OpenML
Supervised Classification on banknote-authentication

Supervised Classification on banknote-authentication

Task 145834 Supervised Classification banknote-authentication 43621 runs submitted
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.996, f_measure: 0.973, kappa: 0.9454, kb_relative_information_score: 1203.8492, mean_absolute_error: 0.0693, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9731, predictive_accuracy: 0.973, prior_entropy: 0.9912, recall: 0.973, relative_absolute_error: 0.1403, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1525, root_relative_squared_error: 0.307, scimark_benchmark: 1358.7765, usercpu_time_millis: 8.867, usercpu_time_millis_testing: 0.517, usercpu_time_millis_training: 8.35,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9981, f_measure: 0.9774, kappa: 0.9543, kb_relative_information_score: 1175.2046, mean_absolute_error: 0.0827, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9774, predictive_accuracy: 0.9774, prior_entropy: 0.9912, recall: 0.9774, relative_absolute_error: 0.1674, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1536, root_relative_squared_error: 0.3091, scimark_benchmark: 1372.7491, usercpu_time_millis: 8.088, usercpu_time_millis_testing: 0.567, usercpu_time_millis_training: 7.521,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1310.9421, mean_absolute_error: 0.0264, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0534, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0788, root_relative_squared_error: 0.1585, scimark_benchmark: 1366.0676, usercpu_time_millis: 9.246, usercpu_time_millis_testing: 0.728, usercpu_time_millis_training: 8.518,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1327.8301, mean_absolute_error: 0.0184, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0373, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0757, root_relative_squared_error: 0.1524, scimark_benchmark: 1375.4061, usercpu_time_millis: 6.724, usercpu_time_millis_testing: 0.401, usercpu_time_millis_training: 6.323,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1273.771, mean_absolute_error: 0.0428, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.0866, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0982, root_relative_squared_error: 0.1977, scimark_benchmark: 1380.8167, usercpu_time_millis: 1.947, usercpu_time_millis_testing: 0.175, usercpu_time_millis_training: 1.772,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9883, kappa: 0.9764, kb_relative_information_score: 1194.0332, mean_absolute_error: 0.0784, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9884, predictive_accuracy: 0.9883, prior_entropy: 0.9912, recall: 0.9883, relative_absolute_error: 0.1588, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1277, root_relative_squared_error: 0.2571, scimark_benchmark: 1378.1018, usercpu_time_millis: 0.832, usercpu_time_millis_testing: 0.101, usercpu_time_millis_training: 0.731,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1238.5436, mean_absolute_error: 0.058, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.1174, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.116, root_relative_squared_error: 0.2335, scimark_benchmark: 1373.1881, usercpu_time_millis: 2.176, usercpu_time_millis_testing: 0.161, usercpu_time_millis_training: 2.015,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1301.813, mean_absolute_error: 0.0305, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0617, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0834, root_relative_squared_error: 0.1678, scimark_benchmark: 1363.2406, usercpu_time_millis: 2.897, usercpu_time_millis_testing: 0.174, usercpu_time_millis_training: 2.723,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1297.1498, mean_absolute_error: 0.0332, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9928, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0672, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0792, root_relative_squared_error: 0.1594, scimark_benchmark: 1376.5476, usercpu_time_millis: 8.518, usercpu_time_millis_testing: 0.787, usercpu_time_millis_training: 7.731,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9852, kb_relative_information_score: 1316.1767, mean_absolute_error: 0.0238, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0481, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.08, root_relative_squared_error: 0.161, scimark_benchmark: 1376.0902, usercpu_time_millis: 9.982, usercpu_time_millis_testing: 0.673, usercpu_time_millis_training: 9.309,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9966, f_measure: 0.9716, kappa: 0.9426, kb_relative_information_score: 1050.2579, mean_absolute_error: 0.1371, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9719, predictive_accuracy: 0.9716, prior_entropy: 0.9912, recall: 0.9716, relative_absolute_error: 0.2777, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1897, root_relative_squared_error: 0.3818, scimark_benchmark: 1362.6021, usercpu_time_millis: 1.367, usercpu_time_millis_testing: 0.152, usercpu_time_millis_training: 1.215,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9596, f_measure: 0.8736, kappa: 0.7463, kb_relative_information_score: 814.7323, mean_absolute_error: 0.2206, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.879, predictive_accuracy: 0.8732, prior_entropy: 0.9912, recall: 0.8732, relative_absolute_error: 0.4466, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2973, root_relative_squared_error: 0.5983, scimark_benchmark: 1373.7532, usercpu_time_millis: 1.267, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 1.154,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9869, kappa: 0.9735, kb_relative_information_score: 1167.9758, mean_absolute_error: 0.0893, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9869, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.1808, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1403, root_relative_squared_error: 0.2824, scimark_benchmark: 1376.4902, usercpu_time_millis: 2.424, usercpu_time_millis_testing: 0.207, usercpu_time_millis_training: 2.217,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9902, f_measure: 0.9563, kappa: 0.9114, kb_relative_information_score: 1026.0882, mean_absolute_error: 0.143, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9563, predictive_accuracy: 0.9563, prior_entropy: 0.9912, recall: 0.9563, relative_absolute_error: 0.2896, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2147, root_relative_squared_error: 0.432, scimark_benchmark: 1365.332, usercpu_time_millis: 4.665, usercpu_time_millis_testing: 0.372, usercpu_time_millis_training: 4.293,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8979, f_measure: 0.8502, kappa: 0.6981, kb_relative_information_score: 735.4293, mean_absolute_error: 0.2491, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8522, predictive_accuracy: 0.8499, prior_entropy: 0.9912, recall: 0.8499, relative_absolute_error: 0.5044, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.342, root_relative_squared_error: 0.6881, scimark_benchmark: 1371.3908, usercpu_time_millis: 1.902, usercpu_time_millis_testing: 0.237, usercpu_time_millis_training: 1.665,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9988, f_measure: 0.9803, kappa: 0.9602, kb_relative_information_score: 1221.7856, mean_absolute_error: 0.0634, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9804, predictive_accuracy: 0.9803, prior_entropy: 0.9912, recall: 0.9803, relative_absolute_error: 0.1285, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1322, root_relative_squared_error: 0.2661, scimark_benchmark: 1368.0826, usercpu_time_millis: 1.593, usercpu_time_millis_testing: 0.135, usercpu_time_millis_training: 1.458,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9913, kappa: 0.9823, kb_relative_information_score: 1248.8192, mean_absolute_error: 0.055, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9913, predictive_accuracy: 0.9913, prior_entropy: 0.9912, recall: 0.9913, relative_absolute_error: 0.1114, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1007, root_relative_squared_error: 0.2027, scimark_benchmark: 1370.4251, usercpu_time_millis: 2.519, usercpu_time_millis_testing: 0.281, usercpu_time_millis_training: 2.238,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1335.2137, mean_absolute_error: 0.0151, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0307, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0737, root_relative_squared_error: 0.1483, scimark_benchmark: 1378.1485, usercpu_time_millis: 13.837, usercpu_time_millis_testing: 0.672, usercpu_time_millis_training: 13.165,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9839, f_measure: 0.9299, kappa: 0.8578, kb_relative_information_score: 1055.4218, mean_absolute_error: 0.1248, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9303, predictive_accuracy: 0.93, prior_entropy: 0.9912, recall: 0.93, relative_absolute_error: 0.2527, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2269, root_relative_squared_error: 0.4566, scimark_benchmark: 1374.2542, usercpu_time_millis: 2.698, usercpu_time_millis_testing: 0.204, usercpu_time_millis_training: 2.494,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9987, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1327.7564, mean_absolute_error: 0.0172, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0349, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0941, root_relative_squared_error: 0.1894, scimark_benchmark: 1370.3228, usercpu_time_millis: 1.732, usercpu_time_millis_testing: 0.102, usercpu_time_millis_training: 1.63,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9945, f_measure: 0.9687, kappa: 0.9367, kb_relative_information_score: 989.9857, mean_absolute_error: 0.1616, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.969, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.3272, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2109, root_relative_squared_error: 0.4243, scimark_benchmark: 1376.8293, usercpu_time_millis: 5.173, usercpu_time_millis_testing: 0.537, usercpu_time_millis_training: 4.636,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.0278, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1369.9126, usercpu_time_millis: 0.905, usercpu_time_millis_testing: 0.165, usercpu_time_millis_training: 0.74,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, f_measure: 0.3966, kb_relative_information_score: -0.0457, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1370.0412, usercpu_time_millis: 2.094, usercpu_time_millis_testing: 0.333, usercpu_time_millis_training: 1.761,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: -0.1154, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1369.8648, usercpu_time_millis: 0.504, usercpu_time_millis_testing: 0.08, usercpu_time_millis_training: 0.424,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1297.3854, mean_absolute_error: 0.0319, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0645, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0908, root_relative_squared_error: 0.1827, scimark_benchmark: 1367.0286, usercpu_time_millis: 7.523, usercpu_time_millis_testing: 0.538, usercpu_time_millis_training: 6.985,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9923, f_measure: 0.957, kappa: 0.9129, kb_relative_information_score: 1102.5006, mean_absolute_error: 0.1099, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.957, predictive_accuracy: 0.957, prior_entropy: 0.9912, recall: 0.957, relative_absolute_error: 0.2226, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1942, root_relative_squared_error: 0.3909, scimark_benchmark: 1372.9136, usercpu_time_millis: 8.133, usercpu_time_millis_testing: 0.482, usercpu_time_millis_training: 7.651,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9999, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1277.1916, mean_absolute_error: 0.0424, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0858, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0869, root_relative_squared_error: 0.1749, scimark_benchmark: 1377.3287, usercpu_time_millis: 7.03, usercpu_time_millis_testing: 0.605, usercpu_time_millis_training: 6.425,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.3966, kb_relative_information_score: -0.0368, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1376.9219, usercpu_time_millis: 2.268, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 1.885,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1249.2423, mean_absolute_error: 0.0548, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9906, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.1109, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1004, root_relative_squared_error: 0.2021, scimark_benchmark: 1373.8135, usercpu_time_millis: 3.016, usercpu_time_millis_testing: 0.25, usercpu_time_millis_training: 2.766,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9662, f_measure: 0.8827, kappa: 0.7624, kb_relative_information_score: 758.5338, mean_absolute_error: 0.2463, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8827, predictive_accuracy: 0.8827, prior_entropy: 0.9912, recall: 0.8827, relative_absolute_error: 0.4987, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2964, root_relative_squared_error: 0.5965, scimark_benchmark: 1379.1321, usercpu_time_millis: 3.022, usercpu_time_millis_testing: 0.366, usercpu_time_millis_training: 2.656,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.999, f_measure: 0.9869, kappa: 0.9734, kb_relative_information_score: 1256.2287, mean_absolute_error: 0.0495, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9869, predictive_accuracy: 0.9869, prior_entropy: 0.9912, recall: 0.9869, relative_absolute_error: 0.1003, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1139, root_relative_squared_error: 0.2292, scimark_benchmark: 1373.0697, usercpu_time_millis: 0.349, usercpu_time_millis_testing: 0.036, usercpu_time_millis_training: 0.313,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9984, f_measure: 0.9832, kappa: 0.9661, kb_relative_information_score: 1286.932, mean_absolute_error: 0.0339, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9833, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.0687, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1199, root_relative_squared_error: 0.2414, scimark_benchmark: 1378.9973, usercpu_time_millis: 1.027, usercpu_time_millis_testing: 0.046, usercpu_time_millis_training: 0.981,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9995, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1321.965, mean_absolute_error: 0.0204, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0413, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0871, root_relative_squared_error: 0.1752, scimark_benchmark: 1372.6031, usercpu_time_millis: 10.64, usercpu_time_millis_testing: 0.436, usercpu_time_millis_training: 10.204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9989, f_measure: 0.9854, kappa: 0.9705, kb_relative_information_score: 1221.5901, mean_absolute_error: 0.0642, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9854, predictive_accuracy: 0.9854, prior_entropy: 0.9912, recall: 0.9854, relative_absolute_error: 0.13, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1296, root_relative_squared_error: 0.2608, scimark_benchmark: 1373.3527, usercpu_time_millis: 3.456, usercpu_time_millis_testing: 0.388, usercpu_time_millis_training: 3.068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9949, f_measure: 0.9687, kappa: 0.9367, kb_relative_information_score: 989.9484, mean_absolute_error: 0.1617, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9689, predictive_accuracy: 0.9687, prior_entropy: 0.9912, recall: 0.9687, relative_absolute_error: 0.3274, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2105, root_relative_squared_error: 0.4235, scimark_benchmark: 1372.4268, usercpu_time_millis: 2.708, usercpu_time_millis_testing: 0.382, usercpu_time_millis_training: 2.326,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1202.0687, mean_absolute_error: 0.0744, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.1507, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1276, root_relative_squared_error: 0.2567, scimark_benchmark: 1369.6088, usercpu_time_millis: 0.124, usercpu_time_millis_testing: 0.023, usercpu_time_millis_training: 0.101,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9635, f_measure: 0.9124, kappa: 0.8223, kb_relative_information_score: 940.8412, mean_absolute_error: 0.1704, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9126, predictive_accuracy: 0.9125, prior_entropy: 0.9912, recall: 0.9125, relative_absolute_error: 0.345, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.267, root_relative_squared_error: 0.5373, scimark_benchmark: 1374.4567, usercpu_time_millis: 1.743, usercpu_time_millis_testing: 0.178, usercpu_time_millis_training: 1.565,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9905, kappa: 0.9808, kb_relative_information_score: 1305.9691, mean_absolute_error: 0.0274, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9905, predictive_accuracy: 0.9905, prior_entropy: 0.9912, recall: 0.9905, relative_absolute_error: 0.0554, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0965, root_relative_squared_error: 0.1943, scimark_benchmark: 1369.9835, usercpu_time_millis: 9.797, usercpu_time_millis_testing: 0.447, usercpu_time_millis_training: 9.35,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.972, f_measure: 0.9189, kappa: 0.8355, kb_relative_information_score: 1004.2471, mean_absolute_error: 0.1435, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9193, predictive_accuracy: 0.9191, prior_entropy: 0.9912, recall: 0.9191, relative_absolute_error: 0.2905, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2547, root_relative_squared_error: 0.5126, scimark_benchmark: 1374.3611, usercpu_time_millis: 7.405, usercpu_time_millis_testing: 0.464, usercpu_time_millis_training: 6.941,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1313.0547, mean_absolute_error: 0.0251, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0508, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0825, root_relative_squared_error: 0.1659, scimark_benchmark: 1366.3165, usercpu_time_millis: 2.101, usercpu_time_millis_testing: 0.169, usercpu_time_millis_training: 1.932,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9938, f_measure: 0.9665, kappa: 0.9322, kb_relative_information_score: 969.4892, mean_absolute_error: 0.1698, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9666, predictive_accuracy: 0.9665, prior_entropy: 0.9912, recall: 0.9665, relative_absolute_error: 0.3437, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.218, root_relative_squared_error: 0.4386, scimark_benchmark: 1373.4992, usercpu_time_millis: 2.435, usercpu_time_millis_testing: 0.276, usercpu_time_millis_training: 2.159,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9789, f_measure: 0.9196, kappa: 0.837, kb_relative_information_score: 1033.9342, mean_absolute_error: 0.132, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9201, predictive_accuracy: 0.9198, prior_entropy: 0.9912, recall: 0.9198, relative_absolute_error: 0.2674, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2429, root_relative_squared_error: 0.4887, scimark_benchmark: 1371.4192, usercpu_time_millis: 5.711, usercpu_time_millis_testing: 0.353, usercpu_time_millis_training: 5.358,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.0055, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1372.7742, usercpu_time_millis: 0.18, usercpu_time_millis_testing: 0.037, usercpu_time_millis_training: 0.143,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, f_measure: 0.3966, kb_relative_information_score: -0.0435, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1340.5622, usercpu_time_millis: 0.46, usercpu_time_millis_testing: 0.082, usercpu_time_millis_training: 0.378,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9993, f_measure: 0.9876, kappa: 0.9749, kb_relative_information_score: 1285.5403, mean_absolute_error: 0.036, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9876, predictive_accuracy: 0.9876, prior_entropy: 0.9912, recall: 0.9876, relative_absolute_error: 0.073, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1061, root_relative_squared_error: 0.2135, scimark_benchmark: 1374.5604, usercpu_time_millis: 6.721, usercpu_time_millis_testing: 0.438, usercpu_time_millis_training: 6.283,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, f_measure: 0.3966, kb_relative_information_score: 0.1139, mean_absolute_error: 0.4938, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1378.4673, usercpu_time_millis: 0.849, usercpu_time_millis_testing: 0.112, usercpu_time_millis_training: 0.737,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1288.8878, mean_absolute_error: 0.0362, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0732, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.09, root_relative_squared_error: 0.1811, scimark_benchmark: 1367.4154, usercpu_time_millis: 2.032, usercpu_time_millis_testing: 0.211, usercpu_time_millis_training: 1.821,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9898, f_measure: 0.9489, kappa: 0.8965, kb_relative_information_score: 1016.5479, mean_absolute_error: 0.1466, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9491, predictive_accuracy: 0.949, prior_entropy: 0.9912, recall: 0.949, relative_absolute_error: 0.2969, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2193, root_relative_squared_error: 0.4413, scimark_benchmark: 1367.9431, usercpu_time_millis: 5.492, usercpu_time_millis_testing: 0.467, usercpu_time_millis_training: 5.025,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9903, f_measure: 0.957, kappa: 0.9129, kb_relative_information_score: 1027.3938, mean_absolute_error: 0.1426, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.957, predictive_accuracy: 0.957, prior_entropy: 0.9912, recall: 0.957, relative_absolute_error: 0.2888, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2137, root_relative_squared_error: 0.4299, scimark_benchmark: 1370.2991, usercpu_time_millis: 4.055, usercpu_time_millis_testing: 0.447, usercpu_time_millis_training: 3.608,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9927, kappa: 0.9853, kb_relative_information_score: 1319.9057, mean_absolute_error: 0.0221, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9927, predictive_accuracy: 0.9927, prior_entropy: 0.9912, recall: 0.9927, relative_absolute_error: 0.0447, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0781, root_relative_squared_error: 0.1573, scimark_benchmark: 1370.2911, usercpu_time_millis: 8.137, usercpu_time_millis_testing: 0.486, usercpu_time_millis_training: 7.651,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9853, f_measure: 0.9327, kappa: 0.8634, kb_relative_information_score: 958.2117, mean_absolute_error: 0.169, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9339, predictive_accuracy: 0.9329, prior_entropy: 0.9912, recall: 0.9329, relative_absolute_error: 0.3422, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2388, root_relative_squared_error: 0.4805, scimark_benchmark: 1364.9395, usercpu_time_millis: 0.139, usercpu_time_millis_testing: 0.026, usercpu_time_millis_training: 0.113,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1246.1882, mean_absolute_error: 0.0561, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9899, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.1136, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1022, root_relative_squared_error: 0.2056, scimark_benchmark: 1373.8461, usercpu_time_millis: 1.058, usercpu_time_millis_testing: 0.113, usercpu_time_millis_training: 0.945,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.9934, kappa: 0.9867, kb_relative_information_score: 1331.8973, mean_absolute_error: 0.0166, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9935, predictive_accuracy: 0.9934, prior_entropy: 0.9912, recall: 0.9934, relative_absolute_error: 0.0336, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0743, root_relative_squared_error: 0.1496, scimark_benchmark: 1374.287, usercpu_time_millis: 11.046, usercpu_time_millis_testing: 0.627, usercpu_time_millis_training: 10.419,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9834, f_measure: 0.929, kappa: 0.8559, kb_relative_information_score: 1025.8344, mean_absolute_error: 0.1385, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9303, predictive_accuracy: 0.9293, prior_entropy: 0.9912, recall: 0.9293, relative_absolute_error: 0.2805, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.2333, root_relative_squared_error: 0.4696, scimark_benchmark: 1369.812, usercpu_time_millis: 5.537, usercpu_time_millis_testing: 0.409, usercpu_time_millis_training: 5.128,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9808, f_measure: 0.9171, kappa: 0.8316, kb_relative_information_score: 745.7879, mean_absolute_error: 0.2546, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.92, predictive_accuracy: 0.9176, prior_entropy: 0.9912, recall: 0.9176, relative_absolute_error: 0.5155, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.293, root_relative_squared_error: 0.5897, scimark_benchmark: 1367.7248, usercpu_time_millis: 1.571, usercpu_time_millis_testing: 0.205, usercpu_time_millis_training: 1.366,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9342, f_measure: 0.8532, kappa: 0.7041, kb_relative_information_score: 661.0448, mean_absolute_error: 0.2817, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8555, predictive_accuracy: 0.8528, prior_entropy: 0.9912, recall: 0.8528, relative_absolute_error: 0.5703, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.337, root_relative_squared_error: 0.6782, scimark_benchmark: 1365.5669, usercpu_time_millis: 2.772, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 2.38,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9994, f_measure: 0.9898, kappa: 0.9793, kb_relative_information_score: 1329.52, mean_absolute_error: 0.0167, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0338, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0899, root_relative_squared_error: 0.181, scimark_benchmark: 1378.1251, usercpu_time_millis: 8.991, usercpu_time_millis_testing: 0.457, usercpu_time_millis_training: 8.534,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: -0.0702, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1367.6447, usercpu_time_millis: 2.139, usercpu_time_millis_testing: 0.345, usercpu_time_millis_training: 1.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9979, f_measure: 0.9767, kappa: 0.9528, kb_relative_information_score: 1217.8998, mean_absolute_error: 0.0634, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9767, predictive_accuracy: 0.9767, prior_entropy: 0.9912, recall: 0.9767, relative_absolute_error: 0.1284, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1431, root_relative_squared_error: 0.2879, scimark_benchmark: 1364.2201, usercpu_time_millis: 3.008, usercpu_time_millis_testing: 0.308, usercpu_time_millis_training: 2.7,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9446, f_measure: 0.8575, kappa: 0.7125, kb_relative_information_score: 661.9707, mean_absolute_error: 0.2815, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.8591, predictive_accuracy: 0.8571, prior_entropy: 0.9912, recall: 0.8571, relative_absolute_error: 0.5699, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.3328, root_relative_squared_error: 0.6698, scimark_benchmark: 1377.9283, usercpu_time_millis: 2.054, usercpu_time_millis_testing: 0.221, usercpu_time_millis_training: 1.833,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9974, f_measure: 0.9738, kappa: 0.9469, kb_relative_information_score: 1159.1367, mean_absolute_error: 0.0886, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9738, predictive_accuracy: 0.9738, prior_entropy: 0.9912, recall: 0.9738, relative_absolute_error: 0.1794, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1627, root_relative_squared_error: 0.3275, scimark_benchmark: 1367.2546, usercpu_time_millis: 7.859, usercpu_time_millis_testing: 0.473, usercpu_time_millis_training: 7.386,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.3966, kb_relative_information_score: -0.3057, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1.0001, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1375.0729, usercpu_time_millis: 0.287, usercpu_time_millis_testing: 0.048, usercpu_time_millis_training: 0.239,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9986, f_measure: 0.9832, kappa: 0.9661, kb_relative_information_score: 1200.4905, mean_absolute_error: 0.0729, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9832, predictive_accuracy: 0.9832, prior_entropy: 0.9912, recall: 0.9832, relative_absolute_error: 0.1476, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1404, root_relative_squared_error: 0.2826, scimark_benchmark: 1372.9273, usercpu_time_millis: 5.285, usercpu_time_millis_testing: 0.328, usercpu_time_millis_training: 4.957,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9929, f_measure: 0.9518, kappa: 0.9023, kb_relative_information_score: 1129.3308, mean_absolute_error: 0.0976, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.952, predictive_accuracy: 0.9519, prior_entropy: 0.9912, recall: 0.9519, relative_absolute_error: 0.1976, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1877, root_relative_squared_error: 0.3778, scimark_benchmark: 1377.9583, usercpu_time_millis: 5.852, usercpu_time_millis_testing: 0.349, usercpu_time_millis_training: 5.503,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.3966, kb_relative_information_score: 0.0065, mean_absolute_error: 0.4939, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.3085, predictive_accuracy: 0.5554, prior_entropy: 0.9912, recall: 0.5554, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.4969, root_relative_squared_error: 1, scimark_benchmark: 1365.1444, usercpu_time_millis: 0.917, usercpu_time_millis_testing: 0.181, usercpu_time_millis_training: 0.736,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9997, f_measure: 0.9898, kappa: 0.9794, kb_relative_information_score: 1265.4096, mean_absolute_error: 0.0466, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9898, predictive_accuracy: 0.9898, prior_entropy: 0.9912, recall: 0.9898, relative_absolute_error: 0.0943, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.1011, root_relative_squared_error: 0.2034, scimark_benchmark: 1369.3437, usercpu_time_millis: 1.651, usercpu_time_millis_testing: 0.175, usercpu_time_millis_training: 1.476,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9996, f_measure: 0.9891, kappa: 0.9779, kb_relative_information_score: 1295.1566, mean_absolute_error: 0.0328, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.9891, predictive_accuracy: 0.9891, prior_entropy: 0.9912, recall: 0.9891, relative_absolute_error: 0.0664, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0928, root_relative_squared_error: 0.1868, scimark_benchmark: 1368.0602, usercpu_time_millis: 1.189, usercpu_time_millis_testing: 0.098, usercpu_time_millis_training: 1.091,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9998, f_measure: 0.992, kappa: 0.9838, kb_relative_information_score: 1314.4542, mean_absolute_error: 0.0248, mean_prior_absolute_error: 0.4939, number_of_instances: 1372, precision: 0.992, predictive_accuracy: 0.992, prior_entropy: 0.9912, recall: 0.992, relative_absolute_error: 0.0502, root_mean_prior_squared_error: 0.4969, root_mean_squared_error: 0.0776, root_relative_squared_error: 0.1562, scimark_benchmark: 1372.0025, usercpu_time_millis: 9.314, usercpu_time_millis_testing: 0.595, usercpu_time_millis_training: 8.719,

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