OpenML
Supervised Classification on phoneme

Supervised Classification on phoneme

Task 145857 Supervised Classification phoneme 102354 runs submitted
0 likes downloaded by 1 people , 1 total downloads 0 issues
Visibility: Public
Issue #Downvotes for this reason By


Metric:

102354 Runs

Fetching data
Note: Chart is limited to the 100 best flows, and the 100 best runs for each flow.
Fetching data
Search runs in more detail
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.064, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1319.3869, usercpu_time_millis: 69.367, usercpu_time_millis_testing: 0.42, usercpu_time_millis_training: 68.947,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8247, f_measure: 0.707, kappa: 0.262, kb_relative_information_score: 1009.9232, mean_absolute_error: 0.3422, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7499, predictive_accuracy: 0.7533, prior_entropy: 0.8733, recall: 0.7533, relative_absolute_error: 0.8251, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4125, root_relative_squared_error: 0.906, scimark_benchmark: 1304.4344, usercpu_time_millis: 34.818, usercpu_time_millis_testing: 0.454, usercpu_time_millis_training: 34.364,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8299, f_measure: 0.7179, kappa: 0.2888, kb_relative_information_score: 1121.1449, mean_absolute_error: 0.334, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7588, predictive_accuracy: 0.7602, prior_entropy: 0.8733, recall: 0.7602, relative_absolute_error: 0.8054, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4069, root_relative_squared_error: 0.8935, scimark_benchmark: 1302.1208, usercpu_time_millis: 34.605, usercpu_time_millis_testing: 0.476, usercpu_time_millis_training: 34.129,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7454, kappa: 0.3689, kb_relative_information_score: 1292.5016, mean_absolute_error: 0.3166, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7428, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7635, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1299.9997, usercpu_time_millis: 27.761, usercpu_time_millis_testing: 0.419, usercpu_time_millis_training: 27.342,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8332, f_measure: 0.723, kappa: 0.301, kb_relative_information_score: 1263.1064, mean_absolute_error: 0.3203, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7519, predictive_accuracy: 0.7598, prior_entropy: 0.8733, recall: 0.7598, relative_absolute_error: 0.7722, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3995, root_relative_squared_error: 0.8773, scimark_benchmark: 1285.1799, usercpu_time_millis: 33.638, usercpu_time_millis_testing: 0.465, usercpu_time_millis_training: 33.173,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7727, f_measure: 0.6871, kappa: 0.2215, kb_relative_information_score: 940.1828, mean_absolute_error: 0.3375, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8063, predictive_accuracy: 0.7546, prior_entropy: 0.8733, recall: 0.7546, relative_absolute_error: 0.8138, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4084, root_relative_squared_error: 0.8969, scimark_benchmark: 1323.2108, usercpu_time_millis: 234.449, usercpu_time_millis_testing: 0.891, usercpu_time_millis_training: 233.558,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9301, f_measure: 0.8787, kappa: 0.7034, kb_relative_information_score: 3033.8954, mean_absolute_error: 0.1889, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8786, predictive_accuracy: 0.8806, prior_entropy: 0.8733, recall: 0.8806, relative_absolute_error: 0.4555, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3, root_relative_squared_error: 0.6588, scimark_benchmark: 1315.9596, usercpu_time_millis: 111.969, usercpu_time_millis_testing: 0.313, usercpu_time_millis_training: 111.656,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.87, f_measure: 0.7564, kappa: 0.386, kb_relative_information_score: 1397.1813, mean_absolute_error: 0.2931, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.819, predictive_accuracy: 0.7933, prior_entropy: 0.8733, recall: 0.7933, relative_absolute_error: 0.7068, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.372, root_relative_squared_error: 0.817, scimark_benchmark: 1310.1303, usercpu_time_millis: 105.734, usercpu_time_millis_testing: 0.98, usercpu_time_millis_training: 104.754,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8548, f_measure: 0.7798, kappa: 0.4595, kb_relative_information_score: 1777.8797, mean_absolute_error: 0.2775, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7777, predictive_accuracy: 0.7846, prior_entropy: 0.8733, recall: 0.7846, relative_absolute_error: 0.6692, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3739, root_relative_squared_error: 0.8212, scimark_benchmark: 1316.9049, usercpu_time_millis: 60.038, usercpu_time_millis_testing: 0.732, usercpu_time_millis_training: 59.306,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9324, f_measure: 0.8819, kappa: 0.7115, kb_relative_information_score: 3142.4139, mean_absolute_error: 0.1801, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8819, predictive_accuracy: 0.8838, prior_entropy: 0.8733, recall: 0.8838, relative_absolute_error: 0.4343, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2954, root_relative_squared_error: 0.6487, scimark_benchmark: 1294.4928, usercpu_time_millis: 57.914, usercpu_time_millis_testing: 0.501, usercpu_time_millis_training: 57.413,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8021, f_measure: 0.6786, kappa: 0.1941, kb_relative_information_score: 723.4244, mean_absolute_error: 0.3636, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7303, predictive_accuracy: 0.738, prior_entropy: 0.8733, recall: 0.738, relative_absolute_error: 0.8768, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4241, root_relative_squared_error: 0.9313, scimark_benchmark: 1322.4101, usercpu_time_millis: 33.48, usercpu_time_millis_testing: 0.469, usercpu_time_millis_training: 33.011,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8314, f_measure: 0.7197, kappa: 0.2926, kb_relative_information_score: 1224.1674, mean_absolute_error: 0.3235, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7485, predictive_accuracy: 0.7574, prior_entropy: 0.8733, recall: 0.7574, relative_absolute_error: 0.78, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4014, root_relative_squared_error: 0.8816, scimark_benchmark: 1306.1888, usercpu_time_millis: 30.917, usercpu_time_millis_testing: 0.448, usercpu_time_millis_training: 30.469,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.846, f_measure: 0.7602, kappa: 0.3957, kb_relative_information_score: 1546.6164, mean_absolute_error: 0.2967, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7773, predictive_accuracy: 0.7835, prior_entropy: 0.8733, recall: 0.7835, relative_absolute_error: 0.7153, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3818, root_relative_squared_error: 0.8384, scimark_benchmark: 1306.4758, usercpu_time_millis: 118.96, usercpu_time_millis_testing: 0.506, usercpu_time_millis_training: 118.454,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7362, f_measure: 0.7, kappa: 0.2429, kb_relative_information_score: 868.3262, mean_absolute_error: 0.3478, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7104, predictive_accuracy: 0.7345, prior_entropy: 0.8733, recall: 0.7345, relative_absolute_error: 0.8387, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4263, root_relative_squared_error: 0.9361, scimark_benchmark: 1309.8213, usercpu_time_millis: 2021.511, usercpu_time_millis_testing: 0.352, usercpu_time_millis_training: 2021.159,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8492, f_measure: 0.7409, kappa: 0.346, kb_relative_information_score: 1420.9453, mean_absolute_error: 0.3075, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7741, predictive_accuracy: 0.7744, prior_entropy: 0.8733, recall: 0.7744, relative_absolute_error: 0.7413, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3875, root_relative_squared_error: 0.8511, scimark_benchmark: 1306.7175, usercpu_time_millis: 81.719, usercpu_time_millis_testing: 0.514, usercpu_time_millis_training: 81.205,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8389, f_measure: 0.7666, kappa: 0.4254, kb_relative_information_score: 1604.533, mean_absolute_error: 0.292, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7642, predictive_accuracy: 0.7728, prior_entropy: 0.8733, recall: 0.7728, relative_absolute_error: 0.7042, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3845, root_relative_squared_error: 0.8444, scimark_benchmark: 1322.8043, usercpu_time_millis: 62.812, usercpu_time_millis_testing: 0.705, usercpu_time_millis_training: 62.107,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8899, f_measure: 0.8159, kappa: 0.5485, kb_relative_information_score: 2161.7419, mean_absolute_error: 0.2523, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8147, predictive_accuracy: 0.8196, prior_entropy: 0.8733, recall: 0.8196, relative_absolute_error: 0.6084, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3566, root_relative_squared_error: 0.7831, scimark_benchmark: 1305.6835, usercpu_time_millis: 62.932, usercpu_time_millis_testing: 0.836, usercpu_time_millis_training: 62.096,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8563, f_measure: 0.7429, kappa: 0.351, kb_relative_information_score: 1474.4719, mean_absolute_error: 0.3013, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7749, predictive_accuracy: 0.7755, prior_entropy: 0.8733, recall: 0.7755, relative_absolute_error: 0.7264, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3824, root_relative_squared_error: 0.8397, scimark_benchmark: 1323.3044, usercpu_time_millis: 1117.239, usercpu_time_millis_testing: 0.416, usercpu_time_millis_training: 1116.823,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8559, f_measure: 0.7414, kappa: 0.3472, kb_relative_information_score: 1463.8629, mean_absolute_error: 0.3022, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7752, predictive_accuracy: 0.775, prior_entropy: 0.8733, recall: 0.775, relative_absolute_error: 0.7286, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3828, root_relative_squared_error: 0.8406, scimark_benchmark: 1325.6057, usercpu_time_millis: 905.839, usercpu_time_millis_testing: 0.429, usercpu_time_millis_training: 905.41,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8224, f_measure: 0.7053, kappa: 0.2581, kb_relative_information_score: 962.9375, mean_absolute_error: 0.3458, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7501, predictive_accuracy: 0.7528, prior_entropy: 0.8733, recall: 0.7528, relative_absolute_error: 0.8337, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4145, root_relative_squared_error: 0.9102, scimark_benchmark: 1318.7704, usercpu_time_millis: 40.332, usercpu_time_millis_testing: 0.492, usercpu_time_millis_training: 39.84,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8239, f_measure: 0.7074, kappa: 0.2631, kb_relative_information_score: 994.0562, mean_absolute_error: 0.3434, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7512, predictive_accuracy: 0.7539, prior_entropy: 0.8733, recall: 0.7539, relative_absolute_error: 0.828, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4132, root_relative_squared_error: 0.9075, scimark_benchmark: 1308.6945, usercpu_time_millis: 38.986, usercpu_time_millis_testing: 0.52, usercpu_time_millis_training: 38.466,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8558, f_measure: 0.7404, kappa: 0.3449, kb_relative_information_score: 1456.7813, mean_absolute_error: 0.3028, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7747, predictive_accuracy: 0.7744, prior_entropy: 0.8733, recall: 0.7744, relative_absolute_error: 0.73, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.383, root_relative_squared_error: 0.8412, scimark_benchmark: 1322.2916, usercpu_time_millis: 796.515, usercpu_time_millis_testing: 0.446, usercpu_time_millis_training: 796.069,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8014, f_measure: 0.745, kappa: 0.368, kb_relative_information_score: 1292.8742, mean_absolute_error: 0.3166, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7424, predictive_accuracy: 0.755, prior_entropy: 0.8733, recall: 0.755, relative_absolute_error: 0.7634, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8767, scimark_benchmark: 1323.8507, usercpu_time_millis: 28.122, usercpu_time_millis_testing: 0.388, usercpu_time_millis_training: 27.734,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8312, f_measure: 0.7165, kappa: 0.2846, kb_relative_information_score: 1189.3277, mean_absolute_error: 0.3264, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.746, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7869, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4032, root_relative_squared_error: 0.8854, scimark_benchmark: 1293.9004, usercpu_time_millis: 33.463, usercpu_time_millis_testing: 0.689, usercpu_time_millis_training: 32.774,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8013, f_measure: 0.7448, kappa: 0.3674, kb_relative_information_score: 1292.809, mean_absolute_error: 0.3166, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7422, predictive_accuracy: 0.7548, prior_entropy: 0.8733, recall: 0.7548, relative_absolute_error: 0.7634, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8767, scimark_benchmark: 1321.8029, usercpu_time_millis: 28.964, usercpu_time_millis_testing: 0.548, usercpu_time_millis_training: 28.416,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8461, f_measure: 0.7588, kappa: 0.3921, kb_relative_information_score: 1544.4631, mean_absolute_error: 0.2968, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7751, predictive_accuracy: 0.782, prior_entropy: 0.8733, recall: 0.782, relative_absolute_error: 0.7158, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3818, root_relative_squared_error: 0.8384, scimark_benchmark: 1319.3211, usercpu_time_millis: 242.63, usercpu_time_millis_testing: 0.458, usercpu_time_millis_training: 242.172,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8018, f_measure: 0.7472, kappa: 0.3745, kb_relative_information_score: 1207.3261, mean_absolute_error: 0.3244, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7444, predictive_accuracy: 0.7561, prior_entropy: 0.8733, recall: 0.7561, relative_absolute_error: 0.7823, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.399, root_relative_squared_error: 0.8763, scimark_benchmark: 1300.9833, usercpu_time_millis: 1549.79, usercpu_time_millis_testing: 0.46, usercpu_time_millis_training: 1549.33,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.9871, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1308.3905, usercpu_time_millis: 83.033, usercpu_time_millis_testing: 0.404, usercpu_time_millis_training: 82.629,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.0195, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1317.5136, usercpu_time_millis: 368.964, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 368.572,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8914, f_measure: 0.8127, kappa: 0.5408, kb_relative_information_score: 2186.4766, mean_absolute_error: 0.2509, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8114, predictive_accuracy: 0.8164, prior_entropy: 0.8733, recall: 0.8164, relative_absolute_error: 0.6049, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3619, root_relative_squared_error: 0.7947, scimark_benchmark: 1310.7782, usercpu_time_millis: 71.515, usercpu_time_millis_testing: 0.892, usercpu_time_millis_training: 70.623,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.0305, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1328.664, usercpu_time_millis: 60.191, usercpu_time_millis_testing: 0.389, usercpu_time_millis_training: 59.802,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.914, f_measure: 0.8485, kappa: 0.6311, kb_relative_information_score: 2692.7594, mean_absolute_error: 0.2107, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8477, predictive_accuracy: 0.8501, prior_entropy: 0.8733, recall: 0.8501, relative_absolute_error: 0.5079, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3229, root_relative_squared_error: 0.7091, scimark_benchmark: 1302.1455, usercpu_time_millis: 55.482, usercpu_time_millis_testing: 0.428, usercpu_time_millis_training: 55.054,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8425, f_measure: 0.7362, kappa: 0.3342, kb_relative_information_score: 1362.2063, mean_absolute_error: 0.3125, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.766, predictive_accuracy: 0.7698, prior_entropy: 0.8733, recall: 0.7698, relative_absolute_error: 0.7535, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3926, root_relative_squared_error: 0.8621, scimark_benchmark: 1315.1518, usercpu_time_millis: 47.667, usercpu_time_millis_testing: 0.475, usercpu_time_millis_training: 47.192,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8091, f_measure: 0.7083, kappa: 0.2638, kb_relative_information_score: 972.5699, mean_absolute_error: 0.343, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.727, predictive_accuracy: 0.745, prior_entropy: 0.8733, recall: 0.745, relative_absolute_error: 0.827, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4131, root_relative_squared_error: 0.9071, scimark_benchmark: 1295.8629, usercpu_time_millis: 33.461, usercpu_time_millis_testing: 0.469, usercpu_time_millis_training: 32.992,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7655, f_measure: 0.6859, kappa: 0.2188, kb_relative_information_score: 920.5583, mean_absolute_error: 0.3386, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8067, predictive_accuracy: 0.7541, prior_entropy: 0.8733, recall: 0.7541, relative_absolute_error: 0.8163, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.409, root_relative_squared_error: 0.8981, scimark_benchmark: 1310.3487, usercpu_time_millis: 237.791, usercpu_time_millis_testing: 0.817, usercpu_time_millis_training: 236.974,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8836, f_measure: 0.7581, kappa: 0.3903, kb_relative_information_score: 1454.6571, mean_absolute_error: 0.29, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8208, predictive_accuracy: 0.7946, prior_entropy: 0.8733, recall: 0.7946, relative_absolute_error: 0.6993, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3696, root_relative_squared_error: 0.8116, scimark_benchmark: 1314.4485, usercpu_time_millis: 123.219, usercpu_time_millis_testing: 1.035, usercpu_time_millis_training: 122.184,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8107, f_measure: 0.7578, kappa: 0.4057, kb_relative_information_score: 1419.517, mean_absolute_error: 0.307, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7551, predictive_accuracy: 0.763, prior_entropy: 0.8733, recall: 0.763, relative_absolute_error: 0.7403, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3967, root_relative_squared_error: 0.8711, scimark_benchmark: 1288.8321, usercpu_time_millis: 66.632, usercpu_time_millis_testing: 0.806, usercpu_time_millis_training: 65.826,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8679, f_measure: 0.7626, kappa: 0.4008, kb_relative_information_score: 1627.2785, mean_absolute_error: 0.2948, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7964, predictive_accuracy: 0.7913, prior_entropy: 0.8733, recall: 0.7913, relative_absolute_error: 0.7108, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3755, root_relative_squared_error: 0.8247, scimark_benchmark: 1294.4104, usercpu_time_millis: 155.77, usercpu_time_millis_testing: 0.416, usercpu_time_millis_training: 155.354,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8233, f_measure: 0.7201, kappa: 0.2948, kb_relative_information_score: 1151.8983, mean_absolute_error: 0.3266, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7282, predictive_accuracy: 0.7472, prior_entropy: 0.8733, recall: 0.7472, relative_absolute_error: 0.7874, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4053, root_relative_squared_error: 0.8901, scimark_benchmark: 1308.3465, usercpu_time_millis: 28.944, usercpu_time_millis_testing: 0.45, usercpu_time_millis_training: 28.494,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.9737, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1268.465, usercpu_time_millis: 342.057, usercpu_time_millis_testing: 0.409, usercpu_time_millis_training: 341.648,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8337, f_measure: 0.7236, kappa: 0.3025, kb_relative_information_score: 1258.0212, mean_absolute_error: 0.3207, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7534, predictive_accuracy: 0.7605, prior_entropy: 0.8733, recall: 0.7605, relative_absolute_error: 0.7734, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3993, root_relative_squared_error: 0.8768, scimark_benchmark: 1313.867, usercpu_time_millis: 35.926, usercpu_time_millis_testing: 0.599, usercpu_time_millis_training: 35.327,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7451, kappa: 0.3678, kb_relative_information_score: 1290.3564, mean_absolute_error: 0.3168, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7425, predictive_accuracy: 0.7552, prior_entropy: 0.8733, recall: 0.7552, relative_absolute_error: 0.7639, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1294.2549, usercpu_time_millis: 29.452, usercpu_time_millis_testing: 0.399, usercpu_time_millis_training: 29.053,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.915, f_measure: 0.8922, kappa: 0.7359, kb_relative_information_score: 3183.8467, mean_absolute_error: 0.181, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8926, predictive_accuracy: 0.8942, prior_entropy: 0.8733, recall: 0.8942, relative_absolute_error: 0.4365, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2909, root_relative_squared_error: 0.6389, scimark_benchmark: 1311.7571, usercpu_time_millis: 147.684, usercpu_time_millis_testing: 0.724, usercpu_time_millis_training: 146.96,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9156, f_measure: 0.885, kappa: 0.7173, kb_relative_information_score: 2957.8437, mean_absolute_error: 0.1996, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8861, predictive_accuracy: 0.8877, prior_entropy: 0.8733, recall: 0.8877, relative_absolute_error: 0.4813, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3041, root_relative_squared_error: 0.6679, scimark_benchmark: 1305.7403, usercpu_time_millis: 69.098, usercpu_time_millis_testing: 0.308, usercpu_time_millis_training: 68.79,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9186, f_measure: 0.855, kappa: 0.645, kb_relative_information_score: 2836.9043, mean_absolute_error: 0.202, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8545, predictive_accuracy: 0.8575, prior_entropy: 0.8733, recall: 0.8575, relative_absolute_error: 0.4871, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3198, root_relative_squared_error: 0.7023, scimark_benchmark: 1312.6438, usercpu_time_millis: 49.864, usercpu_time_millis_testing: 0.66, usercpu_time_millis_training: 49.204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7455, kappa: 0.369, kb_relative_information_score: 1290.1287, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7429, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1310.8956, usercpu_time_millis: 44.14, usercpu_time_millis_testing: 0.421, usercpu_time_millis_training: 43.719,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7579, f_measure: 0.6869, kappa: 0.2211, kb_relative_information_score: 685.0149, mean_absolute_error: 0.3488, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8072, predictive_accuracy: 0.7546, prior_entropy: 0.8733, recall: 0.7546, relative_absolute_error: 0.841, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4095, root_relative_squared_error: 0.8992, scimark_benchmark: 1290.2994, usercpu_time_millis: 94.43, usercpu_time_millis_testing: 0.821, usercpu_time_millis_training: 93.609,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8374, f_measure: 0.7815, kappa: 0.4696, kb_relative_information_score: 1608.8595, mean_absolute_error: 0.2933, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7803, predictive_accuracy: 0.7829, prior_entropy: 0.8733, recall: 0.7829, relative_absolute_error: 0.7072, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3913, root_relative_squared_error: 0.8594, scimark_benchmark: 1316.1082, usercpu_time_millis: 65.509, usercpu_time_millis_testing: 0.768, usercpu_time_millis_training: 64.741,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.9308, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1327.2806, usercpu_time_millis: 56.769, usercpu_time_millis_testing: 0.407, usercpu_time_millis_training: 56.362,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9347, f_measure: 0.8856, kappa: 0.7186, kb_relative_information_score: 3285.2384, mean_absolute_error: 0.1692, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.887, predictive_accuracy: 0.8884, prior_entropy: 0.8733, recall: 0.8884, relative_absolute_error: 0.408, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2866, root_relative_squared_error: 0.6294, scimark_benchmark: 1317.9109, usercpu_time_millis: 154.625, usercpu_time_millis_testing: 0.872, usercpu_time_millis_training: 153.753,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8239, f_measure: 0.7019, kappa: 0.2487, kb_relative_information_score: 985.227, mean_absolute_error: 0.3429, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7369, predictive_accuracy: 0.7474, prior_entropy: 0.8733, recall: 0.7474, relative_absolute_error: 0.8267, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4138, root_relative_squared_error: 0.9086, scimark_benchmark: 1316.1553, usercpu_time_millis: 30.874, usercpu_time_millis_testing: 0.496, usercpu_time_millis_training: 30.378,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7889, f_measure: 0.733, kappa: 0.3334, kb_relative_information_score: 1185.5462, mean_absolute_error: 0.3241, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7317, predictive_accuracy: 0.7482, prior_entropy: 0.8733, recall: 0.7482, relative_absolute_error: 0.7813, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4077, root_relative_squared_error: 0.8952, scimark_benchmark: 1316.9339, usercpu_time_millis: 1262.23, usercpu_time_millis_testing: 0.441, usercpu_time_millis_training: 1261.789,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8277, f_measure: 0.7277, kappa: 0.3146, kb_relative_information_score: 1266.8722, mean_absolute_error: 0.3166, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7342, predictive_accuracy: 0.7519, prior_entropy: 0.8733, recall: 0.7519, relative_absolute_error: 0.7633, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3979, root_relative_squared_error: 0.8738, scimark_benchmark: 1314.8394, usercpu_time_millis: 72.372, usercpu_time_millis_testing: 0.441, usercpu_time_millis_training: 71.931,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8004, f_measure: 0.7631, kappa: 0.422, kb_relative_information_score: 1375.773, mean_absolute_error: 0.3097, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.761, predictive_accuracy: 0.7663, prior_entropy: 0.8733, recall: 0.7663, relative_absolute_error: 0.7467, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4013, root_relative_squared_error: 0.8812, scimark_benchmark: 1320.8289, usercpu_time_millis: 65.326, usercpu_time_millis_testing: 0.819, usercpu_time_millis_training: 64.507,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9366, f_measure: 0.8859, kappa: 0.7213, kb_relative_information_score: 3281.0621, mean_absolute_error: 0.1686, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8857, predictive_accuracy: 0.8875, prior_entropy: 0.8733, recall: 0.8875, relative_absolute_error: 0.4065, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.291, root_relative_squared_error: 0.6391, scimark_benchmark: 1325.6184, usercpu_time_millis: 85.632, usercpu_time_millis_testing: 0.798, usercpu_time_millis_training: 84.834,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8152, f_measure: 0.7547, kappa: 0.3941, kb_relative_information_score: 1402.0825, mean_absolute_error: 0.3081, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7521, predictive_accuracy: 0.7626, prior_entropy: 0.8733, recall: 0.7626, relative_absolute_error: 0.743, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3944, root_relative_squared_error: 0.8662, scimark_benchmark: 1305.8926, usercpu_time_millis: 62.461, usercpu_time_millis_testing: 0.76, usercpu_time_millis_training: 61.701,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8466, f_measure: 0.7599, kappa: 0.3948, kb_relative_information_score: 1540.8206, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7772, predictive_accuracy: 0.7833, prior_entropy: 0.8733, recall: 0.7833, relative_absolute_error: 0.7165, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3817, root_relative_squared_error: 0.8381, scimark_benchmark: 1325.2118, usercpu_time_millis: 861.823, usercpu_time_millis_testing: 0.447, usercpu_time_millis_training: 861.376,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7999, f_measure: 0.7602, kappa: 0.4133, kb_relative_information_score: 1354.2135, mean_absolute_error: 0.3115, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7578, predictive_accuracy: 0.7644, prior_entropy: 0.8733, recall: 0.7644, relative_absolute_error: 0.7511, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4007, root_relative_squared_error: 0.88, scimark_benchmark: 1302.225, usercpu_time_millis: 28.633, usercpu_time_millis_testing: 0.43, usercpu_time_millis_training: 28.203,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7456, kappa: 0.3695, kb_relative_information_score: 1292.3593, mean_absolute_error: 0.3167, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.743, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.7635, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1324.9055, usercpu_time_millis: 26.1, usercpu_time_millis_testing: 0.393, usercpu_time_millis_training: 25.707,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8742, f_measure: 0.7278, kappa: 0.3166, kb_relative_information_score: 1455.5145, mean_absolute_error: 0.2947, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8107, predictive_accuracy: 0.7763, prior_entropy: 0.8733, recall: 0.7763, relative_absolute_error: 0.7105, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3782, root_relative_squared_error: 0.8306, scimark_benchmark: 1316.6315, usercpu_time_millis: 228.334, usercpu_time_millis_testing: 0.993, usercpu_time_millis_training: 227.341,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8453, f_measure: 0.7597, kappa: 0.3944, kb_relative_information_score: 1540.2175, mean_absolute_error: 0.2974, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7761, predictive_accuracy: 0.7828, prior_entropy: 0.8733, recall: 0.7828, relative_absolute_error: 0.7171, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3823, root_relative_squared_error: 0.8395, scimark_benchmark: 1275.1017, usercpu_time_millis: 76.761, usercpu_time_millis_testing: 0.551, usercpu_time_millis_training: 76.21,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8665, f_measure: 0.7559, kappa: 0.384, kb_relative_information_score: 1574.4484, mean_absolute_error: 0.2976, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7936, predictive_accuracy: 0.7872, prior_entropy: 0.8733, recall: 0.7872, relative_absolute_error: 0.7175, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3768, root_relative_squared_error: 0.8275, scimark_benchmark: 1325.2958, usercpu_time_millis: 1251.88, usercpu_time_millis_testing: 0.239, usercpu_time_millis_training: 1251.641,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8202, f_measure: 0.6976, kappa: 0.2391, kb_relative_information_score: 891.6885, mean_absolute_error: 0.351, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7426, predictive_accuracy: 0.7478, prior_entropy: 0.8733, recall: 0.7478, relative_absolute_error: 0.8463, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4178, root_relative_squared_error: 0.9174, scimark_benchmark: 1291.1261, usercpu_time_millis: 34.657, usercpu_time_millis_testing: 0.468, usercpu_time_millis_training: 34.189,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8068, f_measure: 0.7651, kappa: 0.4268, kb_relative_information_score: 1413.0841, mean_absolute_error: 0.3072, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.763, predictive_accuracy: 0.7683, prior_entropy: 0.8733, recall: 0.7683, relative_absolute_error: 0.7407, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3993, root_relative_squared_error: 0.8769, scimark_benchmark: 1307.6582, usercpu_time_millis: 68.867, usercpu_time_millis_testing: 0.912, usercpu_time_millis_training: 67.955,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.0769, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1327.6305, usercpu_time_millis: 259.364, usercpu_time_millis_testing: 0.401, usercpu_time_millis_training: 258.963,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9187, f_measure: 0.8602, kappa: 0.6583, kb_relative_information_score: 2888.572, mean_absolute_error: 0.1971, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8597, predictive_accuracy: 0.8623, prior_entropy: 0.8733, recall: 0.8623, relative_absolute_error: 0.4752, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3144, root_relative_squared_error: 0.6905, scimark_benchmark: 1300.7017, usercpu_time_millis: 46.595, usercpu_time_millis_testing: 0.405, usercpu_time_millis_training: 46.19,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.745, kappa: 0.3677, kb_relative_information_score: 1291.2931, mean_absolute_error: 0.3167, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7423, predictive_accuracy: 0.755, prior_entropy: 0.8733, recall: 0.755, relative_absolute_error: 0.7637, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1299.002, usercpu_time_millis: 29.947, usercpu_time_millis_testing: 0.445, usercpu_time_millis_training: 29.502,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8013, f_measure: 0.744, kappa: 0.3659, kb_relative_information_score: 1310.3172, mean_absolute_error: 0.3152, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7411, predictive_accuracy: 0.7535, prior_entropy: 0.8733, recall: 0.7535, relative_absolute_error: 0.7599, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.399, root_relative_squared_error: 0.8763, scimark_benchmark: 1295.5873, usercpu_time_millis: 27.167, usercpu_time_millis_testing: 0.482, usercpu_time_millis_training: 26.685,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9391, f_measure: 0.868, kappa: 0.6726, kb_relative_information_score: 3079.3655, mean_absolute_error: 0.1825, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8728, predictive_accuracy: 0.8732, prior_entropy: 0.8733, recall: 0.8732, relative_absolute_error: 0.4401, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2978, root_relative_squared_error: 0.654, scimark_benchmark: 1302.1344, usercpu_time_millis: 188.289, usercpu_time_millis_testing: 1.007, usercpu_time_millis_training: 187.282,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8641, f_measure: 0.7622, kappa: 0.4, kb_relative_information_score: 1621.2832, mean_absolute_error: 0.2955, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7921, predictive_accuracy: 0.7898, prior_entropy: 0.8733, recall: 0.7898, relative_absolute_error: 0.7124, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3783, root_relative_squared_error: 0.8307, scimark_benchmark: 1306.7386, usercpu_time_millis: 59.637, usercpu_time_millis_testing: 0.434, usercpu_time_millis_training: 59.203,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8197, f_measure: 0.6924, kappa: 0.2261, kb_relative_information_score: 827.5568, mean_absolute_error: 0.3555, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7342, predictive_accuracy: 0.7435, prior_entropy: 0.8733, recall: 0.7435, relative_absolute_error: 0.8573, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4195, root_relative_squared_error: 0.9211, scimark_benchmark: 1305.1555, usercpu_time_millis: 36.801, usercpu_time_millis_testing: 0.507, usercpu_time_millis_training: 36.294,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8895, f_measure: 0.8157, kappa: 0.5531, kb_relative_information_score: 2220.2556, mean_absolute_error: 0.2444, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8149, predictive_accuracy: 0.8168, prior_entropy: 0.8733, recall: 0.8168, relative_absolute_error: 0.5892, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3514, root_relative_squared_error: 0.7718, scimark_benchmark: 1297.433, usercpu_time_millis: 55.134, usercpu_time_millis_testing: 0.92, usercpu_time_millis_training: 54.214,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8307, f_measure: 0.7278, kappa: 0.313, kb_relative_information_score: 1262.692, mean_absolute_error: 0.3204, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.747, predictive_accuracy: 0.7593, prior_entropy: 0.8733, recall: 0.7593, relative_absolute_error: 0.7725, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4003, root_relative_squared_error: 0.8791, scimark_benchmark: 1291.2922, usercpu_time_millis: 37.11, usercpu_time_millis_testing: 0.443, usercpu_time_millis_training: 36.667,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8031, f_measure: 0.7009, kappa: 0.2457, kb_relative_information_score: 921.779, mean_absolute_error: 0.3477, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7287, predictive_accuracy: 0.7441, prior_entropy: 0.8733, recall: 0.7441, relative_absolute_error: 0.8384, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4159, root_relative_squared_error: 0.9134, scimark_benchmark: 1295.9966, usercpu_time_millis: 33.902, usercpu_time_millis_testing: 0.512, usercpu_time_millis_training: 33.39,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8008, f_measure: 0.7436, kappa: 0.3656, kb_relative_information_score: 1317.3597, mean_absolute_error: 0.3146, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7406, predictive_accuracy: 0.7526, prior_entropy: 0.8733, recall: 0.7526, relative_absolute_error: 0.7585, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8766, scimark_benchmark: 1323.1055, usercpu_time_millis: 28.458, usercpu_time_millis_testing: 0.401, usercpu_time_millis_training: 28.057,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.803, f_measure: 0.765, kappa: 0.4268, kb_relative_information_score: 1396.0822, mean_absolute_error: 0.3082, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.763, predictive_accuracy: 0.7681, prior_entropy: 0.8733, recall: 0.7681, relative_absolute_error: 0.7431, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4005, root_relative_squared_error: 0.8796, scimark_benchmark: 1322.8266, usercpu_time_millis: 65.247, usercpu_time_millis_testing: 0.838, usercpu_time_millis_training: 64.409,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8662, f_measure: 0.7597, kappa: 0.3935, kb_relative_information_score: 1599.7806, mean_absolute_error: 0.2963, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7956, predictive_accuracy: 0.7896, prior_entropy: 0.8733, recall: 0.7896, relative_absolute_error: 0.7145, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3766, root_relative_squared_error: 0.827, scimark_benchmark: 1318.6458, usercpu_time_millis: 272.521, usercpu_time_millis_testing: 0.43, usercpu_time_millis_training: 272.091,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.9559, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1314.3607, usercpu_time_millis: 60.308, usercpu_time_millis_testing: 0.427, usercpu_time_millis_training: 59.881,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9294, f_measure: 0.8986, kappa: 0.7522, kb_relative_information_score: 3388.1573, mean_absolute_error: 0.1629, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8989, predictive_accuracy: 0.9003, prior_entropy: 0.8733, recall: 0.9003, relative_absolute_error: 0.3927, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2792, root_relative_squared_error: 0.6132, scimark_benchmark: 1326.8883, usercpu_time_millis: 130.2, usercpu_time_millis_testing: 0.709, usercpu_time_millis_training: 129.491,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8012, f_measure: 0.7454, kappa: 0.3701, kb_relative_information_score: 1316.0103, mean_absolute_error: 0.3148, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7425, predictive_accuracy: 0.7544, prior_entropy: 0.8733, recall: 0.7544, relative_absolute_error: 0.7589, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.399, root_relative_squared_error: 0.8763, scimark_benchmark: 1299.8117, usercpu_time_millis: 27.831, usercpu_time_millis_testing: 0.412, usercpu_time_millis_training: 27.419,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9032, f_measure: 0.7632, kappa: 0.4029, kb_relative_information_score: 1802.4388, mean_absolute_error: 0.2699, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8213, predictive_accuracy: 0.7976, prior_entropy: 0.8733, recall: 0.7976, relative_absolute_error: 0.6507, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3603, root_relative_squared_error: 0.7913, scimark_benchmark: 1309.3626, usercpu_time_millis: 223.379, usercpu_time_millis_testing: 1.052, usercpu_time_millis_training: 222.327,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8461, f_measure: 0.7588, kappa: 0.3921, kb_relative_information_score: 1544.6905, mean_absolute_error: 0.2968, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7751, predictive_accuracy: 0.782, prior_entropy: 0.8733, recall: 0.782, relative_absolute_error: 0.7157, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3818, root_relative_squared_error: 0.8384, scimark_benchmark: 1313.4497, usercpu_time_millis: 221.456, usercpu_time_millis_testing: 0.464, usercpu_time_millis_training: 220.992,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8101, f_measure: 0.7515, kappa: 0.3856, kb_relative_information_score: 1365.0766, mean_absolute_error: 0.311, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7488, predictive_accuracy: 0.76, prior_entropy: 0.8733, recall: 0.76, relative_absolute_error: 0.7498, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3961, root_relative_squared_error: 0.8699, scimark_benchmark: 1300.8647, usercpu_time_millis: 67.115, usercpu_time_millis_testing: 0.739, usercpu_time_millis_training: 66.376,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8663, f_measure: 0.7588, kappa: 0.3911, kb_relative_information_score: 1594.3728, mean_absolute_error: 0.296, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7946, predictive_accuracy: 0.7889, prior_entropy: 0.8733, recall: 0.7889, relative_absolute_error: 0.7138, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3763, root_relative_squared_error: 0.8263, scimark_benchmark: 1325.3539, usercpu_time_millis: 943.071, usercpu_time_millis_testing: 0.263, usercpu_time_millis_training: 942.808,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8654, f_measure: 0.756, kappa: 0.3843, kb_relative_information_score: 1564.257, mean_absolute_error: 0.2981, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7934, predictive_accuracy: 0.7872, prior_entropy: 0.8733, recall: 0.7872, relative_absolute_error: 0.7189, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3775, root_relative_squared_error: 0.8291, scimark_benchmark: 1320.2953, usercpu_time_millis: 1680.436, usercpu_time_millis_testing: 0.232, usercpu_time_millis_training: 1680.204,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.801, f_measure: 0.7436, kappa: 0.3647, kb_relative_information_score: 1301.1544, mean_absolute_error: 0.316, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7409, predictive_accuracy: 0.7535, prior_entropy: 0.8733, recall: 0.7535, relative_absolute_error: 0.7618, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1296.8834, usercpu_time_millis: 29.017, usercpu_time_millis_testing: 0.557, usercpu_time_millis_training: 28.46,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.801, f_measure: 0.7434, kappa: 0.3648, kb_relative_information_score: 1314.6805, mean_absolute_error: 0.3148, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7405, predictive_accuracy: 0.7528, prior_entropy: 0.8733, recall: 0.7528, relative_absolute_error: 0.759, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8764, scimark_benchmark: 1300.6526, usercpu_time_millis: 28.698, usercpu_time_millis_testing: 0.412, usercpu_time_millis_training: 28.286,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8157, f_measure: 0.7183, kappa: 0.2896, kb_relative_information_score: 1037.0319, mean_absolute_error: 0.3369, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7295, predictive_accuracy: 0.748, prior_entropy: 0.8733, recall: 0.748, relative_absolute_error: 0.8123, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4104, root_relative_squared_error: 0.9013, scimark_benchmark: 1302.8712, usercpu_time_millis: 31.844, usercpu_time_millis_testing: 0.457, usercpu_time_millis_training: 31.387,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8011, f_measure: 0.7454, kappa: 0.3699, kb_relative_information_score: 1315.7694, mean_absolute_error: 0.3148, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7425, predictive_accuracy: 0.7544, prior_entropy: 0.8733, recall: 0.7544, relative_absolute_error: 0.759, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.399, root_relative_squared_error: 0.8763, scimark_benchmark: 1323.0688, usercpu_time_millis: 28.345, usercpu_time_millis_testing: 0.403, usercpu_time_millis_training: 27.942,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8279, f_measure: 0.7264, kappa: 0.3112, kb_relative_information_score: 1261.5423, mean_absolute_error: 0.317, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7335, predictive_accuracy: 0.7513, prior_entropy: 0.8733, recall: 0.7513, relative_absolute_error: 0.7644, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3979, root_relative_squared_error: 0.8738, scimark_benchmark: 1305.4603, usercpu_time_millis: 183.036, usercpu_time_millis_testing: 0.448, usercpu_time_millis_training: 182.588,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9263, f_measure: 0.8717, kappa: 0.6859, kb_relative_information_score: 2957.5372, mean_absolute_error: 0.193, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8716, predictive_accuracy: 0.874, prior_entropy: 0.8733, recall: 0.874, relative_absolute_error: 0.4655, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3065, root_relative_squared_error: 0.6731, scimark_benchmark: 1320.5331, usercpu_time_millis: 78.389, usercpu_time_millis_testing: 0.357, usercpu_time_millis_training: 78.032,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.083, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1292.6153, usercpu_time_millis: 76.562, usercpu_time_millis_testing: 0.4, usercpu_time_millis_training: 76.162,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8609, f_measure: 0.7569, kappa: 0.3864, kb_relative_information_score: 1574.7783, mean_absolute_error: 0.2994, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7877, predictive_accuracy: 0.7859, prior_entropy: 0.8733, recall: 0.7859, relative_absolute_error: 0.7219, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3817, root_relative_squared_error: 0.8383, scimark_benchmark: 1325.2467, usercpu_time_millis: 47.078, usercpu_time_millis_testing: 0.434, usercpu_time_millis_training: 46.644,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8239, f_measure: 0.7218, kappa: 0.299, kb_relative_information_score: 1161.7368, mean_absolute_error: 0.3257, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7294, predictive_accuracy: 0.7482, prior_entropy: 0.8733, recall: 0.7482, relative_absolute_error: 0.7854, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4048, root_relative_squared_error: 0.889, scimark_benchmark: 1296.7606, usercpu_time_millis: 29.525, usercpu_time_millis_testing: 0.707, usercpu_time_millis_training: 28.818,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8657, f_measure: 0.7904, kappa: 0.4881, kb_relative_information_score: 1897.2195, mean_absolute_error: 0.269, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7886, predictive_accuracy: 0.7935, prior_entropy: 0.8733, recall: 0.7935, relative_absolute_error: 0.6485, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3682, root_relative_squared_error: 0.8087, scimark_benchmark: 1325.0785, usercpu_time_millis: 57.262, usercpu_time_millis_testing: 0.698, usercpu_time_millis_training: 56.564,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8459, f_measure: 0.7409, kappa: 0.346, kb_relative_information_score: 1405.4964, mean_absolute_error: 0.309, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7741, predictive_accuracy: 0.7744, prior_entropy: 0.8733, recall: 0.7744, relative_absolute_error: 0.745, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3893, root_relative_squared_error: 0.855, scimark_benchmark: 1309.3586, usercpu_time_millis: 58.42, usercpu_time_millis_testing: 0.446, usercpu_time_millis_training: 57.974,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7455, kappa: 0.369, kb_relative_information_score: 1289.8677, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7429, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1326.3439, usercpu_time_millis: 49.276, usercpu_time_millis_testing: 0.387, usercpu_time_millis_training: 48.889,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7388, f_measure: 0.68, kappa: 0.2055, kb_relative_information_score: 853.3099, mean_absolute_error: 0.3462, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8063, predictive_accuracy: 0.7511, prior_entropy: 0.8733, recall: 0.7511, relative_absolute_error: 0.8346, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4143, root_relative_squared_error: 0.9098, scimark_benchmark: 1328.3681, usercpu_time_millis: 242.658, usercpu_time_millis_testing: 0.824, usercpu_time_millis_training: 241.834,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8324, f_measure: 0.7338, kappa: 0.3283, kb_relative_information_score: 1342.0237, mean_absolute_error: 0.314, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7517, predictive_accuracy: 0.7631, prior_entropy: 0.8733, recall: 0.7631, relative_absolute_error: 0.757, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3964, root_relative_squared_error: 0.8706, scimark_benchmark: 1328.1737, usercpu_time_millis: 35.201, usercpu_time_millis_testing: 0.422, usercpu_time_millis_training: 34.779,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8374, f_measure: 0.7296, kappa: 0.3174, kb_relative_information_score: 1315.4455, mean_absolute_error: 0.316, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7586, predictive_accuracy: 0.7646, prior_entropy: 0.8733, recall: 0.7646, relative_absolute_error: 0.762, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3957, root_relative_squared_error: 0.869, scimark_benchmark: 1294.5352, usercpu_time_millis: 35.239, usercpu_time_millis_testing: 0.45, usercpu_time_millis_training: 34.789,

Metric:

Timeline

Plotting contribution timeline

Leaderboard

Rank Name Top Score Entries Highest rank

Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

Challenge

In supervised classification, you are given an input dataset in which instances are labeled with a certain class. The goal is to build a model that predicts the class for future unlabeled instances. The model is evaluated using a train-test procedure, e.g. cross-validation.

To make results by different users comparable, you are given the exact train-test folds to be used, and you need to return at least the predictions generated by your model for each of the test instances. OpenML will use these predictions to calculate a range of evaluation measures on the server.

You can also upload your own evaluation measures, provided that the code for doing so is available from the implementation used. For extremely large datasets, it may be infeasible to upload all predictions. In those cases, you need to compute and provide the evaluations yourself.

Optionally, you can upload the model trained on all the input data. There is no restriction on the file format, but please use a well-known format or PMML.

Given inputs

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
model A file containing the model built on all the input data. File (optional)
predictions The desired output format Predictions (optional)

How to submit runs

Using your favorite machine learning environment

Download this task directly in your environment and automatically upload your results

OpenML bootcamp

From your own software

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

OpenML APIs