Task
Supervised Classification on credit-g

Supervised Classification on credit-g

Task 31 Supervised Classification credit-g 416626 runs submitted
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  • at2 basic mythbusting mythbusting_1 OpenML-CC18 OpenML100 python study_1 study_107 study_123 study_130 study_14 study_15 study_20 study_218 study_41 study_50 study_7 study_70 study_98 study_99 under100k under1m
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416626 Runs

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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -539.9483, mean_absolute_error: 0.5742, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3666, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5988, root_relative_squared_error: 1.3068,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.44, kb_relative_information_score: -559.5747, mean_absolute_error: 0.5825, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3865, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6125, root_relative_squared_error: 1.3365,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -511.5765, mean_absolute_error: 0.5626, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3389, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5805, root_relative_squared_error: 1.2669,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.246, kb_relative_information_score: -626.7894, mean_absolute_error: 0.613, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.459, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6436, root_relative_squared_error: 1.4044,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.228, f_measure: 0.2284, kappa: -0.2401, kb_relative_information_score: -772.8921, mean_absolute_error: 0.6749, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3379, predictive_accuracy: 0.25, prior_entropy: 0.8818, recall: 0.25, relative_absolute_error: 1.6064, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.7204, root_relative_squared_error: 1.5721,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -538.3209, mean_absolute_error: 0.5735, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.365, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5977, root_relative_squared_error: 1.3044,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -545.946, mean_absolute_error: 0.5767, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3726, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6029, root_relative_squared_error: 1.3157,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -506.5263, mean_absolute_error: 0.5606, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3341, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5775, root_relative_squared_error: 1.2601,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.0573, mean_absolute_error: 0.5793, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3788, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6072, root_relative_squared_error: 1.3249,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2477, kb_relative_information_score: -558.2919, mean_absolute_error: 0.582, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3852, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6111, root_relative_squared_error: 1.3335,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2584, kb_relative_information_score: -535.0347, mean_absolute_error: 0.5722, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3617, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5955, root_relative_squared_error: 1.2995,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -549.4101, mean_absolute_error: 0.5782, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3761, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6053, root_relative_squared_error: 1.3209,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.9273, mean_absolute_error: 0.5797, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3797, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6078, root_relative_squared_error: 1.3263,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2528, kb_relative_information_score: -555.8554, mean_absolute_error: 0.5809, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3827, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6097, root_relative_squared_error: 1.3305,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2914, kb_relative_information_score: -572.6715, mean_absolute_error: 0.5883, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4001, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.622, root_relative_squared_error: 1.3573,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -565.2294, mean_absolute_error: 0.585, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3923, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6166, root_relative_squared_error: 1.3455,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -526.311, mean_absolute_error: 0.5685, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3532, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5898, root_relative_squared_error: 1.2871,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -573.6671, mean_absolute_error: 0.5887, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4011, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6228, root_relative_squared_error: 1.359,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -550.959, mean_absolute_error: 0.5789, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3777, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6064, root_relative_squared_error: 1.3233,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -513.2314, mean_absolute_error: 0.5632, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3405, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5816, root_relative_squared_error: 1.2691,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2434, kb_relative_information_score: -552.9429, mean_absolute_error: 0.5797, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3797, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6075, root_relative_squared_error: 1.3256,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2263, f_measure: 0.2377, kappa: -0.2367, kb_relative_information_score: -768.5695, mean_absolute_error: 0.6724, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3491, predictive_accuracy: 0.256, prior_entropy: 0.8818, recall: 0.256, relative_absolute_error: 1.6002, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.7167, root_relative_squared_error: 1.5639,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4519, kb_relative_information_score: -562.4986, mean_absolute_error: 0.5838, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3895, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6146, root_relative_squared_error: 1.3411,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -570.0818, mean_absolute_error: 0.5871, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3974, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6201, root_relative_squared_error: 1.3532,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -539.6129, mean_absolute_error: 0.5741, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3663, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5986, root_relative_squared_error: 1.3063,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4677, kb_relative_information_score: -566.5094, mean_absolute_error: 0.5856, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3937, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6175, root_relative_squared_error: 1.3475,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2499, f_measure: 0.2111, kappa: -0.1234, kb_relative_information_score: -651.0293, mean_absolute_error: 0.6228, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.369, predictive_accuracy: 0.277, prior_entropy: 0.8818, recall: 0.277, relative_absolute_error: 1.4824, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6517, root_relative_squared_error: 1.4221,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2667, f_measure: 0.1658, kappa: -0.0145, kb_relative_information_score: -654.0069, mean_absolute_error: 0.6266, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.4618, predictive_accuracy: 0.302, prior_entropy: 0.8818, recall: 0.302, relative_absolute_error: 1.4913, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6615, root_relative_squared_error: 1.4434,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -560.8957, mean_absolute_error: 0.5831, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3879, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6134, root_relative_squared_error: 1.3386,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -553.2737, mean_absolute_error: 0.5798, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3801, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.608, root_relative_squared_error: 1.3268,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -543.8298, mean_absolute_error: 0.5758, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3705, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6015, root_relative_squared_error: 1.3125,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2934, kb_relative_information_score: -558.0766, mean_absolute_error: 0.5819, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.385, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6114, root_relative_squared_error: 1.3341,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2634, kb_relative_information_score: -537.4755, mean_absolute_error: 0.5732, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3642, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5954, root_relative_squared_error: 1.2994,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2472, f_measure: 0.1684, kappa: -0.0702, kb_relative_information_score: -662.9094, mean_absolute_error: 0.6299, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3295, predictive_accuracy: 0.28, prior_entropy: 0.8818, recall: 0.28, relative_absolute_error: 1.4991, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6625, root_relative_squared_error: 1.4457,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -548.695, mean_absolute_error: 0.5779, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3754, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6048, root_relative_squared_error: 1.3198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -542.9223, mean_absolute_error: 0.5755, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3696, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6009, root_relative_squared_error: 1.3112,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3084, kb_relative_information_score: -555.5963, mean_absolute_error: 0.5809, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3825, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6075, root_relative_squared_error: 1.3257,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -562.728, mean_absolute_error: 0.5839, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3897, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6148, root_relative_squared_error: 1.3415,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.5248, mean_absolute_error: 0.5795, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3793, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6075, root_relative_squared_error: 1.3257,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -553.9826, mean_absolute_error: 0.5801, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3808, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6085, root_relative_squared_error: 1.3279,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -558.249, mean_absolute_error: 0.582, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3851, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6115, root_relative_squared_error: 1.3345,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2415, f_measure: 0.2544, kappa: -0.1955, kb_relative_information_score: -755.6819, mean_absolute_error: 0.6718, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3812, predictive_accuracy: 0.276, prior_entropy: 0.8818, recall: 0.276, relative_absolute_error: 1.5989, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.7218, root_relative_squared_error: 1.5752,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -595.2911, mean_absolute_error: 0.5984, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4242, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6395, root_relative_squared_error: 1.3954,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -556.5015, mean_absolute_error: 0.5812, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3833, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6103, root_relative_squared_error: 1.3318,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2222, f_measure: 0.176, kappa: -0.1113, kb_relative_information_score: -693.2504, mean_absolute_error: 0.6421, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3134, predictive_accuracy: 0.267, prior_entropy: 0.8818, recall: 0.267, relative_absolute_error: 1.5283, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6754, root_relative_squared_error: 1.4739,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4045, kb_relative_information_score: -574.4061, mean_absolute_error: 0.5901, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4044, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6208, root_relative_squared_error: 1.3547,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -586.911, mean_absolute_error: 0.5946, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4152, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6329, root_relative_squared_error: 1.3811,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 45.4624, mean_absolute_error: 0.4, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.7, prior_entropy: 0.8818, recall: 0.7, relative_absolute_error: 0.9521, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.461, root_relative_squared_error: 1.0059,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -558.6495, mean_absolute_error: 0.5822, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3855, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6118, root_relative_squared_error: 1.3351,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2457, kb_relative_information_score: -543.2605, mean_absolute_error: 0.5756, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3699, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6009, root_relative_squared_error: 1.3113,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -543.0159, mean_absolute_error: 0.5755, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3697, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6009, root_relative_squared_error: 1.3113,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.251, kb_relative_information_score: -573.9913, mean_absolute_error: 0.5889, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4015, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6166, root_relative_squared_error: 1.3455,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -555.885, mean_absolute_error: 0.581, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3827, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6099, root_relative_squared_error: 1.3308,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.386, kb_relative_information_score: -574.1363, mean_absolute_error: 0.5889, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4016, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6231, root_relative_squared_error: 1.3597,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -570.5952, mean_absolute_error: 0.5873, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3979, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6205, root_relative_squared_error: 1.3541,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3821, kb_relative_information_score: -575.9563, mean_absolute_error: 0.5901, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4044, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6201, root_relative_squared_error: 1.3531,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4276, kb_relative_information_score: -629.3719, mean_absolute_error: 0.6149, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4634, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6655, root_relative_squared_error: 1.4522,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -554.0534, mean_absolute_error: 0.5802, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3808, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6086, root_relative_squared_error: 1.328,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2604, kb_relative_information_score: -557.8129, mean_absolute_error: 0.5818, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3847, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6106, root_relative_squared_error: 1.3325,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -557.2043, mean_absolute_error: 0.5815, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3841, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6108, root_relative_squared_error: 1.3329,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.3603, mean_absolute_error: 0.5795, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3791, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6074, root_relative_squared_error: 1.3254,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2787, kb_relative_information_score: -568.8993, mean_absolute_error: 0.5867, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3963, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6141, root_relative_squared_error: 1.34,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.9398, mean_absolute_error: 0.5797, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3797, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6078, root_relative_squared_error: 1.3263,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2526, kb_relative_information_score: -562.858, mean_absolute_error: 0.584, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3899, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6148, root_relative_squared_error: 1.3416,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -558.5083, mean_absolute_error: 0.5821, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3854, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6117, root_relative_squared_error: 1.3349,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -553.2273, mean_absolute_error: 0.5798, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.38, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.608, root_relative_squared_error: 1.3267,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4337, kb_relative_information_score: -556.1771, mean_absolute_error: 0.5811, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.383, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.61, root_relative_squared_error: 1.3311,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2809, kb_relative_information_score: -446.2431, mean_absolute_error: 0.5376, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.2796, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5435, root_relative_squared_error: 1.1859,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -553.1448, mean_absolute_error: 0.5798, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3799, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6079, root_relative_squared_error: 1.3266,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -536.4693, mean_absolute_error: 0.5727, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3632, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5965, root_relative_squared_error: 1.3017,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -550.199, mean_absolute_error: 0.5785, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3769, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6059, root_relative_squared_error: 1.3221,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -558.7834, mean_absolute_error: 0.5822, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3857, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6119, root_relative_squared_error: 1.3353,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2192, f_measure: 0.2089, kappa: -0.2011, kb_relative_information_score: -764.987, mean_absolute_error: 0.6699, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.327, predictive_accuracy: 0.251, prior_entropy: 0.8818, recall: 0.251, relative_absolute_error: 1.5944, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.7107, root_relative_squared_error: 1.5508,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -573.3482, mean_absolute_error: 0.5886, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4008, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6226, root_relative_squared_error: 1.3585,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2274, kb_relative_information_score: -553.5966, mean_absolute_error: 0.58, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3804, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6082, root_relative_squared_error: 1.3271,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -618.3756, mean_absolute_error: 0.6091, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4497, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6584, root_relative_squared_error: 1.4368,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -544.4946, mean_absolute_error: 0.5761, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3712, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6019, root_relative_squared_error: 1.3135,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -557.7895, mean_absolute_error: 0.5818, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3847, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6112, root_relative_squared_error: 1.3338,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3601, kb_relative_information_score: -555.8232, mean_absolute_error: 0.581, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3827, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.608, root_relative_squared_error: 1.3268,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4208, kb_relative_information_score: -558.9491, mean_absolute_error: 0.5823, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3859, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.612, root_relative_squared_error: 1.3356,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -542.8282, mean_absolute_error: 0.5754, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3695, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6008, root_relative_squared_error: 1.311,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4256, kb_relative_information_score: -549.837, mean_absolute_error: 0.5784, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3766, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6055, root_relative_squared_error: 1.3212,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.6803, mean_absolute_error: 0.5796, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3794, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6076, root_relative_squared_error: 1.3259,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -544.9511, mean_absolute_error: 0.5763, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3716, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6022, root_relative_squared_error: 1.3142,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -566.3413, mean_absolute_error: 0.5855, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3935, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6174, root_relative_squared_error: 1.3472,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2456, f_measure: 0.1416, kappa: -0.0043, kb_relative_information_score: -618.4204, mean_absolute_error: 0.6086, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3695, predictive_accuracy: 0.299, prior_entropy: 0.8818, recall: 0.299, relative_absolute_error: 1.4485, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6342, root_relative_squared_error: 1.3839,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -554.2524, mean_absolute_error: 0.5803, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.381, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6087, root_relative_squared_error: 1.3283,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -554.6699, mean_absolute_error: 0.5804, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3815, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.609, root_relative_squared_error: 1.3289,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -552.6872, mean_absolute_error: 0.5796, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3795, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6076, root_relative_squared_error: 1.3259,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -541.3298, mean_absolute_error: 0.5748, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.368, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5998, root_relative_squared_error: 1.3088,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -556.7503, mean_absolute_error: 0.5813, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3836, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6105, root_relative_squared_error: 1.3322,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2529, kb_relative_information_score: -558.4276, mean_absolute_error: 0.5821, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3853, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6029, root_relative_squared_error: 1.3157,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -548.3679, mean_absolute_error: 0.5778, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3751, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6046, root_relative_squared_error: 1.3193,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.3541, kb_relative_information_score: -563.9779, mean_absolute_error: 0.5845, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.391, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6156, root_relative_squared_error: 1.3434,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -553.8511, mean_absolute_error: 0.5801, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3806, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6084, root_relative_squared_error: 1.3277,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -576.0298, mean_absolute_error: 0.5897, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4036, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6246, root_relative_squared_error: 1.3629,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2677, kb_relative_information_score: -635.0971, mean_absolute_error: 0.617, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.4685, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.657, root_relative_squared_error: 1.4336,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2609, kb_relative_information_score: -565.4532, mean_absolute_error: 0.5851, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3926, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6088, root_relative_squared_error: 1.3286,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: -499.6803, mean_absolute_error: 0.5578, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, predictive_accuracy: 0.3, prior_entropy: 0.8818, recall: 0.3, relative_absolute_error: 1.3277, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.5734, root_relative_squared_error: 1.2512,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.2665, f_measure: 0.2078, kappa: -0.131, kb_relative_information_score: -663.9175, mean_absolute_error: 0.6314, mean_prior_absolute_error: 0.4202, number_of_instances: 1000, precision: 0.3592, predictive_accuracy: 0.273, prior_entropy: 0.8818, recall: 0.273, relative_absolute_error: 1.5027, root_mean_prior_squared_error: 0.4583, root_mean_squared_error: 0.6663, root_relative_squared_error: 1.4541,

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

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From your own software

Use one of our APIs to download data from OpenML and upload your results

OpenML APIs