimark_benchmark: 1335.1945, usercpu_time_millis: 3.068, usercpu_time_millis_testing: 0.115, usercpu_time_millis_training: 2.953,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9633, f_measure: 0.8865, kappa: 0.746, kb_relative_information_score: 598.6139, mean_absolute_error: 0.3291, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8891, predictive_accuracy: 0.8887, prior_entropy: 0.9313, recall: 0.8887, relative_absolute_error: 0.7263, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3697, root_relative_squared_error: 0.7768, scimark_benchmark: 1333.0824, usercpu_time_millis: 4.087, usercpu_time_millis_testing: 0.33, usercpu_time_millis_training: 3.757,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9979, kappa: 0.9954, kb_relative_information_score: 1694.5713, mean_absolute_error: 0.0743, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9979, predictive_accuracy: 0.9979, prior_entropy: 0.9313, recall: 0.9979, relative_absolute_error: 0.1639, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1086, root_relative_squared_error: 0.2282, scimark_benchmark: 1336.2038, usercpu_time_millis: 22.191, usercpu_time_millis_testing: 0.911, usercpu_time_millis_training: 21.28,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1681.8655, mean_absolute_error: 0.0777, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9969, predictive_accuracy: 0.9969, prior_entropy: 0.9313, recall: 0.9969, relative_absolute_error: 0.1715, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1134, root_relative_squared_error: 0.2382, scimark_benchmark: 1339.7023, usercpu_time_millis: 14.817, usercpu_time_millis_testing: 0.79, usercpu_time_millis_training: 14.027,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1928.0911, mean_absolute_error: 0.0041, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.009, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0149, root_relative_squared_error: 0.0314, scimark_benchmark: 1333.1885, usercpu_time_millis: 34.057, usercpu_time_millis_testing: 0.802, usercpu_time_millis_training: 33.255,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1940.64, mean_absolute_error: 0, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0002, root_relative_squared_error: 0.0004, scimark_benchmark: 1335.1955, usercpu_time_millis: 5.804, usercpu_time_millis_testing: 0.126, usercpu_time_millis_training: 5.678,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1911.31, mean_absolute_error: 0.0095, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0209, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0241, root_relative_squared_error: 0.0507, scimark_benchmark: 1350.9938, usercpu_time_millis: 8.032, usercpu_time_millis_testing: 0.266, usercpu_time_millis_training: 7.766,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9273, f_measure: 0.5163, kb_relative_information_score: 247.1163, mean_absolute_error: 0.4069, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.8982, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.433, root_relative_squared_error: 0.9097, scimark_benchmark: 1352.1474, usercpu_time_millis: 3.084, usercpu_time_millis_testing: 0.47, usercpu_time_millis_training: 2.614,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, f_measure: 0.5163, kb_relative_information_score: 0.2034, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9998, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1339.2292, usercpu_time_millis: 0.186, usercpu_time_millis_testing: 0.042, usercpu_time_millis_training: 0.144,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1912.6084, mean_absolute_error: 0.0088, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0195, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0296, root_relative_squared_error: 0.0623, scimark_benchmark: 1353.3112, usercpu_time_millis: 10.499, usercpu_time_millis_testing: 0.258, usercpu_time_millis_training: 10.241,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9969, kappa: 0.9932, kb_relative_information_score: 1721.6169, mean_absolute_error: 0.0659, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9969, predictive_accuracy: 0.9969, prior_entropy: 0.9313, recall: 0.9969, relative_absolute_error: 0.1455, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1021, root_relative_squared_error: 0.2145, scimark_benchmark: 1354.1, usercpu_time_millis: 7.935, usercpu_time_millis_testing: 0.354, usercpu_time_millis_training: 7.581,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8391, f_measure: 0.5163, kb_relative_information_score: 284.228, mean_absolute_error: 0.3932, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.8678, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4211, root_relative_squared_error: 0.8847, scimark_benchmark: 1337.4491, usercpu_time_millis: 7.118, usercpu_time_millis_testing: 0.485, usercpu_time_millis_training: 6.633,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1805.1064, mean_absolute_error: 0.0424, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0935, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0673, root_relative_squared_error: 0.1414, scimark_benchmark: 1352.4114, usercpu_time_millis: 3.366, usercpu_time_millis_testing: 0.306, usercpu_time_millis_training: 3.06,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9876, kappa: 0.9727, kb_relative_information_score: 1437.6675, mean_absolute_error: 0.1443, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9313, recall: 0.9876, relative_absolute_error: 0.3186, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1837, root_relative_squared_error: 0.3861, scimark_benchmark: 2115.4732, usercpu_time_millis: 5.161, usercpu_time_millis_testing: 0.332, usercpu_time_millis_training: 4.829,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1936.3365, mean_absolute_error: 0.0014, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0032, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0049, root_relative_squared_error: 0.0102, scimark_benchmark: 2143.6334, usercpu_time_millis: 18.827, usercpu_time_millis_testing: 0.448, usercpu_time_millis_training: 18.379,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.5163, kb_relative_information_score: -0.2243, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1786.3251, usercpu_time_millis: 2.089, usercpu_time_millis_testing: 0.344, usercpu_time_millis_training: 1.745,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.498, f_measure: 0.5163, kb_relative_information_score: 0.0605, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 2147.0063, usercpu_time_millis: 1.415, usercpu_time_millis_testing: 0.243, usercpu_time_millis_training: 1.172,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1939.3574, mean_absolute_error: 0.0004, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.001, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0023, root_relative_squared_error: 0.0048, scimark_benchmark: 1869.1029, usercpu_time_millis: 15.138, usercpu_time_millis_testing: 0.312, usercpu_time_millis_training: 14.826,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9726, f_measure: 0.8448, kappa: 0.649, kb_relative_information_score: 669.9748, mean_absolute_error: 0.3217, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8778, predictive_accuracy: 0.8557, prior_entropy: 0.9313, recall: 0.8557, relative_absolute_error: 0.71, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3585, root_relative_squared_error: 0.7533, scimark_benchmark: 1869.9448, usercpu_time_millis: 5.567, usercpu_time_millis_testing: 0.674, usercpu_time_millis_training: 4.893,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1870.3855, mean_absolute_error: 0.0224, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0495, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.042, root_relative_squared_error: 0.0883, scimark_benchmark: 1866.3354, usercpu_time_millis: 24.862, usercpu_time_millis_testing: 0.641, usercpu_time_millis_training: 24.221,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9995, kappa: 0.9989, kb_relative_information_score: 1777.3267, mean_absolute_error: 0.0498, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9995, predictive_accuracy: 0.9995, prior_entropy: 0.9313, recall: 0.9995, relative_absolute_error: 0.11, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0833, root_relative_squared_error: 0.175, scimark_benchmark: 1869.5708, usercpu_time_millis: 6.864, usercpu_time_millis_testing: 0.296, usercpu_time_millis_training: 6.568,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, f_measure: 0.5163, kb_relative_information_score: -0.0592, mean_absolute_error: 0.453, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.4268, predictive_accuracy: 0.6533, prior_entropy: 0.9313, recall: 0.6533, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.4759, root_relative_squared_error: 1, scimark_benchmark: 1873.8757, usercpu_time_millis: 1.188, usercpu_time_millis_testing: 0.203, usercpu_time_millis_training: 0.985,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1902.4519, mean_absolute_error: 0.012, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0266, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0351, root_relative_squared_error: 0.0738, scimark_benchmark: 1744.0554, usercpu_time_millis: 0.475, usercpu_time_millis_testing: 0.041, usercpu_time_millis_training: 0.434,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9954, kappa: 0.9898, kb_relative_information_score: 1618.1042, mean_absolute_error: 0.0957, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9954, predictive_accuracy: 0.9954, prior_entropy: 0.9313, recall: 0.9954, relative_absolute_error: 0.2113, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.132, root_relative_squared_error: 0.2774, scimark_benchmark: 1764.0496, usercpu_time_millis: 7.035, usercpu_time_millis_testing: 0.341, usercpu_time_millis_training: 6.694,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9948, kappa: 0.9886, kb_relative_information_score: 1661.0927, mean_absolute_error: 0.0832, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9948, predictive_accuracy: 0.9948, prior_entropy: 0.9313, recall: 0.9948, relative_absolute_error: 0.1837, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1215, root_relative_squared_error: 0.2552, scimark_benchmark: 1095.0178, usercpu_time_millis: 19.751, usercpu_time_millis_testing: 1.03, usercpu_time_millis_training: 18.721,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9891, f_measure: 0.9397, kappa: 0.8651, kb_relative_information_score: 861.239, mean_absolute_error: 0.2825, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.943, predictive_accuracy: 0.9408, prior_entropy: 0.9313, recall: 0.9408, relative_absolute_error: 0.6235, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3195, root_relative_squared_error: 0.6713, scimark_benchmark: 1868.1196, usercpu_time_millis: 7.699, usercpu_time_millis_testing: 0.849, usercpu_time_millis_training: 6.85,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1940.0784, mean_absolute_error: 0.0002, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0005, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0019, root_relative_squared_error: 0.0039, scimark_benchmark: 1862.8783, usercpu_time_millis: 34.894, usercpu_time_millis_testing: 0.717, usercpu_time_millis_training: 34.177,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1912.8185, mean_absolute_error: 0.009, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0198, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0235, root_relative_squared_error: 0.0493, scimark_benchmark: 1877.6841, usercpu_time_millis: 21.905, usercpu_time_millis_testing: 0.837, usercpu_time_millis_training: 21.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1884.8333, mean_absolute_error: 0.0176, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0389, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.041, root_relative_squared_error: 0.0863, scimark_benchmark: 1827.3934, usercpu_time_millis: 27.37, usercpu_time_millis_testing: 0.846, usercpu_time_millis_training: 26.524,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1890.3478, mean_absolute_error: 0.0158, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0349, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0403, root_relative_squared_error: 0.0847, scimark_benchmark: 1873.4656, usercpu_time_millis: 15.996, usercpu_time_millis_testing: 0.497, usercpu_time_millis_training: 15.499,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1931.9418, mean_absolute_error: 0.0029, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0063, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0107, root_relative_squared_error: 0.0224, scimark_benchmark: 1871.8964, usercpu_time_millis: 6.575, usercpu_time_millis_testing: 0.199, usercpu_time_millis_training: 6.376,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9514, f_measure: 0.9057, kappa: 0.7968, kb_relative_information_score: 621.2737, mean_absolute_error: 0.3175, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9141, predictive_accuracy: 0.9042, prior_entropy: 0.9313, recall: 0.9042, relative_absolute_error: 0.7008, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3669, root_relative_squared_error: 0.7709, scimark_benchmark: 1874.3338, usercpu_time_millis: 3.891, usercpu_time_millis_testing: 0.272, usercpu_time_millis_training: 3.619,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9973, f_measure: 0.9798, kappa: 0.9554, kb_relative_information_score: 1196.7818, mean_absolute_error: 0.2056, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.98, predictive_accuracy: 0.9799, prior_entropy: 0.9313, recall: 0.9799, relative_absolute_error: 0.4537, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.2446, root_relative_squared_error: 0.5139, scimark_benchmark: 1739.8798, usercpu_time_millis: 2.444, usercpu_time_millis_testing: 0.165, usercpu_time_millis_training: 2.279,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9697, f_measure: 0.805, kappa: 0.5598, kb_relative_information_score: 536.527, mean_absolute_error: 0.3519, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8581, predictive_accuracy: 0.8238, prior_entropy: 0.9313, recall: 0.8238, relative_absolute_error: 0.7766, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.382, root_relative_squared_error: 0.8025, scimark_benchmark: 1871.5019, usercpu_time_millis: 2.553, usercpu_time_millis_testing: 0.23, usercpu_time_millis_training: 2.323,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1938.088, mean_absolute_error: 0.0009, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0019, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0034, root_relative_squared_error: 0.0072, scimark_benchmark: 1871.0467, usercpu_time_millis: 3.886, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 3.785,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 0.9979, kappa: 0.9955, kb_relative_information_score: 1776.8307, mean_absolute_error: 0.0498, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9979, predictive_accuracy: 0.9979, prior_entropy: 0.9313, recall: 0.9979, relative_absolute_error: 0.11, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0842, root_relative_squared_error: 0.1768, scimark_benchmark: 1364.4518, usercpu_time_millis: 12.953, usercpu_time_millis_testing: 0.624, usercpu_time_millis_training: 12.329,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9467, f_measure: 0.8634, kappa: 0.6955, kb_relative_information_score: 552.4685, mean_absolute_error: 0.3349, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.8637, predictive_accuracy: 0.865, prior_entropy: 0.9313, recall: 0.865, relative_absolute_error: 0.7392, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3776, root_relative_squared_error: 0.7935, scimark_benchmark: 1353.3034, usercpu_time_millis: 8.172, usercpu_time_millis_testing: 0.754, usercpu_time_millis_training: 7.418,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9928, kappa: 0.9841, kb_relative_information_score: 1567.3697, mean_absolute_error: 0.109, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9928, predictive_accuracy: 0.9928, prior_entropy: 0.9313, recall: 0.9928, relative_absolute_error: 0.2406, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1499, root_relative_squared_error: 0.3149, scimark_benchmark: 1358.0091, usercpu_time_millis: 30.584, usercpu_time_millis_testing: 1.984, usercpu_time_millis_training: 28.6,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1926.9072, mean_absolute_error: 0.0045, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0098, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0158, root_relative_squared_error: 0.0333, scimark_benchmark: 1355.4377, usercpu_time_millis: 9.559, usercpu_time_millis_testing: 0.276, usercpu_time_millis_training: 9.283,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1938.9171, mean_absolute_error: 0.0006, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.0013, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0028, root_relative_squared_error: 0.0058, scimark_benchmark: 1346.3549, usercpu_time_millis: 24.492, usercpu_time_millis_testing: 0.713, usercpu_time_millis_training: 23.779,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9812, f_measure: 0.9492, kappa: 0.8871, kb_relative_information_score: 735.8927, mean_absolute_error: 0.3088, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9496, predictive_accuracy: 0.9495, prior_entropy: 0.9313, recall: 0.9495, relative_absolute_error: 0.6816, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3439, root_relative_squared_error: 0.7226, scimark_benchmark: 1355.0313, usercpu_time_millis: 5.643, usercpu_time_millis_testing: 0.501, usercpu_time_millis_training: 5.142,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9623, f_measure: 0.8444, kappa: 0.6481, kb_relative_information_score: 622.6219, mean_absolute_error: 0.3324, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.868, predictive_accuracy: 0.8537, prior_entropy: 0.9313, recall: 0.8537, relative_absolute_error: 0.7336, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.3663, root_relative_squared_error: 0.7697, scimark_benchmark: 1357.3722, usercpu_time_millis: 0.251, usercpu_time_millis_testing: 0.053, usercpu_time_millis_training: 0.198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1782.6365, mean_absolute_error: 0.0495, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 1, predictive_accuracy: 1, prior_entropy: 0.9313, recall: 1, relative_absolute_error: 0.1092, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.0738, root_relative_squared_error: 0.155, scimark_benchmark: 1354.5323, usercpu_time_millis: 5.863, usercpu_time_millis_testing: 0.273, usercpu_time_millis_training: 5.59,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9902, kappa: 0.9784, kb_relative_information_score: 1490.1905, mean_absolute_error: 0.1301, mean_prior_absolute_error: 0.4531, number_of_instances: 1941, precision: 0.9902, predictive_accuracy: 0.9902, prior_entropy: 0.9313, recall: 0.9902, relative_absolute_error: 0.2871, root_mean_prior_squared_error: 0.4759, root_mean_squared_error: 0.1706, root_relative_squared_error: 0.3584, scimark_benchmark: 1360.8442, usercpu_time_millis: 12.624, usercpu_time_millis_testing: 0.973, usercpu_time_millis_training: 11.651,

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