Study
A large-scale comparison of classification algorithms

A large-scale comparison of classification algorithms

Created 20-10-2015 by Joaquin Vanschoren Visibility: public
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9831, f_measure: 0.94, kappa: 0.91, kb_relative_information_score: 138.6654, mean_absolute_error: 0.0384, mean_prior_absolute_error: 0.4444, number_of_instances: 150, precision: 0.9401, predictive_accuracy: 0.94, prior_entropy: 1.585, recall: 0.94, relative_absolute_error: 0.0863, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.1599, root_relative_squared_error: 0.3391, scimark_benchmark: 1112.0541, usercpu_time_millis: 10.246, usercpu_time_millis_testing: 6.176, usercpu_time_millis_training: 4.07,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9951, f_measure: 0.9533, kappa: 0.93, kb_relative_information_score: 140.1339, mean_absolute_error: 0.0338, mean_prior_absolute_error: 0.4444, number_of_instances: 150, precision: 0.9534, predictive_accuracy: 0.9533, prior_entropy: 1.585, recall: 0.9533, relative_absolute_error: 0.0761, root_mean_prior_squared_error: 0.4714, root_mean_squared_error: 0.1539, root_relative_squared_error: 0.3265, scimark_benchmark: 1062.1895, usercpu_time_millis: 14.308, usercpu_time_millis_testing: 12.5, usercpu_time_millis_training: 1.808,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7369, f_measure: 0.6635, kappa: 0.3401, kb_relative_information_score: 33282.0432, mean_absolute_error: 0.3314, mean_prior_absolute_error: 0.5, number_of_instances: 98528, precision: 0.6844, predictive_accuracy: 0.6701, prior_entropy: 1, recall: 0.6701, relative_absolute_error: 0.6629, root_mean_prior_squared_error: 0.5, root_mean_squared_error: 0.5523, root_relative_squared_error: 1.1047, scimark_benchmark: 870.2101, usercpu_time_millis: 5197265460, usercpu_time_millis_testing: 5197265390, usercpu_time_millis_training: 70,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.8741, kappa: 0.7477, kb_relative_information_score: 1943.5869, mean_absolute_error: 0.2095, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.8743, predictive_accuracy: 0.8742, prior_entropy: 0.9986, recall: 0.8742, relative_absolute_error: 0.4199, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.6078, scimark_benchmark: 1358.2518, usercpu_time_millis: 32.941, usercpu_time_millis_testing: 30.235, usercpu_time_millis_training: 2.706,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.7679, kappa: 0.5498, kb_relative_information_score: 371.8902, mean_absolute_error: 0.0912, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8707, predictive_accuracy: 0.7461, prior_entropy: 1.2149, recall: 0.7461, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.251, root_relative_squared_error: 0.9721, scimark_benchmark: 1358.2518, usercpu_time_millis: 22.376, usercpu_time_millis_testing: 20.845, usercpu_time_millis_training: 1.531,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8843, kappa: 0.7247, kb_relative_information_score: 609.6078, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9334, predictive_accuracy: 0.8653, prior_entropy: 1.2149, recall: 0.8653, relative_absolute_error: 0.3719, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.2045, root_relative_squared_error: 0.7921, scimark_benchmark: 1358.2518, usercpu_time_millis: 35.951, usercpu_time_millis_testing: 34.988, usercpu_time_millis_training: 0.963,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.8741, kappa: 0.7477, kb_relative_information_score: 1943.5869, mean_absolute_error: 0.2095, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.8743, predictive_accuracy: 0.8742, prior_entropy: 0.9986, recall: 0.8742, relative_absolute_error: 0.4199, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.6078, scimark_benchmark: 1358.2518, usercpu_time_millis: 34.088, usercpu_time_millis_testing: 31.018, usercpu_time_millis_training: 3.07,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.7679, kappa: 0.5498, kb_relative_information_score: 371.8902, mean_absolute_error: 0.0912, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8707, predictive_accuracy: 0.7461, prior_entropy: 1.2149, recall: 0.7461, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.251, root_relative_squared_error: 0.9721, scimark_benchmark: 1358.2518, usercpu_time_millis: 19.452, usercpu_time_millis_testing: 18.698, usercpu_time_millis_training: 0.754,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8843, kappa: 0.7247, kb_relative_information_score: 609.6078, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9334, predictive_accuracy: 0.8653, prior_entropy: 1.2149, recall: 0.8653, relative_absolute_error: 0.3719, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.2045, root_relative_squared_error: 0.7921, scimark_benchmark: 1358.2518, usercpu_time_millis: 35.824, usercpu_time_millis_testing: 34.457, usercpu_time_millis_training: 1.367,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.8741, kappa: 0.7477, kb_relative_information_score: 1943.5869, mean_absolute_error: 0.2095, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.8743, predictive_accuracy: 0.8742, prior_entropy: 0.9986, recall: 0.8742, relative_absolute_error: 0.4199, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.6078, scimark_benchmark: 1358.2518, usercpu_time_millis: 33.468, usercpu_time_millis_testing: 31.236, usercpu_time_millis_training: 2.232,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.7679, kappa: 0.5498, kb_relative_information_score: 371.8902, mean_absolute_error: 0.0912, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8707, predictive_accuracy: 0.7461, prior_entropy: 1.2149, recall: 0.7461, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.251, root_relative_squared_error: 0.9721, scimark_benchmark: 1358.2518, usercpu_time_millis: 20.693, usercpu_time_millis_testing: 19.452, usercpu_time_millis_training: 1.241,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8843, kappa: 0.7247, kb_relative_information_score: 609.6078, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9334, predictive_accuracy: 0.8653, prior_entropy: 1.2149, recall: 0.8653, relative_absolute_error: 0.3719, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.2045, root_relative_squared_error: 0.7921, scimark_benchmark: 1358.2518, usercpu_time_millis: 35.845, usercpu_time_millis_testing: 34.34, usercpu_time_millis_training: 1.505,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.8741, kappa: 0.7477, kb_relative_information_score: 1943.5869, mean_absolute_error: 0.2095, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.8743, predictive_accuracy: 0.8742, prior_entropy: 0.9986, recall: 0.8742, relative_absolute_error: 0.4199, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.6078, scimark_benchmark: 1358.2518, usercpu_time_millis: 26.722, usercpu_time_millis_testing: 25.505, usercpu_time_millis_training: 1.217,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.7679, kappa: 0.5498, kb_relative_information_score: 371.8902, mean_absolute_error: 0.0912, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8707, predictive_accuracy: 0.7461, prior_entropy: 1.2149, recall: 0.7461, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.251, root_relative_squared_error: 0.9721, scimark_benchmark: 1358.2518, usercpu_time_millis: 16.038, usercpu_time_millis_testing: 15.313, usercpu_time_millis_training: 0.725,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8843, kappa: 0.7247, kb_relative_information_score: 609.6078, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9334, predictive_accuracy: 0.8653, prior_entropy: 1.2149, recall: 0.8653, relative_absolute_error: 0.3719, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.2045, root_relative_squared_error: 0.7921, scimark_benchmark: 1358.2518, usercpu_time_millis: 32.061, usercpu_time_millis_testing: 31.267, usercpu_time_millis_training: 0.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9903, kappa: 0.9806, kb_relative_information_score: 2912.0086, mean_absolute_error: 0.0542, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.9903, predictive_accuracy: 0.9903, prior_entropy: 0.9986, recall: 0.9903, relative_absolute_error: 0.1086, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.1081, root_relative_squared_error: 0.2164, scimark_benchmark: 1358.2518, usercpu_time_millis: 462.405, usercpu_time_millis_testing: 122.206, usercpu_time_millis_training: 340.199,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9443, kappa: 0.8608, kb_relative_information_score: 699.4785, mean_absolute_error: 0.0395, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9444, predictive_accuracy: 0.9443, prior_entropy: 1.2149, recall: 0.9443, relative_absolute_error: 0.2939, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.1179, root_relative_squared_error: 0.4565, scimark_benchmark: 1358.2518, usercpu_time_millis: 620.921, usercpu_time_millis_testing: 177.204, usercpu_time_millis_training: 443.717,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9944, kappa: 0.9861, kb_relative_information_score: 837.2218, mean_absolute_error: 0.0103, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9944, predictive_accuracy: 0.9944, prior_entropy: 1.2149, recall: 0.9944, relative_absolute_error: 0.0764, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.0484, root_relative_squared_error: 0.1875, scimark_benchmark: 1358.2518, usercpu_time_millis: 108.979, usercpu_time_millis_testing: 28.187, usercpu_time_millis_training: 80.792,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9903, kappa: 0.9806, kb_relative_information_score: 2912.0086, mean_absolute_error: 0.0542, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.9903, predictive_accuracy: 0.9903, prior_entropy: 0.9986, recall: 0.9903, relative_absolute_error: 0.1086, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.1081, root_relative_squared_error: 0.2164, scimark_benchmark: 1358.2518, usercpu_time_millis: 470.3, usercpu_time_millis_testing: 148.106, usercpu_time_millis_training: 322.194,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9443, kappa: 0.8608, kb_relative_information_score: 699.4785, mean_absolute_error: 0.0395, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9444, predictive_accuracy: 0.9443, prior_entropy: 1.2149, recall: 0.9443, relative_absolute_error: 0.2939, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.1179, root_relative_squared_error: 0.4565, scimark_benchmark: 1358.2518, usercpu_time_millis: 613.058, usercpu_time_millis_testing: 182.683, usercpu_time_millis_training: 430.375,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9944, kappa: 0.9861, kb_relative_information_score: 837.2218, mean_absolute_error: 0.0103, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9944, predictive_accuracy: 0.9944, prior_entropy: 1.2149, recall: 0.9944, relative_absolute_error: 0.0764, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.0484, root_relative_squared_error: 0.1875, scimark_benchmark: 1358.2518, usercpu_time_millis: 142.173, usercpu_time_millis_testing: 37.944, usercpu_time_millis_training: 104.229,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9513, f_measure: 0.8741, kappa: 0.7477, kb_relative_information_score: 1943.5869, mean_absolute_error: 0.2095, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.8743, predictive_accuracy: 0.8742, prior_entropy: 0.9986, recall: 0.8742, relative_absolute_error: 0.4199, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.6078, scimark_benchmark: 1358.2518, usercpu_time_millis: 28.391, usercpu_time_millis_testing: 26.059, usercpu_time_millis_training: 2.332,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.7679, kappa: 0.5498, kb_relative_information_score: 371.8902, mean_absolute_error: 0.0912, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.8707, predictive_accuracy: 0.7461, prior_entropy: 1.2149, recall: 0.7461, relative_absolute_error: 0.6793, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.251, root_relative_squared_error: 0.9721, scimark_benchmark: 1358.2518, usercpu_time_millis: 28.553, usercpu_time_millis_testing: 26.496, usercpu_time_millis_training: 2.057,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8843, kappa: 0.7247, kb_relative_information_score: 609.6078, mean_absolute_error: 0.05, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9334, predictive_accuracy: 0.8653, prior_entropy: 1.2149, recall: 0.8653, relative_absolute_error: 0.3719, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.2045, root_relative_squared_error: 0.7921, scimark_benchmark: 1358.2518, usercpu_time_millis: 57.251, usercpu_time_millis_testing: 55.705, usercpu_time_millis_training: 1.546,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9903, kappa: 0.9806, kb_relative_information_score: 2912.0086, mean_absolute_error: 0.0542, mean_prior_absolute_error: 0.499, number_of_instances: 3196, precision: 0.9903, predictive_accuracy: 0.9903, prior_entropy: 0.9986, recall: 0.9903, relative_absolute_error: 0.1086, root_mean_prior_squared_error: 0.4995, root_mean_squared_error: 0.1081, root_relative_squared_error: 0.2164, scimark_benchmark: 1358.2518, usercpu_time_millis: 466.807, usercpu_time_millis_testing: 112.615, usercpu_time_millis_training: 354.192,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9884, f_measure: 0.9443, kappa: 0.8608, kb_relative_information_score: 699.4785, mean_absolute_error: 0.0395, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9444, predictive_accuracy: 0.9443, prior_entropy: 1.2149, recall: 0.9443, relative_absolute_error: 0.2939, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.1179, root_relative_squared_error: 0.4565, scimark_benchmark: 1358.2518, usercpu_time_millis: 659.909, usercpu_time_millis_testing: 198.406, usercpu_time_millis_training: 461.503,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9944, kappa: 0.9861, kb_relative_information_score: 837.2218, mean_absolute_error: 0.0103, mean_prior_absolute_error: 0.1343, number_of_instances: 898, precision: 0.9944, predictive_accuracy: 0.9944, prior_entropy: 1.2149, recall: 0.9944, relative_absolute_error: 0.0764, root_mean_prior_squared_error: 0.2582, root_mean_squared_error: 0.0484, root_relative_squared_error: 0.1875, scimark_benchmark: 1358.2518, usercpu_time_millis: 156.127, usercpu_time_millis_testing: 32.794, usercpu_time_millis_training: 123.333,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4695, f_measure: 0.5235, kappa: -0.0714, kb_relative_information_score: -0.8326, mean_absolute_error: 0.4468, mean_prior_absolute_error: 0.4565, number_of_instances: 60, precision: 0.5098, predictive_accuracy: 0.55, prior_entropy: 0.9383, recall: 0.55, relative_absolute_error: 0.9788, root_mean_prior_squared_error: 0.477, root_mean_squared_error: 0.5756, root_relative_squared_error: 1.2068, scimark_benchmark: 972.587, usercpu_time_millis: 1210, usercpu_time_millis_training: 1210,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9864, f_measure: 0.9444, kappa: 0.8774, kb_relative_information_score: 60.1144, mean_absolute_error: 0.0748, mean_prior_absolute_error: 0.4546, number_of_instances: 72, precision: 0.9444, predictive_accuracy: 0.9444, prior_entropy: 0.9353, recall: 0.9444, relative_absolute_error: 0.1646, root_mean_prior_squared_error: 0.4761, root_mean_squared_error: 0.1995, root_relative_squared_error: 0.4191, scimark_benchmark: 972.587, usercpu_time_millis: 940, usercpu_time_millis_training: 940,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.998, f_measure: 0.9778, kappa: 0.9555, kb_relative_information_score: 33.5537, mean_absolute_error: 0.1459, mean_prior_absolute_error: 0.4998, number_of_instances: 45, precision: 0.9787, predictive_accuracy: 0.9778, prior_entropy: 0.9997, recall: 0.9778, relative_absolute_error: 0.292, root_mean_prior_squared_error: 0.4999, root_mean_squared_error: 0.2101, root_relative_squared_error: 0.4203, scimark_benchmark: 972.587, usercpu_time_millis: 350, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 340,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7021, f_measure: 0.8615, kappa: 0.1062, kb_relative_information_score: -65.8255, mean_absolute_error: 0.1606, mean_prior_absolute_error: 0.1601, number_of_instances: 130, precision: 0.8615, predictive_accuracy: 0.8615, prior_entropy: 0.4395, recall: 0.8615, relative_absolute_error: 1.0026, root_mean_prior_squared_error: 0.2784, root_mean_squared_error: 0.3094, root_relative_squared_error: 1.1113, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8042, f_measure: 0.7299, kappa: 0.4601, kb_relative_information_score: 86.8383, mean_absolute_error: 0.3542, mean_prior_absolute_error: 0.4998, number_of_instances: 274, precision: 0.7306, predictive_accuracy: 0.7299, prior_entropy: 0.9997, recall: 0.7299, relative_absolute_error: 0.7087, root_mean_prior_squared_error: 0.4999, root_mean_squared_error: 0.4241, root_relative_squared_error: 0.8485, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7073, f_measure: 0.8928, kappa: 0.1627, kb_relative_information_score: -332.3129, mean_absolute_error: 0.1567, mean_prior_absolute_error: 0.1438, number_of_instances: 403, precision: 0.8835, predictive_accuracy: 0.9057, prior_entropy: 0.3987, recall: 0.9057, relative_absolute_error: 1.0898, root_mean_prior_squared_error: 0.2665, root_mean_squared_error: 0.2783, root_relative_squared_error: 1.0445, scimark_benchmark: 972.587, usercpu_time_millis: 110, usercpu_time_millis_training: 110,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8075, f_measure: 0.9938, kb_relative_information_score: -98276.3873, mean_absolute_error: 0.0201, mean_prior_absolute_error: 0.0084, number_of_instances: 5589, precision: 0.9918, predictive_accuracy: 0.9959, prior_entropy: 0.0399, recall: 0.9959, relative_absolute_error: 2.4011, root_mean_prior_squared_error: 0.064, root_mean_squared_error: 0.073, root_relative_squared_error: 1.1407, scimark_benchmark: 972.587, usercpu_time_millis: 810, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 800,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.841, f_measure: 0.9145, kappa: 0.2351, kb_relative_information_score: -1371.1311, mean_absolute_error: 0.1492, mean_prior_absolute_error: 0.1299, number_of_instances: 1109, precision: 0.9098, predictive_accuracy: 0.9297, prior_entropy: 0.3667, recall: 0.9297, relative_absolute_error: 1.1489, root_mean_prior_squared_error: 0.2542, root_mean_squared_error: 0.2488, root_relative_squared_error: 0.9789, scimark_benchmark: 972.587, usercpu_time_millis: 140, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 130,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.788, f_measure: 0.8182, kappa: 0.2212, kb_relative_information_score: -944.5721, mean_absolute_error: 0.2841, mean_prior_absolute_error: 0.2616, number_of_instances: 2109, precision: 0.8158, predictive_accuracy: 0.8487, prior_entropy: 0.622, recall: 0.8487, relative_absolute_error: 1.0862, root_mean_prior_squared_error: 0.3615, root_mean_squared_error: 0.3492, root_relative_squared_error: 0.966, scimark_benchmark: 972.587, usercpu_time_millis: 240, usercpu_time_millis_training: 240,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7839, f_measure: 0.6809, kappa: 0.3396, kb_relative_information_score: 45.2642, mean_absolute_error: 0.3351, mean_prior_absolute_error: 0.4853, number_of_instances: 145, precision: 0.6802, predictive_accuracy: 0.6828, prior_entropy: 0.979, recall: 0.6828, relative_absolute_error: 0.6904, root_mean_prior_squared_error: 0.4925, root_mean_squared_error: 0.4506, root_relative_squared_error: 0.9149, scimark_benchmark: 972.587, usercpu_time_millis: 60, usercpu_time_millis_training: 60,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9222, f_measure: 0.9902, kappa: 0.1266, kb_relative_information_score: -79581.0699, mean_absolute_error: 0.0257, mean_prior_absolute_error: 0.0144, number_of_instances: 9466, precision: 0.9898, predictive_accuracy: 0.9928, prior_entropy: 0.0622, recall: 0.9928, relative_absolute_error: 1.79, root_mean_prior_squared_error: 0.0845, root_mean_squared_error: 0.0884, root_relative_squared_error: 1.0467, scimark_benchmark: 972.587, usercpu_time_millis: 1580, usercpu_time_millis_testing: 20, usercpu_time_millis_training: 1560,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5141, f_measure: 0.7174, kappa: 0.1196, kb_relative_information_score: -21.507, mean_absolute_error: 0.3764, mean_prior_absolute_error: 0.3518, number_of_instances: 89, precision: 0.7109, predictive_accuracy: 0.764, prior_entropy: 0.7794, recall: 0.764, relative_absolute_error: 1.0699, root_mean_prior_squared_error: 0.4174, root_mean_squared_error: 0.4305, root_relative_squared_error: 1.0313, scimark_benchmark: 972.587,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5836, f_measure: 0.6206, kappa: 0.1049, kb_relative_information_score: 5.4251, mean_absolute_error: 0.408, mean_prior_absolute_error: 0.4381, number_of_instances: 161, precision: 0.6131, predictive_accuracy: 0.646, prior_entropy: 0.9099, recall: 0.646, relative_absolute_error: 0.9312, root_mean_prior_squared_error: 0.4676, root_mean_squared_error: 0.4856, root_relative_squared_error: 1.0385, scimark_benchmark: 972.587, usercpu_time_millis: 40, usercpu_time_millis_training: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7089, f_measure: 0.7327, kappa: 0.0433, kb_relative_information_score: -4489.0136, mean_absolute_error: 0.3605, mean_prior_absolute_error: 0.3121, number_of_instances: 10885, precision: 0.7721, predictive_accuracy: 0.8088, prior_entropy: 0.7088, recall: 0.8088, relative_absolute_error: 1.1549, root_mean_prior_squared_error: 0.395, root_mean_squared_error: 0.3948, root_relative_squared_error: 0.9995, scimark_benchmark: 972.587, usercpu_time_millis: 1490, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 1480,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7845, f_measure: 0.8501, kappa: 0.0085, kb_relative_information_score: -1437.0287, mean_absolute_error: 0.2145, mean_prior_absolute_error: 0.1842, number_of_instances: 1563, precision: 0.8403, predictive_accuracy: 0.897, prior_entropy: 0.478, recall: 0.897, relative_absolute_error: 1.1648, root_mean_prior_squared_error: 0.3031, root_mean_squared_error: 0.3042, root_relative_squared_error: 1.0034, scimark_benchmark: 972.587, usercpu_time_millis: 200, usercpu_time_millis_training: 200,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9178, f_measure: 0.8908, kappa: 0.4775, kb_relative_information_score: 53.7341, mean_absolute_error: 0.1552, mean_prior_absolute_error: 0.2148, number_of_instances: 1458, precision: 0.8885, predictive_accuracy: 0.8937, prior_entropy: 0.5368, recall: 0.8937, relative_absolute_error: 0.7226, root_mean_prior_squared_error: 0.3274, root_mean_squared_error: 0.2657, root_relative_squared_error: 0.8117, scimark_benchmark: 972.587, usercpu_time_millis: 220, usercpu_time_millis_training: 220,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6905, f_measure: 0.6325, kappa: 0.2639, kb_relative_information_score: 53.7063, mean_absolute_error: 0.4294, mean_prior_absolute_error: 0.4944, number_of_instances: 369, precision: 0.638, predictive_accuracy: 0.6314, prior_entropy: 0.992, recall: 0.6314, relative_absolute_error: 0.8684, root_mean_prior_squared_error: 0.4972, root_mean_squared_error: 0.4685, root_relative_squared_error: 0.9422, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_training: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9586, f_measure: 0.9399, kappa: 0.8614, kb_relative_information_score: 10135.9542, mean_absolute_error: 0.172, mean_prior_absolute_error: 0.4412, number_of_instances: 15545, precision: 0.9454, predictive_accuracy: 0.9415, prior_entropy: 0.9135, recall: 0.9415, relative_absolute_error: 0.3897, root_mean_prior_squared_error: 0.4697, root_mean_squared_error: 0.2469, root_relative_squared_error: 0.5257, scimark_benchmark: 972.587, usercpu_time_millis: 610, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 600,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.886, f_measure: 0.8398, kappa: 0.558, kb_relative_information_score: 1003.47, mean_absolute_error: 0.2825, mean_prior_absolute_error: 0.3732, number_of_instances: 4562, precision: 0.8388, predictive_accuracy: 0.8455, prior_entropy: 0.8085, recall: 0.8455, relative_absolute_error: 0.7571, root_mean_prior_squared_error: 0.4319, root_mean_squared_error: 0.3453, root_relative_squared_error: 0.7994, scimark_benchmark: 972.587, usercpu_time_millis: 1850, usercpu_time_millis_training: 1850,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.9919, kappa: 0.9299, kb_relative_information_score: 11427.0695, mean_absolute_error: 0.0212, mean_prior_absolute_error: 0.1156, number_of_instances: 14395, precision: 0.9919, predictive_accuracy: 0.9918, prior_entropy: 0.3338, recall: 0.9918, relative_absolute_error: 0.1836, root_mean_prior_squared_error: 0.2403, root_mean_squared_error: 0.0871, root_relative_squared_error: 0.3624, scimark_benchmark: 972.587, usercpu_time_millis: 6700, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 6690,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 360.3583, mean_absolute_error: 0.008, mean_prior_absolute_error: 0.4251, number_of_instances: 366, precision: 1, predictive_accuracy: 1, prior_entropy: 0.8898, recall: 1, relative_absolute_error: 0.0187, root_mean_prior_squared_error: 0.4608, root_mean_squared_error: 0.0303, root_relative_squared_error: 0.0657, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7037, f_measure: 0.6508, kappa: 0.2705, kb_relative_information_score: 14.8233, mean_absolute_error: 0.369, mean_prior_absolute_error: 0.4794, number_of_instances: 63, precision: 0.6508, predictive_accuracy: 0.6508, prior_entropy: 0.971, recall: 0.6508, relative_absolute_error: 0.7698, root_mean_prior_squared_error: 0.4893, root_mean_squared_error: 0.4782, root_relative_squared_error: 0.9775, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9046, f_measure: 0.8509, kappa: 0.6985, kb_relative_information_score: 80.299, mean_absolute_error: 0.2414, mean_prior_absolute_error: 0.4956, number_of_instances: 148, precision: 0.8516, predictive_accuracy: 0.8514, prior_entropy: 0.9937, recall: 0.8514, relative_absolute_error: 0.4871, root_mean_prior_squared_error: 0.4978, root_mean_squared_error: 0.3494, root_relative_squared_error: 0.7019, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7808, f_measure: 0.7409, kappa: 0.4305, kb_relative_information_score: 59.1476, mean_absolute_error: 0.3348, mean_prior_absolute_error: 0.4584, number_of_instances: 214, precision: 0.7397, predictive_accuracy: 0.743, prior_entropy: 0.9397, recall: 0.743, relative_absolute_error: 0.7303, root_mean_prior_squared_error: 0.4786, root_mean_squared_error: 0.423, root_relative_squared_error: 0.8839, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8594, f_measure: 0.8443, kappa: 0.5707, kb_relative_information_score: 94.2661, mean_absolute_error: 0.2673, mean_prior_absolute_error: 0.3735, number_of_instances: 339, precision: 0.8434, predictive_accuracy: 0.8496, prior_entropy: 0.8101, recall: 0.8496, relative_absolute_error: 0.7156, root_mean_prior_squared_error: 0.4317, root_mean_squared_error: 0.3455, root_relative_squared_error: 0.8002, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8473, f_measure: 0.8459, kappa: 0.0115, kb_relative_information_score: -4806.552, mean_absolute_error: 0.1884, mean_prior_absolute_error: 0.1891, number_of_instances: 7485, precision: 0.8491, predictive_accuracy: 0.8942, prior_entropy: 0.4871, recall: 0.8942, relative_absolute_error: 0.9964, root_mean_prior_squared_error: 0.3074, root_mean_squared_error: 0.2925, root_relative_squared_error: 0.9515, scimark_benchmark: 972.587, usercpu_time_millis: 940, usercpu_time_millis_training: 940,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9991, f_measure: 0.9974, kappa: 0.9816, kb_relative_information_score: 3392.5697, mean_absolute_error: 0.0139, mean_prior_absolute_error: 0.1426, number_of_instances: 3772, precision: 0.9974, predictive_accuracy: 0.9973, prior_entropy: 0.3928, recall: 0.9973, relative_absolute_error: 0.0973, root_mean_prior_squared_error: 0.2668, root_mean_squared_error: 0.0579, root_relative_squared_error: 0.2169, scimark_benchmark: 972.587, usercpu_time_millis: 240, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 230,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9899, f_measure: 0.9689, kappa: 0.9174, kb_relative_information_score: 183.9998, mean_absolute_error: 0.0737, mean_prior_absolute_error: 0.3783, number_of_instances: 226, precision: 0.9689, predictive_accuracy: 0.969, prior_entropy: 0.8182, recall: 0.969, relative_absolute_error: 0.1949, root_mean_prior_squared_error: 0.4343, root_mean_squared_error: 0.1711, root_relative_squared_error: 0.3939, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_training: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9611, f_measure: 0.8925, kappa: 0.7835, kb_relative_information_score: 344.9532, mean_absolute_error: 0.2438, mean_prior_absolute_error: 0.4969, number_of_instances: 625, precision: 0.8933, predictive_accuracy: 0.8928, prior_entropy: 0.9956, recall: 0.8928, relative_absolute_error: 0.4907, root_mean_prior_squared_error: 0.4985, root_mean_squared_error: 0.3057, root_relative_squared_error: 0.6133, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_training: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7825, f_measure: 0.7247, kappa: 0.3998, kb_relative_information_score: 54.5691, mean_absolute_error: 0.3432, mean_prior_absolute_error: 0.4584, number_of_instances: 214, precision: 0.7251, predictive_accuracy: 0.7243, prior_entropy: 0.9397, recall: 0.7243, relative_absolute_error: 0.7487, root_mean_prior_squared_error: 0.4786, root_mean_squared_error: 0.4276, root_relative_squared_error: 0.8934, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9913, f_measure: 0.9894, kappa: 0.9407, kb_relative_information_score: 1695.5486, mean_absolute_error: 0.0233, mean_prior_absolute_error: 0.1803, number_of_instances: 2000, precision: 0.9894, predictive_accuracy: 0.9895, prior_entropy: 0.4703, recall: 0.9895, relative_absolute_error: 0.129, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0993, root_relative_squared_error: 0.331, scimark_benchmark: 972.587, usercpu_time_millis: 770, usercpu_time_millis_training: 770,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9848, f_measure: 0.9678, kappa: 0.9152, kb_relative_information_score: 636.7605, mean_absolute_error: 0.102, mean_prior_absolute_error: 0.3828, number_of_instances: 846, precision: 0.968, predictive_accuracy: 0.9681, prior_entropy: 0.8241, recall: 0.9681, relative_absolute_error: 0.2664, root_mean_prior_squared_error: 0.4374, root_mean_squared_error: 0.1918, root_relative_squared_error: 0.4385, scimark_benchmark: 972.587, usercpu_time_millis: 110, usercpu_time_millis_training: 110,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9906, f_measure: 0.9783, kappa: 0.9538, kb_relative_information_score: 6041.2048, mean_absolute_error: 0.0753, mean_prior_absolute_error: 0.466, number_of_instances: 7019, precision: 0.9794, predictive_accuracy: 0.9782, prior_entropy: 0.9504, recall: 0.9782, relative_absolute_error: 0.1615, root_mean_prior_squared_error: 0.4827, root_mean_squared_error: 0.1585, root_relative_squared_error: 0.3283, scimark_benchmark: 972.587, usercpu_time_millis: 1100, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 1090,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9925, f_measure: 0.9579, kappa: 0.9002, kb_relative_information_score: 1220.5719, mean_absolute_error: 0.1359, mean_prior_absolute_error: 0.4199, number_of_instances: 1728, precision: 0.9583, predictive_accuracy: 0.9578, prior_entropy: 0.8813, recall: 0.9578, relative_absolute_error: 0.3237, root_mean_prior_squared_error: 0.4582, root_mean_squared_error: 0.2107, root_relative_squared_error: 0.46, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_training: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7988, f_measure: 0.7368, kappa: 0.4014, kb_relative_information_score: 135.6191, mean_absolute_error: 0.3231, mean_prior_absolute_error: 0.4127, number_of_instances: 736, precision: 0.7623, predictive_accuracy: 0.7269, prior_entropy: 0.8704, recall: 0.7269, relative_absolute_error: 0.7828, root_mean_prior_squared_error: 0.4541, root_mean_squared_error: 0.3937, root_relative_squared_error: 0.867, scimark_benchmark: 972.587, usercpu_time_millis: 70, usercpu_time_millis_training: 70,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9778, kappa: 0.9392, kb_relative_information_score: 703.8175, mean_absolute_error: 0.091, mean_prior_absolute_error: 0.3633, number_of_instances: 898, precision: 0.9781, predictive_accuracy: 0.9777, prior_entropy: 0.7932, recall: 0.9777, relative_absolute_error: 0.2504, root_mean_prior_squared_error: 0.426, root_mean_squared_error: 0.1628, root_relative_squared_error: 0.3822, scimark_benchmark: 972.587, usercpu_time_millis: 50, usercpu_time_millis_training: 50,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8091, f_measure: 0.7753, kappa: 0.5253, kb_relative_information_score: 28.1711, mean_absolute_error: 0.2838, mean_prior_absolute_error: 0.4757, number_of_instances: 67, precision: 0.7748, predictive_accuracy: 0.7761, prior_entropy: 0.9656, recall: 0.7761, relative_absolute_error: 0.5966, root_mean_prior_squared_error: 0.4873, root_mean_squared_error: 0.4086, root_relative_squared_error: 0.8385, scimark_benchmark: 972.587, usercpu_time_millis: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4729, f_measure: 0.5762, kappa: -0.0157, kb_relative_information_score: -50.7169, mean_absolute_error: 0.4627, mean_prior_absolute_error: 0.4326, number_of_instances: 364, precision: 0.5592, predictive_accuracy: 0.6236, prior_entropy: 0.901, recall: 0.6236, relative_absolute_error: 1.0696, root_mean_prior_squared_error: 0.4649, root_mean_squared_error: 0.4944, root_relative_squared_error: 1.0635, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 10,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.878, f_measure: 0.8462, kappa: 0.6905, kb_relative_information_score: 28.5395, mean_absolute_error: 0.2398, mean_prior_absolute_error: 0.4972, number_of_instances: 52, precision: 0.8462, predictive_accuracy: 0.8462, prior_entropy: 0.996, recall: 0.8462, relative_absolute_error: 0.4824, root_mean_prior_squared_error: 0.4985, root_mean_squared_error: 0.3596, root_relative_squared_error: 0.7214, scimark_benchmark: 972.587,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7605, f_measure: 0.7123, kappa: 0.4107, kb_relative_information_score: 259.57, mean_absolute_error: 0.4149, mean_prior_absolute_error: 0.4894, number_of_instances: 1473, precision: 0.7267, predictive_accuracy: 0.7223, prior_entropy: 0.9846, recall: 0.7223, relative_absolute_error: 0.8478, root_mean_prior_squared_error: 0.4946, root_mean_squared_error: 0.4433, root_relative_squared_error: 0.8961, scimark_benchmark: 972.587, usercpu_time_millis: 40, usercpu_time_millis_training: 40,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8787, f_measure: 0.789, kappa: 0.5752, kb_relative_information_score: 136.4878, mean_absolute_error: 0.2877, mean_prior_absolute_error: 0.4961, number_of_instances: 303, precision: 0.7895, predictive_accuracy: 0.7888, prior_entropy: 0.9943, recall: 0.7888, relative_absolute_error: 0.5801, root_mean_prior_squared_error: 0.498, root_mean_squared_error: 0.3726, root_relative_squared_error: 0.7482, scimark_benchmark: 972.587, usercpu_time_millis: 20, usercpu_time_millis_training: 20,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9486, f_measure: 0.896, kappa: 0.7355, kb_relative_information_score: 5112.0014, mean_absolute_error: 0.1941, mean_prior_absolute_error: 0.3929, number_of_instances: 10108, precision: 0.8961, predictive_accuracy: 0.8959, prior_entropy: 0.8395, recall: 0.8959, relative_absolute_error: 0.494, root_mean_prior_squared_error: 0.4432, root_mean_squared_error: 0.2823, root_relative_squared_error: 0.6369, scimark_benchmark: 972.587, usercpu_time_millis: 1660, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 1650,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9895, f_measure: 0.9788, kappa: 0.8826, kb_relative_information_score: 2927.0831, mean_absolute_error: 0.0704, mean_prior_absolute_error: 0.183, number_of_instances: 5620, precision: 0.9787, predictive_accuracy: 0.979, prior_entropy: 0.4751, recall: 0.979, relative_absolute_error: 0.3851, root_mean_prior_squared_error: 0.3024, root_mean_squared_error: 0.1461, root_relative_squared_error: 0.4833, scimark_benchmark: 972.587, usercpu_time_millis: 2860, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 2850,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9266, f_measure: 0.8455, kappa: 0.6545, kb_relative_information_score: 2256.8208, mean_absolute_error: 0.2569, mean_prior_absolute_error: 0.4478, number_of_instances: 5000, precision: 0.8453, predictive_accuracy: 0.8458, prior_entropy: 0.9233, recall: 0.8458, relative_absolute_error: 0.5736, root_mean_prior_squared_error: 0.4732, root_mean_squared_error: 0.3312, root_relative_squared_error: 0.7, scimark_benchmark: 972.587, usercpu_time_millis: 2340, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 2330,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9982, f_measure: 0.991, kappa: 0.95, kb_relative_information_score: 1811.7787, mean_absolute_error: 0.0137, mean_prior_absolute_error: 0.1803, number_of_instances: 2000, precision: 0.991, predictive_accuracy: 0.991, prior_entropy: 0.4703, recall: 0.991, relative_absolute_error: 0.0759, root_mean_prior_squared_error: 0.3, root_mean_squared_error: 0.0815, root_relative_squared_error: 0.2716, scimark_benchmark: 972.587, usercpu_time_millis: 1570, usercpu_time_millis_testing: 10, usercpu_time_millis_training: 1560,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9855, f_measure: 0.9812, kappa: 0.7534, kb_relative_information_score: -8187.7468, mean_absolute_error: 0.0537, mean_prior_absolute_error: 0.078, number_of_instances: 20000, precision: 0.9809, predictive_accuracy: 0.9816, prior_entropy: 0.2455, recall: 0.9816, relative_absolute_error: 0.6876, root_mean_prior_squared_error: 0.1975, root_mean_squared_error: 0.1299, root_relative_squared_error: 0.6579, scimark_benchmark: 972.587, usercpu_time_millis: 4250, usercpu_time_millis_testing: 20, usercpu_time_millis_training: 4230,
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