OpenML
Supervised Classification on PhishingWebsites

Supervised Classification on PhishingWebsites

Task 14952 Supervised Classification PhishingWebsites 19725 runs submitted
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  • OpenML-CC18 study_107 study_98 study_99
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9965, f_measure: 0.9723, kappa: 0.9438, kb_relative_information_score: 10071.0362, mean_absolute_error: 0.0479, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9724, predictive_accuracy: 0.9723, prior_entropy: 0.9906, recall: 0.9723, relative_absolute_error: 0.097, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.144, root_relative_squared_error: 0.29, scimark_benchmark: 1843.8857, usercpu_time_millis: 88.92, usercpu_time_millis_testing: 3.707, usercpu_time_millis_training: 85.213,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9817, f_measure: 0.9318, kappa: 0.8614, kb_relative_information_score: 5616.5095, mean_absolute_error: 0.2747, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9338, predictive_accuracy: 0.9322, prior_entropy: 0.9906, recall: 0.9322, relative_absolute_error: 0.5566, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3041, root_relative_squared_error: 0.6122, scimark_benchmark: 1853.9121, usercpu_time_millis: 6.622, usercpu_time_millis_testing: 0.329, usercpu_time_millis_training: 6.293,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9741, f_measure: 0.9029, kappa: 0.8027, kb_relative_information_score: 3677.0032, mean_absolute_error: 0.3612, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.912, predictive_accuracy: 0.9043, prior_entropy: 0.9906, recall: 0.9043, relative_absolute_error: 0.7318, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3728, root_relative_squared_error: 0.7505, scimark_benchmark: 2148.2574, usercpu_time_millis: 14.886, usercpu_time_millis_testing: 1.96, usercpu_time_millis_training: 12.926,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9919, f_measure: 0.9547, kappa: 0.9081, kb_relative_information_score: 9375.2171, mean_absolute_error: 0.0816, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9547, predictive_accuracy: 0.9547, prior_entropy: 0.9906, recall: 0.9547, relative_absolute_error: 0.1652, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1865, root_relative_squared_error: 0.3755, scimark_benchmark: 1844.3569, usercpu_time_millis: 96.645, usercpu_time_millis_testing: 5.379, usercpu_time_millis_training: 91.266,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9944, f_measure: 0.9614, kappa: 0.9218, kb_relative_information_score: 9621.3869, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9615, predictive_accuracy: 0.9615, prior_entropy: 0.9906, recall: 0.9615, relative_absolute_error: 0.1421, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1683, root_relative_squared_error: 0.3388, scimark_benchmark: 1846.3057, usercpu_time_millis: 70.202, usercpu_time_millis_testing: 4.291, usercpu_time_millis_training: 65.911,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.975, f_measure: 0.9025, kappa: 0.8018, kb_relative_information_score: 3537.4071, mean_absolute_error: 0.3662, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9104, predictive_accuracy: 0.9038, prior_entropy: 0.9906, recall: 0.9038, relative_absolute_error: 0.7419, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.378, root_relative_squared_error: 0.7609, scimark_benchmark: 1848.8886, usercpu_time_millis: 7.042, usercpu_time_millis_testing: 0.763, usercpu_time_millis_training: 6.279,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9922, f_measure: 0.9541, kappa: 0.9068, kb_relative_information_score: 7513.918, mean_absolute_error: 0.1834, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9548, predictive_accuracy: 0.9542, prior_entropy: 0.9906, recall: 0.9542, relative_absolute_error: 0.3717, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2325, root_relative_squared_error: 0.468, scimark_benchmark: 1781.9285, usercpu_time_millis: 36.727, usercpu_time_millis_testing: 2.496, usercpu_time_millis_training: 34.231,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9822, f_measure: 0.9236, kappa: 0.8447, kb_relative_information_score: 4264.8489, mean_absolute_error: 0.3361, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9281, predictive_accuracy: 0.9243, prior_entropy: 0.9906, recall: 0.9243, relative_absolute_error: 0.6811, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3512, root_relative_squared_error: 0.707, scimark_benchmark: 1847.8629, usercpu_time_millis: 43.012, usercpu_time_millis_testing: 4.897, usercpu_time_millis_training: 38.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9907, f_measure: 0.9488, kappa: 0.8962, kb_relative_information_score: 9337.7018, mean_absolute_error: 0.0823, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9488, predictive_accuracy: 0.9488, prior_entropy: 0.9906, recall: 0.9488, relative_absolute_error: 0.1667, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1935, root_relative_squared_error: 0.3896, scimark_benchmark: 1838.8748, usercpu_time_millis: 106.982, usercpu_time_millis_testing: 4.051, usercpu_time_millis_training: 102.931,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9853, f_measure: 0.9347, kappa: 0.8675, kb_relative_information_score: 7491.3699, mean_absolute_error: 0.1808, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9351, predictive_accuracy: 0.9349, prior_entropy: 0.9906, recall: 0.9349, relative_absolute_error: 0.3663, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2442, root_relative_squared_error: 0.4915, scimark_benchmark: 1988.5088, usercpu_time_millis: 26.454, usercpu_time_millis_testing: 2.043, usercpu_time_millis_training: 24.411,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9934, f_measure: 0.9576, kappa: 0.914, kb_relative_information_score: 8596.9494, mean_absolute_error: 0.126, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9579, predictive_accuracy: 0.9577, prior_entropy: 0.9906, recall: 0.9577, relative_absolute_error: 0.2554, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1983, root_relative_squared_error: 0.3993, scimark_benchmark: 1840.2451, usercpu_time_millis: 41.697, usercpu_time_millis_testing: 3.16, usercpu_time_millis_training: 38.537,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9924, f_measure: 0.9529, kappa: 0.9044, kb_relative_information_score: 7763.7381, mean_absolute_error: 0.1705, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9536, predictive_accuracy: 0.9531, prior_entropy: 0.9906, recall: 0.9531, relative_absolute_error: 0.3455, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2241, root_relative_squared_error: 0.4511, scimark_benchmark: 1795.3854, usercpu_time_millis: 22.919, usercpu_time_millis_testing: 1.622, usercpu_time_millis_training: 21.297,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9957, f_measure: 0.9703, kappa: 0.9398, kb_relative_information_score: 9916.1687, mean_absolute_error: 0.0557, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9704, predictive_accuracy: 0.9703, prior_entropy: 0.9906, recall: 0.9703, relative_absolute_error: 0.1129, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1522, root_relative_squared_error: 0.3064, scimark_benchmark: 1841.8649, usercpu_time_millis: 116.029, usercpu_time_millis_testing: 5.355, usercpu_time_millis_training: 110.674,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9945, f_measure: 0.9599, kappa: 0.9187, kb_relative_information_score: 9497.3388, mean_absolute_error: 0.0768, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9599, predictive_accuracy: 0.9599, prior_entropy: 0.9906, recall: 0.9599, relative_absolute_error: 0.1555, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1727, root_relative_squared_error: 0.3478, scimark_benchmark: 1936.0941, usercpu_time_millis: 41.386, usercpu_time_millis_testing: 3.149, usercpu_time_millis_training: 38.237,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9578, kappa: 0.9144, kb_relative_information_score: 8758.8027, mean_absolute_error: 0.1172, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.958, predictive_accuracy: 0.9578, prior_entropy: 0.9906, recall: 0.9578, relative_absolute_error: 0.2374, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1936, root_relative_squared_error: 0.3897, scimark_benchmark: 1850.4554, usercpu_time_millis: 29.798, usercpu_time_millis_testing: 2.465, usercpu_time_millis_training: 27.333,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9599, kappa: 0.9187, kb_relative_information_score: 8544.3923, mean_absolute_error: 0.1295, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9603, predictive_accuracy: 0.96, prior_entropy: 0.9906, recall: 0.96, relative_absolute_error: 0.2625, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1975, root_relative_squared_error: 0.3976, scimark_benchmark: 1945.4136, usercpu_time_millis: 34.483, usercpu_time_millis_testing: 2.746, usercpu_time_millis_training: 31.737,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9871, f_measure: 0.9404, kappa: 0.8792, kb_relative_information_score: 8640.0048, mean_absolute_error: 0.119, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9405, predictive_accuracy: 0.9405, prior_entropy: 0.9906, recall: 0.9405, relative_absolute_error: 0.2412, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2162, root_relative_squared_error: 0.4351, scimark_benchmark: 1852.0126, usercpu_time_millis: 51.262, usercpu_time_millis_testing: 4.532, usercpu_time_millis_training: 46.73,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9855, f_measure: 0.9381, kappa: 0.8744, kb_relative_information_score: 6514.4928, mean_absolute_error: 0.2315, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9394, predictive_accuracy: 0.9384, prior_entropy: 0.9906, recall: 0.9384, relative_absolute_error: 0.4691, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2724, root_relative_squared_error: 0.5483, scimark_benchmark: 2012.3821, usercpu_time_millis: 21.629, usercpu_time_millis_testing: 2.029, usercpu_time_millis_training: 19.6,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9899, f_measure: 0.9468, kappa: 0.892, kb_relative_information_score: 8234.2301, mean_absolute_error: 0.1431, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9472, predictive_accuracy: 0.9469, prior_entropy: 0.9906, recall: 0.9469, relative_absolute_error: 0.29, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2175, root_relative_squared_error: 0.4379, scimark_benchmark: 1991.84, usercpu_time_millis: 1.489, usercpu_time_millis_testing: 0.114, usercpu_time_millis_training: 1.375,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9938, f_measure: 0.9591, kappa: 0.9171, kb_relative_information_score: 9538.7156, mean_absolute_error: 0.0739, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9591, predictive_accuracy: 0.9591, prior_entropy: 0.9906, recall: 0.9591, relative_absolute_error: 0.1497, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1751, root_relative_squared_error: 0.3524, scimark_benchmark: 1846.9558, usercpu_time_millis: 88.777, usercpu_time_millis_testing: 4.224, usercpu_time_millis_training: 84.553,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9964, f_measure: 0.969, kappa: 0.9372, kb_relative_information_score: 9474.729, mean_absolute_error: 0.0803, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9691, predictive_accuracy: 0.9691, prior_entropy: 0.9906, recall: 0.9691, relative_absolute_error: 0.1627, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1628, root_relative_squared_error: 0.3277, scimark_benchmark: 1934.6739, usercpu_time_millis: 16.18, usercpu_time_millis_testing: 1.218, usercpu_time_millis_training: 14.962,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9697, f_measure: 0.8962, kappa: 0.7891, kb_relative_information_score: 3633.0966, mean_absolute_error: 0.3619, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9062, predictive_accuracy: 0.8978, prior_entropy: 0.9906, recall: 0.8978, relative_absolute_error: 0.7333, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3751, root_relative_squared_error: 0.7552, scimark_benchmark: 1847.8629, usercpu_time_millis: 19.269, usercpu_time_millis_testing: 2.087, usercpu_time_millis_training: 17.182,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: -0.1121, mean_absolute_error: 0.4935, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.3102, predictive_accuracy: 0.5569, prior_entropy: 0.9906, recall: 0.5569, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.4967, root_relative_squared_error: 1, scimark_benchmark: 1923.6745, usercpu_time_millis: 9.921, usercpu_time_millis_testing: 1.172, usercpu_time_millis_training: 8.749,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: -0.0046, mean_absolute_error: 0.4935, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.3102, predictive_accuracy: 0.5569, prior_entropy: 0.9906, recall: 0.5569, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.4967, root_relative_squared_error: 1, scimark_benchmark: 1847.8629, usercpu_time_millis: 15.077, usercpu_time_millis_testing: 2.095, usercpu_time_millis_training: 12.982,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9797, f_measure: 0.9161, kappa: 0.83, kb_relative_information_score: 8081.1374, mean_absolute_error: 0.1455, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9161, predictive_accuracy: 0.9161, prior_entropy: 0.9906, recall: 0.9161, relative_absolute_error: 0.2948, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2435, root_relative_squared_error: 0.4902, scimark_benchmark: 1840.2451, usercpu_time_millis: 16.833, usercpu_time_millis_testing: 0.872, usercpu_time_millis_training: 15.961,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9949, f_measure: 0.9649, kappa: 0.9287, kb_relative_information_score: 9713.8192, mean_absolute_error: 0.0658, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.965, predictive_accuracy: 0.9649, prior_entropy: 0.9906, recall: 0.9649, relative_absolute_error: 0.1333, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1627, root_relative_squared_error: 0.3275, scimark_benchmark: 2137.389, usercpu_time_millis: 18.48, usercpu_time_millis_testing: 0.799, usercpu_time_millis_training: 17.681,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9605, kappa: 0.9198, kb_relative_information_score: 9645.324, mean_absolute_error: 0.0684, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9605, predictive_accuracy: 0.9605, prior_entropy: 0.9906, recall: 0.9605, relative_absolute_error: 0.1386, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1704, root_relative_squared_error: 0.343, scimark_benchmark: 1850.0581, usercpu_time_millis: 60.425, usercpu_time_millis_testing: 2.848, usercpu_time_millis_training: 57.577,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9956, f_measure: 0.9659, kappa: 0.9308, kb_relative_information_score: 9704.621, mean_absolute_error: 0.0666, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9659, predictive_accuracy: 0.9659, prior_entropy: 0.9906, recall: 0.9659, relative_absolute_error: 0.1349, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1611, root_relative_squared_error: 0.3244, scimark_benchmark: 1989.1403, usercpu_time_millis: 6.679, usercpu_time_millis_testing: 0.277, usercpu_time_millis_training: 6.402,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9896, f_measure: 0.9462, kappa: 0.8908, kb_relative_information_score: 9190.9244, mean_absolute_error: 0.0896, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9462, predictive_accuracy: 0.9462, prior_entropy: 0.9906, recall: 0.9462, relative_absolute_error: 0.1816, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1998, root_relative_squared_error: 0.4022, scimark_benchmark: 2041.6133, usercpu_time_millis: 70.153, usercpu_time_millis_testing: 2.626, usercpu_time_millis_training: 67.527,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9907, f_measure: 0.9504, kappa: 0.8994, kb_relative_information_score: 9289.6084, mean_absolute_error: 0.0853, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9504, predictive_accuracy: 0.9504, prior_entropy: 0.9906, recall: 0.9504, relative_absolute_error: 0.1728, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1932, root_relative_squared_error: 0.389, scimark_benchmark: 1842.7105, usercpu_time_millis: 21.538, usercpu_time_millis_testing: 0.981, usercpu_time_millis_training: 20.557,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9549, f_measure: 0.8887, kappa: 0.7741, kb_relative_information_score: 7118.3938, mean_absolute_error: 0.1953, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.8889, predictive_accuracy: 0.8889, prior_entropy: 0.9906, recall: 0.8889, relative_absolute_error: 0.3957, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3062, root_relative_squared_error: 0.6164, scimark_benchmark: 2020.049, usercpu_time_millis: 27.696, usercpu_time_millis_testing: 2.474, usercpu_time_millis_training: 25.222,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9961, f_measure: 0.9664, kappa: 0.9319, kb_relative_information_score: 9547.9243, mean_absolute_error: 0.0757, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9665, predictive_accuracy: 0.9664, prior_entropy: 0.9906, recall: 0.9664, relative_absolute_error: 0.1533, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.163, root_relative_squared_error: 0.3282, scimark_benchmark: 1843.7454, usercpu_time_millis: 48.475, usercpu_time_millis_testing: 3.769, usercpu_time_millis_training: 44.706,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9947, f_measure: 0.9614, kappa: 0.9218, kb_relative_information_score: 9257.8084, mean_absolute_error: 0.0904, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9615, predictive_accuracy: 0.9615, prior_entropy: 0.9906, recall: 0.9615, relative_absolute_error: 0.1831, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1772, root_relative_squared_error: 0.3568, scimark_benchmark: 1855.3148, usercpu_time_millis: 30.889, usercpu_time_millis_testing: 1.803, usercpu_time_millis_training: 29.086,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9801, f_measure: 0.9226, kappa: 0.843, kb_relative_information_score: 7956.7297, mean_absolute_error: 0.1531, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9228, predictive_accuracy: 0.9228, prior_entropy: 0.9906, recall: 0.9228, relative_absolute_error: 0.3102, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2431, root_relative_squared_error: 0.4893, scimark_benchmark: 1839.33, usercpu_time_millis: 16.522, usercpu_time_millis_testing: 0.944, usercpu_time_millis_training: 15.578,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9504, f_measure: 0.8887, kappa: 0.7741, kb_relative_information_score: 6970.6954, mean_absolute_error: 0.2033, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.8889, predictive_accuracy: 0.8889, prior_entropy: 0.9906, recall: 0.8889, relative_absolute_error: 0.4119, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3036, root_relative_squared_error: 0.6112, scimark_benchmark: 1877.4904, usercpu_time_millis: 14.857, usercpu_time_millis_testing: 1.687, usercpu_time_millis_training: 13.17,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3985, kb_relative_information_score: -0.138, mean_absolute_error: 0.4935, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.3102, predictive_accuracy: 0.5569, prior_entropy: 0.9906, recall: 0.5569, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.4967, root_relative_squared_error: 1, scimark_benchmark: 2081.7095, usercpu_time_millis: 12.964, usercpu_time_millis_testing: 1.891, usercpu_time_millis_training: 11.073,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9793, f_measure: 0.9166, kappa: 0.8309, kb_relative_information_score: 7845.4343, mean_absolute_error: 0.1581, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9166, predictive_accuracy: 0.9166, prior_entropy: 0.9906, recall: 0.9166, relative_absolute_error: 0.3203, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2494, root_relative_squared_error: 0.5021, scimark_benchmark: 2118.9978, usercpu_time_millis: 10.936, usercpu_time_millis_testing: 0.605, usercpu_time_millis_training: 10.331,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9921, f_measure: 0.9546, kappa: 0.9078, kb_relative_information_score: 9213.1808, mean_absolute_error: 0.0906, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9546, predictive_accuracy: 0.9546, prior_entropy: 0.9906, recall: 0.9546, relative_absolute_error: 0.1836, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1893, root_relative_squared_error: 0.381, scimark_benchmark: 1847.7345, usercpu_time_millis: 49.49, usercpu_time_millis_testing: 4.447, usercpu_time_millis_training: 45.043,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.978, f_measure: 0.9226, kappa: 0.8427, kb_relative_information_score: 4226.4495, mean_absolute_error: 0.3377, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9269, predictive_accuracy: 0.9233, prior_entropy: 0.9906, recall: 0.9233, relative_absolute_error: 0.6843, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3532, root_relative_squared_error: 0.7109, scimark_benchmark: 1848.388, usercpu_time_millis: 15.497, usercpu_time_millis_testing: 1.402, usercpu_time_millis_training: 14.095,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9895, f_measure: 0.9458, kappa: 0.8901, kb_relative_information_score: 9224.5317, mean_absolute_error: 0.0875, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9458, predictive_accuracy: 0.9458, prior_entropy: 0.9906, recall: 0.9458, relative_absolute_error: 0.1773, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2004, root_relative_squared_error: 0.4034, scimark_benchmark: 1088.4278, usercpu_time_millis: 82.537, usercpu_time_millis_testing: 3.172, usercpu_time_millis_training: 79.365,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9938, f_measure: 0.9583, kappa: 0.9154, kb_relative_information_score: 9503.5847, mean_absolute_error: 0.0759, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9583, predictive_accuracy: 0.9583, prior_entropy: 0.9906, recall: 0.9583, relative_absolute_error: 0.1537, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1753, root_relative_squared_error: 0.3529, scimark_benchmark: 1844.2035, usercpu_time_millis: 57.33, usercpu_time_millis_testing: 3.954, usercpu_time_millis_training: 53.376,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9893, f_measure: 0.9456, kappa: 0.8896, kb_relative_information_score: 7083.48, mean_absolute_error: 0.2041, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9467, predictive_accuracy: 0.9458, prior_entropy: 0.9906, recall: 0.9458, relative_absolute_error: 0.4136, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2504, root_relative_squared_error: 0.5041, scimark_benchmark: 1091.9384, usercpu_time_millis: 55.036, usercpu_time_millis_testing: 4.373, usercpu_time_millis_training: 50.663,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9706, f_measure: 0.9023, kappa: 0.8015, kb_relative_information_score: 6057.7264, mean_absolute_error: 0.2506, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9029, predictive_accuracy: 0.9026, prior_entropy: 0.9906, recall: 0.9026, relative_absolute_error: 0.5078, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2962, root_relative_squared_error: 0.5963, scimark_benchmark: 1899.8648, usercpu_time_millis: 21.24, usercpu_time_millis_testing: 2.171, usercpu_time_millis_training: 19.069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9901, f_measure: 0.947, kappa: 0.8925, kb_relative_information_score: 9248.1964, mean_absolute_error: 0.0867, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.947, predictive_accuracy: 0.947, prior_entropy: 0.9906, recall: 0.947, relative_absolute_error: 0.1756, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1974, root_relative_squared_error: 0.3974, scimark_benchmark: 1124.0229, usercpu_time_millis: 28.365, usercpu_time_millis_testing: 0.576, usercpu_time_millis_training: 27.789,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9596, kappa: 0.9182, kb_relative_information_score: 9565.1535, mean_absolute_error: 0.0727, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9596, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1474, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1728, root_relative_squared_error: 0.3479, scimark_benchmark: 1780.4793, usercpu_time_millis: 94.152, usercpu_time_millis_testing: 5.037, usercpu_time_millis_training: 89.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9946, f_measure: 0.9648, kappa: 0.9286, kb_relative_information_score: 9722.9347, mean_absolute_error: 0.0649, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9648, predictive_accuracy: 0.9648, prior_entropy: 0.9906, recall: 0.9648, relative_absolute_error: 0.1315, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1645, root_relative_squared_error: 0.3312, scimark_benchmark: 1763.598, usercpu_time_millis: 15.75, usercpu_time_millis_testing: 0.51, usercpu_time_millis_training: 15.24,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.965, kappa: 0.9289, kb_relative_information_score: 9732.629, mean_absolute_error: 0.0645, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.965, predictive_accuracy: 0.965, prior_entropy: 0.9906, recall: 0.965, relative_absolute_error: 0.1307, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1639, root_relative_squared_error: 0.3299, scimark_benchmark: 1852.4707, usercpu_time_millis: 34.01, usercpu_time_millis_testing: 1.364, usercpu_time_millis_training: 32.646,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9753, f_measure: 0.9129, kappa: 0.8236, kb_relative_information_score: 6923.6581, mean_absolute_error: 0.2078, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9129, predictive_accuracy: 0.9129, prior_entropy: 0.9906, recall: 0.9129, relative_absolute_error: 0.4211, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2711, root_relative_squared_error: 0.5457, scimark_benchmark: 2133.4503, usercpu_time_millis: 3.69, usercpu_time_millis_testing: 0.149, usercpu_time_millis_training: 3.541,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9795, f_measure: 0.9191, kappa: 0.8359, kb_relative_information_score: 7012.5788, mean_absolute_error: 0.2036, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9191, predictive_accuracy: 0.9191, prior_entropy: 0.9906, recall: 0.9191, relative_absolute_error: 0.4126, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2647, root_relative_squared_error: 0.5329, scimark_benchmark: 2057.0463, usercpu_time_millis: 10.086, usercpu_time_millis_testing: 0.623, usercpu_time_millis_training: 9.463,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9875, f_measure: 0.9405, kappa: 0.8791, kb_relative_information_score: 7432.8718, mean_absolute_error: 0.1849, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9413, predictive_accuracy: 0.9407, prior_entropy: 0.9906, recall: 0.9407, relative_absolute_error: 0.3747, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2427, root_relative_squared_error: 0.4886, scimark_benchmark: 1858.6775, usercpu_time_millis: 23.626, usercpu_time_millis_testing: 3.194, usercpu_time_millis_training: 20.432,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: 0.2477, mean_absolute_error: 0.4935, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.3102, predictive_accuracy: 0.5569, prior_entropy: 0.9906, recall: 0.5569, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.4967, root_relative_squared_error: 1, scimark_benchmark: 2001.5608, usercpu_time_millis: 6.181, usercpu_time_millis_testing: 0.954, usercpu_time_millis_training: 5.227,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9888, f_measure: 0.9435, kappa: 0.8854, kb_relative_information_score: 9161.1514, mean_absolute_error: 0.091, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9436, predictive_accuracy: 0.9436, prior_entropy: 0.9906, recall: 0.9436, relative_absolute_error: 0.1843, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2027, root_relative_squared_error: 0.4081, scimark_benchmark: 1905.5429, usercpu_time_millis: 69.49, usercpu_time_millis_testing: 3.361, usercpu_time_millis_training: 66.129,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9829, f_measure: 0.9299, kappa: 0.8578, kb_relative_information_score: 8733.5404, mean_absolute_error: 0.1107, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9302, predictive_accuracy: 0.9301, prior_entropy: 0.9906, recall: 0.9301, relative_absolute_error: 0.2244, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2278, root_relative_squared_error: 0.4586, scimark_benchmark: 1837.1955, usercpu_time_millis: 65.331, usercpu_time_millis_testing: 2.934, usercpu_time_millis_training: 62.397,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9901, f_measure: 0.948, kappa: 0.8945, kb_relative_information_score: 9202.7275, mean_absolute_error: 0.0897, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.948, predictive_accuracy: 0.948, prior_entropy: 0.9906, recall: 0.948, relative_absolute_error: 0.1818, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1969, root_relative_squared_error: 0.3965, scimark_benchmark: 1904.9939, usercpu_time_millis: 61.525, usercpu_time_millis_testing: 3.849, usercpu_time_millis_training: 57.676,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9779, f_measure: 0.9149, kappa: 0.8275, kb_relative_information_score: 8373.0058, mean_absolute_error: 0.1279, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9149, predictive_accuracy: 0.9149, prior_entropy: 0.9906, recall: 0.9149, relative_absolute_error: 0.2591, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.244, root_relative_squared_error: 0.4912, scimark_benchmark: 1768.8022, usercpu_time_millis: 62.369, usercpu_time_millis_testing: 3.188, usercpu_time_millis_training: 59.181,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.987, f_measure: 0.94, kappa: 0.8783, kb_relative_information_score: 8791.9508, mean_absolute_error: 0.1105, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.94, predictive_accuracy: 0.94, prior_entropy: 0.9906, recall: 0.94, relative_absolute_error: 0.2239, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2141, root_relative_squared_error: 0.4311, scimark_benchmark: 1905.5429, usercpu_time_millis: 51.767, usercpu_time_millis_testing: 2.528, usercpu_time_millis_training: 49.239,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9734, f_measure: 0.9064, kappa: 0.8105, kb_relative_information_score: 8015.9386, mean_absolute_error: 0.1459, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9066, predictive_accuracy: 0.9063, prior_entropy: 0.9906, recall: 0.9063, relative_absolute_error: 0.2956, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2584, root_relative_squared_error: 0.5203, scimark_benchmark: 1904.885, usercpu_time_millis: 32.579, usercpu_time_millis_testing: 1.464, usercpu_time_millis_training: 31.115,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9761, f_measure: 0.9069, kappa: 0.8115, kb_relative_information_score: 7556.7365, mean_absolute_error: 0.1729, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9071, predictive_accuracy: 0.9068, prior_entropy: 0.9906, recall: 0.9068, relative_absolute_error: 0.3504, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2609, root_relative_squared_error: 0.5252, scimark_benchmark: 1830.0851, usercpu_time_millis: 25.517, usercpu_time_millis_testing: 1.759, usercpu_time_millis_training: 23.758,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9965, f_measure: 0.9726, kappa: 0.9444, kb_relative_information_score: 10183.5035, mean_absolute_error: 0.0417, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9726, predictive_accuracy: 0.9726, prior_entropy: 0.9906, recall: 0.9726, relative_absolute_error: 0.0845, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1402, root_relative_squared_error: 0.2822, scimark_benchmark: 1739.9261, usercpu_time_millis: 16.768, usercpu_time_millis_testing: 0.615, usercpu_time_millis_training: 16.153,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9687, f_measure: 0.9064, kappa: 0.8105, kb_relative_information_score: 6872.984, mean_absolute_error: 0.2111, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9066, predictive_accuracy: 0.9063, prior_entropy: 0.9906, recall: 0.9063, relative_absolute_error: 0.4277, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2802, root_relative_squared_error: 0.564, scimark_benchmark: 1907.6244, usercpu_time_millis: 13.416, usercpu_time_millis_testing: 1.064, usercpu_time_millis_training: 12.352,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9964, f_measure: 0.969, kappa: 0.9372, kb_relative_information_score: 9616.9727, mean_absolute_error: 0.0724, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9691, predictive_accuracy: 0.9691, prior_entropy: 0.9906, recall: 0.9691, relative_absolute_error: 0.1466, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1589, root_relative_squared_error: 0.3198, scimark_benchmark: 1776.6517, usercpu_time_millis: 9.902, usercpu_time_millis_testing: 0.491, usercpu_time_millis_training: 9.411,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: -0.2322, mean_absolute_error: 0.4935, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.3102, predictive_accuracy: 0.5569, prior_entropy: 0.9906, recall: 0.5569, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.4967, root_relative_squared_error: 1, scimark_benchmark: 1718.9613, usercpu_time_millis: 7.741, usercpu_time_millis_testing: 1.286, usercpu_time_millis_training: 6.455,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9888, f_measure: 0.942, kappa: 0.8824, kb_relative_information_score: 9201.4327, mean_absolute_error: 0.0885, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9421, predictive_accuracy: 0.9421, prior_entropy: 0.9906, recall: 0.9421, relative_absolute_error: 0.1793, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2025, root_relative_squared_error: 0.4077, scimark_benchmark: 1738.3274, usercpu_time_millis: 110.955, usercpu_time_millis_testing: 3.251, usercpu_time_millis_training: 107.704,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.961, kappa: 0.9209, kb_relative_information_score: 9698.8618, mean_absolute_error: 0.0657, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.961, predictive_accuracy: 0.961, prior_entropy: 0.9906, recall: 0.961, relative_absolute_error: 0.1331, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1679, root_relative_squared_error: 0.338, scimark_benchmark: 1843.2259, usercpu_time_millis: 94.263, usercpu_time_millis_testing: 3.023, usercpu_time_millis_training: 91.24,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9927, f_measure: 0.9549, kappa: 0.9087, kb_relative_information_score: 9631.4002, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9549, predictive_accuracy: 0.955, prior_entropy: 0.9906, recall: 0.955, relative_absolute_error: 0.1372, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1784, root_relative_squared_error: 0.3591, scimark_benchmark: 1844.5145, usercpu_time_millis: 96.461, usercpu_time_millis_testing: 2.899, usercpu_time_millis_training: 93.562,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.9552, kappa: 0.9091, kb_relative_information_score: 9211.2646, mean_absolute_error: 0.0913, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9552, predictive_accuracy: 0.9552, prior_entropy: 0.9906, recall: 0.9552, relative_absolute_error: 0.1849, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1858, root_relative_squared_error: 0.374, scimark_benchmark: 1840.2451, usercpu_time_millis: 90.211, usercpu_time_millis_testing: 5.794, usercpu_time_millis_training: 84.417,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9885, f_measure: 0.9434, kappa: 0.8852, kb_relative_information_score: 8396.6108, mean_absolute_error: 0.1334, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9438, predictive_accuracy: 0.9436, prior_entropy: 0.9906, recall: 0.9436, relative_absolute_error: 0.2704, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2168, root_relative_squared_error: 0.4364, scimark_benchmark: 1848.5009, usercpu_time_millis: 54.002, usercpu_time_millis_testing: 5.126, usercpu_time_millis_training: 48.876,

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