Task
Supervised Classification on cjs

Supervised Classification on cjs

Task 14967 Supervised Classification cjs 10925 runs submitted
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  • OpenML100 study_107 study_123 study_14
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, kb_relative_information_score: 19.2968, mean_absolute_error: 0.273, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0005, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5014, kappa: 0.0011, kb_relative_information_score: 70.5502, mean_absolute_error: 0.2723, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2217, prior_entropy: 2.5207, recall: 0.2217, relative_absolute_error: 0.9978, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3703, root_relative_squared_error: 1.0024,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6155, kappa: 0.0984, kb_relative_information_score: 332.4143, mean_absolute_error: 0.2627, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2847, prior_entropy: 2.5207, recall: 0.2847, relative_absolute_error: 0.9627, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3621, root_relative_squared_error: 0.9804,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 103.1348, mean_absolute_error: 0.2759, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.1828, prior_entropy: 2.5207, recall: 0.1828, relative_absolute_error: 1.0111, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, kb_relative_information_score: 95.8062, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0144, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6887, kb_relative_information_score: 103.2974, mean_absolute_error: 0.2765, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0133, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3711, root_relative_squared_error: 1.0046,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4985, kb_relative_information_score: 21.2718, mean_absolute_error: 0.2724, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9982, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5011, kb_relative_information_score: 30.3348, mean_absolute_error: 0.273, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0006, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6226, kappa: 0.1003, kb_relative_information_score: 282.9082, mean_absolute_error: 0.2639, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2947, prior_entropy: 2.5207, recall: 0.2947, relative_absolute_error: 0.9669, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3623, root_relative_squared_error: 0.9807,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5014, kb_relative_information_score: 91.3973, mean_absolute_error: 0.2751, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0082, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3707, root_relative_squared_error: 1.0036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 88.3939, mean_absolute_error: 0.2765, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0134, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3712, root_relative_squared_error: 1.005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, kb_relative_information_score: 90.7085, mean_absolute_error: 0.2765, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0133, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3712, root_relative_squared_error: 1.005,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 75.9323, mean_absolute_error: 0.2759, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0109, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3706, root_relative_squared_error: 1.0034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6222, kb_relative_information_score: 99.7007, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0145, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, kb_relative_information_score: 31.9141, mean_absolute_error: 0.2727, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9993, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, kb_relative_information_score: 96.6673, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0147, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, kb_relative_information_score: 16.9597, mean_absolute_error: 0.2734, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0021, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, kb_relative_information_score: 96.5035, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0147, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4996, kb_relative_information_score: 35.5969, mean_absolute_error: 0.2728, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, kb_relative_information_score: 85.4061, mean_absolute_error: 0.2743, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0051, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3707, root_relative_squared_error: 1.0037,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 71.0281, mean_absolute_error: 0.2753, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.009, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3703, root_relative_squared_error: 1.0024,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5012, kb_relative_information_score: 21.1999, mean_absolute_error: 0.2736, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0026, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4994, kb_relative_information_score: 29.0181, mean_absolute_error: 0.2738, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0034, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, kb_relative_information_score: 73.9698, mean_absolute_error: 0.2758, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0105, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3705, root_relative_squared_error: 1.0031,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6895, kb_relative_information_score: 102.5097, mean_absolute_error: 0.2766, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0136, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3712, root_relative_squared_error: 1.0049,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 97.3319, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0149, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, kb_relative_information_score: 56.1981, mean_absolute_error: 0.2721, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.206, prior_entropy: 2.5207, recall: 0.206, relative_absolute_error: 0.9972, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.37, root_relative_squared_error: 1.0018,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 88.5994, mean_absolute_error: 0.2765, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0132, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3712, root_relative_squared_error: 1.0048,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9174, f_measure: 0.6292, kappa: 0.5383, kb_relative_information_score: 403.4539, mean_absolute_error: 0.2578, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, precision: 0.7707, predictive_accuracy: 0.632, prior_entropy: 2.5207, recall: 0.632, relative_absolute_error: 0.9449, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3475, root_relative_squared_error: 0.9407,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4998, kb_relative_information_score: 93.5745, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0143, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0057,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4981, kb_relative_information_score: 13.7485, mean_absolute_error: 0.2732, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0012, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, kb_relative_information_score: 46.3864, mean_absolute_error: 0.2731, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.206, prior_entropy: 2.5207, recall: 0.206, relative_absolute_error: 1.0006, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3697, root_relative_squared_error: 1.0009,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, kb_relative_information_score: 96.5693, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0148, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 54.8207, mean_absolute_error: 0.2753, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.009, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3703, root_relative_squared_error: 1.0024,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 14.6079, mean_absolute_error: 0.2733, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0016, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, kb_relative_information_score: 82.5428, mean_absolute_error: 0.2763, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0125, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.371, root_relative_squared_error: 1.0044,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6826, kappa: 0.1239, kb_relative_information_score: 169.6701, mean_absolute_error: 0.2705, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.3137, prior_entropy: 2.5207, recall: 0.3137, relative_absolute_error: 0.9912, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3644, root_relative_squared_error: 0.9865,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 16.8208, mean_absolute_error: 0.2731, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0008, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, kb_relative_information_score: 27.1771, mean_absolute_error: 0.2738, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0034, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6385, kb_relative_information_score: 102.2775, mean_absolute_error: 0.2763, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0127, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3709, root_relative_squared_error: 1.0041,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 81.5614, mean_absolute_error: 0.2761, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0119, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3708, root_relative_squared_error: 1.004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5014, kb_relative_information_score: 88.7121, mean_absolute_error: 0.2763, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.206, prior_entropy: 2.5207, recall: 0.206, relative_absolute_error: 1.0126, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3711, root_relative_squared_error: 1.0046,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, kb_relative_information_score: 30.7171, mean_absolute_error: 0.2734, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0018, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, kb_relative_information_score: 8.3411, mean_absolute_error: 0.2732, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.001, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5012, kb_relative_information_score: 97.9011, mean_absolute_error: 0.277, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0151, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3717, root_relative_squared_error: 1.0063,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 93.7428, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.1828, prior_entropy: 2.5207, recall: 0.1828, relative_absolute_error: 1.0148, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3717, root_relative_squared_error: 1.0062,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, kb_relative_information_score: 13.803, mean_absolute_error: 0.2727, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9994, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, kb_relative_information_score: 65.3787, mean_absolute_error: 0.2737, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.003, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3699, root_relative_squared_error: 1.0015,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, kb_relative_information_score: 93.6112, mean_absolute_error: 0.2767, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0141, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3714, root_relative_squared_error: 1.0055,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 78.6664, mean_absolute_error: 0.2761, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0116, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3708, root_relative_squared_error: 1.0039,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, kb_relative_information_score: 69.7913, mean_absolute_error: 0.2756, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0099, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3704, root_relative_squared_error: 1.0028,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6243, kappa: 0.0998, kb_relative_information_score: 114.3864, mean_absolute_error: 0.2754, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2961, prior_entropy: 2.5207, recall: 0.2961, relative_absolute_error: 1.0091, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3697, root_relative_squared_error: 1.0009,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7128, kb_relative_information_score: 92.1376, mean_absolute_error: 0.2765, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0132, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3711, root_relative_squared_error: 1.0047,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6419, kb_relative_information_score: 99.6091, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0143, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6088, kb_relative_information_score: 98.5775, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0149, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 73.5389, mean_absolute_error: 0.2761, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0118, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3709, root_relative_squared_error: 1.0041,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5006, kb_relative_information_score: 147.2763, mean_absolute_error: 0.2721, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9971, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3729, root_relative_squared_error: 1.0096,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, kb_relative_information_score: 95.7293, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0144, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5209, kb_relative_information_score: 94.9787, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0146, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.006,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4993, kb_relative_information_score: 97.5244, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0149, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3717, root_relative_squared_error: 1.0062,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4985, kb_relative_information_score: 5.181, mean_absolute_error: 0.2729, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, kb_relative_information_score: 84.0713, mean_absolute_error: 0.2763, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0126, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.371, root_relative_squared_error: 1.0044,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 81.9975, mean_absolute_error: 0.2758, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0105, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3706, root_relative_squared_error: 1.0034,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, kb_relative_information_score: 28.2199, mean_absolute_error: 0.2734, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0019, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6149, kappa: 0.0009, kb_relative_information_score: 53.4703, mean_absolute_error: 0.2723, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.24, prior_entropy: 2.5207, recall: 0.24, relative_absolute_error: 0.998, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3682, root_relative_squared_error: 0.9969,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4997, kb_relative_information_score: 96.9244, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0148, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 1, f_measure: 1, kappa: 1, kb_relative_information_score: 1346.4686, mean_absolute_error: 0.1977, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, precision: 1, predictive_accuracy: 1, prior_entropy: 2.5207, recall: 1, relative_absolute_error: 0.7245, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.266, root_relative_squared_error: 0.7202,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 92.419, mean_absolute_error: 0.2767, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.014, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3714, root_relative_squared_error: 1.0054,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, kb_relative_information_score: 88.8387, mean_absolute_error: 0.276, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.1828, prior_entropy: 2.5207, recall: 0.1828, relative_absolute_error: 1.0115, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.371, root_relative_squared_error: 1.0045,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5002, kb_relative_information_score: 28.2165, mean_absolute_error: 0.2723, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.998, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, kb_relative_information_score: 95.3421, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0144, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6443, kappa: 0.1126, kb_relative_information_score: 381.8379, mean_absolute_error: 0.2592, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2961, prior_entropy: 2.5207, recall: 0.2961, relative_absolute_error: 0.9499, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3597, root_relative_squared_error: 0.9739,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, kb_relative_information_score: 23.2907, mean_absolute_error: 0.2732, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0012, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5012, kb_relative_information_score: 42.1707, mean_absolute_error: 0.2731, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0008, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3697, root_relative_squared_error: 1.0008,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6148, kappa: 0.0967, kb_relative_information_score: 261.2181, mean_absolute_error: 0.265, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2893, prior_entropy: 2.5207, recall: 0.2893, relative_absolute_error: 0.9712, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3625, root_relative_squared_error: 0.9813,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.507, kb_relative_information_score: 97.227, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0148, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 95.7274, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0145, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4987, kb_relative_information_score: 19.2309, mean_absolute_error: 0.2732, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0011, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, kb_relative_information_score: 93.5129, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0142, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3714, root_relative_squared_error: 1.0056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4991, kb_relative_information_score: 37.3247, mean_absolute_error: 0.2742, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0048, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3697, root_relative_squared_error: 1.0008,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, kb_relative_information_score: 29.2701, mean_absolute_error: 0.2739, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0039, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 80.3863, mean_absolute_error: 0.276, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0116, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3708, root_relative_squared_error: 1.0038,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4986, kb_relative_information_score: 28.4578, mean_absolute_error: 0.2736, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0025, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0004,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, kb_relative_information_score: 28.3011, mean_absolute_error: 0.2723, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9977, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3695, root_relative_squared_error: 1.0003,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, kb_relative_information_score: 39.376, mean_absolute_error: 0.274, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0041, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3697, root_relative_squared_error: 1.001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6055, kb_relative_information_score: 91.5781, mean_absolute_error: 0.2764, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.013, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3711, root_relative_squared_error: 1.0046,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5004, kb_relative_information_score: 98.7915, mean_absolute_error: 0.277, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0149, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3717, root_relative_squared_error: 1.0062,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5695, kb_relative_information_score: 99.223, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0149, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3717, root_relative_squared_error: 1.0062,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.74, kb_relative_information_score: 94.3254, mean_absolute_error: 0.2764, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.013, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.371, root_relative_squared_error: 1.0045,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5011, kb_relative_information_score: 42.5255, mean_absolute_error: 0.2745, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0061, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3698, root_relative_squared_error: 1.0011,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4988, kb_relative_information_score: 19.8402, mean_absolute_error: 0.2734, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.002, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0002,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, kb_relative_information_score: 94.4826, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0145, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0059,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, kb_relative_information_score: 12.2246, mean_absolute_error: 0.273, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0005, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6837, kb_relative_information_score: 99.61, mean_absolute_error: 0.2768, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0145, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3715, root_relative_squared_error: 1.0058,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4984, kb_relative_information_score: 93.3374, mean_absolute_error: 0.2767, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0141, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3714, root_relative_squared_error: 1.0056,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.501, kb_relative_information_score: 8.7963, mean_absolute_error: 0.2729, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0002, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5005, kb_relative_information_score: 20.0277, mean_absolute_error: 0.2726, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9989, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1.0001,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, kb_relative_information_score: 9.7123, mean_absolute_error: 0.2727, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 0.9994, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3694, root_relative_squared_error: 1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.6443, f_measure: 0.2713, kappa: 0.1454, kb_relative_information_score: 438.267, mean_absolute_error: 0.2575, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, precision: 0.287, predictive_accuracy: 0.3129, prior_entropy: 2.5207, recall: 0.3129, relative_absolute_error: 0.9438, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3608, root_relative_squared_error: 0.9769,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4982, kb_relative_information_score: 97.5401, mean_absolute_error: 0.2769, mean_prior_absolute_error: 0.2729, number_of_instances: 2796, predictive_accuracy: 0.2432, prior_entropy: 2.5207, recall: 0.2432, relative_absolute_error: 1.0148, root_mean_prior_squared_error: 0.3694, root_mean_squared_error: 0.3716, root_relative_squared_error: 1.0061,

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