OpenML
Supervised Classification on PhishingWebsites

Supervised Classification on PhishingWebsites

Task 34537 Supervised Classification PhishingWebsites 29311 runs submitted
0 likes downloaded by 1 people , 2 total downloads 0 issues
Visibility: Public
  • OpenML100 study_107 study_123 study_14
Issue #Downvotes for this reason By


Metric:

29311 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: 0.9934, f_measure: 0.9619, kappa: 0.9227, kb_relative_information_score: 9637.3409, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.962, predictive_accuracy: 0.9619, prior_entropy: 0.9906, recall: 0.9619, relative_absolute_error: 0.1394, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.3453, scimark_benchmark: 1857.5664, usercpu_time_millis: 16.544, usercpu_time_millis_testing: 16.51, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9639, kappa: 0.9268, kb_relative_information_score: 9874.8609, mean_absolute_error: 0.0562, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9639, predictive_accuracy: 0.9639, prior_entropy: 0.9906, recall: 0.9639, relative_absolute_error: 0.1139, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1648, root_relative_squared_error: 0.3318, scimark_benchmark: 1844.8764, usercpu_time_millis: 15.976, usercpu_time_millis_testing: 15.943, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9668, kappa: 0.9326, kb_relative_information_score: 9971.2743, mean_absolute_error: 0.0515, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9669, predictive_accuracy: 0.9668, prior_entropy: 0.9906, recall: 0.9668, relative_absolute_error: 0.1043, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1611, root_relative_squared_error: 0.3243, scimark_benchmark: 1832.0698, usercpu_time_millis: 13.453, usercpu_time_millis_testing: 13.421, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1855.5541, usercpu_time_millis: 15.664, usercpu_time_millis_testing: 15.631, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9644, kappa: 0.9279, kb_relative_information_score: 9746.7801, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9645, predictive_accuracy: 0.9645, prior_entropy: 0.9906, recall: 0.9645, relative_absolute_error: 0.1276, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3387, scimark_benchmark: 1851.4743, usercpu_time_millis: 12.664, usercpu_time_millis_testing: 12.631, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9639, kappa: 0.9268, kb_relative_information_score: 9874.8609, mean_absolute_error: 0.0562, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9639, predictive_accuracy: 0.9639, prior_entropy: 0.9906, recall: 0.9639, relative_absolute_error: 0.1139, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1648, root_relative_squared_error: 0.3318, scimark_benchmark: 1856.0123, usercpu_time_millis: 12.239, usercpu_time_millis_testing: 12.209, usercpu_time_millis_training: 0.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9070.491, mean_absolute_error: 0.0982, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9548, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.199, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1923, root_relative_squared_error: 0.3871, scimark_benchmark: 1846.6923, usercpu_time_millis: 15.365, usercpu_time_millis_testing: 15.333, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9637, kappa: 0.9264, kb_relative_information_score: 9691.0289, mean_absolute_error: 0.0659, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9637, predictive_accuracy: 0.9637, prior_entropy: 0.9906, recall: 0.9637, relative_absolute_error: 0.1336, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1698, root_relative_squared_error: 0.3418, scimark_benchmark: 1853.9121, usercpu_time_millis: 17.242, usercpu_time_millis_testing: 17.21, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9867, f_measure: 0.969, kappa: 0.9371, kb_relative_information_score: 10223.3986, mean_absolute_error: 0.0382, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.969, predictive_accuracy: 0.969, prior_entropy: 0.9906, recall: 0.969, relative_absolute_error: 0.0775, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1621, root_relative_squared_error: 0.3262, scimark_benchmark: 1852.3877, usercpu_time_millis: 11.615, usercpu_time_millis_testing: 11.584, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1855.5511, usercpu_time_millis: 11.885, usercpu_time_millis_testing: 11.852, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9612, kappa: 0.9214, kb_relative_information_score: 9585.2298, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9614, predictive_accuracy: 0.9613, prior_entropy: 0.9906, recall: 0.9613, relative_absolute_error: 0.1448, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1735, root_relative_squared_error: 0.3492, scimark_benchmark: 1859.1356, usercpu_time_millis: 17.497, usercpu_time_millis_testing: 17.465, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1857.5664, usercpu_time_millis: 15.486, usercpu_time_millis_testing: 15.453, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9867, f_measure: 0.969, kappa: 0.9371, kb_relative_information_score: 10223.3986, mean_absolute_error: 0.0382, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.969, predictive_accuracy: 0.969, prior_entropy: 0.9906, recall: 0.969, relative_absolute_error: 0.0775, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1621, root_relative_squared_error: 0.3262, scimark_benchmark: 1853.9121, usercpu_time_millis: 11.955, usercpu_time_millis_testing: 11.924, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9867, f_measure: 0.969, kappa: 0.9371, kb_relative_information_score: 10223.3986, mean_absolute_error: 0.0382, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.969, predictive_accuracy: 0.969, prior_entropy: 0.9906, recall: 0.969, relative_absolute_error: 0.0775, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1621, root_relative_squared_error: 0.3262, scimark_benchmark: 1847.2233, usercpu_time_millis: 13.557, usercpu_time_millis_testing: 13.525, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1850.8706, usercpu_time_millis: 14.69, usercpu_time_millis_testing: 14.655, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9070.491, mean_absolute_error: 0.0982, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9548, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.199, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1923, root_relative_squared_error: 0.3871, scimark_benchmark: 1856.0093, usercpu_time_millis: 16.887, usercpu_time_millis_testing: 16.856, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1857.0384, usercpu_time_millis: 14.076, usercpu_time_millis_testing: 14.041, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9612, kappa: 0.9214, kb_relative_information_score: 9585.2298, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9614, predictive_accuracy: 0.9613, prior_entropy: 0.9906, recall: 0.9613, relative_absolute_error: 0.1448, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1735, root_relative_squared_error: 0.3492, scimark_benchmark: 1856.6531, usercpu_time_millis: 17.201, usercpu_time_millis_testing: 17.169, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9070.491, mean_absolute_error: 0.0982, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9548, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.199, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1923, root_relative_squared_error: 0.3871, scimark_benchmark: 1076.3092, usercpu_time_millis: 72.19, usercpu_time_millis_testing: 72.112, usercpu_time_millis_training: 0.078,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1857.1082, usercpu_time_millis: 15.074, usercpu_time_millis_testing: 15.041, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9619, kappa: 0.9227, kb_relative_information_score: 9637.3409, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.962, predictive_accuracy: 0.9619, prior_entropy: 0.9906, recall: 0.9619, relative_absolute_error: 0.1394, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.3453, scimark_benchmark: 1856.125, usercpu_time_millis: 15.802, usercpu_time_millis_testing: 15.771, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9582, kappa: 0.9151, kb_relative_information_score: 9327.4112, mean_absolute_error: 0.0849, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9583, predictive_accuracy: 0.9582, prior_entropy: 0.9906, recall: 0.9582, relative_absolute_error: 0.1721, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1828, root_relative_squared_error: 0.3681, scimark_benchmark: 1857.6392, usercpu_time_millis: 15.534, usercpu_time_millis_testing: 15.502, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9552, kappa: 0.9092, kb_relative_information_score: 9101.303, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9554, predictive_accuracy: 0.9553, prior_entropy: 0.9906, recall: 0.9553, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1911, root_relative_squared_error: 0.3847, scimark_benchmark: 1073.6468, usercpu_time_millis: 72.485, usercpu_time_millis_testing: 72.403, usercpu_time_millis_training: 0.082,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9619, kappa: 0.9227, kb_relative_information_score: 9637.3409, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.962, predictive_accuracy: 0.9619, prior_entropy: 0.9906, recall: 0.9619, relative_absolute_error: 0.1394, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.3453, scimark_benchmark: 1854.4431, usercpu_time_millis: 16.812, usercpu_time_millis_testing: 16.78, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1859.6666, usercpu_time_millis: 16.602, usercpu_time_millis_testing: 16.569, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1168.6563, usercpu_time_millis: 71.593, usercpu_time_millis_testing: 71.524, usercpu_time_millis_training: 0.069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9637, kappa: 0.9264, kb_relative_information_score: 9691.0289, mean_absolute_error: 0.0659, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9637, predictive_accuracy: 0.9637, prior_entropy: 0.9906, recall: 0.9637, relative_absolute_error: 0.1336, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1698, root_relative_squared_error: 0.3418, scimark_benchmark: 1857.5664, usercpu_time_millis: 17.375, usercpu_time_millis_testing: 17.345, usercpu_time_millis_training: 0.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1857.2361, usercpu_time_millis: 17.27, usercpu_time_millis_testing: 17.237, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1852.4707, usercpu_time_millis: 17.905, usercpu_time_millis_testing: 17.872, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1857.1082, usercpu_time_millis: 18.735, usercpu_time_millis_testing: 18.7, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9602, kappa: 0.9193, kb_relative_information_score: 9489.6271, mean_absolute_error: 0.0765, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9604, predictive_accuracy: 0.9603, prior_entropy: 0.9906, recall: 0.9603, relative_absolute_error: 0.1549, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.177, root_relative_squared_error: 0.3564, scimark_benchmark: 1853.454, usercpu_time_millis: 17.535, usercpu_time_millis_testing: 17.503, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9561, kappa: 0.9109, kb_relative_information_score: 9160.2497, mean_absolute_error: 0.0936, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9562, predictive_accuracy: 0.9561, prior_entropy: 0.9906, recall: 0.9561, relative_absolute_error: 0.1897, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1889, root_relative_squared_error: 0.3804, scimark_benchmark: 1857.6392, usercpu_time_millis: 15.285, usercpu_time_millis_testing: 15.25, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9923, f_measure: 0.9544, kappa: 0.9076, kb_relative_information_score: 9017.5096, mean_absolute_error: 0.1009, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9546, predictive_accuracy: 0.9545, prior_entropy: 0.9906, recall: 0.9545, relative_absolute_error: 0.2045, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1944, root_relative_squared_error: 0.3914, scimark_benchmark: 1853.9121, usercpu_time_millis: 14.305, usercpu_time_millis_testing: 14.147, usercpu_time_millis_training: 0.158,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9592, kappa: 0.9171, kb_relative_information_score: 9367.4272, mean_absolute_error: 0.0829, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9593, predictive_accuracy: 0.9592, prior_entropy: 0.9906, recall: 0.9592, relative_absolute_error: 0.168, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1812, root_relative_squared_error: 0.3647, scimark_benchmark: 1858.2223, usercpu_time_millis: 17.836, usercpu_time_millis_testing: 17.803, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9619, kappa: 0.9227, kb_relative_information_score: 9637.3409, mean_absolute_error: 0.0688, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.962, predictive_accuracy: 0.9619, prior_entropy: 0.9906, recall: 0.9619, relative_absolute_error: 0.1394, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1715, root_relative_squared_error: 0.3453, scimark_benchmark: 1852.355, usercpu_time_millis: 13.739, usercpu_time_millis_testing: 13.709, usercpu_time_millis_training: 0.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9561, kappa: 0.9109, kb_relative_information_score: 9160.2497, mean_absolute_error: 0.0936, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9562, predictive_accuracy: 0.9561, prior_entropy: 0.9906, recall: 0.9561, relative_absolute_error: 0.1897, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1889, root_relative_squared_error: 0.3804, scimark_benchmark: 1847.2753, usercpu_time_millis: 19.226, usercpu_time_millis_testing: 19.19, usercpu_time_millis_training: 0.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9929, f_measure: 0.9563, kappa: 0.9113, kb_relative_information_score: 9190.2773, mean_absolute_error: 0.0921, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9564, predictive_accuracy: 0.9563, prior_entropy: 0.9906, recall: 0.9563, relative_absolute_error: 0.1866, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1878, root_relative_squared_error: 0.378, scimark_benchmark: 1858.7532, usercpu_time_millis: 16.969, usercpu_time_millis_testing: 16.936, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1856.6531, usercpu_time_millis: 15.702, usercpu_time_millis_testing: 15.671, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1843.1261, usercpu_time_millis: 16.039, usercpu_time_millis_testing: 16.004, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9644, kappa: 0.9279, kb_relative_information_score: 9746.7801, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9645, predictive_accuracy: 0.9645, prior_entropy: 0.9906, recall: 0.9645, relative_absolute_error: 0.1276, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3387, scimark_benchmark: 1851.3287, usercpu_time_millis: 15.202, usercpu_time_millis_testing: 15.17, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9914, f_measure: 0.968, kappa: 0.9352, kb_relative_information_score: 10032.9847, mean_absolute_error: 0.048, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9681, predictive_accuracy: 0.9681, prior_entropy: 0.9906, recall: 0.9681, relative_absolute_error: 0.0972, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1623, root_relative_squared_error: 0.3266, scimark_benchmark: 1840.6995, usercpu_time_millis: 15.802, usercpu_time_millis_testing: 15.767, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9929, f_measure: 0.9563, kappa: 0.9113, kb_relative_information_score: 9190.2773, mean_absolute_error: 0.0921, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9564, predictive_accuracy: 0.9563, prior_entropy: 0.9906, recall: 0.9563, relative_absolute_error: 0.1866, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1878, root_relative_squared_error: 0.378, scimark_benchmark: 1850.2875, usercpu_time_millis: 13.686, usercpu_time_millis_testing: 13.653, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1853.454, usercpu_time_millis: 17.003, usercpu_time_millis_testing: 16.97, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9604, kappa: 0.9197, kb_relative_information_score: 9447.8849, mean_absolute_error: 0.0787, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9606, predictive_accuracy: 0.9605, prior_entropy: 0.9906, recall: 0.9605, relative_absolute_error: 0.1594, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.359, scimark_benchmark: 1851.8968, usercpu_time_millis: 18.608, usercpu_time_millis_testing: 18.576, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1852.5406, usercpu_time_millis: 13.226, usercpu_time_millis_testing: 13.197, usercpu_time_millis_training: 0.029,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9644, kappa: 0.9279, kb_relative_information_score: 9746.7801, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9645, predictive_accuracy: 0.9645, prior_entropy: 0.9906, recall: 0.9645, relative_absolute_error: 0.1276, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3387, scimark_benchmark: 1850.4852, usercpu_time_millis: 15.078, usercpu_time_millis_testing: 15.046, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9042.6583, mean_absolute_error: 0.0996, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9547, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.2019, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1935, root_relative_squared_error: 0.3896, scimark_benchmark: 1858.0974, usercpu_time_millis: 18.366, usercpu_time_millis_testing: 18.332, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9602, kappa: 0.9193, kb_relative_information_score: 9489.6271, mean_absolute_error: 0.0765, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9604, predictive_accuracy: 0.9603, prior_entropy: 0.9906, recall: 0.9603, relative_absolute_error: 0.1549, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.177, root_relative_squared_error: 0.3564, scimark_benchmark: 1848.916, usercpu_time_millis: 15.473, usercpu_time_millis_testing: 15.442, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9668, kappa: 0.9326, kb_relative_information_score: 9971.2743, mean_absolute_error: 0.0515, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9669, predictive_accuracy: 0.9668, prior_entropy: 0.9906, recall: 0.9668, relative_absolute_error: 0.1043, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1611, root_relative_squared_error: 0.3243, scimark_benchmark: 1838.6023, usercpu_time_millis: 16.195, usercpu_time_millis_testing: 16.161, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1850.2875, usercpu_time_millis: 19.285, usercpu_time_millis_testing: 19.249, usercpu_time_millis_training: 0.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.9647, kappa: 0.9284, kb_relative_information_score: 9808.6312, mean_absolute_error: 0.0597, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9647, predictive_accuracy: 0.9647, prior_entropy: 0.9906, recall: 0.9647, relative_absolute_error: 0.121, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1666, root_relative_squared_error: 0.3355, scimark_benchmark: 1850.8185, usercpu_time_millis: 16.52, usercpu_time_millis_testing: 16.486, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9644, kappa: 0.9279, kb_relative_information_score: 9746.7801, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9645, predictive_accuracy: 0.9645, prior_entropy: 0.9906, recall: 0.9645, relative_absolute_error: 0.1276, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3387, scimark_benchmark: 1852.9259, usercpu_time_millis: 16.008, usercpu_time_millis_testing: 15.974, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1850.8185, usercpu_time_millis: 16.967, usercpu_time_millis_testing: 16.934, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9637, kappa: 0.9264, kb_relative_information_score: 9691.0289, mean_absolute_error: 0.0659, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9637, predictive_accuracy: 0.9637, prior_entropy: 0.9906, recall: 0.9637, relative_absolute_error: 0.1336, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1698, root_relative_squared_error: 0.3418, scimark_benchmark: 1856.6531, usercpu_time_millis: 16.198, usercpu_time_millis_testing: 16.166, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9612, kappa: 0.9214, kb_relative_information_score: 9585.2298, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9614, predictive_accuracy: 0.9613, prior_entropy: 0.9906, recall: 0.9613, relative_absolute_error: 0.1448, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1735, root_relative_squared_error: 0.3492, scimark_benchmark: 1849.3014, usercpu_time_millis: 16.704, usercpu_time_millis_testing: 16.672, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9561, kappa: 0.9109, kb_relative_information_score: 9160.2497, mean_absolute_error: 0.0936, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9562, predictive_accuracy: 0.9561, prior_entropy: 0.9906, recall: 0.9561, relative_absolute_error: 0.1897, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1889, root_relative_squared_error: 0.3804, scimark_benchmark: 1849.8294, usercpu_time_millis: 18.915, usercpu_time_millis_testing: 18.88, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1859.1356, usercpu_time_millis: 20.627, usercpu_time_millis_testing: 20.59, usercpu_time_millis_training: 0.037,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1859.1356, usercpu_time_millis: 19.863, usercpu_time_millis_testing: 19.827, usercpu_time_millis_training: 0.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9644, kappa: 0.9279, kb_relative_information_score: 9746.7801, mean_absolute_error: 0.063, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9645, predictive_accuracy: 0.9645, prior_entropy: 0.9906, recall: 0.9645, relative_absolute_error: 0.1276, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3387, scimark_benchmark: 1853.9849, usercpu_time_millis: 16.232, usercpu_time_millis_testing: 16.2, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1849.8294, usercpu_time_millis: 15.345, usercpu_time_millis_testing: 15.31, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9602, kappa: 0.9193, kb_relative_information_score: 9489.6271, mean_absolute_error: 0.0765, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9604, predictive_accuracy: 0.9603, prior_entropy: 0.9906, recall: 0.9603, relative_absolute_error: 0.1549, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.177, root_relative_squared_error: 0.3564, scimark_benchmark: 1857.1082, usercpu_time_millis: 18.221, usercpu_time_millis_testing: 18.19, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9604, kappa: 0.9197, kb_relative_information_score: 9447.8849, mean_absolute_error: 0.0787, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9606, predictive_accuracy: 0.9605, prior_entropy: 0.9906, recall: 0.9605, relative_absolute_error: 0.1594, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.359, scimark_benchmark: 1857.5664, usercpu_time_millis: 18.494, usercpu_time_millis_testing: 18.464, usercpu_time_millis_training: 0.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1724.947, usercpu_time_millis: 17.741, usercpu_time_millis_testing: 17.704, usercpu_time_millis_training: 0.037,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9637, kappa: 0.9264, kb_relative_information_score: 9691.0289, mean_absolute_error: 0.0659, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9637, predictive_accuracy: 0.9637, prior_entropy: 0.9906, recall: 0.9637, relative_absolute_error: 0.1336, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1698, root_relative_squared_error: 0.3418, scimark_benchmark: 1853.9121, usercpu_time_millis: 16.152, usercpu_time_millis_testing: 16.12, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9604, kappa: 0.9197, kb_relative_information_score: 9447.8849, mean_absolute_error: 0.0787, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9606, predictive_accuracy: 0.9605, prior_entropy: 0.9906, recall: 0.9605, relative_absolute_error: 0.1594, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.359, scimark_benchmark: 1850.2875, usercpu_time_millis: 18.239, usercpu_time_millis_testing: 18.208, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9042.6583, mean_absolute_error: 0.0996, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9547, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.2019, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1935, root_relative_squared_error: 0.3896, scimark_benchmark: 1852.9259, usercpu_time_millis: 20.927, usercpu_time_millis_testing: 20.89, usercpu_time_millis_training: 0.037,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1846.89, usercpu_time_millis: 15.237, usercpu_time_millis_testing: 15.203, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1853.9121, usercpu_time_millis: 16.455, usercpu_time_millis_testing: 16.422, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9557, kappa: 0.9102, kb_relative_information_score: 9128.8905, mean_absolute_error: 0.0952, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9559, predictive_accuracy: 0.9558, prior_entropy: 0.9906, recall: 0.9558, relative_absolute_error: 0.193, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1901, root_relative_squared_error: 0.3826, scimark_benchmark: 1850.2875, usercpu_time_millis: 15.223, usercpu_time_millis_testing: 15.189, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9557, kappa: 0.9102, kb_relative_information_score: 9128.8905, mean_absolute_error: 0.0952, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9559, predictive_accuracy: 0.9558, prior_entropy: 0.9906, recall: 0.9558, relative_absolute_error: 0.193, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1901, root_relative_squared_error: 0.3826, scimark_benchmark: 1856.0093, usercpu_time_millis: 19.409, usercpu_time_millis_testing: 19.377, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9552, kappa: 0.9092, kb_relative_information_score: 9101.303, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9554, predictive_accuracy: 0.9553, prior_entropy: 0.9906, recall: 0.9553, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1911, root_relative_squared_error: 0.3847, scimark_benchmark: 1856.7258, usercpu_time_millis: 17.921, usercpu_time_millis_testing: 17.885, usercpu_time_millis_training: 0.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9612, kappa: 0.9214, kb_relative_information_score: 9585.2298, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9614, predictive_accuracy: 0.9613, prior_entropy: 0.9906, recall: 0.9613, relative_absolute_error: 0.1448, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1735, root_relative_squared_error: 0.3492, scimark_benchmark: 1852.3877, usercpu_time_millis: 18.234, usercpu_time_millis_testing: 18.2, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9552, kappa: 0.9092, kb_relative_information_score: 9101.303, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9554, predictive_accuracy: 0.9553, prior_entropy: 0.9906, recall: 0.9553, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1911, root_relative_squared_error: 0.3847, scimark_benchmark: 1851.8567, usercpu_time_millis: 17.271, usercpu_time_millis_testing: 17.239, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9582, kappa: 0.9151, kb_relative_information_score: 9327.4112, mean_absolute_error: 0.0849, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9583, predictive_accuracy: 0.9582, prior_entropy: 0.9906, recall: 0.9582, relative_absolute_error: 0.1721, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1828, root_relative_squared_error: 0.3681, scimark_benchmark: 1840.2443, usercpu_time_millis: 18.645, usercpu_time_millis_testing: 18.612, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1854.568, usercpu_time_millis: 20.253, usercpu_time_millis_testing: 20.218, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9557, kappa: 0.9102, kb_relative_information_score: 9128.8905, mean_absolute_error: 0.0952, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9559, predictive_accuracy: 0.9558, prior_entropy: 0.9906, recall: 0.9558, relative_absolute_error: 0.193, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1901, root_relative_squared_error: 0.3826, scimark_benchmark: 1850.2875, usercpu_time_millis: 18.393, usercpu_time_millis_testing: 18.36, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9557, kappa: 0.9102, kb_relative_information_score: 9128.8905, mean_absolute_error: 0.0952, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9559, predictive_accuracy: 0.9558, prior_entropy: 0.9906, recall: 0.9558, relative_absolute_error: 0.193, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1901, root_relative_squared_error: 0.3826, scimark_benchmark: 1853, usercpu_time_millis: 19.754, usercpu_time_millis_testing: 19.719, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9929, f_measure: 0.9571, kappa: 0.9129, kb_relative_information_score: 9224.5421, mean_absolute_error: 0.0903, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9572, predictive_accuracy: 0.9571, prior_entropy: 0.9906, recall: 0.9571, relative_absolute_error: 0.183, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1865, root_relative_squared_error: 0.3754, scimark_benchmark: 1855.0232, usercpu_time_millis: 21.243, usercpu_time_millis_testing: 21.204, usercpu_time_millis_training: 0.039,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9935, f_measure: 0.9612, kappa: 0.9214, kb_relative_information_score: 9585.2298, mean_absolute_error: 0.0715, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9614, predictive_accuracy: 0.9613, prior_entropy: 0.9906, recall: 0.9613, relative_absolute_error: 0.1448, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1735, root_relative_squared_error: 0.3492, scimark_benchmark: 1855.4813, usercpu_time_millis: 18.782, usercpu_time_millis_testing: 18.749, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9552, kappa: 0.9092, kb_relative_information_score: 9101.303, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9554, predictive_accuracy: 0.9553, prior_entropy: 0.9906, recall: 0.9553, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1911, root_relative_squared_error: 0.3847, scimark_benchmark: 1850.2875, usercpu_time_millis: 17.537, usercpu_time_millis_testing: 17.505, usercpu_time_millis_training: 0.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9602, kappa: 0.9193, kb_relative_information_score: 9489.6271, mean_absolute_error: 0.0765, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9604, predictive_accuracy: 0.9603, prior_entropy: 0.9906, recall: 0.9603, relative_absolute_error: 0.1549, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.177, root_relative_squared_error: 0.3564, scimark_benchmark: 1840.1715, usercpu_time_millis: 18.937, usercpu_time_millis_testing: 18.907, usercpu_time_millis_training: 0.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1834.7077, usercpu_time_millis: 18.998, usercpu_time_millis_testing: 18.967, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1859.1356, usercpu_time_millis: 20.365, usercpu_time_millis_testing: 20.328, usercpu_time_millis_training: 0.037,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9552, kappa: 0.9092, kb_relative_information_score: 9101.303, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9554, predictive_accuracy: 0.9553, prior_entropy: 0.9906, recall: 0.9553, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1911, root_relative_squared_error: 0.3847, scimark_benchmark: 1850.9434, usercpu_time_millis: 17.695, usercpu_time_millis_testing: 17.662, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9604, kappa: 0.9197, kb_relative_information_score: 9447.8849, mean_absolute_error: 0.0787, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9606, predictive_accuracy: 0.9605, prior_entropy: 0.9906, recall: 0.9605, relative_absolute_error: 0.1594, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.359, scimark_benchmark: 1846.6923, usercpu_time_millis: 16.59, usercpu_time_millis_testing: 16.559, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9592, kappa: 0.9171, kb_relative_information_score: 9367.4272, mean_absolute_error: 0.0829, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9593, predictive_accuracy: 0.9592, prior_entropy: 0.9906, recall: 0.9592, relative_absolute_error: 0.168, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1812, root_relative_squared_error: 0.3647, scimark_benchmark: 1852.0917, usercpu_time_millis: 19.084, usercpu_time_millis_testing: 19.049, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.957, kappa: 0.9127, kb_relative_information_score: 9254.4946, mean_absolute_error: 0.0887, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9571, predictive_accuracy: 0.957, prior_entropy: 0.9906, recall: 0.957, relative_absolute_error: 0.1798, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.3734, scimark_benchmark: 1848.388, usercpu_time_millis: 21.567, usercpu_time_millis_testing: 21.529, usercpu_time_millis_training: 0.038,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9923, f_measure: 0.9544, kappa: 0.9076, kb_relative_information_score: 9017.5096, mean_absolute_error: 0.1009, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9546, predictive_accuracy: 0.9545, prior_entropy: 0.9906, recall: 0.9545, relative_absolute_error: 0.2045, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1944, root_relative_squared_error: 0.3914, scimark_benchmark: 1855.4813, usercpu_time_millis: 21.012, usercpu_time_millis_testing: 20.842, usercpu_time_millis_training: 0.17,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9552, kappa: 0.9092, kb_relative_information_score: 9101.303, mean_absolute_error: 0.0967, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9554, predictive_accuracy: 0.9553, prior_entropy: 0.9906, recall: 0.9553, relative_absolute_error: 0.1959, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1911, root_relative_squared_error: 0.3847, scimark_benchmark: 1852.0126, usercpu_time_millis: 22.368, usercpu_time_millis_testing: 22.331, usercpu_time_millis_training: 0.037,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9597, kappa: 0.9182, kb_relative_information_score: 9406.8531, mean_absolute_error: 0.0808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9598, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1638, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.362, scimark_benchmark: 1842.6679, usercpu_time_millis: 16.784, usercpu_time_millis_testing: 16.75, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9933, f_measure: 0.9604, kappa: 0.9197, kb_relative_information_score: 9447.8849, mean_absolute_error: 0.0787, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9606, predictive_accuracy: 0.9605, prior_entropy: 0.9906, recall: 0.9605, relative_absolute_error: 0.1594, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.359, scimark_benchmark: 1852.8859, usercpu_time_millis: 16.49, usercpu_time_millis_testing: 16.46, usercpu_time_millis_training: 0.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9042.6583, mean_absolute_error: 0.0996, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9547, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.2019, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1935, root_relative_squared_error: 0.3896, scimark_benchmark: 1855.4813, usercpu_time_millis: 18.662, usercpu_time_millis_testing: 18.629, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9611, kappa: 0.9212, kb_relative_information_score: 9534.4064, mean_absolute_error: 0.0741, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9612, prior_entropy: 0.9906, recall: 0.9612, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.353, scimark_benchmark: 1853.9121, usercpu_time_millis: 17.536, usercpu_time_millis_testing: 17.503, usercpu_time_millis_training: 0.033,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9922, f_measure: 0.9536, kappa: 0.9059, kb_relative_information_score: 8993.2869, mean_absolute_error: 0.1022, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9538, predictive_accuracy: 0.9537, prior_entropy: 0.9906, recall: 0.9537, relative_absolute_error: 0.207, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1954, root_relative_squared_error: 0.3934, scimark_benchmark: 1857.5664, usercpu_time_millis: 18.496, usercpu_time_millis_testing: 18.461, usercpu_time_millis_training: 0.035,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9921, f_measure: 0.9528, kappa: 0.9043, kb_relative_information_score: 8968.4384, mean_absolute_error: 0.1034, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.953, predictive_accuracy: 0.9529, prior_entropy: 0.9906, recall: 0.9529, relative_absolute_error: 0.2096, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1964, root_relative_squared_error: 0.3954, scimark_benchmark: 1845.779, usercpu_time_millis: 20.557, usercpu_time_millis_testing: 20.521, usercpu_time_millis_training: 0.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1857.5664, usercpu_time_millis: 19.627, usercpu_time_millis_testing: 19.596, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.993, f_measure: 0.9577, kappa: 0.9142, kb_relative_information_score: 9290.5845, mean_absolute_error: 0.0869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.176, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.3708, scimark_benchmark: 1850.3603, usercpu_time_millis: 19.854, usercpu_time_millis_testing: 19.823, usercpu_time_millis_training: 0.031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9929, f_measure: 0.9563, kappa: 0.9113, kb_relative_information_score: 9190.2773, mean_absolute_error: 0.0921, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9564, predictive_accuracy: 0.9563, prior_entropy: 0.9906, recall: 0.9563, relative_absolute_error: 0.1866, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1878, root_relative_squared_error: 0.378, scimark_benchmark: 1858.6775, usercpu_time_millis: 19.635, usercpu_time_millis_testing: 19.601, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9928, f_measure: 0.9561, kappa: 0.9109, kb_relative_information_score: 9160.2497, mean_absolute_error: 0.0936, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9562, predictive_accuracy: 0.9561, prior_entropy: 0.9906, recall: 0.9561, relative_absolute_error: 0.1897, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1889, root_relative_squared_error: 0.3804, scimark_benchmark: 1853.9121, usercpu_time_millis: 18.219, usercpu_time_millis_testing: 18.185, usercpu_time_millis_training: 0.034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9545, kappa: 0.9077, kb_relative_information_score: 9070.491, mean_absolute_error: 0.0982, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9548, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.199, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1923, root_relative_squared_error: 0.3871, scimark_benchmark: 1858.1494, usercpu_time_millis: 21.931, usercpu_time_millis_testing: 21.897, usercpu_time_millis_training: 0.034,

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