Task
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: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1355.001, mean_absolute_error: 0.0072, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0146, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0475, root_relative_squared_error: 0.0957, scimark_benchmark: 1830.5333, usercpu_time_millis: 0.245, usercpu_time_millis_testing: 0.239, usercpu_time_millis_training: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1362.2366, mean_absolute_error: 0.0041, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0083, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0393, root_relative_squared_error: 0.0791, scimark_benchmark: 1050.5487, usercpu_time_millis: 0.173, usercpu_time_millis_testing: 0.163, usercpu_time_millis_training: 0.01,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1366.1947, mean_absolute_error: 0.002, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0041, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0438, root_relative_squared_error: 0.0881, scimark_benchmark: 1752.5683, usercpu_time_millis: 0.321, usercpu_time_millis_testing: 0.319, usercpu_time_millis_training: 0.002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1344.8087, mean_absolute_error: 0.0114, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0231, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0592, root_relative_squared_error: 0.1191, scimark_benchmark: 1367.5178, usercpu_time_millis: 0.293, usercpu_time_millis_testing: 0.287, usercpu_time_millis_training: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1366.8799, mean_absolute_error: 0.0018, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0037, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0402, root_relative_squared_error: 0.0808, scimark_benchmark: 1854.5594, usercpu_time_millis: 0.267, usercpu_time_millis_testing: 0.261, usercpu_time_millis_training: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1217.1107, mean_absolute_error: 0.0671, 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: 0.136, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1263, root_relative_squared_error: 0.2541, scimark_benchmark: 1216.2614, usercpu_time_millis: 40.125, usercpu_time_millis_testing: 3.947, usercpu_time_millis_training: 36.178,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9956, f_measure: 0.9687, kappa: 0.9367, kb_relative_information_score: 1118.9478, mean_absolute_error: 0.106, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9689, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.2146, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1769, root_relative_squared_error: 0.3559, scimark_benchmark: 1220.451, usercpu_time_millis: 19.305, usercpu_time_millis_testing: 1.554, usercpu_time_millis_training: 17.751,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9862, kappa: 0.972, kb_relative_information_score: 1217.1495, mean_absolute_error: 0.067, 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: 0.1356, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1262, root_relative_squared_error: 0.254, scimark_benchmark: 1229.0841, usercpu_time_millis: 34.377, usercpu_time_millis_testing: 3.309, usercpu_time_millis_training: 31.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1302.8749, mean_absolute_error: 0.03, 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: 0.0607, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0832, root_relative_squared_error: 0.1675, scimark_benchmark: 1213.1391, usercpu_time_millis: 16.092, usercpu_time_millis_testing: 1.287, usercpu_time_millis_training: 14.805,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, f_measure: 0.3966, kb_relative_information_score: -0.3897, 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: 1.0001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1221.9574, usercpu_time_millis: 0.328, usercpu_time_millis_testing: 0.057, usercpu_time_millis_training: 0.271,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1283.6996, mean_absolute_error: 0.0385, 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: 0.078, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0926, root_relative_squared_error: 0.1863, scimark_benchmark: 1212.9502, usercpu_time_millis: 14.434, usercpu_time_millis_testing: 1.038, usercpu_time_millis_training: 13.396,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3966, kb_relative_information_score: -0.0839, 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: 1219.4031, usercpu_time_millis: 6.869, usercpu_time_millis_testing: 0.899, usercpu_time_millis_training: 5.97,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, f_measure: 0.3966, kb_relative_information_score: 0.0504, 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: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1213.7576, usercpu_time_millis: 15.115, usercpu_time_millis_testing: 1.965, usercpu_time_millis_training: 13.15,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9942, kappa: 0.9882, kb_relative_information_score: 1334.8134, mean_absolute_error: 0.0153, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9942, predictive_accuracy: 0.9942, prior_entropy: 0.9912, recall: 0.9942, relative_absolute_error: 0.031, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0731, root_relative_squared_error: 0.1471, scimark_benchmark: 1218.9774, usercpu_time_millis: 30.947, usercpu_time_millis_testing: 1.674, usercpu_time_millis_training: 29.273,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1308.7876, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0555, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.079, root_relative_squared_error: 0.159, scimark_benchmark: 1214.5109, usercpu_time_millis: 33.004, usercpu_time_millis_testing: 3.428, usercpu_time_millis_training: 29.576,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1358.6299, mean_absolute_error: 0.0057, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0115, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0431, root_relative_squared_error: 0.0868, scimark_benchmark: 1765.9801, usercpu_time_millis: 0.239, usercpu_time_millis_testing: 0.235, usercpu_time_millis_training: 0.004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1356.2105, mean_absolute_error: 0.0067, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0136, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.046, root_relative_squared_error: 0.0926, scimark_benchmark: 1641.4507, usercpu_time_millis: 0.374, usercpu_time_millis_testing: 0.366, usercpu_time_millis_training: 0.008,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9993, kappa: 0.9985, kb_relative_information_score: 1345.8717, mean_absolute_error: 0.011, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9993, predictive_accuracy: 0.9993, prior_entropy: 0.9912, recall: 0.9993, relative_absolute_error: 0.0222, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0582, root_relative_squared_error: 0.117, scimark_benchmark: 1741.1835, usercpu_time_millis: 0.3, usercpu_time_millis_testing: 0.296, usercpu_time_millis_training: 0.004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1343.7675, mean_absolute_error: 0.0118, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.024, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0602, root_relative_squared_error: 0.1212, scimark_benchmark: 1849.2854, usercpu_time_millis: 0.268, usercpu_time_millis_testing: 0.266, usercpu_time_millis_training: 0.002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1353.806, mean_absolute_error: 0.0077, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0156, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.049, root_relative_squared_error: 0.0986, scimark_benchmark: 1124.963, usercpu_time_millis: 0.346, usercpu_time_millis_testing: 0.338, usercpu_time_millis_training: 0.008,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1344.8087, mean_absolute_error: 0.0114, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0231, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0592, root_relative_squared_error: 0.1191, scimark_benchmark: 1763.1683, usercpu_time_millis: 0.277, usercpu_time_millis_testing: 0.273, usercpu_time_millis_training: 0.004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1357.4214, mean_absolute_error: 0.0062, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0125, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0446, root_relative_squared_error: 0.0897, scimark_benchmark: 1755.8271, usercpu_time_millis: 0.285, usercpu_time_millis_testing: 0.28, usercpu_time_millis_training: 0.005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1355.001, mean_absolute_error: 0.0072, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0146, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0475, root_relative_squared_error: 0.0957, scimark_benchmark: 1756.2313, usercpu_time_millis: 0.283, usercpu_time_millis_testing: 0.276, usercpu_time_millis_training: 0.007,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1351.4624, mean_absolute_error: 0.0087, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0176, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0519, root_relative_squared_error: 0.1044, scimark_benchmark: 1759.4269, usercpu_time_millis: 0.222, usercpu_time_millis_testing: 0.219, usercpu_time_millis_training: 0.003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1366.8548, mean_absolute_error: 0.0018, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0037, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0405, root_relative_squared_error: 0.0816, scimark_benchmark: 1772.6312, usercpu_time_millis: 0.225, usercpu_time_millis_testing: 0.22, usercpu_time_millis_training: 0.005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1365.8569, mean_absolute_error: 0.0022, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0044, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0468, root_relative_squared_error: 0.0941, scimark_benchmark: 1852.9397, usercpu_time_millis: 0.231, usercpu_time_millis_testing: 0.225, usercpu_time_millis_training: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1365.4247, mean_absolute_error: 0.0026, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0052, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0377, root_relative_squared_error: 0.0758, scimark_benchmark: 1847.9181, usercpu_time_millis: 0.241, usercpu_time_millis_testing: 0.096, usercpu_time_millis_training: 0.145,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1365.8569, mean_absolute_error: 0.0022, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0044, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0468, root_relative_squared_error: 0.0941, scimark_benchmark: 1092.6447, usercpu_time_millis: 0.305, usercpu_time_millis_testing: 0.298, usercpu_time_millis_training: 0.007,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1364.4974, mean_absolute_error: 0.003, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0061, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0378, root_relative_squared_error: 0.076, scimark_benchmark: 1093.9345, usercpu_time_millis: 0.343, usercpu_time_millis_testing: 0.153, usercpu_time_millis_training: 0.19,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1357.4214, mean_absolute_error: 0.0062, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0125, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0446, root_relative_squared_error: 0.0897, scimark_benchmark: 2167.3637, usercpu_time_millis: 0.191, usercpu_time_millis_testing: 0.188, usercpu_time_millis_training: 0.003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1366.5643, mean_absolute_error: 0.0019, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0039, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0416, root_relative_squared_error: 0.0838, scimark_benchmark: 1728.4611, usercpu_time_millis: 0.315, usercpu_time_millis_testing: 0.306, usercpu_time_millis_training: 0.009,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1356.2105, mean_absolute_error: 0.0067, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0136, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.046, root_relative_squared_error: 0.0926, scimark_benchmark: 1728.415, usercpu_time_millis: 0.32, usercpu_time_millis_testing: 0.315, usercpu_time_millis_training: 0.005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1361.0266, mean_absolute_error: 0.0046, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0094, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0405, root_relative_squared_error: 0.0814, scimark_benchmark: 1225.0921, usercpu_time_millis: 0.381, usercpu_time_millis_testing: 0.375, usercpu_time_millis_training: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1358.6299, mean_absolute_error: 0.0057, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0115, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0431, root_relative_squared_error: 0.0868, scimark_benchmark: 1749.3291, usercpu_time_millis: 0.242, usercpu_time_millis_testing: 0.236, usercpu_time_millis_training: 0.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9985, kappa: 0.997, kb_relative_information_score: 1353.806, mean_absolute_error: 0.0077, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9985, predictive_accuracy: 0.9985, prior_entropy: 0.9912, recall: 0.9985, relative_absolute_error: 0.0156, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.049, root_relative_squared_error: 0.0986, scimark_benchmark: 1115.7141, usercpu_time_millis: 0.368, usercpu_time_millis_testing: 0.36, usercpu_time_millis_training: 0.008,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9978, kappa: 0.9956, kb_relative_information_score: 1344.8087, mean_absolute_error: 0.0114, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9978, predictive_accuracy: 0.9978, prior_entropy: 0.9912, recall: 0.9978, relative_absolute_error: 0.0231, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0592, root_relative_squared_error: 0.1191, scimark_benchmark: 1852.9397, usercpu_time_millis: 0.263, usercpu_time_millis_testing: 0.26, usercpu_time_millis_training: 0.003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9672, kappa: 0.9337, kb_relative_information_score: 1093.9903, mean_absolute_error: 0.1159, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9674, predictive_accuracy: 0.9672, prior_entropy: 0.9912, recall: 0.9672, relative_absolute_error: 0.2347, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1875, root_relative_squared_error: 0.3774, scimark_benchmark: 1323.4552, usercpu_time_millis: 17.68, usercpu_time_millis_testing: 1.265, usercpu_time_millis_training: 16.415,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1322.7349, mean_absolute_error: 0.0208, 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: 0.042, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.078, root_relative_squared_error: 0.157, scimark_benchmark: 1332.9954, usercpu_time_millis: 19.486, usercpu_time_millis_testing: 1.345, usercpu_time_millis_training: 18.141,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1262.0474, mean_absolute_error: 0.049, 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: 0.0992, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0955, root_relative_squared_error: 0.1922, scimark_benchmark: 1320.2447, usercpu_time_millis: 3.061, usercpu_time_millis_testing: 0.26, usercpu_time_millis_training: 2.801,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1254.3311, mean_absolute_error: 0.0512, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9883, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1036, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1079, root_relative_squared_error: 0.2172, scimark_benchmark: 1338.6914, usercpu_time_millis: 32.693, usercpu_time_millis_testing: 3.039, usercpu_time_millis_training: 29.654,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9859, f_measure: 0.9201, kappa: 0.8377, kb_relative_information_score: 944.0869, mean_absolute_error: 0.1739, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9226, predictive_accuracy: 0.9206, prior_entropy: 0.9912, recall: 0.9206, relative_absolute_error: 0.3522, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2453, root_relative_squared_error: 0.4936, scimark_benchmark: 1341.1398, usercpu_time_millis: 6.854, usercpu_time_millis_testing: 0.605, usercpu_time_millis_training: 6.249,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1300.5576, mean_absolute_error: 0.0315, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0638, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0786, root_relative_squared_error: 0.1582, scimark_benchmark: 1319.0787, usercpu_time_millis: 17.857, usercpu_time_millis_testing: 1.76, usercpu_time_millis_training: 16.097,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9589, f_measure: 0.8923, kappa: 0.7812, kb_relative_information_score: 491.6667, mean_absolute_error: 0.3459, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8994, predictive_accuracy: 0.8936, prior_entropy: 0.9912, recall: 0.8936, relative_absolute_error: 0.7004, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3669, root_relative_squared_error: 0.7383, scimark_benchmark: 1331.464, usercpu_time_millis: 12.345, usercpu_time_millis_testing: 1.367, usercpu_time_millis_training: 10.978,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.9811, kappa: 0.9617, kb_relative_information_score: 1170.8428, mean_absolute_error: 0.0861, 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: 0.1744, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1482, root_relative_squared_error: 0.2983, scimark_benchmark: 1324.433, usercpu_time_millis: 31.709, usercpu_time_millis_testing: 2.384, usercpu_time_millis_training: 29.325,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1281.8991, mean_absolute_error: 0.0402, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0814, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0855, root_relative_squared_error: 0.172, scimark_benchmark: 1325.5344, usercpu_time_millis: 36.279, usercpu_time_millis_testing: 2.826, usercpu_time_millis_training: 33.453,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1317.0913, mean_absolute_error: 0.0234, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0473, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0796, root_relative_squared_error: 0.1601, scimark_benchmark: 1330.8489, usercpu_time_millis: 43.667, usercpu_time_millis_testing: 2.353, usercpu_time_millis_training: 41.314,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9557, f_measure: 0.8618, kappa: 0.7211, kb_relative_information_score: 757.2501, mean_absolute_error: 0.2434, 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: 0.4928, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3132, root_relative_squared_error: 0.6303, scimark_benchmark: 1319.7384, usercpu_time_millis: 5.629, usercpu_time_millis_testing: 0.558, usercpu_time_millis_training: 5.071,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1332.1074, mean_absolute_error: 0.015, 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: 0.0304, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.098, root_relative_squared_error: 0.1972, scimark_benchmark: 1315.5682, usercpu_time_millis: 50.941, usercpu_time_millis_testing: 2.351, usercpu_time_millis_training: 48.59,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9992, f_measure: 0.9847, kappa: 0.969, kb_relative_information_score: 1239.6388, mean_absolute_error: 0.0563, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9847, predictive_accuracy: 0.9847, prior_entropy: 0.9912, recall: 0.9847, relative_absolute_error: 0.1141, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1216, root_relative_squared_error: 0.2447, scimark_benchmark: 1320.6323, usercpu_time_millis: 3.953, usercpu_time_millis_testing: 0.264, usercpu_time_millis_training: 3.689,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9775, f_measure: 0.9187, kappa: 0.8349, kb_relative_information_score: 961.8863, mean_absolute_error: 0.1641, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9205, predictive_accuracy: 0.9191, prior_entropy: 0.9912, recall: 0.9191, relative_absolute_error: 0.3323, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2518, root_relative_squared_error: 0.5068, scimark_benchmark: 1337.3114, usercpu_time_millis: 2.588, usercpu_time_millis_testing: 0.217, usercpu_time_millis_training: 2.371,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1264.3553, mean_absolute_error: 0.0456, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9854, predictive_accuracy: 0.9854, prior_entropy: 0.9912, recall: 0.9854, relative_absolute_error: 0.0924, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1129, root_relative_squared_error: 0.2271, scimark_benchmark: 1320.0041, usercpu_time_millis: 6.573, usercpu_time_millis_testing: 0.371, usercpu_time_millis_training: 6.202,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1279.3586, mean_absolute_error: 0.0387, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9883, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.0783, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1087, root_relative_squared_error: 0.2188, scimark_benchmark: 1331.8904, usercpu_time_millis: 20.365, usercpu_time_millis_testing: 1.367, usercpu_time_millis_training: 18.998,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9838, f_measure: 0.9133, kappa: 0.824, kb_relative_information_score: 927.3773, mean_absolute_error: 0.1805, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9168, predictive_accuracy: 0.914, prior_entropy: 0.9912, recall: 0.914, relative_absolute_error: 0.3654, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2511, root_relative_squared_error: 0.5053, scimark_benchmark: 1332.3088, usercpu_time_millis: 19.916, usercpu_time_millis_testing: 2.024, usercpu_time_millis_training: 17.892,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.985, f_measure: 0.9201, kappa: 0.8377, kb_relative_information_score: 821.4397, mean_absolute_error: 0.2252, 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: 0.4559, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2727, root_relative_squared_error: 0.5487, scimark_benchmark: 1335.6592, usercpu_time_millis: 14.855, usercpu_time_millis_testing: 1.689, usercpu_time_millis_training: 13.166,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9862, kappa: 0.972, kb_relative_information_score: 1144.5029, mean_absolute_error: 0.0995, 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: 0.2015, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1482, root_relative_squared_error: 0.2983, scimark_benchmark: 1314.7942, usercpu_time_millis: 13.878, usercpu_time_millis_testing: 1.386, usercpu_time_millis_training: 12.492,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5007, f_measure: 0.3966, kb_relative_information_score: -0.2478, 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: 1.0001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1342.7564, usercpu_time_millis: 0.567, usercpu_time_millis_testing: 0.093, usercpu_time_millis_training: 0.474,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: -0.1049, 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: 1337.1329, usercpu_time_millis: 4.734, usercpu_time_millis_testing: 0.664, usercpu_time_millis_training: 4.07,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9922, f_measure: 0.9643, kappa: 0.9278, kb_relative_information_score: 1207.3033, mean_absolute_error: 0.065, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9645, predictive_accuracy: 0.9643, prior_entropy: 0.9912, recall: 0.9643, relative_absolute_error: 0.1315, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3388, scimark_benchmark: 1311.7617, usercpu_time_millis: 1.348, usercpu_time_millis_testing: 0.075, usercpu_time_millis_training: 1.273,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1241.9726, mean_absolute_error: 0.0557, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9883, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1129, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1186, root_relative_squared_error: 0.2387, scimark_benchmark: 1327.7142, usercpu_time_millis: 0.734, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 0.633,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.3966, kb_relative_information_score: -0.1569, 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: 1.0001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1316.1877, usercpu_time_millis: 3.179, usercpu_time_millis_testing: 0.354, usercpu_time_millis_training: 2.825,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9766, f_measure: 0.912, kappa: 0.8213, kb_relative_information_score: 962.0714, mean_absolute_error: 0.1633, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9146, predictive_accuracy: 0.9125, prior_entropy: 0.9912, recall: 0.9125, relative_absolute_error: 0.3307, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2542, root_relative_squared_error: 0.5116, scimark_benchmark: 1335.2623, usercpu_time_millis: 2.441, usercpu_time_millis_testing: 0.202, usercpu_time_millis_training: 2.239,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1323.5853, mean_absolute_error: 0.0197, 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: 0.0398, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.087, root_relative_squared_error: 0.175, scimark_benchmark: 1314.6348, usercpu_time_millis: 59.36, usercpu_time_millis_testing: 2.686, usercpu_time_millis_training: 56.674,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1220.0677, mean_absolute_error: 0.0672, 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: 0.136, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1164, root_relative_squared_error: 0.2342, scimark_benchmark: 1341.4314, usercpu_time_millis: 26.23, usercpu_time_millis_testing: 2.01, usercpu_time_millis_training: 24.22,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1291.5223, mean_absolute_error: 0.0336, 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: 0.068, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1023, root_relative_squared_error: 0.2059, scimark_benchmark: 1318.7252, usercpu_time_millis: 10.833, usercpu_time_millis_testing: 0.741, usercpu_time_millis_training: 10.092,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1287.8227, mean_absolute_error: 0.0367, 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: 0.0743, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0907, root_relative_squared_error: 0.1824, scimark_benchmark: 1326.4771, usercpu_time_millis: 42.656, usercpu_time_millis_testing: 2.737, usercpu_time_millis_training: 39.919,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9669, f_measure: 0.916, kappa: 0.8295, kb_relative_information_score: 998.6384, mean_absolute_error: 0.1459, 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: 0.2954, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2604, root_relative_squared_error: 0.524, scimark_benchmark: 1310.4255, usercpu_time_millis: 29.052, usercpu_time_millis_testing: 1.888, usercpu_time_millis_training: 27.164,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9983, f_measure: 0.9825, kappa: 0.9646, kb_relative_information_score: 1259.5946, mean_absolute_error: 0.0464, 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: 0.094, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1239, root_relative_squared_error: 0.2493, scimark_benchmark: 1316.21, usercpu_time_millis: 19.696, usercpu_time_millis_testing: 1.067, usercpu_time_millis_training: 18.629,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: -0.1379, 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: 1.0001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1317.2884, usercpu_time_millis: 5.278, usercpu_time_millis_testing: 0.624, usercpu_time_millis_training: 4.654,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.994, f_measure: 0.9687, kappa: 0.9367, kb_relative_information_score: 1088.4447, mean_absolute_error: 0.1183, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9689, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.2396, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1891, root_relative_squared_error: 0.3805, scimark_benchmark: 1296.8595, usercpu_time_millis: 21.729, usercpu_time_millis_testing: 1.927, usercpu_time_millis_training: 19.802,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9572, f_measure: 0.8916, kappa: 0.781, kb_relative_information_score: 901.9819, mean_absolute_error: 0.1848, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8924, predictive_accuracy: 0.8914, prior_entropy: 0.9912, recall: 0.8914, relative_absolute_error: 0.3742, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2787, root_relative_squared_error: 0.5608, scimark_benchmark: 1307.735, usercpu_time_millis: 22.976, usercpu_time_millis_testing: 1.884, usercpu_time_millis_training: 21.092,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9964, f_measure: 0.9643, kappa: 0.9276, kb_relative_information_score: 1149.1937, mean_absolute_error: 0.0919, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9643, predictive_accuracy: 0.9643, prior_entropy: 0.9912, recall: 0.9643, relative_absolute_error: 0.1861, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1697, root_relative_squared_error: 0.3414, scimark_benchmark: 1298.3145, usercpu_time_millis: 4.598, usercpu_time_millis_testing: 0.326, usercpu_time_millis_training: 4.272,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9914, f_measure: 0.946, kappa: 0.8905, kb_relative_information_score: 1122.079, mean_absolute_error: 0.0998, 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: 0.2022, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1935, root_relative_squared_error: 0.3894, scimark_benchmark: 1317.5139, usercpu_time_millis: 30.015, usercpu_time_millis_testing: 1.518, usercpu_time_millis_training: 28.497,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1239.6376, mean_absolute_error: 0.0588, 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: 0.119, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1063, root_relative_squared_error: 0.2139, scimark_benchmark: 1302.9006, usercpu_time_millis: 15.198, usercpu_time_millis_testing: 1.334, usercpu_time_millis_training: 13.864,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9902, f_measure: 0.9497, kappa: 0.898, kb_relative_information_score: 1093.906, mean_absolute_error: 0.1124, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9497, predictive_accuracy: 0.9497, prior_entropy: 0.9912, recall: 0.9497, relative_absolute_error: 0.2275, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2038, root_relative_squared_error: 0.4102, scimark_benchmark: 1326.362, usercpu_time_millis: 3.726, usercpu_time_millis_testing: 0.226, usercpu_time_millis_training: 3.5,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1317.8165, mean_absolute_error: 0.0234, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0474, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0742, root_relative_squared_error: 0.1493, scimark_benchmark: 1318.9913, usercpu_time_millis: 51.776, usercpu_time_millis_testing: 3.405, usercpu_time_millis_training: 48.371,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9893, f_measure: 0.943, kappa: 0.8844, kb_relative_information_score: 886.4217, mean_absolute_error: 0.2011, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9435, predictive_accuracy: 0.9431, prior_entropy: 0.9912, recall: 0.9431, relative_absolute_error: 0.4072, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2495, root_relative_squared_error: 0.502, scimark_benchmark: 1319.2733, usercpu_time_millis: 21.994, usercpu_time_millis_testing: 1.931, usercpu_time_millis_training: 20.063,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9781, kappa: 0.9558, kb_relative_information_score: 1234.1834, mean_absolute_error: 0.0571, 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: 0.1156, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.135, root_relative_squared_error: 0.2716, scimark_benchmark: 1301.1407, usercpu_time_millis: 21.62, usercpu_time_millis_testing: 1.348, usercpu_time_millis_training: 20.272,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9973, f_measure: 0.9752, kappa: 0.9499, kb_relative_information_score: 1136.8994, mean_absolute_error: 0.0994, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9754, predictive_accuracy: 0.9752, prior_entropy: 0.9912, recall: 0.9752, relative_absolute_error: 0.2013, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.165, root_relative_squared_error: 0.3321, scimark_benchmark: 1297.8242, usercpu_time_millis: 9.545, usercpu_time_millis_testing: 0.813, usercpu_time_millis_training: 8.732,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1259.8275, mean_absolute_error: 0.0488, 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: 0.0988, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1053, root_relative_squared_error: 0.2119, scimark_benchmark: 1297.3256, usercpu_time_millis: 17.59, usercpu_time_millis_testing: 1.904, usercpu_time_millis_training: 15.686,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9869, kappa: 0.9735, kb_relative_information_score: 1160.4834, mean_absolute_error: 0.0928, 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: 0.188, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1415, root_relative_squared_error: 0.2848, scimark_benchmark: 1311.6516, usercpu_time_millis: 28.904, usercpu_time_millis_testing: 2.591, usercpu_time_millis_training: 26.313,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.0256, 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: 1313.0237, usercpu_time_millis: 8.403, usercpu_time_millis_testing: 1.233, usercpu_time_millis_training: 7.17,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1311.8236, mean_absolute_error: 0.0256, 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: 0.0519, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0832, root_relative_squared_error: 0.1675, scimark_benchmark: 1310.7491, usercpu_time_millis: 8.215, usercpu_time_millis_testing: 0.545, usercpu_time_millis_training: 7.67,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1260.2095, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9921, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.1013, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0949, root_relative_squared_error: 0.1909, scimark_benchmark: 1318.701, usercpu_time_millis: 33.119, usercpu_time_millis_testing: 2.935, usercpu_time_millis_training: 30.184,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9645, f_measure: 0.8739, kappa: 0.7445, kb_relative_information_score: 760.978, mean_absolute_error: 0.2447, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8738, predictive_accuracy: 0.8739, prior_entropy: 0.9912, recall: 0.8739, relative_absolute_error: 0.4955, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2983, root_relative_squared_error: 0.6002, scimark_benchmark: 1317.8228, usercpu_time_millis: 0.624, usercpu_time_millis_testing: 0.085, usercpu_time_millis_training: 0.539,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9774, f_measure: 0.9196, kappa: 0.8368, kb_relative_information_score: 943.4414, mean_absolute_error: 0.1719, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9203, predictive_accuracy: 0.9198, prior_entropy: 0.9912, recall: 0.9198, relative_absolute_error: 0.3481, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2544, root_relative_squared_error: 0.512, scimark_benchmark: 1300.9135, usercpu_time_millis: 11.637, usercpu_time_millis_testing: 1.047, usercpu_time_millis_training: 10.59,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.959, f_measure: 0.8662, kappa: 0.7299, kb_relative_information_score: 785.1208, mean_absolute_error: 0.2322, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8675, predictive_accuracy: 0.8659, prior_entropy: 0.9912, recall: 0.8659, relative_absolute_error: 0.4702, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3026, root_relative_squared_error: 0.6089, scimark_benchmark: 1316.8637, usercpu_time_millis: 12.542, usercpu_time_millis_testing: 1.396, usercpu_time_millis_training: 11.146,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1304.0104, mean_absolute_error: 0.0295, 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: 0.0598, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0815, root_relative_squared_error: 0.1641, scimark_benchmark: 1303.8316, usercpu_time_millis: 26.478, usercpu_time_millis_testing: 2.28, usercpu_time_millis_training: 24.198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.969, f_measure: 0.916, kappa: 0.8295, kb_relative_information_score: 1004.3681, mean_absolute_error: 0.143, 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: 0.2896, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2589, root_relative_squared_error: 0.521, scimark_benchmark: 1295.9382, usercpu_time_millis: 17.801, usercpu_time_millis_testing: 1.162, usercpu_time_millis_training: 16.639,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.9211, kappa: 0.8399, kb_relative_information_score: 1019.2485, mean_absolute_error: 0.138, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9216, predictive_accuracy: 0.9213, prior_entropy: 0.9912, recall: 0.9213, relative_absolute_error: 0.2794, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2477, root_relative_squared_error: 0.4986, scimark_benchmark: 1315.8315, usercpu_time_millis: 19.876, usercpu_time_millis_testing: 1.269, usercpu_time_millis_training: 18.607,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1310.0179, mean_absolute_error: 0.0258, 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: 0.0522, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0922, root_relative_squared_error: 0.1856, scimark_benchmark: 1295.7388, usercpu_time_millis: 49.447, usercpu_time_millis_testing: 2.895, usercpu_time_millis_training: 46.552,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.3966, kb_relative_information_score: -0.0284, 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: 1330.9598, usercpu_time_millis: 10.829, usercpu_time_millis_testing: 1.534, usercpu_time_millis_training: 9.295,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9556, f_measure: 0.8532, kappa: 0.7041, kb_relative_information_score: 762.3849, mean_absolute_error: 0.241, 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: 0.488, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3161, root_relative_squared_error: 0.6362, scimark_benchmark: 1296.0967, usercpu_time_millis: 7.099, usercpu_time_millis_testing: 0.762, usercpu_time_millis_training: 6.337,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9665, kappa: 0.9322, kb_relative_information_score: 1073.8357, mean_absolute_error: 0.1239, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9666, predictive_accuracy: 0.9665, prior_entropy: 0.9912, recall: 0.9665, relative_absolute_error: 0.2508, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1967, root_relative_squared_error: 0.3958, scimark_benchmark: 1320.1595, usercpu_time_millis: 6.885, usercpu_time_millis_testing: 0.529, usercpu_time_millis_training: 6.356,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9508, f_measure: 0.867, kappa: 0.7334, kb_relative_information_score: 845.7198, mean_absolute_error: 0.2057, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8732, predictive_accuracy: 0.8666, prior_entropy: 0.9912, recall: 0.8666, relative_absolute_error: 0.4166, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3003, root_relative_squared_error: 0.6044, scimark_benchmark: 1319.2901, usercpu_time_millis: 15.712, usercpu_time_millis_testing: 1.336, usercpu_time_millis_training: 14.376,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1312.2268, mean_absolute_error: 0.0258, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0523, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0779, root_relative_squared_error: 0.1568, scimark_benchmark: 1318.2975, usercpu_time_millis: 20.301, usercpu_time_millis_testing: 1.555, usercpu_time_millis_training: 18.746,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1252.2099, mean_absolute_error: 0.0533, 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: 0.1078, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1014, root_relative_squared_error: 0.2041, scimark_benchmark: 1304.6572, usercpu_time_millis: 1.243, usercpu_time_millis_testing: 0.127, usercpu_time_millis_training: 1.116,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1310.16, mean_absolute_error: 0.0267, 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: 0.0541, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0792, root_relative_squared_error: 0.1595, scimark_benchmark: 1316.879, usercpu_time_millis: 20.263, usercpu_time_millis_testing: 1.636, usercpu_time_millis_training: 18.627,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9466, f_measure: 0.8916, kappa: 0.7798, kb_relative_information_score: 500.7926, mean_absolute_error: 0.3424, 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: 0.6933, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3656, root_relative_squared_error: 0.7358, scimark_benchmark: 1294.4344, usercpu_time_millis: 3.175, usercpu_time_millis_testing: 0.425, usercpu_time_millis_training: 2.75,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9791, f_measure: 0.9194, kappa: 0.8364, kb_relative_information_score: 979.8231, mean_absolute_error: 0.1562, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9213, predictive_accuracy: 0.9198, prior_entropy: 0.9912, recall: 0.9198, relative_absolute_error: 0.3163, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2488, root_relative_squared_error: 0.5006, scimark_benchmark: 1303.0072, usercpu_time_millis: 4.198, usercpu_time_millis_testing: 0.337, usercpu_time_millis_training: 3.861,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9556, f_measure: 0.8597, kappa: 0.7169, kb_relative_information_score: 758.235, mean_absolute_error: 0.2431, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8612, predictive_accuracy: 0.8593, prior_entropy: 0.9912, recall: 0.8593, relative_absolute_error: 0.4922, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3123, root_relative_squared_error: 0.6285, scimark_benchmark: 1304.3675, usercpu_time_millis: 6.14, usercpu_time_millis_testing: 0.627, usercpu_time_millis_training: 5.513,

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