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: 0.969, f_measure: 0.899, kappa: 0.7951, kb_relative_information_score: 6933.5735, mean_absolute_error: 0.2053, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.899, predictive_accuracy: 0.8991, prior_entropy: 0.9906, recall: 0.8991, relative_absolute_error: 0.4161, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2764, root_relative_squared_error: 0.5563, scimark_benchmark: 1749.1226, usercpu_time_millis: 22.086, usercpu_time_millis_testing: 2.012, usercpu_time_millis_training: 20.074,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9846, f_measure: 0.93, kappa: 0.858, kb_relative_information_score: 8180.0128, mean_absolute_error: 0.1428, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9303, predictive_accuracy: 0.9302, prior_entropy: 0.9906, recall: 0.9302, relative_absolute_error: 0.2893, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.23, root_relative_squared_error: 0.463, scimark_benchmark: 1854.1098, usercpu_time_millis: 21.114, usercpu_time_millis_testing: 1.342, usercpu_time_millis_training: 19.772,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.994, f_measure: 0.9629, kappa: 0.9247, kb_relative_information_score: 9860.0093, mean_absolute_error: 0.057, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9629, predictive_accuracy: 0.9629, prior_entropy: 0.9906, recall: 0.9629, relative_absolute_error: 0.1156, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1631, root_relative_squared_error: 0.3283, scimark_benchmark: 1748.6555, usercpu_time_millis: 20.119, usercpu_time_millis_testing: 0.514, usercpu_time_millis_training: 19.605,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9824, f_measure: 0.9222, kappa: 0.8422, kb_relative_information_score: 8712.4406, mean_absolute_error: 0.1123, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9225, predictive_accuracy: 0.9224, prior_entropy: 0.9906, recall: 0.9224, relative_absolute_error: 0.2275, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2276, root_relative_squared_error: 0.4581, scimark_benchmark: 1822.9739, usercpu_time_millis: 16.48, usercpu_time_millis_testing: 0.558, usercpu_time_millis_training: 15.922,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9716, f_measure: 0.9072, kappa: 0.8118, kb_relative_information_score: 5343.6393, mean_absolute_error: 0.2869, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9074, predictive_accuracy: 0.9074, prior_entropy: 0.9906, recall: 0.9074, relative_absolute_error: 0.5814, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3164, root_relative_squared_error: 0.6369, scimark_benchmark: 1829.2244, usercpu_time_millis: 18.306, usercpu_time_millis_testing: 2.224, usercpu_time_millis_training: 16.082,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.956, kappa: 0.9109, kb_relative_information_score: 9505.3191, mean_absolute_error: 0.0748, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.956, predictive_accuracy: 0.956, prior_entropy: 0.9906, recall: 0.956, relative_absolute_error: 0.1515, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1815, root_relative_squared_error: 0.3654, scimark_benchmark: 1848.5009, usercpu_time_millis: 100.298, usercpu_time_millis_testing: 3.818, usercpu_time_millis_training: 96.48,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3985, kb_relative_information_score: -0.4442, 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: 1841.9717, usercpu_time_millis: 3.468, usercpu_time_millis_testing: 0.127, usercpu_time_millis_training: 3.341,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9942, f_measure: 0.9604, kappa: 0.9198, kb_relative_information_score: 9596.5202, mean_absolute_error: 0.0712, 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: 0.1442, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1707, root_relative_squared_error: 0.3437, scimark_benchmark: 1839.7911, usercpu_time_millis: 75.211, usercpu_time_millis_testing: 3.081, usercpu_time_millis_training: 72.13,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9676, f_measure: 0.908, kappa: 0.8137, kb_relative_information_score: 8065.9303, mean_absolute_error: 0.1434, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9081, predictive_accuracy: 0.9079, prior_entropy: 0.9906, recall: 0.9079, relative_absolute_error: 0.2905, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2648, root_relative_squared_error: 0.533, scimark_benchmark: 1851.827, usercpu_time_millis: 52.363, usercpu_time_millis_testing: 2.87, usercpu_time_millis_training: 49.493,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9912, f_measure: 0.953, kappa: 0.9048, kb_relative_information_score: 9312.4245, mean_absolute_error: 0.0846, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.953, predictive_accuracy: 0.9531, prior_entropy: 0.9906, recall: 0.9531, relative_absolute_error: 0.1715, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1902, root_relative_squared_error: 0.3828, scimark_benchmark: 1829.2776, usercpu_time_millis: 49.076, usercpu_time_millis_testing: 3.184, usercpu_time_millis_training: 45.892,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9809, f_measure: 0.9159, kappa: 0.8295, kb_relative_information_score: 8257.0925, mean_absolute_error: 0.1362, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9159, predictive_accuracy: 0.9159, prior_entropy: 0.9906, recall: 0.9159, relative_absolute_error: 0.2759, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2378, root_relative_squared_error: 0.4788, scimark_benchmark: 1820.4809, usercpu_time_millis: 45.327, usercpu_time_millis_testing: 3.002, usercpu_time_millis_training: 42.325,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9747, f_measure: 0.9109, kappa: 0.8191, kb_relative_information_score: 6865.3272, mean_absolute_error: 0.2099, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9113, predictive_accuracy: 0.9111, prior_entropy: 0.9906, recall: 0.9111, relative_absolute_error: 0.4254, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2719, root_relative_squared_error: 0.5475, scimark_benchmark: 1836.8312, usercpu_time_millis: 39.832, usercpu_time_millis_testing: 3.316, usercpu_time_millis_training: 36.516,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9911, f_measure: 0.948, kappa: 0.8946, kb_relative_information_score: 9038.0286, mean_absolute_error: 0.0993, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9481, predictive_accuracy: 0.9481, prior_entropy: 0.9906, recall: 0.9481, relative_absolute_error: 0.2012, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1968, root_relative_squared_error: 0.3962, scimark_benchmark: 1822.4684, usercpu_time_millis: 37.06, usercpu_time_millis_testing: 2.24, usercpu_time_millis_training: 34.82,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9793, f_measure: 0.9221, kappa: 0.8418, kb_relative_information_score: 6845.3966, mean_absolute_error: 0.2125, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9232, predictive_accuracy: 0.9224, prior_entropy: 0.9906, recall: 0.9224, relative_absolute_error: 0.4306, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.268, root_relative_squared_error: 0.5394, scimark_benchmark: 1829.876, usercpu_time_millis: 29.431, usercpu_time_millis_testing: 3.429, usercpu_time_millis_training: 26.002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9666, f_measure: 0.9055, kappa: 0.8087, kb_relative_information_score: 7437.777, mean_absolute_error: 0.1784, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9056, predictive_accuracy: 0.9055, prior_entropy: 0.9906, recall: 0.9055, relative_absolute_error: 0.3614, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2705, root_relative_squared_error: 0.5445, scimark_benchmark: 1838.1331, usercpu_time_millis: 29.35, usercpu_time_millis_testing: 2.16, usercpu_time_millis_training: 27.19,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9793, f_measure: 0.9155, kappa: 0.8288, kb_relative_information_score: 8302.1058, mean_absolute_error: 0.1328, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9155, predictive_accuracy: 0.9155, prior_entropy: 0.9906, recall: 0.9155, relative_absolute_error: 0.2691, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2414, root_relative_squared_error: 0.486, scimark_benchmark: 1744.051, usercpu_time_millis: 24.51, usercpu_time_millis_testing: 1.571, usercpu_time_millis_training: 22.939,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9755, f_measure: 0.9171, kappa: 0.8317, kb_relative_information_score: 4939.8577, mean_absolute_error: 0.3061, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.918, predictive_accuracy: 0.9174, prior_entropy: 0.9906, recall: 0.9174, relative_absolute_error: 0.6202, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3283, root_relative_squared_error: 0.6608, scimark_benchmark: 1857.0384, usercpu_time_millis: 23.473, usercpu_time_millis_testing: 2.899, usercpu_time_millis_training: 20.574,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9951, f_measure: 0.9676, kappa: 0.9343, kb_relative_information_score: 9834.585, mean_absolute_error: 0.0597, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9677, predictive_accuracy: 0.9676, prior_entropy: 0.9906, recall: 0.9676, relative_absolute_error: 0.1209, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1577, root_relative_squared_error: 0.3175, scimark_benchmark: 1757.3531, usercpu_time_millis: 12.73, usercpu_time_millis_testing: 0.465, usercpu_time_millis_training: 12.265,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: 0.0224, 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: 1822.9739, usercpu_time_millis: 12.353, usercpu_time_millis_testing: 2.177, usercpu_time_millis_training: 10.176,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: -0.0125, 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: 1741.7277, usercpu_time_millis: 11.787, usercpu_time_millis_testing: 1.578, usercpu_time_millis_training: 10.209,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.991, f_measure: 0.9526, kappa: 0.9038, kb_relative_information_score: 9212.8129, mean_absolute_error: 0.0898, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9526, predictive_accuracy: 0.9526, prior_entropy: 0.9906, recall: 0.9526, relative_absolute_error: 0.1819, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1934, root_relative_squared_error: 0.3893, scimark_benchmark: 1744.137, usercpu_time_millis: 8.672, usercpu_time_millis_testing: 0.385, usercpu_time_millis_training: 8.287,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9812, f_measure: 0.92, kappa: 0.8376, kb_relative_information_score: 8625.5543, mean_absolute_error: 0.1166, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9202, predictive_accuracy: 0.9201, prior_entropy: 0.9906, recall: 0.9201, relative_absolute_error: 0.2363, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2307, root_relative_squared_error: 0.4644, scimark_benchmark: 1857.6392, usercpu_time_millis: 85.039, usercpu_time_millis_testing: 3.618, usercpu_time_millis_training: 81.421,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9897, f_measure: 0.9458, kappa: 0.8902, kb_relative_information_score: 9307.5094, mean_absolute_error: 0.0832, 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: 0.1685, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.198, root_relative_squared_error: 0.3985, scimark_benchmark: 1854.1098, usercpu_time_millis: 85.056, usercpu_time_millis_testing: 2.585, usercpu_time_millis_training: 82.471,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9917, f_measure: 0.9535, kappa: 0.9057, kb_relative_information_score: 9379.2657, mean_absolute_error: 0.0809, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9535, predictive_accuracy: 0.9535, prior_entropy: 0.9906, recall: 0.9535, relative_absolute_error: 0.164, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.188, root_relative_squared_error: 0.3784, scimark_benchmark: 1853.3841, usercpu_time_millis: 78.384, usercpu_time_millis_testing: 2.559, usercpu_time_millis_training: 75.825,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9956, f_measure: 0.9661, kappa: 0.9313, kb_relative_information_score: 9756.0363, mean_absolute_error: 0.0638, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9662, predictive_accuracy: 0.9662, prior_entropy: 0.9906, recall: 0.9662, relative_absolute_error: 0.1292, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1595, root_relative_squared_error: 0.3211, scimark_benchmark: 1854.9533, usercpu_time_millis: 69.979, usercpu_time_millis_testing: 4.201, usercpu_time_millis_training: 65.778,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.9717, kappa: 0.9425, kb_relative_information_score: 10109.7497, mean_absolute_error: 0.0455, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9717, predictive_accuracy: 0.9717, prior_entropy: 0.9906, recall: 0.9717, relative_absolute_error: 0.0923, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1455, root_relative_squared_error: 0.2928, scimark_benchmark: 1853.454, usercpu_time_millis: 64.696, usercpu_time_millis_testing: 1.972, usercpu_time_millis_training: 62.724,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9894, f_measure: 0.9452, kappa: 0.889, kb_relative_information_score: 9099.5168, mean_absolute_error: 0.0945, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9453, predictive_accuracy: 0.9453, prior_entropy: 0.9906, recall: 0.9453, relative_absolute_error: 0.1915, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2021, root_relative_squared_error: 0.4069, scimark_benchmark: 1843.8317, usercpu_time_millis: 55.729, usercpu_time_millis_testing: 2.836, usercpu_time_millis_training: 52.893,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9932, f_measure: 0.9557, kappa: 0.91, kb_relative_information_score: 8359.64, mean_absolute_error: 0.1387, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9561, predictive_accuracy: 0.9558, prior_entropy: 0.9906, recall: 0.9558, relative_absolute_error: 0.281, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2058, root_relative_squared_error: 0.4143, scimark_benchmark: 1857.5664, usercpu_time_millis: 49.144, usercpu_time_millis_testing: 3.741, usercpu_time_millis_training: 45.403,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9914, f_measure: 0.9543, kappa: 0.9073, kb_relative_information_score: 9286.6222, mean_absolute_error: 0.0861, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9543, predictive_accuracy: 0.9543, prior_entropy: 0.9906, recall: 0.9543, relative_absolute_error: 0.1744, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1902, root_relative_squared_error: 0.3828, scimark_benchmark: 1852.3877, usercpu_time_millis: 49.53, usercpu_time_millis_testing: 4.094, usercpu_time_millis_training: 45.436,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9768, f_measure: 0.9149, kappa: 0.8275, kb_relative_information_score: 7674.4945, mean_absolute_error: 0.167, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9149, predictive_accuracy: 0.915, prior_entropy: 0.9906, recall: 0.915, relative_absolute_error: 0.3383, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.254, root_relative_squared_error: 0.5114, scimark_benchmark: 1858.0974, usercpu_time_millis: 48.735, usercpu_time_millis_testing: 3.37, usercpu_time_millis_training: 45.365,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9803, f_measure: 0.9188, kappa: 0.8353, kb_relative_information_score: 8599.6407, mean_absolute_error: 0.1174, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.919, predictive_accuracy: 0.919, prior_entropy: 0.9906, recall: 0.919, relative_absolute_error: 0.2379, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2342, root_relative_squared_error: 0.4716, scimark_benchmark: 1856.7258, usercpu_time_millis: 49.806, usercpu_time_millis_testing: 2.045, usercpu_time_millis_training: 47.761,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9948, f_measure: 0.9613, kappa: 0.9214, kb_relative_information_score: 9611.7581, mean_absolute_error: 0.0709, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9613, predictive_accuracy: 0.9613, prior_entropy: 0.9906, recall: 0.9613, relative_absolute_error: 0.1436, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1673, root_relative_squared_error: 0.3367, scimark_benchmark: 1853.454, usercpu_time_millis: 40.268, usercpu_time_millis_testing: 2.204, usercpu_time_millis_training: 38.064,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9896, f_measure: 0.9457, kappa: 0.8898, kb_relative_information_score: 8956.4901, mean_absolute_error: 0.103, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9457, predictive_accuracy: 0.9457, prior_entropy: 0.9906, recall: 0.9457, relative_absolute_error: 0.2087, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2029, root_relative_squared_error: 0.4084, scimark_benchmark: 1849.7595, usercpu_time_millis: 33.798, usercpu_time_millis_testing: 3.451, usercpu_time_millis_training: 30.347,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9958, f_measure: 0.9656, kappa: 0.9302, kb_relative_information_score: 9577.6329, mean_absolute_error: 0.0737, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9657, predictive_accuracy: 0.9656, prior_entropy: 0.9906, recall: 0.9656, relative_absolute_error: 0.1493, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1638, root_relative_squared_error: 0.3297, scimark_benchmark: 1850.2875, usercpu_time_millis: 25.37, usercpu_time_millis_testing: 1.749, usercpu_time_millis_training: 23.621,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.994, f_measure: 0.9597, kappa: 0.9184, kb_relative_information_score: 9540.1513, mean_absolute_error: 0.074, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9597, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1499, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1741, root_relative_squared_error: 0.3504, scimark_benchmark: 1856.7258, usercpu_time_millis: 27.747, usercpu_time_millis_testing: 1.489, usercpu_time_millis_training: 26.258,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9954, f_measure: 0.9654, kappa: 0.9299, kb_relative_information_score: 9864.0374, mean_absolute_error: 0.0578, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9655, predictive_accuracy: 0.9654, prior_entropy: 0.9906, recall: 0.9654, relative_absolute_error: 0.1171, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1565, root_relative_squared_error: 0.3151, scimark_benchmark: 1374.3683, usercpu_time_millis: 83.155, usercpu_time_millis_testing: 3.184, usercpu_time_millis_training: 79.971,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9771, f_measure: 0.9142, kappa: 0.8262, kb_relative_information_score: 8402.1887, mean_absolute_error: 0.1257, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9143, predictive_accuracy: 0.9142, prior_entropy: 0.9906, recall: 0.9142, relative_absolute_error: 0.2547, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2451, root_relative_squared_error: 0.4935, scimark_benchmark: 1371.8601, usercpu_time_millis: 20.742, usercpu_time_millis_testing: 0.787, usercpu_time_millis_training: 19.955,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9609, kappa: 0.9208, kb_relative_information_score: 9659.6183, mean_absolute_error: 0.0677, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9609, predictive_accuracy: 0.9609, prior_entropy: 0.9906, recall: 0.9609, relative_absolute_error: 0.1372, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1696, root_relative_squared_error: 0.3413, scimark_benchmark: 1384.7467, usercpu_time_millis: 8.227, usercpu_time_millis_testing: 0.248, usercpu_time_millis_training: 7.979,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9898, f_measure: 0.9502, kappa: 0.899, kb_relative_information_score: 9143.804, mean_absolute_error: 0.0932, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9503, predictive_accuracy: 0.9502, prior_entropy: 0.9906, recall: 0.9502, relative_absolute_error: 0.1889, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1981, root_relative_squared_error: 0.3988, scimark_benchmark: 1376.2298, usercpu_time_millis: 25.255, usercpu_time_millis_testing: 1.642, usercpu_time_millis_training: 23.613,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9931, f_measure: 0.9572, kappa: 0.9132, kb_relative_information_score: 9337.8401, mean_absolute_error: 0.0844, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9572, predictive_accuracy: 0.9572, prior_entropy: 0.9906, recall: 0.9572, relative_absolute_error: 0.1711, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1826, root_relative_squared_error: 0.3675, scimark_benchmark: 1383.1764, usercpu_time_millis: 68.318, usercpu_time_millis_testing: 4.195, usercpu_time_millis_training: 64.123,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9854, f_measure: 0.938, kappa: 0.8744, kb_relative_information_score: 8872.6898, mean_absolute_error: 0.1048, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9381, predictive_accuracy: 0.9379, prior_entropy: 0.9906, recall: 0.9379, relative_absolute_error: 0.2124, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2184, root_relative_squared_error: 0.4396, scimark_benchmark: 1382.919, usercpu_time_millis: 8.217, usercpu_time_millis_testing: 0.327, usercpu_time_millis_training: 7.89,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9847, f_measure: 0.9322, kappa: 0.8624, kb_relative_information_score: 8640.3757, mean_absolute_error: 0.1176, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9323, predictive_accuracy: 0.9322, prior_entropy: 0.9906, recall: 0.9322, relative_absolute_error: 0.2382, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.223, root_relative_squared_error: 0.4489, scimark_benchmark: 1373.5081, usercpu_time_millis: 46.549, usercpu_time_millis_testing: 3.665, usercpu_time_millis_training: 42.884,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9709, f_measure: 0.908, kappa: 0.8137, kb_relative_information_score: 7988.2901, mean_absolute_error: 0.1481, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9081, predictive_accuracy: 0.9079, prior_entropy: 0.9906, recall: 0.9079, relative_absolute_error: 0.3002, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.261, root_relative_squared_error: 0.5255, scimark_benchmark: 1369.8042, usercpu_time_millis: 47.866, usercpu_time_millis_testing: 2.706, usercpu_time_millis_training: 45.16,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9941, f_measure: 0.9597, kappa: 0.9184, kb_relative_information_score: 9654.0993, mean_absolute_error: 0.0679, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9597, predictive_accuracy: 0.9597, prior_entropy: 0.9906, recall: 0.9597, relative_absolute_error: 0.1375, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1702, root_relative_squared_error: 0.3426, scimark_benchmark: 1358.4301, usercpu_time_millis: 61.193, usercpu_time_millis_testing: 2.532, usercpu_time_millis_training: 58.661,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: -0.1222, 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: 1374.0751, usercpu_time_millis: 10.926, usercpu_time_millis_testing: 1.897, usercpu_time_millis_training: 9.029,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9964, f_measure: 0.969, kappa: 0.9372, kb_relative_information_score: 9536.1128, mean_absolute_error: 0.0768, 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: 0.1556, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1614, root_relative_squared_error: 0.325, scimark_benchmark: 1379.7743, usercpu_time_millis: 53.362, usercpu_time_millis_testing: 4.38, usercpu_time_millis_training: 48.982,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9851, f_measure: 0.9355, kappa: 0.8693, kb_relative_information_score: 8822.3793, mean_absolute_error: 0.1071, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9355, predictive_accuracy: 0.9355, prior_entropy: 0.9906, recall: 0.9355, relative_absolute_error: 0.217, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2197, root_relative_squared_error: 0.4424, scimark_benchmark: 1380.4033, usercpu_time_millis: 60.852, usercpu_time_millis_testing: 2.636, usercpu_time_millis_training: 58.216,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9811, f_measure: 0.9205, kappa: 0.8388, kb_relative_information_score: 8314.8557, mean_absolute_error: 0.1339, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9205, predictive_accuracy: 0.9206, prior_entropy: 0.9906, recall: 0.9206, relative_absolute_error: 0.2712, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2353, root_relative_squared_error: 0.4737, scimark_benchmark: 1365.9447, usercpu_time_millis: 11.254, usercpu_time_millis_testing: 0.693, usercpu_time_millis_training: 10.561,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9918, f_measure: 0.9521, kappa: 0.9027, kb_relative_information_score: 8661.4724, mean_absolute_error: 0.121, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9523, predictive_accuracy: 0.9521, prior_entropy: 0.9906, recall: 0.9521, relative_absolute_error: 0.2451, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2022, root_relative_squared_error: 0.407, scimark_benchmark: 1369.7868, usercpu_time_millis: 33.577, usercpu_time_millis_testing: 2.806, usercpu_time_millis_training: 30.771,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9687, f_measure: 0.8921, kappa: 0.7808, kb_relative_information_score: 3665.8781, mean_absolute_error: 0.3605, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9033, predictive_accuracy: 0.8939, prior_entropy: 0.9906, recall: 0.8939, relative_absolute_error: 0.7305, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3741, root_relative_squared_error: 0.7531, scimark_benchmark: 1366.0754, usercpu_time_millis: 9.308, usercpu_time_millis_testing: 1.388, usercpu_time_millis_training: 7.92,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.995, f_measure: 0.967, kappa: 0.9332, kb_relative_information_score: 9872.232, mean_absolute_error: 0.0574, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9671, predictive_accuracy: 0.9671, prior_entropy: 0.9906, recall: 0.9671, relative_absolute_error: 0.1163, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1575, root_relative_squared_error: 0.3171, scimark_benchmark: 1372.2777, usercpu_time_millis: 181.93, usercpu_time_millis_testing: 6.931, usercpu_time_millis_training: 174.999,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9894, f_measure: 0.9433, kappa: 0.8848, kb_relative_information_score: 8238.5611, mean_absolute_error: 0.1425, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9436, predictive_accuracy: 0.9434, prior_entropy: 0.9906, recall: 0.9434, relative_absolute_error: 0.2888, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2184, root_relative_squared_error: 0.4396, scimark_benchmark: 1366.863, usercpu_time_millis: 72.831, usercpu_time_millis_testing: 5.653, usercpu_time_millis_training: 67.178,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3985, kb_relative_information_score: -0.1323, 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: 1374.4165, usercpu_time_millis: 11.479, usercpu_time_millis_testing: 1.52, usercpu_time_millis_training: 9.959,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3985, kb_relative_information_score: -0.1372, 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: 1379.027, usercpu_time_millis: 7.982, usercpu_time_millis_testing: 1.304, usercpu_time_millis_training: 6.678,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9549, kappa: 0.9085, kb_relative_information_score: 9506.1949, mean_absolute_error: 0.0747, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9549, predictive_accuracy: 0.9549, prior_entropy: 0.9906, recall: 0.9549, relative_absolute_error: 0.1514, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1814, root_relative_squared_error: 0.3652, scimark_benchmark: 1377.4615, usercpu_time_millis: 47.816, usercpu_time_millis_testing: 1.71, usercpu_time_millis_training: 46.106,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9677, f_measure: 0.9004, kappa: 0.7981, kb_relative_information_score: 6911.819, mean_absolute_error: 0.2064, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9004, predictive_accuracy: 0.9004, prior_entropy: 0.9906, recall: 0.9004, relative_absolute_error: 0.4182, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2777, root_relative_squared_error: 0.559, scimark_benchmark: 1377.3362, usercpu_time_millis: 23.539, usercpu_time_millis_testing: 2.315, usercpu_time_millis_training: 21.224,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9816, f_measure: 0.9212, kappa: 0.8402, kb_relative_information_score: 8412.6779, mean_absolute_error: 0.1287, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9213, predictive_accuracy: 0.9213, prior_entropy: 0.9906, recall: 0.9213, relative_absolute_error: 0.2608, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2326, root_relative_squared_error: 0.4682, scimark_benchmark: 1374.2152, usercpu_time_millis: 15.172, usercpu_time_millis_testing: 0.871, usercpu_time_millis_training: 14.301,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9926, f_measure: 0.9566, kappa: 0.912, kb_relative_information_score: 9495.0452, mean_absolute_error: 0.0754, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9566, predictive_accuracy: 0.9566, prior_entropy: 0.9906, recall: 0.9566, relative_absolute_error: 0.1527, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1814, root_relative_squared_error: 0.3651, scimark_benchmark: 1377.0633, usercpu_time_millis: 168.996, usercpu_time_millis_testing: 5.16, usercpu_time_millis_training: 163.836,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9817, f_measure: 0.9251, kappa: 0.848, kb_relative_information_score: 8154.8088, mean_absolute_error: 0.143, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9252, predictive_accuracy: 0.9252, prior_entropy: 0.9906, recall: 0.9252, relative_absolute_error: 0.2898, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2363, root_relative_squared_error: 0.4758, scimark_benchmark: 1365.5706, usercpu_time_millis: 43.671, usercpu_time_millis_testing: 2.342, usercpu_time_millis_training: 41.329,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9647, f_measure: 0.9064, kappa: 0.8105, kb_relative_information_score: 7858.2522, mean_absolute_error: 0.1553, 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: 0.3148, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2683, root_relative_squared_error: 0.5401, scimark_benchmark: 1376.2349, usercpu_time_millis: 57.603, usercpu_time_millis_testing: 2.917, usercpu_time_millis_training: 54.686,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9967, f_measure: 0.9726, kappa: 0.9444, kb_relative_information_score: 9998.7855, mean_absolute_error: 0.0518, 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: 0.105, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1455, root_relative_squared_error: 0.293, scimark_benchmark: 1381.1262, usercpu_time_millis: 73.123, usercpu_time_millis_testing: 3.943, usercpu_time_millis_training: 69.18,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9937, f_measure: 0.9585, kappa: 0.9158, kb_relative_information_score: 9609.3652, mean_absolute_error: 0.0701, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9585, predictive_accuracy: 0.9585, prior_entropy: 0.9906, recall: 0.9585, relative_absolute_error: 0.142, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1729, root_relative_squared_error: 0.348, scimark_benchmark: 1376.205, usercpu_time_millis: 33.55, usercpu_time_millis_testing: 0.922, usercpu_time_millis_training: 32.628,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9571, f_measure: 0.8411, kappa: 0.6798, kb_relative_information_score: 4999.4937, mean_absolute_error: 0.2978, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.8768, predictive_accuracy: 0.8473, prior_entropy: 0.9906, recall: 0.8473, relative_absolute_error: 0.6035, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.3379, root_relative_squared_error: 0.6802, scimark_benchmark: 1373.5959, usercpu_time_millis: 15.298, usercpu_time_millis_testing: 1.685, usercpu_time_millis_training: 13.613,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9772, f_measure: 0.9067, kappa: 0.8112, kb_relative_information_score: 8095.0411, mean_absolute_error: 0.1417, mean_prior_absolute_error: 0.4935, number_of_instances: 11055, precision: 0.9069, predictive_accuracy: 0.9066, prior_entropy: 0.9906, recall: 0.9066, relative_absolute_error: 0.2871, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.2565, root_relative_squared_error: 0.5163, scimark_benchmark: 1381.6145, usercpu_time_millis: 50.101, usercpu_time_millis_testing: 3.232, usercpu_time_millis_training: 46.869,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9949, f_measure: 0.9637, kappa: 0.9264, kb_relative_information_score: 9650.2103, mean_absolute_error: 0.0689, 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: 0.1397, root_mean_prior_squared_error: 0.4967, root_mean_squared_error: 0.1659, root_relative_squared_error: 0.334, scimark_benchmark: 1373.6696, usercpu_time_millis: 66.945, usercpu_time_millis_testing: 4.069, usercpu_time_millis_training: 62.876,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3985, kb_relative_information_score: 0.2794, 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: 1379.7525, usercpu_time_millis: 23.466, usercpu_time_millis_testing: 2.65, usercpu_time_millis_training: 20.816,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3985, kb_relative_information_score: -0.4503, 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: 1380.9056, usercpu_time_millis: 13.369, usercpu_time_millis_testing: 1.656, usercpu_time_millis_training: 11.713,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.3985, kb_relative_information_score: -0.0385, 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: 1377.9045, usercpu_time_millis: 19.652, usercpu_time_millis_testing: 2.874, usercpu_time_millis_training: 16.778,

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