OpenML
Supervised Classification on soybean

Supervised Classification on soybean

Task 41 Supervised Classification soybean 16132 runs submitted
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  • at2 basic OpenML100 study_1 study_107 study_123 study_14 study_41 study_70 under100k under1m
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16132 Runs

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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, kb_relative_information_score: 43.3075, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0516, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2303, root_relative_squared_error: 1.051,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, kb_relative_information_score: 46.2583, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0396, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2239, root_relative_squared_error: 1.0216,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, kb_relative_information_score: 46.923, mean_absolute_error: 0.1003, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0432, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2252, root_relative_squared_error: 1.0277,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5042, kb_relative_information_score: 46.6793, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0406, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2242, root_relative_squared_error: 1.023,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5019, kappa: 0, kb_relative_information_score: 45.8499, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0264, prior_entropy: 3.8572, recall: 0.0264, relative_absolute_error: 1.0389, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0207,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4801, kappa: -0.0201, kb_relative_information_score: 43.013, mean_absolute_error: 0.1002, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0073, prior_entropy: 3.8572, recall: 0.0073, relative_absolute_error: 1.0427, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2254, root_relative_squared_error: 1.0289,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, kappa: -0.0007, kb_relative_information_score: 41.3467, mean_absolute_error: 0.1008, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0264, prior_entropy: 3.8572, recall: 0.0264, relative_absolute_error: 1.0486, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2294, root_relative_squared_error: 1.0468,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4521, kappa: -0.0228, kb_relative_information_score: 29.4763, mean_absolute_error: 0.1018, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0059, prior_entropy: 3.8572, recall: 0.0059, relative_absolute_error: 1.0592, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2412, root_relative_squared_error: 1.1007,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5023, kb_relative_information_score: 40.0968, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.051, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2309, root_relative_squared_error: 1.0536,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, kb_relative_information_score: 44.0663, mean_absolute_error: 0.1012, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.053, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2311, root_relative_squared_error: 1.0546,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4961, kb_relative_information_score: 45.4237, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0383, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5019, kb_relative_information_score: 44.0353, mean_absolute_error: 0.1008, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0484, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2293, root_relative_squared_error: 1.0467,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 43.2988, mean_absolute_error: 0.1009, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0498, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.229, root_relative_squared_error: 1.045,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.466, kappa: -0.0359, kb_relative_information_score: 35.1793, mean_absolute_error: 0.1003, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0015, prior_entropy: 3.8572, recall: 0.0015, relative_absolute_error: 1.0439, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2259, root_relative_squared_error: 1.0311,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 42.4455, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0508, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2301, root_relative_squared_error: 1.05,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4855, kappa: 0.0178, kb_relative_information_score: 45.0189, mean_absolute_error: 0.1008, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0454, prior_entropy: 3.8572, recall: 0.0454, relative_absolute_error: 1.0488, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2298, root_relative_squared_error: 1.0488,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5017, kb_relative_information_score: 45.6929, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0388, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0205,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5033, kb_relative_information_score: 46.0137, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0393, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0211,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4962, kb_relative_information_score: 46.8194, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0409, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2243, root_relative_squared_error: 1.0235,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5011, kb_relative_information_score: 44.3309, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0518, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2303, root_relative_squared_error: 1.0513,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5001, kb_relative_information_score: 46.7728, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0401, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.224, root_relative_squared_error: 1.0222,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4219, kappa: -0.0308, kb_relative_information_score: 2.7495, mean_absolute_error: 0.1029, mean_prior_absolute_error: 0.0961, number_of_instances: 683, prior_entropy: 3.8572, relative_absolute_error: 1.0707, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2557, root_relative_squared_error: 1.1668,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5018, kb_relative_information_score: 45.5182, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0386, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0203,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, kb_relative_information_score: 45.4099, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0386, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0202,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5023, kappa: 0.0008, kb_relative_information_score: 45.4058, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0385, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0201,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5036, kb_relative_information_score: 43.5007, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0515, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2302, root_relative_squared_error: 1.0506,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.503, kb_relative_information_score: 45.4352, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0384, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4206, kappa: 0.008, kb_relative_information_score: 46.0196, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0351, prior_entropy: 3.8572, recall: 0.0351, relative_absolute_error: 1.0387, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 42.7632, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0505, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2297, root_relative_squared_error: 1.0483,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4877, kappa: 0.0107, kb_relative_information_score: 47.7166, mean_absolute_error: 0.1004, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0381, prior_entropy: 3.8572, recall: 0.0381, relative_absolute_error: 1.0451, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.226, root_relative_squared_error: 1.0313,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5012, kb_relative_information_score: 45.478, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0386, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0203,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5009, kb_relative_information_score: 45.9918, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.039, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0207,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, kb_relative_information_score: 46.2454, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.022, prior_entropy: 3.8572, recall: 0.022, relative_absolute_error: 1.0408, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2244, root_relative_squared_error: 1.024,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5051, kb_relative_information_score: 46.1347, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0392, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0211,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5011, kb_relative_information_score: 43.6196, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0519, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2304, root_relative_squared_error: 1.0517,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, kb_relative_information_score: 46.1894, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0394, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2238, root_relative_squared_error: 1.0212,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, kb_relative_information_score: 45.3721, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0384, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0201,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4599, kappa: -0.0084, kb_relative_information_score: 37.1499, mean_absolute_error: 0.1015, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.019, prior_entropy: 3.8572, recall: 0.019, relative_absolute_error: 1.0564, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2423, root_relative_squared_error: 1.1059,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.497, kb_relative_information_score: 45.7643, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0388, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0205,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, kb_relative_information_score: 45.4052, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0384, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0201,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5039, kb_relative_information_score: 46.7857, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0403, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.224, root_relative_squared_error: 1.0223,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 45.3581, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0385, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0201,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4928, kappa: 0.0002, kb_relative_information_score: 41.1095, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0516, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2309, root_relative_squared_error: 1.0539,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4536, kappa: -0.0285, kb_relative_information_score: 40.3587, mean_absolute_error: 0.1007, mean_prior_absolute_error: 0.0961, number_of_instances: 683, prior_entropy: 3.8572, relative_absolute_error: 1.0478, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2283, root_relative_squared_error: 1.042,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4976, kb_relative_information_score: 47.8306, mean_absolute_error: 0.1004, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.045, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2258, root_relative_squared_error: 1.0306,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5009, kb_relative_information_score: 44.4343, mean_absolute_error: 0.1009, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0502, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2301, root_relative_squared_error: 1.0501,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4691, kappa: -0.0111, kb_relative_information_score: 43.5859, mean_absolute_error: 0.1001, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0161, prior_entropy: 3.8572, recall: 0.0161, relative_absolute_error: 1.0416, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2246, root_relative_squared_error: 1.0252,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4439, kappa: -0.0236, kb_relative_information_score: 32.2411, mean_absolute_error: 0.1023, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0102, prior_entropy: 3.8572, recall: 0.0102, relative_absolute_error: 1.0643, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.255, root_relative_squared_error: 1.1637,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4573, kappa: -0.0048, kb_relative_information_score: 46.1647, mean_absolute_error: 0.1004, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.022, prior_entropy: 3.8572, recall: 0.022, relative_absolute_error: 1.0449, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2264, root_relative_squared_error: 1.0333,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, kb_relative_information_score: 46.5324, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0398, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2239, root_relative_squared_error: 1.0218,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4979, kb_relative_information_score: 42.0284, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0504, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.23, root_relative_squared_error: 1.0496,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, kb_relative_information_score: 46.4189, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0399, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2239, root_relative_squared_error: 1.022,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.447, kappa: -0.0041, kb_relative_information_score: 38.5761, mean_absolute_error: 0.1016, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0307, prior_entropy: 3.8572, recall: 0.0307, relative_absolute_error: 1.0568, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2452, root_relative_squared_error: 1.119,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4392, kappa: -0.0282, kb_relative_information_score: 23.2076, mean_absolute_error: 0.1018, mean_prior_absolute_error: 0.0961, number_of_instances: 683, prior_entropy: 3.8572, relative_absolute_error: 1.0587, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2405, root_relative_squared_error: 1.0976,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5023, kappa: 0.003, kb_relative_information_score: 45.443, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0507, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2302, root_relative_squared_error: 1.0505,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4964, kb_relative_information_score: 46.4281, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0401, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.224, root_relative_squared_error: 1.0224,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 44.2969, mean_absolute_error: 0.1009, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.05, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2298, root_relative_squared_error: 1.0486,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 41.0893, mean_absolute_error: 0.0983, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0229, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2466, root_relative_squared_error: 1.1254,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5047, kb_relative_information_score: 43.9868, mean_absolute_error: 0.1007, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0476, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2276, root_relative_squared_error: 1.0387,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4644, kappa: 0.0463, kb_relative_information_score: 46.8684, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0732, prior_entropy: 3.8572, recall: 0.0732, relative_absolute_error: 1.0388, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0206,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5007, kb_relative_information_score: 41.199, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0505, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.23, root_relative_squared_error: 1.0497,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4989, kb_relative_information_score: 43.3261, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0517, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2302, root_relative_squared_error: 1.0508,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4961, kappa: 0.0009, kb_relative_information_score: 45.9565, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0392, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.021,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 46.4491, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0392, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0211,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5028, kb_relative_information_score: 46.7724, mean_absolute_error: 0.1003, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0434, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2253, root_relative_squared_error: 1.0281,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5031, kb_relative_information_score: 46.6443, mean_absolute_error: 0.1001, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.042, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2247, root_relative_squared_error: 1.0255,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5024, kb_relative_information_score: 43.044, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0511, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.23, root_relative_squared_error: 1.0498,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9601, f_measure: 0.9294, kappa: 0.923, kb_relative_information_score: 636.9132, mean_absolute_error: 0.0074, mean_prior_absolute_error: 0.0961, number_of_instances: 683, precision: 0.9306, predictive_accuracy: 0.9297, prior_entropy: 3.8572, recall: 0.9297, relative_absolute_error: 0.077, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.086, root_relative_squared_error: 0.3925,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, kb_relative_information_score: 46.3948, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0398, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.224, root_relative_squared_error: 1.0222,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5033, kb_relative_information_score: 45.2179, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0383, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0199,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5024, kb_relative_information_score: 39.8102, mean_absolute_error: 0.1009, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0502, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2303, root_relative_squared_error: 1.051,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5023, kb_relative_information_score: 44.4556, mean_absolute_error: 0.1001, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.041, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2286, root_relative_squared_error: 1.0434,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.498, kb_relative_information_score: 45.5186, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0386, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0202,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5018, kb_relative_information_score: 44.9125, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.022, prior_entropy: 3.8572, recall: 0.022, relative_absolute_error: 1.0382, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2234, root_relative_squared_error: 1.0198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4981, kb_relative_information_score: 45.2845, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0384, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5025, kappa: 0.0008, kb_relative_information_score: 41.8099, mean_absolute_error: 0.1007, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0475, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2284, root_relative_squared_error: 1.0423,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5031, kb_relative_information_score: 45.2496, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.022, prior_entropy: 3.8572, recall: 0.022, relative_absolute_error: 1.0383, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4509, kappa: -0.0286, kb_relative_information_score: 30.3966, mean_absolute_error: 0.1016, mean_prior_absolute_error: 0.0961, number_of_instances: 683, prior_entropy: 3.8572, relative_absolute_error: 1.0574, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2416, root_relative_squared_error: 1.1025,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4983, kb_relative_information_score: 46.4586, mean_absolute_error: 0.1, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0401, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.224, root_relative_squared_error: 1.0222,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.503, kb_relative_information_score: 42.7476, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0515, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2309, root_relative_squared_error: 1.0537,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 42.6864, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0506, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.23, root_relative_squared_error: 1.0496,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4985, kb_relative_information_score: 58.1247, mean_absolute_error: 0.1019, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0117, prior_entropy: 3.8572, recall: 0.0117, relative_absolute_error: 1.0607, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.235, root_relative_squared_error: 1.0727,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, kb_relative_information_score: 44.6882, mean_absolute_error: 0.101, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0507, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2297, root_relative_squared_error: 1.0485,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5008, kappa: 0.0007, kb_relative_information_score: 45.9857, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0249, prior_entropy: 3.8572, recall: 0.0249, relative_absolute_error: 1.0391, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0209,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5016, kb_relative_information_score: 46.6526, mean_absolute_error: 0.1001, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0409, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2243, root_relative_squared_error: 1.0237,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, kappa: 0, kb_relative_information_score: 45.6978, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0264, prior_entropy: 3.8572, recall: 0.0264, relative_absolute_error: 1.0387, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 45.3958, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0384, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.0201,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, kb_relative_information_score: 45.2044, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0383, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2235, root_relative_squared_error: 1.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5045, kb_relative_information_score: 45.6285, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0388, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0205,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5035, kappa: 0.0008, kb_relative_information_score: 43.6213, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.052, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2307, root_relative_squared_error: 1.053,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5047, kb_relative_information_score: 44.1049, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0515, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2301, root_relative_squared_error: 1.05,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.498, kappa: 0.0008, kb_relative_information_score: 45.6168, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0387, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4898, kappa: -0.0013, kb_relative_information_score: 45.2475, mean_absolute_error: 0.0998, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.022, prior_entropy: 3.8572, recall: 0.022, relative_absolute_error: 1.0388, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4687, kappa: -0.0106, kb_relative_information_score: 45.2957, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0176, prior_entropy: 3.8572, recall: 0.0176, relative_absolute_error: 1.0393, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0211,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4638, kappa: -0.004, kb_relative_information_score: 45.4943, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0234, prior_entropy: 3.8572, recall: 0.0234, relative_absolute_error: 1.0389, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2236, root_relative_squared_error: 1.0206,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4549, kappa: -0.0051, kb_relative_information_score: 47.0675, mean_absolute_error: 0.1002, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.022, prior_entropy: 3.8572, recall: 0.022, relative_absolute_error: 1.0426, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2253, root_relative_squared_error: 1.0282,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5057, kb_relative_information_score: 46.0564, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0392, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.021,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4519, kappa: -0.0268, kb_relative_information_score: 44.0204, mean_absolute_error: 0.0999, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0015, prior_entropy: 3.8572, recall: 0.0015, relative_absolute_error: 1.039, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2237, root_relative_squared_error: 1.0208,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.503, kappa: 0.0007, kb_relative_information_score: 44.8724, mean_absolute_error: 0.1003, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0249, prior_entropy: 3.8572, recall: 0.0249, relative_absolute_error: 1.0436, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2255, root_relative_squared_error: 1.0294,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5016, kb_relative_information_score: 44.0697, mean_absolute_error: 0.1011, mean_prior_absolute_error: 0.0961, number_of_instances: 683, predictive_accuracy: 0.0293, prior_entropy: 3.8572, recall: 0.0293, relative_absolute_error: 1.0521, root_mean_prior_squared_error: 0.2191, root_mean_squared_error: 0.2307, root_relative_squared_error: 1.0529,

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

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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

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