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segformer-b0-finetuned-segments-crop_crack-2
This model is a fine-tuned version of nvidia/mit-b0 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1645
- Mean Iou: 0.4027
- Mean Accuracy: 0.6121
- Overall Accuracy: 0.6048
- Accuracy Unlabeled: nan
- Accuracy Crack: 0.5696
- Accuracy Potholes: 0.6546
- Iou Unlabeled: 0.0
- Iou Crack: 0.5571
- Iou Potholes: 0.6510
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 200
Training results
Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Crack | Accuracy Potholes | Iou Unlabeled | Iou Crack | Iou Potholes |
---|---|---|---|---|---|---|---|---|---|---|---|---|
0.8913 | 0.07 | 20 | 1.0205 | 0.1919 | 0.3500 | 0.3881 | nan | 0.5702 | 0.1298 | 0.0 | 0.4481 | 0.1275 |
0.66 | 0.14 | 40 | 0.7627 | 0.0675 | 0.1190 | 0.1378 | nan | 0.2278 | 0.0102 | 0.0 | 0.1924 | 0.0102 |
0.5279 | 0.21 | 60 | 0.5508 | 0.0631 | 0.1109 | 0.1292 | nan | 0.2167 | 0.0050 | 0.0 | 0.1842 | 0.0050 |
0.5058 | 0.28 | 80 | 0.4507 | 0.0334 | 0.0533 | 0.0614 | nan | 0.0999 | 0.0068 | 0.0 | 0.0935 | 0.0068 |
0.4833 | 0.35 | 100 | 0.3818 | 0.0268 | 0.0427 | 0.0499 | nan | 0.0843 | 0.0012 | 0.0 | 0.0791 | 0.0012 |
0.3508 | 0.42 | 120 | 0.3764 | 0.0497 | 0.0796 | 0.0892 | nan | 0.1348 | 0.0244 | 0.0 | 0.1247 | 0.0243 |
0.4247 | 0.49 | 140 | 0.3068 | 0.0239 | 0.0363 | 0.0367 | nan | 0.0391 | 0.0334 | 0.0 | 0.0383 | 0.0333 |
0.3403 | 0.56 | 160 | 0.3245 | 0.0593 | 0.0939 | 0.1058 | nan | 0.1624 | 0.0254 | 0.0 | 0.1526 | 0.0254 |
0.3684 | 0.63 | 180 | 0.2564 | 0.0660 | 0.1026 | 0.1084 | nan | 0.1360 | 0.0691 | 0.0 | 0.1295 | 0.0685 |
0.2358 | 0.7 | 200 | 0.2359 | 0.0607 | 0.0933 | 0.0951 | nan | 0.1041 | 0.0825 | 0.0 | 0.1007 | 0.0814 |
0.2429 | 0.77 | 220 | 0.2241 | 0.0693 | 0.1061 | 0.1065 | nan | 0.1080 | 0.1043 | 0.0 | 0.1053 | 0.1026 |
0.2958 | 0.84 | 240 | 0.2430 | 0.0922 | 0.1421 | 0.1451 | nan | 0.1597 | 0.1244 | 0.0 | 0.1543 | 0.1223 |
0.3171 | 0.91 | 260 | 0.1997 | 0.0682 | 0.1040 | 0.1008 | nan | 0.0854 | 0.1227 | 0.0 | 0.0834 | 0.1211 |
0.2211 | 0.98 | 280 | 0.2032 | 0.1085 | 0.1669 | 0.1693 | nan | 0.1803 | 0.1536 | 0.0 | 0.1743 | 0.1513 |
0.2602 | 1.05 | 300 | 0.1891 | 0.1691 | 0.2637 | 0.2604 | nan | 0.2448 | 0.2827 | 0.0 | 0.2369 | 0.2704 |
0.2013 | 1.12 | 320 | 0.1831 | 0.1771 | 0.2747 | 0.2637 | nan | 0.2111 | 0.3383 | 0.0 | 0.2050 | 0.3262 |
0.1402 | 1.19 | 340 | 0.1724 | 0.1062 | 0.1629 | 0.1659 | nan | 0.1800 | 0.1458 | 0.0 | 0.1738 | 0.1447 |
0.2118 | 1.26 | 360 | 0.1691 | 0.1918 | 0.2995 | 0.2871 | nan | 0.2277 | 0.3713 | 0.0 | 0.2243 | 0.3511 |
0.1804 | 1.33 | 380 | 0.1668 | 0.1770 | 0.2727 | 0.2692 | nan | 0.2523 | 0.2932 | 0.0 | 0.2433 | 0.2876 |
0.1626 | 1.4 | 400 | 0.1621 | 0.1398 | 0.2137 | 0.2186 | nan | 0.2424 | 0.1849 | 0.0 | 0.2347 | 0.1848 |
0.1191 | 1.47 | 420 | 0.1544 | 0.1627 | 0.2492 | 0.2488 | nan | 0.2469 | 0.2514 | 0.0 | 0.2412 | 0.2470 |
0.1382 | 1.54 | 440 | 0.1522 | 0.2476 | 0.3887 | 0.3796 | nan | 0.3364 | 0.4409 | 0.0 | 0.3284 | 0.4145 |
0.1409 | 1.61 | 460 | 0.1421 | 0.2045 | 0.3175 | 0.3044 | nan | 0.2415 | 0.3936 | 0.0 | 0.2369 | 0.3765 |
0.1764 | 1.68 | 480 | 0.1492 | 0.1710 | 0.2626 | 0.2661 | nan | 0.2827 | 0.2425 | 0.0 | 0.2710 | 0.2422 |
0.1432 | 1.75 | 500 | 0.1484 | 0.1917 | 0.2933 | 0.2932 | nan | 0.2926 | 0.2940 | 0.0 | 0.2815 | 0.2937 |
0.1174 | 1.82 | 520 | 0.1446 | 0.2908 | 0.4461 | 0.4453 | nan | 0.4410 | 0.4512 | 0.0 | 0.4250 | 0.4473 |
0.1001 | 1.89 | 540 | 0.1444 | 0.1676 | 0.2596 | 0.2785 | nan | 0.3689 | 0.1502 | 0.0 | 0.3526 | 0.1502 |
0.1361 | 1.96 | 560 | 0.1326 | 0.2458 | 0.3776 | 0.3656 | nan | 0.3081 | 0.4471 | 0.0 | 0.3028 | 0.4346 |
0.2597 | 2.03 | 580 | 0.1312 | 0.2476 | 0.3799 | 0.3677 | nan | 0.3094 | 0.4505 | 0.0 | 0.3042 | 0.4386 |
0.1009 | 2.1 | 600 | 0.1398 | 0.2479 | 0.3841 | 0.4041 | nan | 0.4997 | 0.2685 | 0.0 | 0.4777 | 0.2660 |
0.126 | 2.17 | 620 | 0.1334 | 0.2406 | 0.3708 | 0.3806 | nan | 0.4276 | 0.3140 | 0.0 | 0.4104 | 0.3115 |
0.2272 | 2.24 | 640 | 0.1298 | 0.2568 | 0.3935 | 0.3811 | nan | 0.3221 | 0.4648 | 0.0 | 0.3151 | 0.4553 |
0.1084 | 2.31 | 660 | 0.1324 | 0.2169 | 0.3304 | 0.3295 | nan | 0.3254 | 0.3354 | 0.0 | 0.3169 | 0.3338 |
0.0982 | 2.38 | 680 | 0.1307 | 0.3197 | 0.4938 | 0.4761 | nan | 0.3918 | 0.5958 | 0.0 | 0.3838 | 0.5754 |
0.0684 | 2.45 | 700 | 0.1245 | 0.3120 | 0.4789 | 0.4595 | nan | 0.3672 | 0.5905 | 0.0 | 0.3624 | 0.5736 |
0.1153 | 2.52 | 720 | 0.1322 | 0.3729 | 0.5735 | 0.5637 | nan | 0.5168 | 0.6302 | 0.0 | 0.5023 | 0.6164 |
0.1812 | 2.59 | 740 | 0.1263 | 0.2375 | 0.3641 | 0.3683 | nan | 0.3884 | 0.3398 | 0.0 | 0.3739 | 0.3385 |
0.1354 | 2.66 | 760 | 0.1177 | 0.2881 | 0.4393 | 0.4293 | nan | 0.3814 | 0.4972 | 0.0 | 0.3741 | 0.4901 |
0.084 | 2.73 | 780 | 0.1286 | 0.2604 | 0.3977 | 0.4027 | nan | 0.4269 | 0.3685 | 0.0 | 0.4172 | 0.3640 |
0.1123 | 2.8 | 800 | 0.1182 | 0.2988 | 0.4564 | 0.4487 | nan | 0.4122 | 0.5005 | 0.0 | 0.4016 | 0.4947 |
0.2121 | 2.87 | 820 | 0.1207 | 0.3020 | 0.4599 | 0.4544 | nan | 0.4277 | 0.4921 | 0.0 | 0.4156 | 0.4905 |
0.1709 | 2.94 | 840 | 0.1220 | 0.2718 | 0.4154 | 0.4020 | nan | 0.3383 | 0.4925 | 0.0 | 0.3289 | 0.4864 |
0.1322 | 3.01 | 860 | 0.1197 | 0.3103 | 0.4748 | 0.4708 | nan | 0.4520 | 0.4976 | 0.0 | 0.4362 | 0.4948 |
0.1593 | 3.08 | 880 | 0.1213 | 0.3583 | 0.5493 | 0.5458 | nan | 0.5295 | 0.5690 | 0.0 | 0.5106 | 0.5643 |
0.2178 | 3.15 | 900 | 0.1225 | 0.3412 | 0.5351 | 0.5130 | nan | 0.4071 | 0.6632 | 0.0 | 0.4025 | 0.6213 |
0.1226 | 3.22 | 920 | 0.1298 | 0.2484 | 0.3831 | 0.4017 | nan | 0.4908 | 0.2753 | 0.0 | 0.4700 | 0.2751 |
0.2689 | 3.29 | 940 | 0.1141 | 0.3109 | 0.4744 | 0.4680 | nan | 0.4374 | 0.5114 | 0.0 | 0.4266 | 0.5060 |
0.1088 | 3.36 | 960 | 0.1213 | 0.2748 | 0.4201 | 0.4224 | nan | 0.4335 | 0.4066 | 0.0 | 0.4185 | 0.4060 |
0.1556 | 3.43 | 980 | 0.1141 | 0.3654 | 0.5652 | 0.5395 | nan | 0.4170 | 0.7134 | 0.0 | 0.4136 | 0.6826 |
0.1136 | 3.5 | 1000 | 0.1190 | 0.2653 | 0.4034 | 0.3979 | nan | 0.3718 | 0.4351 | 0.0 | 0.3628 | 0.4331 |
0.1178 | 3.57 | 1020 | 0.1277 | 0.2680 | 0.4118 | 0.4191 | nan | 0.4540 | 0.3696 | 0.0 | 0.4346 | 0.3694 |
0.1722 | 3.64 | 1040 | 0.1135 | 0.3246 | 0.4996 | 0.4829 | nan | 0.4031 | 0.5962 | 0.0 | 0.3983 | 0.5754 |
0.0791 | 3.71 | 1060 | 0.1134 | 0.3288 | 0.5011 | 0.4976 | nan | 0.4810 | 0.5212 | 0.0 | 0.4671 | 0.5193 |
0.0966 | 3.78 | 1080 | 0.1140 | 0.3080 | 0.4682 | 0.4551 | nan | 0.3924 | 0.5440 | 0.0 | 0.3818 | 0.5422 |
0.0623 | 3.85 | 1100 | 0.1146 | 0.2690 | 0.4087 | 0.4023 | nan | 0.3720 | 0.4453 | 0.0 | 0.3625 | 0.4444 |
0.092 | 3.92 | 1120 | 0.1109 | 0.3129 | 0.4748 | 0.4623 | nan | 0.4025 | 0.5471 | 0.0 | 0.3948 | 0.5438 |
0.0864 | 3.99 | 1140 | 0.1092 | 0.3253 | 0.4967 | 0.4824 | nan | 0.4140 | 0.5794 | 0.0 | 0.4073 | 0.5685 |
0.0701 | 4.06 | 1160 | 0.1166 | 0.3383 | 0.5182 | 0.5190 | nan | 0.5232 | 0.5131 | 0.0 | 0.5049 | 0.5100 |
0.1157 | 4.13 | 1180 | 0.1074 | 0.3302 | 0.5049 | 0.4942 | nan | 0.4428 | 0.5671 | 0.0 | 0.4334 | 0.5573 |
0.1246 | 4.2 | 1200 | 0.1088 | 0.3465 | 0.5308 | 0.5232 | nan | 0.4873 | 0.5742 | 0.0 | 0.4755 | 0.5640 |
0.0657 | 4.27 | 1220 | 0.1109 | 0.3973 | 0.6119 | 0.5906 | nan | 0.4885 | 0.7353 | 0.0 | 0.4797 | 0.7121 |
0.1068 | 4.34 | 1240 | 0.1131 | 0.2925 | 0.4449 | 0.4406 | nan | 0.4204 | 0.4693 | 0.0 | 0.4099 | 0.4676 |
0.0642 | 4.41 | 1260 | 0.1077 | 0.3242 | 0.4951 | 0.4923 | nan | 0.4786 | 0.5116 | 0.0 | 0.4642 | 0.5084 |
0.1347 | 4.48 | 1280 | 0.1058 | 0.3796 | 0.5797 | 0.5708 | nan | 0.5282 | 0.6312 | 0.0 | 0.5152 | 0.6235 |
0.1713 | 4.55 | 1300 | 0.1052 | 0.3602 | 0.5499 | 0.5455 | nan | 0.5244 | 0.5755 | 0.0 | 0.5103 | 0.5703 |
0.0742 | 4.62 | 1320 | 0.1136 | 0.3116 | 0.4753 | 0.4699 | nan | 0.4439 | 0.5066 | 0.0 | 0.4301 | 0.5047 |
0.0751 | 4.69 | 1340 | 0.1096 | 0.3225 | 0.4907 | 0.4738 | nan | 0.3932 | 0.5883 | 0.0 | 0.3831 | 0.5845 |
0.125 | 4.76 | 1360 | 0.1060 | 0.3501 | 0.5329 | 0.5221 | nan | 0.4702 | 0.5957 | 0.0 | 0.4620 | 0.5883 |
0.0921 | 4.83 | 1380 | 0.1062 | 0.3506 | 0.5345 | 0.5304 | nan | 0.5107 | 0.5584 | 0.0 | 0.4980 | 0.5538 |
0.0743 | 4.9 | 1400 | 0.1098 | 0.2934 | 0.4457 | 0.4322 | nan | 0.3677 | 0.5237 | 0.0 | 0.3605 | 0.5198 |
0.0743 | 4.97 | 1420 | 0.1061 | 0.3805 | 0.5810 | 0.5736 | nan | 0.5383 | 0.6236 | 0.0 | 0.5243 | 0.6172 |
0.1287 | 5.03 | 1440 | 0.1061 | 0.3313 | 0.5055 | 0.4904 | nan | 0.4181 | 0.5929 | 0.0 | 0.4107 | 0.5832 |
0.07 | 5.1 | 1460 | 0.1027 | 0.3451 | 0.5279 | 0.5132 | nan | 0.4430 | 0.6129 | 0.0 | 0.4367 | 0.5988 |
0.0795 | 5.17 | 1480 | 0.1068 | 0.3185 | 0.4863 | 0.4746 | nan | 0.4189 | 0.5537 | 0.0 | 0.4122 | 0.5432 |
0.1453 | 5.24 | 1500 | 0.1093 | 0.3354 | 0.5096 | 0.4897 | nan | 0.3945 | 0.6248 | 0.0 | 0.3862 | 0.6200 |
0.075 | 5.31 | 1520 | 0.1103 | 0.3707 | 0.5662 | 0.5564 | nan | 0.5095 | 0.6230 | 0.0 | 0.4931 | 0.6189 |
0.0841 | 5.38 | 1540 | 0.1083 | 0.3701 | 0.5655 | 0.5629 | nan | 0.5503 | 0.5808 | 0.0 | 0.5337 | 0.5766 |
0.0853 | 5.45 | 1560 | 0.1012 | 0.3796 | 0.5796 | 0.5642 | nan | 0.4906 | 0.6686 | 0.0 | 0.4852 | 0.6536 |
0.1633 | 5.52 | 1580 | 0.1090 | 0.3083 | 0.4686 | 0.4549 | nan | 0.3895 | 0.5477 | 0.0 | 0.3814 | 0.5435 |
0.1007 | 5.59 | 1600 | 0.1045 | 0.3719 | 0.5677 | 0.5628 | nan | 0.5394 | 0.5960 | 0.0 | 0.5308 | 0.5849 |
0.1319 | 5.66 | 1620 | 0.1047 | 0.3841 | 0.5867 | 0.5617 | nan | 0.4425 | 0.7309 | 0.0 | 0.4355 | 0.7170 |
0.0882 | 5.73 | 1640 | 0.1060 | 0.3343 | 0.5097 | 0.4991 | nan | 0.4488 | 0.5705 | 0.0 | 0.4380 | 0.5650 |
0.0814 | 5.8 | 1660 | 0.1044 | 0.3537 | 0.5410 | 0.5283 | nan | 0.4674 | 0.6146 | 0.0 | 0.4578 | 0.6034 |
0.0977 | 5.87 | 1680 | 0.1036 | 0.3880 | 0.5929 | 0.5864 | nan | 0.5551 | 0.6307 | 0.0 | 0.5432 | 0.6208 |
0.0964 | 5.94 | 1700 | 0.1090 | 0.3796 | 0.5853 | 0.5572 | nan | 0.4229 | 0.7476 | 0.0 | 0.4173 | 0.7216 |
0.0517 | 6.01 | 1720 | 0.1113 | 0.3189 | 0.4857 | 0.4741 | nan | 0.4183 | 0.5532 | 0.0 | 0.4067 | 0.5501 |
0.2876 | 6.08 | 1740 | 0.1018 | 0.3736 | 0.5702 | 0.5546 | nan | 0.4803 | 0.6601 | 0.0 | 0.4736 | 0.6473 |
0.0886 | 6.15 | 1760 | 0.1096 | 0.3204 | 0.4894 | 0.4862 | nan | 0.4709 | 0.5079 | 0.0 | 0.4541 | 0.5070 |
0.0575 | 6.22 | 1780 | 0.1022 | 0.3830 | 0.5893 | 0.5687 | nan | 0.4699 | 0.7087 | 0.0 | 0.4632 | 0.6857 |
0.0985 | 6.29 | 1800 | 0.1096 | 0.3548 | 0.5413 | 0.5359 | nan | 0.5102 | 0.5725 | 0.0 | 0.4943 | 0.5702 |
0.082 | 6.36 | 1820 | 0.1029 | 0.3761 | 0.5756 | 0.5593 | nan | 0.4814 | 0.6699 | 0.0 | 0.4727 | 0.6555 |
0.0722 | 6.43 | 1840 | 0.1021 | 0.3625 | 0.5532 | 0.5367 | nan | 0.4579 | 0.6485 | 0.0 | 0.4512 | 0.6364 |
0.0703 | 6.5 | 1860 | 0.1058 | 0.3347 | 0.5079 | 0.4932 | nan | 0.4229 | 0.5929 | 0.0 | 0.4137 | 0.5904 |
0.0994 | 6.57 | 1880 | 0.1073 | 0.4355 | 0.6656 | 0.6537 | nan | 0.5967 | 0.7345 | 0.0 | 0.5828 | 0.7238 |
0.0836 | 6.64 | 1900 | 0.0987 | 0.3738 | 0.5688 | 0.5564 | nan | 0.4975 | 0.6401 | 0.0 | 0.4868 | 0.6347 |
0.1076 | 6.71 | 1920 | 0.0986 | 0.3571 | 0.5455 | 0.5293 | nan | 0.4523 | 0.6387 | 0.0 | 0.4465 | 0.6249 |
0.0807 | 6.78 | 1940 | 0.1066 | 0.3372 | 0.5142 | 0.5116 | nan | 0.4994 | 0.5290 | 0.0 | 0.4832 | 0.5282 |
0.115 | 6.85 | 1960 | 0.1040 | 0.3420 | 0.5281 | 0.5075 | nan | 0.4093 | 0.6469 | 0.0 | 0.4061 | 0.6198 |
0.085 | 6.92 | 1980 | 0.1041 | 0.3572 | 0.5433 | 0.5314 | nan | 0.4746 | 0.6119 | 0.0 | 0.4646 | 0.6071 |
0.1058 | 6.99 | 2000 | 0.1009 | 0.3849 | 0.5861 | 0.5740 | nan | 0.5160 | 0.6562 | 0.0 | 0.5070 | 0.6476 |
0.0772 | 7.06 | 2020 | 0.1010 | 0.3884 | 0.5918 | 0.5849 | nan | 0.5522 | 0.6314 | 0.0 | 0.5445 | 0.6208 |
0.0637 | 7.13 | 2040 | 0.1050 | 0.3735 | 0.5676 | 0.5618 | nan | 0.5341 | 0.6012 | 0.0 | 0.5228 | 0.5978 |
0.0741 | 7.2 | 2060 | 0.1050 | 0.3440 | 0.5221 | 0.5126 | nan | 0.4670 | 0.5772 | 0.0 | 0.4587 | 0.5734 |
0.0788 | 7.27 | 2080 | 0.0989 | 0.3841 | 0.5854 | 0.5809 | nan | 0.5593 | 0.6116 | 0.0 | 0.5442 | 0.6081 |
0.0796 | 7.34 | 2100 | 0.1043 | 0.3486 | 0.5292 | 0.5159 | nan | 0.4522 | 0.6063 | 0.0 | 0.4434 | 0.6025 |
0.0731 | 7.41 | 2120 | 0.1055 | 0.3579 | 0.5469 | 0.5311 | nan | 0.4553 | 0.6386 | 0.0 | 0.4531 | 0.6205 |
0.0776 | 7.48 | 2140 | 0.1064 | 0.3907 | 0.5965 | 0.5932 | nan | 0.5773 | 0.6157 | 0.0 | 0.5596 | 0.6126 |
0.1098 | 7.55 | 2160 | 0.1024 | 0.3833 | 0.5843 | 0.5723 | nan | 0.5149 | 0.6536 | 0.0 | 0.5047 | 0.6452 |
0.0612 | 7.62 | 2180 | 0.1065 | 0.3192 | 0.4841 | 0.4620 | nan | 0.3565 | 0.6117 | 0.0 | 0.3520 | 0.6055 |
0.0744 | 7.69 | 2200 | 0.1019 | 0.4083 | 0.6322 | 0.6027 | nan | 0.4616 | 0.8027 | 0.0 | 0.4592 | 0.7658 |
0.0509 | 7.76 | 2220 | 0.1080 | 0.3455 | 0.5260 | 0.5183 | nan | 0.4815 | 0.5705 | 0.0 | 0.4695 | 0.5668 |
0.066 | 7.83 | 2240 | 0.1011 | 0.3887 | 0.5968 | 0.5743 | nan | 0.4668 | 0.7267 | 0.0 | 0.4587 | 0.7075 |
0.0642 | 7.9 | 2260 | 0.0998 | 0.4185 | 0.6434 | 0.6277 | nan | 0.5526 | 0.7342 | 0.0 | 0.5447 | 0.7107 |
0.0715 | 7.97 | 2280 | 0.1082 | 0.3556 | 0.5419 | 0.5436 | nan | 0.5518 | 0.5319 | 0.0 | 0.5357 | 0.5310 |
0.0647 | 8.04 | 2300 | 0.0984 | 0.3973 | 0.6082 | 0.5916 | nan | 0.5124 | 0.7040 | 0.0 | 0.5064 | 0.6855 |
0.0843 | 8.11 | 2320 | 0.1093 | 0.3623 | 0.5511 | 0.5376 | nan | 0.4733 | 0.6290 | 0.0 | 0.4637 | 0.6231 |
0.0778 | 8.18 | 2340 | 0.1025 | 0.3724 | 0.5669 | 0.5612 | nan | 0.5341 | 0.5996 | 0.0 | 0.5258 | 0.5914 |
0.1393 | 8.25 | 2360 | 0.1042 | 0.3804 | 0.5800 | 0.5758 | nan | 0.5559 | 0.6041 | 0.0 | 0.5449 | 0.5964 |
0.0695 | 8.32 | 2380 | 0.1002 | 0.3749 | 0.5706 | 0.5499 | nan | 0.4506 | 0.6907 | 0.0 | 0.4444 | 0.6803 |
0.0628 | 8.39 | 2400 | 0.0974 | 0.4024 | 0.6150 | 0.5932 | nan | 0.4887 | 0.7413 | 0.0 | 0.4828 | 0.7243 |
0.1012 | 8.46 | 2420 | 0.1000 | 0.3580 | 0.5460 | 0.5331 | nan | 0.4717 | 0.6204 | 0.0 | 0.4648 | 0.6093 |
0.0858 | 8.53 | 2440 | 0.0940 | 0.3873 | 0.5899 | 0.5728 | nan | 0.4910 | 0.6887 | 0.0 | 0.4857 | 0.6762 |
0.042 | 8.6 | 2460 | 0.0991 | 0.3531 | 0.5368 | 0.5232 | nan | 0.4582 | 0.6153 | 0.0 | 0.4528 | 0.6064 |
0.082 | 8.67 | 2480 | 0.0957 | 0.4199 | 0.6402 | 0.6301 | nan | 0.5820 | 0.6984 | 0.0 | 0.5728 | 0.6869 |
0.0559 | 8.74 | 2500 | 0.1000 | 0.3834 | 0.5835 | 0.5694 | nan | 0.5019 | 0.6651 | 0.0 | 0.4961 | 0.6542 |
0.0519 | 8.81 | 2520 | 0.1014 | 0.3645 | 0.5568 | 0.5520 | nan | 0.5292 | 0.5843 | 0.0 | 0.5118 | 0.5816 |
0.0575 | 8.88 | 2540 | 0.1006 | 0.3780 | 0.5758 | 0.5652 | nan | 0.5147 | 0.6369 | 0.0 | 0.5010 | 0.6329 |
0.1153 | 8.95 | 2560 | 0.0985 | 0.3824 | 0.5831 | 0.5708 | nan | 0.5125 | 0.6536 | 0.0 | 0.5016 | 0.6455 |
0.1345 | 9.02 | 2580 | 0.1130 | 0.3045 | 0.4620 | 0.4461 | nan | 0.3704 | 0.5535 | 0.0 | 0.3644 | 0.5490 |
0.0678 | 9.09 | 2600 | 0.1044 | 0.3596 | 0.5473 | 0.5352 | nan | 0.4771 | 0.6176 | 0.0 | 0.4645 | 0.6145 |
0.0532 | 9.16 | 2620 | 0.0980 | 0.3829 | 0.5827 | 0.5744 | nan | 0.5350 | 0.6303 | 0.0 | 0.5243 | 0.6245 |
0.0556 | 9.23 | 2640 | 0.1005 | 0.3665 | 0.5566 | 0.5421 | nan | 0.4729 | 0.6402 | 0.0 | 0.4652 | 0.6344 |
0.0745 | 9.3 | 2660 | 0.0989 | 0.4017 | 0.6134 | 0.6049 | nan | 0.5643 | 0.6626 | 0.0 | 0.5552 | 0.6498 |
0.0788 | 9.37 | 2680 | 0.1000 | 0.3568 | 0.5423 | 0.5330 | nan | 0.4883 | 0.5963 | 0.0 | 0.4801 | 0.5904 |
0.0725 | 9.44 | 2700 | 0.0989 | 0.3925 | 0.5978 | 0.5835 | nan | 0.5150 | 0.6807 | 0.0 | 0.5035 | 0.6740 |
0.0922 | 9.51 | 2720 | 0.0968 | 0.3560 | 0.5427 | 0.5291 | nan | 0.4637 | 0.6218 | 0.0 | 0.4587 | 0.6093 |
0.1217 | 9.58 | 2740 | 0.0951 | 0.3694 | 0.5643 | 0.5454 | nan | 0.4551 | 0.6736 | 0.0 | 0.4489 | 0.6593 |
0.0473 | 9.65 | 2760 | 0.0952 | 0.4051 | 0.6193 | 0.5989 | nan | 0.5010 | 0.7377 | 0.0 | 0.4921 | 0.7233 |
0.0838 | 9.72 | 2780 | 0.0949 | 0.3779 | 0.5748 | 0.5603 | nan | 0.4908 | 0.6589 | 0.0 | 0.4830 | 0.6507 |
0.0802 | 9.79 | 2800 | 0.1027 | 0.3680 | 0.5599 | 0.5489 | nan | 0.4966 | 0.6231 | 0.0 | 0.4846 | 0.6195 |
0.0536 | 9.86 | 2820 | 0.0998 | 0.3787 | 0.5779 | 0.5686 | nan | 0.5241 | 0.6317 | 0.0 | 0.5157 | 0.6205 |
0.0887 | 9.93 | 2840 | 0.1017 | 0.3687 | 0.5618 | 0.5519 | nan | 0.5046 | 0.6190 | 0.0 | 0.4930 | 0.6132 |
0.1005 | 10.0 | 2860 | 0.0981 | 0.3995 | 0.6066 | 0.5950 | nan | 0.5391 | 0.6742 | 0.0 | 0.5306 | 0.6679 |
0.0955 | 10.07 | 2880 | 0.1009 | 0.4048 | 0.6180 | 0.6121 | nan | 0.5836 | 0.6525 | 0.0 | 0.5674 | 0.6470 |
0.0685 | 10.14 | 2900 | 0.0979 | 0.3750 | 0.5759 | 0.5561 | nan | 0.4616 | 0.6901 | 0.0 | 0.4564 | 0.6686 |
0.1119 | 10.21 | 2920 | 0.1039 | 0.3550 | 0.5408 | 0.5183 | nan | 0.4109 | 0.6706 | 0.0 | 0.4069 | 0.6581 |
0.063 | 10.28 | 2940 | 0.1012 | 0.3828 | 0.5835 | 0.5779 | nan | 0.5508 | 0.6163 | 0.0 | 0.5394 | 0.6091 |
0.1124 | 10.35 | 2960 | 0.1001 | 0.4356 | 0.6655 | 0.6579 | nan | 0.6212 | 0.7099 | 0.0 | 0.6058 | 0.7009 |
0.0653 | 10.42 | 2980 | 0.1057 | 0.3463 | 0.5254 | 0.5119 | nan | 0.4474 | 0.6034 | 0.0 | 0.4395 | 0.5994 |
0.1077 | 10.49 | 3000 | 0.0984 | 0.3910 | 0.5983 | 0.5798 | nan | 0.4917 | 0.7048 | 0.0 | 0.4844 | 0.6886 |
0.1254 | 10.56 | 3020 | 0.1064 | 0.3948 | 0.6018 | 0.5854 | nan | 0.5071 | 0.6964 | 0.0 | 0.4959 | 0.6884 |
0.0687 | 10.63 | 3040 | 0.1167 | 0.3306 | 0.5029 | 0.5026 | nan | 0.5011 | 0.5047 | 0.0 | 0.4882 | 0.5037 |
0.0693 | 10.7 | 3060 | 0.0991 | 0.3962 | 0.6024 | 0.5960 | nan | 0.5654 | 0.6394 | 0.0 | 0.5576 | 0.6311 |
0.0875 | 10.77 | 3080 | 0.0943 | 0.4272 | 0.6528 | 0.6338 | nan | 0.5432 | 0.7623 | 0.0 | 0.5367 | 0.7448 |
0.0695 | 10.84 | 3100 | 0.1042 | 0.3865 | 0.5879 | 0.5820 | nan | 0.5540 | 0.6218 | 0.0 | 0.5395 | 0.6200 |
0.051 | 10.91 | 3120 | 0.0968 | 0.3849 | 0.5854 | 0.5682 | nan | 0.4858 | 0.6851 | 0.0 | 0.4789 | 0.6760 |
0.0641 | 10.98 | 3140 | 0.0981 | 0.4032 | 0.6161 | 0.6010 | nan | 0.5286 | 0.7037 | 0.0 | 0.5193 | 0.6902 |
0.0716 | 11.05 | 3160 | 0.1036 | 0.3798 | 0.5809 | 0.5680 | nan | 0.5061 | 0.6558 | 0.0 | 0.4964 | 0.6429 |
0.1087 | 11.12 | 3180 | 0.1015 | 0.3836 | 0.5855 | 0.5738 | nan | 0.5179 | 0.6531 | 0.0 | 0.5080 | 0.6430 |
0.0522 | 11.19 | 3200 | 0.1043 | 0.3675 | 0.5603 | 0.5403 | nan | 0.4449 | 0.6756 | 0.0 | 0.4363 | 0.6662 |
0.0912 | 11.26 | 3220 | 0.1019 | 0.3668 | 0.5583 | 0.5457 | nan | 0.4856 | 0.6309 | 0.0 | 0.4780 | 0.6224 |
0.0911 | 11.33 | 3240 | 0.1003 | 0.4162 | 0.6366 | 0.6229 | nan | 0.5571 | 0.7162 | 0.0 | 0.5488 | 0.6998 |
0.0779 | 11.4 | 3260 | 0.1138 | 0.3192 | 0.4855 | 0.4757 | nan | 0.4288 | 0.5422 | 0.0 | 0.4172 | 0.5403 |
0.0594 | 11.47 | 3280 | 0.1012 | 0.3781 | 0.5795 | 0.5589 | nan | 0.4605 | 0.6984 | 0.0 | 0.4549 | 0.6794 |
0.0775 | 11.54 | 3300 | 0.1063 | 0.3682 | 0.5641 | 0.5606 | nan | 0.5441 | 0.5841 | 0.0 | 0.5303 | 0.5742 |
0.0738 | 11.61 | 3320 | 0.1052 | 0.4021 | 0.6189 | 0.6026 | nan | 0.5244 | 0.7134 | 0.0 | 0.5169 | 0.6894 |
0.1114 | 11.68 | 3340 | 0.1013 | 0.3984 | 0.6099 | 0.5986 | nan | 0.5449 | 0.6749 | 0.0 | 0.5362 | 0.6590 |
0.1441 | 11.75 | 3360 | 0.0991 | 0.4060 | 0.6212 | 0.6055 | nan | 0.5302 | 0.7123 | 0.0 | 0.5229 | 0.6951 |
0.0778 | 11.82 | 3380 | 0.0978 | 0.3829 | 0.5812 | 0.5692 | nan | 0.5123 | 0.6501 | 0.0 | 0.5056 | 0.6430 |
0.0796 | 11.89 | 3400 | 0.0990 | 0.3648 | 0.5630 | 0.5386 | nan | 0.4222 | 0.7039 | 0.0 | 0.4210 | 0.6735 |
0.0625 | 11.96 | 3420 | 0.0953 | 0.4138 | 0.6336 | 0.6163 | nan | 0.5337 | 0.7335 | 0.0 | 0.5236 | 0.7179 |
0.1022 | 12.03 | 3440 | 0.1007 | 0.3783 | 0.5756 | 0.5592 | nan | 0.4808 | 0.6705 | 0.0 | 0.4707 | 0.6641 |
0.0541 | 12.1 | 3460 | 0.0966 | 0.3732 | 0.5707 | 0.5482 | nan | 0.4404 | 0.7011 | 0.0 | 0.4363 | 0.6833 |
0.0861 | 12.17 | 3480 | 0.0937 | 0.4198 | 0.6419 | 0.6271 | nan | 0.5564 | 0.7274 | 0.0 | 0.5458 | 0.7137 |
0.0598 | 12.24 | 3500 | 0.1007 | 0.3859 | 0.5902 | 0.5806 | nan | 0.5349 | 0.6454 | 0.0 | 0.5183 | 0.6394 |
0.0741 | 12.31 | 3520 | 0.0924 | 0.3955 | 0.6036 | 0.5847 | nan | 0.4947 | 0.7124 | 0.0 | 0.4876 | 0.6989 |
0.0746 | 12.38 | 3540 | 0.0940 | 0.4016 | 0.6119 | 0.5964 | nan | 0.5224 | 0.7014 | 0.0 | 0.5123 | 0.6924 |
0.107 | 12.45 | 3560 | 0.0969 | 0.3998 | 0.6108 | 0.5977 | nan | 0.5348 | 0.6868 | 0.0 | 0.5240 | 0.6756 |
0.117 | 12.52 | 3580 | 0.0981 | 0.3908 | 0.5950 | 0.5836 | nan | 0.5292 | 0.6608 | 0.0 | 0.5181 | 0.6542 |
0.1021 | 12.59 | 3600 | 0.0924 | 0.3829 | 0.5822 | 0.5617 | nan | 0.4638 | 0.7007 | 0.0 | 0.4566 | 0.6921 |
0.0572 | 12.66 | 3620 | 0.1013 | 0.3601 | 0.5463 | 0.5259 | nan | 0.4286 | 0.6640 | 0.0 | 0.4255 | 0.6548 |
0.0759 | 12.73 | 3640 | 0.0979 | 0.3960 | 0.6059 | 0.5892 | nan | 0.5095 | 0.7023 | 0.0 | 0.5035 | 0.6845 |
0.0436 | 12.8 | 3660 | 0.1000 | 0.3826 | 0.5826 | 0.5684 | nan | 0.5009 | 0.6642 | 0.0 | 0.4930 | 0.6549 |
0.0726 | 12.87 | 3680 | 0.1099 | 0.3625 | 0.5515 | 0.5490 | nan | 0.5374 | 0.5655 | 0.0 | 0.5264 | 0.5612 |
0.0732 | 12.94 | 3700 | 0.0957 | 0.4221 | 0.6484 | 0.6269 | nan | 0.5241 | 0.7726 | 0.0 | 0.5172 | 0.7489 |
0.0698 | 13.01 | 3720 | 0.0966 | 0.3963 | 0.6034 | 0.5926 | nan | 0.5408 | 0.6660 | 0.0 | 0.5307 | 0.6581 |
0.0412 | 13.08 | 3740 | 0.1060 | 0.3700 | 0.5626 | 0.5468 | nan | 0.4717 | 0.6534 | 0.0 | 0.4624 | 0.6475 |
0.0526 | 13.15 | 3760 | 0.0964 | 0.4019 | 0.6140 | 0.6033 | nan | 0.5520 | 0.6761 | 0.0 | 0.5438 | 0.6618 |
0.0823 | 13.22 | 3780 | 0.1005 | 0.4183 | 0.6401 | 0.6340 | nan | 0.6047 | 0.6756 | 0.0 | 0.5908 | 0.6640 |
0.0512 | 13.29 | 3800 | 0.1025 | 0.3815 | 0.5806 | 0.5646 | nan | 0.4883 | 0.6728 | 0.0 | 0.4781 | 0.6664 |
0.0669 | 13.36 | 3820 | 0.0999 | 0.4168 | 0.6386 | 0.6294 | nan | 0.5856 | 0.6915 | 0.0 | 0.5657 | 0.6847 |
0.0758 | 13.43 | 3840 | 0.1001 | 0.4030 | 0.6161 | 0.6041 | nan | 0.5467 | 0.6856 | 0.0 | 0.5354 | 0.6737 |
0.0683 | 13.5 | 3860 | 0.0969 | 0.3761 | 0.5735 | 0.5568 | nan | 0.4775 | 0.6694 | 0.0 | 0.4706 | 0.6576 |
0.0931 | 13.57 | 3880 | 0.0965 | 0.3775 | 0.5753 | 0.5643 | nan | 0.5118 | 0.6388 | 0.0 | 0.5013 | 0.6312 |
0.059 | 13.64 | 3900 | 0.0986 | 0.4052 | 0.6174 | 0.6013 | nan | 0.5245 | 0.7104 | 0.0 | 0.5130 | 0.7027 |
0.0525 | 13.71 | 3920 | 0.0924 | 0.4245 | 0.6472 | 0.6284 | nan | 0.5387 | 0.7558 | 0.0 | 0.5305 | 0.7430 |
0.0734 | 13.78 | 3940 | 0.0907 | 0.4063 | 0.6198 | 0.6020 | nan | 0.5167 | 0.7230 | 0.0 | 0.5094 | 0.7095 |
0.0456 | 13.85 | 3960 | 0.0908 | 0.3870 | 0.5904 | 0.5646 | nan | 0.4414 | 0.7394 | 0.0 | 0.4393 | 0.7218 |
0.0653 | 13.92 | 3980 | 0.0932 | 0.4026 | 0.6147 | 0.5965 | nan | 0.5096 | 0.7198 | 0.0 | 0.5009 | 0.7068 |
0.0591 | 13.99 | 4000 | 0.0953 | 0.3852 | 0.5869 | 0.5636 | nan | 0.4523 | 0.7214 | 0.0 | 0.4500 | 0.7055 |
0.0771 | 14.06 | 4020 | 0.1007 | 0.3849 | 0.5862 | 0.5743 | nan | 0.5173 | 0.6551 | 0.0 | 0.5038 | 0.6509 |
0.0572 | 14.13 | 4040 | 0.0985 | 0.3753 | 0.5702 | 0.5552 | nan | 0.4835 | 0.6570 | 0.0 | 0.4753 | 0.6505 |
0.0563 | 14.2 | 4060 | 0.0978 | 0.3712 | 0.5643 | 0.5481 | nan | 0.4710 | 0.6576 | 0.0 | 0.4597 | 0.6540 |
0.0621 | 14.27 | 4080 | 0.0949 | 0.3919 | 0.5957 | 0.5788 | nan | 0.4979 | 0.6935 | 0.0 | 0.4863 | 0.6894 |
0.0597 | 14.34 | 4100 | 0.0975 | 0.4067 | 0.6217 | 0.6139 | nan | 0.5763 | 0.6672 | 0.0 | 0.5563 | 0.6636 |
0.1111 | 14.41 | 4120 | 0.0950 | 0.4474 | 0.6829 | 0.6768 | nan | 0.6477 | 0.7182 | 0.0 | 0.6360 | 0.7061 |
0.085 | 14.48 | 4140 | 0.0910 | 0.4132 | 0.6283 | 0.6087 | nan | 0.5152 | 0.7414 | 0.0 | 0.5073 | 0.7323 |
0.0666 | 14.55 | 4160 | 0.1019 | 0.3930 | 0.5982 | 0.5877 | nan | 0.5377 | 0.6586 | 0.0 | 0.5245 | 0.6546 |
0.1503 | 14.62 | 4180 | 0.1062 | 0.3686 | 0.5630 | 0.5551 | nan | 0.5175 | 0.6084 | 0.0 | 0.4999 | 0.6058 |
0.063 | 14.69 | 4200 | 0.1064 | 0.3895 | 0.5936 | 0.5812 | nan | 0.5223 | 0.6648 | 0.0 | 0.5094 | 0.6591 |
0.0682 | 14.76 | 4220 | 0.1044 | 0.3867 | 0.5878 | 0.5787 | nan | 0.5356 | 0.6400 | 0.0 | 0.5270 | 0.6330 |
0.0833 | 14.83 | 4240 | 0.0972 | 0.3817 | 0.5799 | 0.5590 | nan | 0.4592 | 0.7007 | 0.0 | 0.4525 | 0.6926 |
0.0557 | 14.9 | 4260 | 0.0965 | 0.3803 | 0.5799 | 0.5575 | nan | 0.4502 | 0.7097 | 0.0 | 0.4444 | 0.6964 |
0.0737 | 14.97 | 4280 | 0.1025 | 0.3795 | 0.5776 | 0.5674 | nan | 0.5182 | 0.6371 | 0.0 | 0.5067 | 0.6319 |
0.093 | 15.03 | 4300 | 0.1014 | 0.3918 | 0.6044 | 0.5804 | nan | 0.4660 | 0.7427 | 0.0 | 0.4618 | 0.7136 |
0.0825 | 15.1 | 4320 | 0.1048 | 0.4051 | 0.6194 | 0.6190 | nan | 0.6175 | 0.6212 | 0.0 | 0.6021 | 0.6131 |
0.0863 | 15.17 | 4340 | 0.0955 | 0.3903 | 0.5952 | 0.5774 | nan | 0.4926 | 0.6977 | 0.0 | 0.4810 | 0.6900 |
0.0825 | 15.24 | 4360 | 0.1049 | 0.3582 | 0.5471 | 0.5436 | nan | 0.5265 | 0.5678 | 0.0 | 0.5100 | 0.5645 |
0.0717 | 15.31 | 4380 | 0.1047 | 0.3870 | 0.5921 | 0.5870 | nan | 0.5629 | 0.6213 | 0.0 | 0.5432 | 0.6178 |
0.047 | 15.38 | 4400 | 0.0992 | 0.3720 | 0.5667 | 0.5580 | nan | 0.5167 | 0.6167 | 0.0 | 0.5094 | 0.6067 |
0.0532 | 15.45 | 4420 | 0.1012 | 0.4088 | 0.6250 | 0.6110 | nan | 0.5442 | 0.7057 | 0.0 | 0.5336 | 0.6929 |
0.1046 | 15.52 | 4440 | 0.1059 | 0.3797 | 0.5782 | 0.5660 | nan | 0.5079 | 0.6484 | 0.0 | 0.4975 | 0.6415 |
0.0546 | 15.59 | 4460 | 0.1080 | 0.3915 | 0.5964 | 0.5879 | nan | 0.5474 | 0.6455 | 0.0 | 0.5340 | 0.6406 |
0.0841 | 15.66 | 4480 | 0.1140 | 0.3641 | 0.5538 | 0.5455 | nan | 0.5059 | 0.6017 | 0.0 | 0.4930 | 0.5994 |
0.0394 | 15.73 | 4500 | 0.1091 | 0.3526 | 0.5362 | 0.5222 | nan | 0.4553 | 0.6172 | 0.0 | 0.4493 | 0.6086 |
0.0973 | 15.8 | 4520 | 0.1024 | 0.3926 | 0.6013 | 0.5813 | nan | 0.4857 | 0.7168 | 0.0 | 0.4798 | 0.6981 |
0.0938 | 15.87 | 4540 | 0.0978 | 0.4063 | 0.6196 | 0.6063 | nan | 0.5431 | 0.6961 | 0.0 | 0.5319 | 0.6872 |
0.0702 | 15.94 | 4560 | 0.1018 | 0.3707 | 0.5631 | 0.5493 | nan | 0.4837 | 0.6425 | 0.0 | 0.4766 | 0.6356 |
0.1085 | 16.01 | 4580 | 0.1011 | 0.3503 | 0.5317 | 0.5169 | nan | 0.4462 | 0.6171 | 0.0 | 0.4402 | 0.6106 |
0.0878 | 16.08 | 4600 | 0.1007 | 0.3855 | 0.5882 | 0.5806 | nan | 0.5445 | 0.6319 | 0.0 | 0.5276 | 0.6289 |
0.0874 | 16.15 | 4620 | 0.1043 | 0.4080 | 0.6223 | 0.6162 | nan | 0.5869 | 0.6578 | 0.0 | 0.5723 | 0.6518 |
0.075 | 16.22 | 4640 | 0.1019 | 0.3917 | 0.5975 | 0.5870 | nan | 0.5369 | 0.6582 | 0.0 | 0.5249 | 0.6502 |
0.0755 | 16.29 | 4660 | 0.0958 | 0.3885 | 0.5909 | 0.5714 | nan | 0.4785 | 0.7032 | 0.0 | 0.4725 | 0.6930 |
0.0771 | 16.36 | 4680 | 0.0946 | 0.4212 | 0.6422 | 0.6286 | nan | 0.5634 | 0.7211 | 0.0 | 0.5512 | 0.7125 |
0.0579 | 16.43 | 4700 | 0.0952 | 0.3851 | 0.5855 | 0.5689 | nan | 0.4895 | 0.6816 | 0.0 | 0.4812 | 0.6741 |
0.0791 | 16.5 | 4720 | 0.0994 | 0.4017 | 0.6118 | 0.6045 | nan | 0.5694 | 0.6542 | 0.0 | 0.5547 | 0.6504 |
0.0928 | 16.57 | 4740 | 0.0967 | 0.3869 | 0.5899 | 0.5662 | nan | 0.4531 | 0.7266 | 0.0 | 0.4474 | 0.7135 |
0.0609 | 16.64 | 4760 | 0.1021 | 0.3885 | 0.5917 | 0.5831 | nan | 0.5420 | 0.6413 | 0.0 | 0.5273 | 0.6383 |
0.0553 | 16.71 | 4780 | 0.1022 | 0.4056 | 0.6183 | 0.6107 | nan | 0.5747 | 0.6618 | 0.0 | 0.5618 | 0.6549 |
0.0837 | 16.78 | 4800 | 0.1002 | 0.3934 | 0.5988 | 0.5893 | nan | 0.5437 | 0.6539 | 0.0 | 0.5298 | 0.6503 |
0.0636 | 16.85 | 4820 | 0.0963 | 0.3874 | 0.5885 | 0.5722 | nan | 0.4942 | 0.6829 | 0.0 | 0.4861 | 0.6762 |
0.0836 | 16.92 | 4840 | 0.1014 | 0.4027 | 0.6121 | 0.6065 | nan | 0.5802 | 0.6439 | 0.0 | 0.5677 | 0.6402 |
0.0463 | 16.99 | 4860 | 0.1040 | 0.3669 | 0.5578 | 0.5357 | nan | 0.4300 | 0.6856 | 0.0 | 0.4252 | 0.6756 |
0.0552 | 17.06 | 4880 | 0.1026 | 0.4088 | 0.6217 | 0.6110 | nan | 0.5602 | 0.6832 | 0.0 | 0.5512 | 0.6751 |
0.0901 | 17.13 | 4900 | 0.1116 | 0.3744 | 0.5694 | 0.5661 | nan | 0.5504 | 0.5885 | 0.0 | 0.5380 | 0.5852 |
0.0519 | 17.2 | 4920 | 0.0992 | 0.3929 | 0.5994 | 0.5878 | nan | 0.5325 | 0.6662 | 0.0 | 0.5262 | 0.6525 |
0.0495 | 17.27 | 4940 | 0.1049 | 0.3701 | 0.5613 | 0.5436 | nan | 0.4586 | 0.6641 | 0.0 | 0.4504 | 0.6598 |
0.0791 | 17.34 | 4960 | 0.1030 | 0.3959 | 0.6027 | 0.5925 | nan | 0.5437 | 0.6618 | 0.0 | 0.5303 | 0.6575 |
0.072 | 17.41 | 4980 | 0.1069 | 0.4010 | 0.6135 | 0.6103 | nan | 0.5950 | 0.6320 | 0.0 | 0.5733 | 0.6296 |
0.0881 | 17.48 | 5000 | 0.0962 | 0.4056 | 0.6166 | 0.5961 | nan | 0.4985 | 0.7346 | 0.0 | 0.4911 | 0.7258 |
0.0783 | 17.55 | 5020 | 0.0974 | 0.4107 | 0.6262 | 0.6147 | nan | 0.5597 | 0.6928 | 0.0 | 0.5503 | 0.6819 |
0.0639 | 17.62 | 5040 | 0.1122 | 0.3669 | 0.5592 | 0.5528 | nan | 0.5222 | 0.5961 | 0.0 | 0.5082 | 0.5924 |
0.0634 | 17.69 | 5060 | 0.0936 | 0.4078 | 0.6249 | 0.6017 | nan | 0.4911 | 0.7586 | 0.0 | 0.4893 | 0.7342 |
0.0665 | 17.76 | 5080 | 0.1103 | 0.3627 | 0.5506 | 0.5446 | nan | 0.5163 | 0.5849 | 0.0 | 0.5058 | 0.5823 |
0.0535 | 17.83 | 5100 | 0.0981 | 0.3984 | 0.6161 | 0.5936 | nan | 0.4860 | 0.7463 | 0.0 | 0.4841 | 0.7111 |
0.0595 | 17.9 | 5120 | 0.1121 | 0.3565 | 0.5415 | 0.5253 | nan | 0.4481 | 0.6348 | 0.0 | 0.4388 | 0.6308 |
0.0766 | 17.97 | 5140 | 0.1016 | 0.4211 | 0.6429 | 0.6322 | nan | 0.5813 | 0.7045 | 0.0 | 0.5721 | 0.6913 |
0.0752 | 18.04 | 5160 | 0.1117 | 0.4288 | 0.6552 | 0.6538 | nan | 0.6470 | 0.6634 | 0.0 | 0.6252 | 0.6611 |
0.0826 | 18.11 | 5180 | 0.1059 | 0.3650 | 0.5539 | 0.5360 | nan | 0.4506 | 0.6572 | 0.0 | 0.4418 | 0.6530 |
0.0555 | 18.18 | 5200 | 0.0977 | 0.3816 | 0.5802 | 0.5690 | nan | 0.5150 | 0.6455 | 0.0 | 0.5079 | 0.6369 |
0.0844 | 18.25 | 5220 | 0.1058 | 0.3774 | 0.5753 | 0.5649 | nan | 0.5154 | 0.6352 | 0.0 | 0.5008 | 0.6315 |
0.0631 | 18.32 | 5240 | 0.1041 | 0.3874 | 0.5906 | 0.5842 | nan | 0.5540 | 0.6272 | 0.0 | 0.5404 | 0.6218 |
0.0583 | 18.39 | 5260 | 0.1024 | 0.4053 | 0.6169 | 0.6015 | nan | 0.5277 | 0.7061 | 0.0 | 0.5174 | 0.6983 |
0.0647 | 18.46 | 5280 | 0.1029 | 0.3825 | 0.5807 | 0.5692 | nan | 0.5147 | 0.6466 | 0.0 | 0.5070 | 0.6406 |
0.0379 | 18.53 | 5300 | 0.1033 | 0.3833 | 0.5829 | 0.5694 | nan | 0.5047 | 0.6611 | 0.0 | 0.4966 | 0.6533 |
0.0959 | 18.6 | 5320 | 0.1012 | 0.4060 | 0.6188 | 0.6004 | nan | 0.5126 | 0.7250 | 0.0 | 0.5044 | 0.7135 |
0.0785 | 18.67 | 5340 | 0.1038 | 0.4056 | 0.6194 | 0.6113 | nan | 0.5729 | 0.6659 | 0.0 | 0.5561 | 0.6606 |
0.1013 | 18.74 | 5360 | 0.1033 | 0.3819 | 0.5815 | 0.5661 | nan | 0.4925 | 0.6705 | 0.0 | 0.4824 | 0.6633 |
0.0619 | 18.81 | 5380 | 0.1055 | 0.3839 | 0.5839 | 0.5698 | nan | 0.5026 | 0.6651 | 0.0 | 0.4930 | 0.6588 |
0.0915 | 18.88 | 5400 | 0.1080 | 0.3987 | 0.6086 | 0.6066 | nan | 0.5971 | 0.6200 | 0.0 | 0.5796 | 0.6165 |
0.0667 | 18.95 | 5420 | 0.1058 | 0.3991 | 0.6078 | 0.6031 | nan | 0.5807 | 0.6350 | 0.0 | 0.5677 | 0.6296 |
0.0429 | 19.02 | 5440 | 0.1002 | 0.4102 | 0.6238 | 0.6093 | nan | 0.5401 | 0.7074 | 0.0 | 0.5312 | 0.6994 |
0.0876 | 19.09 | 5460 | 0.0976 | 0.3997 | 0.6082 | 0.5909 | nan | 0.5081 | 0.7083 | 0.0 | 0.5016 | 0.6975 |
0.0726 | 19.16 | 5480 | 0.1051 | 0.3825 | 0.5820 | 0.5711 | nan | 0.5191 | 0.6449 | 0.0 | 0.5056 | 0.6418 |
0.0569 | 19.23 | 5500 | 0.1003 | 0.4022 | 0.6136 | 0.6001 | nan | 0.5352 | 0.6921 | 0.0 | 0.5272 | 0.6793 |
0.067 | 19.3 | 5520 | 0.1161 | 0.3676 | 0.5613 | 0.5550 | nan | 0.5249 | 0.5978 | 0.0 | 0.5078 | 0.5950 |
0.0766 | 19.37 | 5540 | 0.1063 | 0.4164 | 0.6348 | 0.6266 | nan | 0.5874 | 0.6821 | 0.0 | 0.5729 | 0.6762 |
0.0685 | 19.44 | 5560 | 0.1023 | 0.3958 | 0.6022 | 0.5937 | nan | 0.5531 | 0.6512 | 0.0 | 0.5445 | 0.6429 |
0.0555 | 19.51 | 5580 | 0.1103 | 0.3905 | 0.5950 | 0.5787 | nan | 0.5008 | 0.6892 | 0.0 | 0.4931 | 0.6783 |
0.167 | 19.58 | 5600 | 0.1035 | 0.4108 | 0.6278 | 0.6181 | nan | 0.5719 | 0.6836 | 0.0 | 0.5637 | 0.6688 |
0.0579 | 19.65 | 5620 | 0.1107 | 0.3577 | 0.5439 | 0.5374 | nan | 0.5060 | 0.5819 | 0.0 | 0.4975 | 0.5757 |
0.0623 | 19.72 | 5640 | 0.1070 | 0.3780 | 0.5753 | 0.5643 | nan | 0.5118 | 0.6389 | 0.0 | 0.5030 | 0.6311 |
0.1008 | 19.79 | 5660 | 0.1047 | 0.3979 | 0.6090 | 0.5997 | nan | 0.5552 | 0.6627 | 0.0 | 0.5405 | 0.6533 |
0.0678 | 19.86 | 5680 | 0.1049 | 0.3886 | 0.5958 | 0.5804 | nan | 0.5068 | 0.6848 | 0.0 | 0.4973 | 0.6686 |
0.0353 | 19.93 | 5700 | 0.1079 | 0.3932 | 0.5995 | 0.5892 | nan | 0.5404 | 0.6586 | 0.0 | 0.5242 | 0.6554 |
0.0664 | 20.0 | 5720 | 0.1053 | 0.3807 | 0.5798 | 0.5705 | nan | 0.5263 | 0.6333 | 0.0 | 0.5126 | 0.6294 |
0.0584 | 20.07 | 5740 | 0.1091 | 0.3800 | 0.5791 | 0.5726 | nan | 0.5414 | 0.6168 | 0.0 | 0.5265 | 0.6137 |
0.055 | 20.14 | 5760 | 0.1089 | 0.3871 | 0.5925 | 0.5853 | nan | 0.5509 | 0.6341 | 0.0 | 0.5292 | 0.6323 |
0.0696 | 20.21 | 5780 | 0.1059 | 0.3759 | 0.5725 | 0.5631 | nan | 0.5181 | 0.6269 | 0.0 | 0.5064 | 0.6212 |
0.0913 | 20.28 | 5800 | 0.0992 | 0.4003 | 0.6087 | 0.5924 | nan | 0.5146 | 0.7027 | 0.0 | 0.5035 | 0.6974 |
0.0819 | 20.35 | 5820 | 0.1042 | 0.3924 | 0.5979 | 0.5918 | nan | 0.5625 | 0.6334 | 0.0 | 0.5474 | 0.6298 |
0.0512 | 20.42 | 5840 | 0.1012 | 0.4067 | 0.6203 | 0.6092 | nan | 0.5561 | 0.6846 | 0.0 | 0.5451 | 0.6750 |
0.0628 | 20.49 | 5860 | 0.0973 | 0.4046 | 0.6175 | 0.6029 | nan | 0.5329 | 0.7022 | 0.0 | 0.5232 | 0.6906 |
0.0559 | 20.56 | 5880 | 0.1116 | 0.3773 | 0.5761 | 0.5727 | nan | 0.5563 | 0.5959 | 0.0 | 0.5392 | 0.5928 |
0.0882 | 20.63 | 5900 | 0.1051 | 0.3807 | 0.5795 | 0.5646 | nan | 0.4936 | 0.6653 | 0.0 | 0.4845 | 0.6577 |
0.0775 | 20.7 | 5920 | 0.1082 | 0.3772 | 0.5752 | 0.5643 | nan | 0.5123 | 0.6381 | 0.0 | 0.4955 | 0.6362 |
0.0467 | 20.77 | 5940 | 0.1074 | 0.3795 | 0.5788 | 0.5681 | nan | 0.5173 | 0.6403 | 0.0 | 0.5064 | 0.6320 |
0.0628 | 20.84 | 5960 | 0.1120 | 0.3721 | 0.5676 | 0.5542 | nan | 0.4902 | 0.6449 | 0.0 | 0.4765 | 0.6398 |
0.0498 | 20.91 | 5980 | 0.1123 | 0.3742 | 0.5709 | 0.5643 | nan | 0.5328 | 0.6090 | 0.0 | 0.5185 | 0.6042 |
0.0759 | 20.98 | 6000 | 0.1103 | 0.3724 | 0.5753 | 0.5459 | nan | 0.4054 | 0.7452 | 0.0 | 0.4033 | 0.7140 |
0.0536 | 21.05 | 6020 | 0.1172 | 0.3340 | 0.5067 | 0.4955 | nan | 0.4418 | 0.5717 | 0.0 | 0.4326 | 0.5694 |
0.0564 | 21.12 | 6040 | 0.1075 | 0.3964 | 0.6035 | 0.5965 | nan | 0.5629 | 0.6440 | 0.0 | 0.5505 | 0.6388 |
0.0609 | 21.19 | 6060 | 0.1077 | 0.3845 | 0.5847 | 0.5715 | nan | 0.5085 | 0.6609 | 0.0 | 0.5027 | 0.6508 |
0.0696 | 21.26 | 6080 | 0.1104 | 0.4082 | 0.6222 | 0.6173 | nan | 0.5938 | 0.6505 | 0.0 | 0.5812 | 0.6433 |
0.0555 | 21.33 | 6100 | 0.1043 | 0.3853 | 0.5897 | 0.5757 | nan | 0.5086 | 0.6709 | 0.0 | 0.5021 | 0.6539 |
0.0505 | 21.4 | 6120 | 0.1034 | 0.3913 | 0.5972 | 0.5778 | nan | 0.4850 | 0.7094 | 0.0 | 0.4794 | 0.6945 |
0.0508 | 21.47 | 6140 | 0.1060 | 0.3877 | 0.5898 | 0.5776 | nan | 0.5194 | 0.6602 | 0.0 | 0.5137 | 0.6493 |
0.0515 | 21.54 | 6160 | 0.1052 | 0.4081 | 0.6214 | 0.6114 | nan | 0.5639 | 0.6789 | 0.0 | 0.5508 | 0.6734 |
0.0769 | 21.61 | 6180 | 0.1032 | 0.4138 | 0.6296 | 0.6228 | nan | 0.5901 | 0.6692 | 0.0 | 0.5812 | 0.6602 |
0.092 | 21.68 | 6200 | 0.0974 | 0.4061 | 0.6193 | 0.6031 | nan | 0.5260 | 0.7125 | 0.0 | 0.5203 | 0.6979 |
0.0601 | 21.75 | 6220 | 0.1035 | 0.3928 | 0.5969 | 0.5861 | nan | 0.5344 | 0.6594 | 0.0 | 0.5232 | 0.6553 |
0.0717 | 21.82 | 6240 | 0.1106 | 0.3681 | 0.5595 | 0.5480 | nan | 0.4933 | 0.6256 | 0.0 | 0.4825 | 0.6219 |
0.0547 | 21.89 | 6260 | 0.1035 | 0.3779 | 0.5745 | 0.5630 | nan | 0.5084 | 0.6406 | 0.0 | 0.4988 | 0.6349 |
0.0503 | 21.96 | 6280 | 0.0977 | 0.3996 | 0.6081 | 0.5946 | nan | 0.5299 | 0.6862 | 0.0 | 0.5209 | 0.6780 |
0.0875 | 22.03 | 6300 | 0.1110 | 0.3631 | 0.5536 | 0.5458 | nan | 0.5087 | 0.5984 | 0.0 | 0.4949 | 0.5943 |
0.0485 | 22.1 | 6320 | 0.1036 | 0.4038 | 0.6149 | 0.6035 | nan | 0.5491 | 0.6806 | 0.0 | 0.5375 | 0.6740 |
0.0694 | 22.17 | 6340 | 0.1074 | 0.3869 | 0.5889 | 0.5807 | nan | 0.5412 | 0.6366 | 0.0 | 0.5285 | 0.6324 |
0.0328 | 22.24 | 6360 | 0.1043 | 0.3778 | 0.5742 | 0.5648 | nan | 0.5201 | 0.6283 | 0.0 | 0.5112 | 0.6220 |
0.0644 | 22.31 | 6380 | 0.0997 | 0.4024 | 0.6122 | 0.5886 | nan | 0.4759 | 0.7485 | 0.0 | 0.4712 | 0.7361 |
0.0591 | 22.38 | 6400 | 0.1037 | 0.3833 | 0.5816 | 0.5681 | nan | 0.5038 | 0.6593 | 0.0 | 0.4961 | 0.6539 |
0.0717 | 22.45 | 6420 | 0.1007 | 0.4057 | 0.6171 | 0.6022 | nan | 0.5313 | 0.7028 | 0.0 | 0.5201 | 0.6969 |
0.0575 | 22.52 | 6440 | 0.1002 | 0.4074 | 0.6198 | 0.6098 | nan | 0.5620 | 0.6777 | 0.0 | 0.5518 | 0.6705 |
0.1045 | 22.59 | 6460 | 0.1041 | 0.4056 | 0.6185 | 0.6153 | nan | 0.6000 | 0.6369 | 0.0 | 0.5845 | 0.6324 |
0.0701 | 22.66 | 6480 | 0.1090 | 0.3983 | 0.6062 | 0.5987 | nan | 0.5628 | 0.6497 | 0.0 | 0.5489 | 0.6459 |
0.0791 | 22.73 | 6500 | 0.1074 | 0.4078 | 0.6232 | 0.6183 | nan | 0.5951 | 0.6513 | 0.0 | 0.5757 | 0.6478 |
0.1456 | 22.8 | 6520 | 0.1056 | 0.4139 | 0.6308 | 0.6196 | nan | 0.5662 | 0.6954 | 0.0 | 0.5513 | 0.6905 |
0.0788 | 22.87 | 6540 | 0.1059 | 0.4029 | 0.6140 | 0.6070 | nan | 0.5736 | 0.6543 | 0.0 | 0.5591 | 0.6495 |
0.0538 | 22.94 | 6560 | 0.1062 | 0.4059 | 0.6187 | 0.6094 | nan | 0.5648 | 0.6726 | 0.0 | 0.5519 | 0.6658 |
0.0545 | 23.01 | 6580 | 0.1071 | 0.4160 | 0.6354 | 0.6271 | nan | 0.5873 | 0.6835 | 0.0 | 0.5708 | 0.6772 |
0.0738 | 23.08 | 6600 | 0.1064 | 0.3976 | 0.6068 | 0.5960 | nan | 0.5448 | 0.6687 | 0.0 | 0.5302 | 0.6625 |
0.0679 | 23.15 | 6620 | 0.1076 | 0.3948 | 0.6018 | 0.5888 | nan | 0.5268 | 0.6768 | 0.0 | 0.5142 | 0.6701 |
0.1012 | 23.22 | 6640 | 0.1099 | 0.3703 | 0.5644 | 0.5528 | nan | 0.4977 | 0.6310 | 0.0 | 0.4850 | 0.6258 |
0.0583 | 23.29 | 6660 | 0.1104 | 0.3857 | 0.5879 | 0.5763 | nan | 0.5209 | 0.6549 | 0.0 | 0.5085 | 0.6486 |
0.0462 | 23.36 | 6680 | 0.1082 | 0.4024 | 0.6134 | 0.5988 | nan | 0.5290 | 0.6978 | 0.0 | 0.5161 | 0.6911 |
0.0696 | 23.43 | 6700 | 0.1156 | 0.3763 | 0.5749 | 0.5718 | nan | 0.5570 | 0.5928 | 0.0 | 0.5376 | 0.5912 |
0.0475 | 23.5 | 6720 | 0.1037 | 0.3997 | 0.6083 | 0.5931 | nan | 0.5205 | 0.6962 | 0.0 | 0.5108 | 0.6884 |
0.0699 | 23.57 | 6740 | 0.1043 | 0.3914 | 0.5949 | 0.5843 | nan | 0.5341 | 0.6556 | 0.0 | 0.5231 | 0.6512 |
0.0417 | 23.64 | 6760 | 0.1163 | 0.3607 | 0.5474 | 0.5366 | nan | 0.4848 | 0.6100 | 0.0 | 0.4749 | 0.6073 |
0.0656 | 23.71 | 6780 | 0.1082 | 0.4003 | 0.6111 | 0.6040 | nan | 0.5701 | 0.6520 | 0.0 | 0.5530 | 0.6479 |
0.0548 | 23.78 | 6800 | 0.1101 | 0.3748 | 0.5692 | 0.5564 | nan | 0.4952 | 0.6433 | 0.0 | 0.4864 | 0.6381 |
0.0842 | 23.85 | 6820 | 0.1125 | 0.3775 | 0.5762 | 0.5683 | nan | 0.5307 | 0.6217 | 0.0 | 0.5171 | 0.6154 |
0.0606 | 23.92 | 6840 | 0.1219 | 0.3894 | 0.5949 | 0.5934 | nan | 0.5866 | 0.6031 | 0.0 | 0.5670 | 0.6013 |
0.0683 | 23.99 | 6860 | 0.1059 | 0.4190 | 0.6404 | 0.6311 | nan | 0.5866 | 0.6943 | 0.0 | 0.5708 | 0.6863 |
0.0599 | 24.06 | 6880 | 0.1132 | 0.3841 | 0.5879 | 0.5801 | nan | 0.5430 | 0.6328 | 0.0 | 0.5232 | 0.6291 |
0.0531 | 24.13 | 6900 | 0.1041 | 0.4171 | 0.6364 | 0.6275 | nan | 0.5851 | 0.6877 | 0.0 | 0.5722 | 0.6791 |
0.0506 | 24.2 | 6920 | 0.1240 | 0.3742 | 0.5702 | 0.5697 | nan | 0.5673 | 0.5731 | 0.0 | 0.5512 | 0.5714 |
0.0749 | 24.27 | 6940 | 0.1059 | 0.3990 | 0.6091 | 0.5980 | nan | 0.5449 | 0.6733 | 0.0 | 0.5291 | 0.6680 |
0.055 | 24.34 | 6960 | 0.1098 | 0.3805 | 0.5797 | 0.5696 | nan | 0.5212 | 0.6382 | 0.0 | 0.5078 | 0.6338 |
0.0508 | 24.41 | 6980 | 0.1068 | 0.3771 | 0.5758 | 0.5622 | nan | 0.4975 | 0.6541 | 0.0 | 0.4927 | 0.6385 |
0.0675 | 24.48 | 7000 | 0.1159 | 0.3933 | 0.5984 | 0.5846 | nan | 0.5186 | 0.6782 | 0.0 | 0.5072 | 0.6727 |
0.0594 | 24.55 | 7020 | 0.1044 | 0.3917 | 0.5951 | 0.5778 | nan | 0.4952 | 0.6949 | 0.0 | 0.4859 | 0.6890 |
0.0629 | 24.62 | 7040 | 0.1095 | 0.3850 | 0.5858 | 0.5761 | nan | 0.5297 | 0.6419 | 0.0 | 0.5158 | 0.6390 |
0.0708 | 24.69 | 7060 | 0.1064 | 0.4145 | 0.6313 | 0.6212 | nan | 0.5731 | 0.6894 | 0.0 | 0.5616 | 0.6820 |
0.0666 | 24.76 | 7080 | 0.1121 | 0.3841 | 0.5854 | 0.5764 | nan | 0.5336 | 0.6372 | 0.0 | 0.5197 | 0.6327 |
0.0617 | 24.83 | 7100 | 0.1102 | 0.3909 | 0.5951 | 0.5857 | nan | 0.5411 | 0.6491 | 0.0 | 0.5278 | 0.6450 |
0.0788 | 24.9 | 7120 | 0.1096 | 0.3790 | 0.5769 | 0.5661 | nan | 0.5146 | 0.6393 | 0.0 | 0.5009 | 0.6361 |
0.0431 | 24.97 | 7140 | 0.1163 | 0.3701 | 0.5643 | 0.5539 | nan | 0.5045 | 0.6241 | 0.0 | 0.4896 | 0.6208 |
0.0694 | 25.03 | 7160 | 0.1113 | 0.3804 | 0.5782 | 0.5636 | nan | 0.4939 | 0.6625 | 0.0 | 0.4870 | 0.6540 |
0.0847 | 25.1 | 7180 | 0.1056 | 0.3921 | 0.5954 | 0.5841 | nan | 0.5298 | 0.6611 | 0.0 | 0.5241 | 0.6521 |
0.0751 | 25.17 | 7200 | 0.1059 | 0.4104 | 0.6234 | 0.6080 | nan | 0.5341 | 0.7128 | 0.0 | 0.5258 | 0.7053 |
0.0536 | 25.24 | 7220 | 0.1109 | 0.3948 | 0.6002 | 0.5890 | nan | 0.5357 | 0.6647 | 0.0 | 0.5242 | 0.6604 |
0.0481 | 25.31 | 7240 | 0.1039 | 0.4307 | 0.6552 | 0.6441 | nan | 0.5911 | 0.7194 | 0.0 | 0.5818 | 0.7102 |
0.0758 | 25.38 | 7260 | 0.1100 | 0.4104 | 0.6277 | 0.6223 | nan | 0.5963 | 0.6591 | 0.0 | 0.5787 | 0.6525 |
0.0696 | 25.45 | 7280 | 0.0968 | 0.4143 | 0.6307 | 0.6154 | nan | 0.5424 | 0.7190 | 0.0 | 0.5334 | 0.7096 |
0.0652 | 25.52 | 7300 | 0.1013 | 0.4363 | 0.6657 | 0.6581 | nan | 0.6223 | 0.7090 | 0.0 | 0.6065 | 0.7025 |
0.0723 | 25.59 | 7320 | 0.0987 | 0.4145 | 0.6297 | 0.6129 | nan | 0.5329 | 0.7264 | 0.0 | 0.5244 | 0.7191 |
0.0583 | 25.66 | 7340 | 0.1021 | 0.4088 | 0.6217 | 0.6118 | nan | 0.5646 | 0.6788 | 0.0 | 0.5541 | 0.6724 |
0.0482 | 25.73 | 7360 | 0.1056 | 0.4003 | 0.6074 | 0.5959 | nan | 0.5410 | 0.6738 | 0.0 | 0.5312 | 0.6697 |
0.0559 | 25.8 | 7380 | 0.0982 | 0.4233 | 0.6432 | 0.6306 | nan | 0.5706 | 0.7159 | 0.0 | 0.5617 | 0.7081 |
0.0805 | 25.87 | 7400 | 0.1083 | 0.3842 | 0.5842 | 0.5740 | nan | 0.5255 | 0.6428 | 0.0 | 0.5147 | 0.6379 |
0.1062 | 25.94 | 7420 | 0.1046 | 0.4005 | 0.6088 | 0.5963 | nan | 0.5369 | 0.6807 | 0.0 | 0.5247 | 0.6768 |
0.0548 | 26.01 | 7440 | 0.1070 | 0.3973 | 0.6036 | 0.5912 | nan | 0.5318 | 0.6755 | 0.0 | 0.5220 | 0.6699 |
0.0477 | 26.08 | 7460 | 0.1069 | 0.3864 | 0.5881 | 0.5769 | nan | 0.5233 | 0.6529 | 0.0 | 0.5124 | 0.6468 |
0.0514 | 26.15 | 7480 | 0.1129 | 0.3872 | 0.5908 | 0.5823 | nan | 0.5415 | 0.6402 | 0.0 | 0.5257 | 0.6358 |
0.076 | 26.22 | 7500 | 0.1038 | 0.4098 | 0.6238 | 0.6110 | nan | 0.5504 | 0.6971 | 0.0 | 0.5416 | 0.6880 |
0.038 | 26.29 | 7520 | 0.1104 | 0.4091 | 0.6236 | 0.6187 | nan | 0.5952 | 0.6521 | 0.0 | 0.5818 | 0.6455 |
0.0465 | 26.36 | 7540 | 0.1140 | 0.3794 | 0.5786 | 0.5698 | nan | 0.5278 | 0.6294 | 0.0 | 0.5130 | 0.6252 |
0.0718 | 26.43 | 7560 | 0.1159 | 0.3726 | 0.5682 | 0.5619 | nan | 0.5318 | 0.6047 | 0.0 | 0.5172 | 0.6005 |
0.0567 | 26.5 | 7580 | 0.1162 | 0.3708 | 0.5644 | 0.5568 | nan | 0.5201 | 0.6088 | 0.0 | 0.5082 | 0.6041 |
0.058 | 26.57 | 7600 | 0.1082 | 0.3897 | 0.5927 | 0.5824 | nan | 0.5336 | 0.6517 | 0.0 | 0.5232 | 0.6460 |
0.0621 | 26.64 | 7620 | 0.1048 | 0.4165 | 0.6344 | 0.6211 | nan | 0.5578 | 0.7110 | 0.0 | 0.5451 | 0.7043 |
0.0574 | 26.71 | 7640 | 0.1091 | 0.4002 | 0.6090 | 0.5964 | nan | 0.5364 | 0.6817 | 0.0 | 0.5249 | 0.6757 |
0.0508 | 26.78 | 7660 | 0.1133 | 0.3822 | 0.5827 | 0.5712 | nan | 0.5162 | 0.6492 | 0.0 | 0.5062 | 0.6403 |
0.0689 | 26.85 | 7680 | 0.1139 | 0.3822 | 0.5817 | 0.5713 | nan | 0.5219 | 0.6414 | 0.0 | 0.5110 | 0.6357 |
0.0607 | 26.92 | 7700 | 0.1134 | 0.3671 | 0.5589 | 0.5465 | nan | 0.4872 | 0.6306 | 0.0 | 0.4798 | 0.6216 |
0.0603 | 26.99 | 7720 | 0.1109 | 0.4023 | 0.6137 | 0.6017 | nan | 0.5446 | 0.6828 | 0.0 | 0.5364 | 0.6705 |
0.0585 | 27.06 | 7740 | 0.1139 | 0.3758 | 0.5727 | 0.5630 | nan | 0.5166 | 0.6288 | 0.0 | 0.5092 | 0.6182 |
0.0567 | 27.13 | 7760 | 0.1123 | 0.3915 | 0.5966 | 0.5859 | nan | 0.5345 | 0.6588 | 0.0 | 0.5227 | 0.6520 |
0.0624 | 27.2 | 7780 | 0.1119 | 0.3845 | 0.5848 | 0.5748 | nan | 0.5268 | 0.6429 | 0.0 | 0.5165 | 0.6370 |
0.064 | 27.27 | 7800 | 0.1139 | 0.3941 | 0.5979 | 0.5880 | nan | 0.5410 | 0.6548 | 0.0 | 0.5327 | 0.6495 |
0.0613 | 27.34 | 7820 | 0.1131 | 0.3836 | 0.5842 | 0.5729 | nan | 0.5192 | 0.6491 | 0.0 | 0.5118 | 0.6390 |
0.0365 | 27.41 | 7840 | 0.1096 | 0.4107 | 0.6239 | 0.6126 | nan | 0.5589 | 0.6888 | 0.0 | 0.5503 | 0.6818 |
0.0684 | 27.48 | 7860 | 0.1080 | 0.4064 | 0.6187 | 0.6106 | nan | 0.5720 | 0.6654 | 0.0 | 0.5598 | 0.6593 |
0.061 | 27.55 | 7880 | 0.1027 | 0.4219 | 0.6425 | 0.6294 | nan | 0.5671 | 0.7179 | 0.0 | 0.5572 | 0.7085 |
0.0635 | 27.62 | 7900 | 0.1123 | 0.3687 | 0.5601 | 0.5467 | nan | 0.4828 | 0.6374 | 0.0 | 0.4744 | 0.6317 |
0.0551 | 27.69 | 7920 | 0.1061 | 0.3908 | 0.5932 | 0.5717 | nan | 0.4688 | 0.7176 | 0.0 | 0.4620 | 0.7104 |
0.0603 | 27.76 | 7940 | 0.1027 | 0.4160 | 0.6330 | 0.6149 | nan | 0.5284 | 0.7376 | 0.0 | 0.5227 | 0.7253 |
0.0471 | 27.83 | 7960 | 0.1092 | 0.4077 | 0.6190 | 0.6099 | nan | 0.5666 | 0.6714 | 0.0 | 0.5558 | 0.6674 |
0.0854 | 27.9 | 7980 | 0.1072 | 0.4176 | 0.6367 | 0.6285 | nan | 0.5897 | 0.6836 | 0.0 | 0.5788 | 0.6739 |
0.0851 | 27.97 | 8000 | 0.1080 | 0.4052 | 0.6151 | 0.6025 | nan | 0.5423 | 0.6880 | 0.0 | 0.5336 | 0.6820 |
0.0857 | 28.04 | 8020 | 0.1099 | 0.3839 | 0.5828 | 0.5687 | nan | 0.5009 | 0.6648 | 0.0 | 0.4912 | 0.6605 |
0.0603 | 28.11 | 8040 | 0.1049 | 0.4042 | 0.6144 | 0.5994 | nan | 0.5278 | 0.7009 | 0.0 | 0.5179 | 0.6946 |
0.0278 | 28.18 | 8060 | 0.1033 | 0.4285 | 0.6528 | 0.6353 | nan | 0.5515 | 0.7541 | 0.0 | 0.5439 | 0.7415 |
0.0671 | 28.25 | 8080 | 0.1065 | 0.4027 | 0.6119 | 0.5998 | nan | 0.5422 | 0.6816 | 0.0 | 0.5319 | 0.6761 |
0.0595 | 28.32 | 8100 | 0.1110 | 0.3899 | 0.5918 | 0.5788 | nan | 0.5166 | 0.6670 | 0.0 | 0.5086 | 0.6612 |
0.0576 | 28.39 | 8120 | 0.1103 | 0.3906 | 0.5928 | 0.5779 | nan | 0.5068 | 0.6788 | 0.0 | 0.5011 | 0.6707 |
0.0707 | 28.46 | 8140 | 0.1052 | 0.4157 | 0.6330 | 0.6148 | nan | 0.5275 | 0.7386 | 0.0 | 0.5214 | 0.7257 |
0.0356 | 28.53 | 8160 | 0.1061 | 0.4085 | 0.6210 | 0.6131 | nan | 0.5752 | 0.6668 | 0.0 | 0.5650 | 0.6606 |
0.0676 | 28.6 | 8180 | 0.1087 | 0.3997 | 0.6077 | 0.5972 | nan | 0.5469 | 0.6685 | 0.0 | 0.5346 | 0.6644 |
0.0487 | 28.67 | 8200 | 0.1139 | 0.3940 | 0.5980 | 0.5874 | nan | 0.5366 | 0.6595 | 0.0 | 0.5255 | 0.6564 |
0.0657 | 28.74 | 8220 | 0.1055 | 0.4071 | 0.6216 | 0.6017 | nan | 0.5068 | 0.7364 | 0.0 | 0.5028 | 0.7184 |
0.0666 | 28.81 | 8240 | 0.1090 | 0.3899 | 0.5928 | 0.5821 | nan | 0.5306 | 0.6551 | 0.0 | 0.5190 | 0.6506 |
0.072 | 28.88 | 8260 | 0.1126 | 0.3887 | 0.5916 | 0.5824 | nan | 0.5384 | 0.6449 | 0.0 | 0.5237 | 0.6425 |
0.0403 | 28.95 | 8280 | 0.1039 | 0.4177 | 0.6371 | 0.6190 | nan | 0.5327 | 0.7415 | 0.0 | 0.5240 | 0.7291 |
0.0667 | 29.02 | 8300 | 0.1123 | 0.4005 | 0.6100 | 0.6021 | nan | 0.5644 | 0.6556 | 0.0 | 0.5483 | 0.6532 |
0.0517 | 29.09 | 8320 | 0.1127 | 0.4039 | 0.6154 | 0.6126 | nan | 0.5988 | 0.6321 | 0.0 | 0.5834 | 0.6283 |
0.0737 | 29.16 | 8340 | 0.1096 | 0.4032 | 0.6140 | 0.6050 | nan | 0.5622 | 0.6658 | 0.0 | 0.5464 | 0.6633 |
0.0777 | 29.23 | 8360 | 0.1092 | 0.3886 | 0.5910 | 0.5792 | nan | 0.5225 | 0.6596 | 0.0 | 0.5129 | 0.6528 |
0.0747 | 29.3 | 8380 | 0.1060 | 0.4068 | 0.6179 | 0.6057 | nan | 0.5472 | 0.6886 | 0.0 | 0.5373 | 0.6832 |
0.0561 | 29.37 | 8400 | 0.1048 | 0.4209 | 0.6399 | 0.6294 | nan | 0.5794 | 0.7003 | 0.0 | 0.5673 | 0.6955 |
0.0913 | 29.44 | 8420 | 0.1078 | 0.4049 | 0.6154 | 0.6051 | nan | 0.5555 | 0.6754 | 0.0 | 0.5434 | 0.6714 |
0.0655 | 29.51 | 8440 | 0.1021 | 0.4420 | 0.6742 | 0.6628 | nan | 0.6083 | 0.7401 | 0.0 | 0.5965 | 0.7294 |
0.0562 | 29.58 | 8460 | 0.1028 | 0.4275 | 0.6515 | 0.6410 | nan | 0.5909 | 0.7121 | 0.0 | 0.5781 | 0.7044 |
0.0371 | 29.65 | 8480 | 0.1092 | 0.4100 | 0.6243 | 0.6188 | nan | 0.5923 | 0.6564 | 0.0 | 0.5778 | 0.6522 |
0.0756 | 29.72 | 8500 | 0.1074 | 0.4026 | 0.6127 | 0.6000 | nan | 0.5390 | 0.6864 | 0.0 | 0.5307 | 0.6772 |
0.0523 | 29.79 | 8520 | 0.1113 | 0.3981 | 0.6052 | 0.5948 | nan | 0.5454 | 0.6650 | 0.0 | 0.5357 | 0.6587 |
0.0611 | 29.86 | 8540 | 0.1122 | 0.3965 | 0.6025 | 0.5903 | nan | 0.5324 | 0.6726 | 0.0 | 0.5213 | 0.6683 |
0.0658 | 29.93 | 8560 | 0.1081 | 0.4066 | 0.6173 | 0.6028 | nan | 0.5334 | 0.7013 | 0.0 | 0.5234 | 0.6964 |
0.0454 | 30.0 | 8580 | 0.1136 | 0.3825 | 0.5811 | 0.5692 | nan | 0.5123 | 0.6500 | 0.0 | 0.5010 | 0.6465 |
0.0712 | 30.07 | 8600 | 0.1102 | 0.3950 | 0.6016 | 0.5869 | nan | 0.5168 | 0.6863 | 0.0 | 0.5081 | 0.6768 |
0.0706 | 30.14 | 8620 | 0.1105 | 0.4028 | 0.6133 | 0.6055 | nan | 0.5685 | 0.6580 | 0.0 | 0.5558 | 0.6527 |
0.0428 | 30.21 | 8640 | 0.1071 | 0.4201 | 0.6395 | 0.6314 | nan | 0.5924 | 0.6867 | 0.0 | 0.5772 | 0.6832 |
0.0585 | 30.28 | 8660 | 0.1068 | 0.3963 | 0.6027 | 0.5879 | nan | 0.5175 | 0.6879 | 0.0 | 0.5074 | 0.6815 |
0.0451 | 30.35 | 8680 | 0.1121 | 0.3878 | 0.5892 | 0.5750 | nan | 0.5073 | 0.6711 | 0.0 | 0.4957 | 0.6676 |
0.0681 | 30.42 | 8700 | 0.1105 | 0.3939 | 0.5999 | 0.5877 | nan | 0.5295 | 0.6702 | 0.0 | 0.5147 | 0.6670 |
0.0569 | 30.49 | 8720 | 0.1199 | 0.3891 | 0.5933 | 0.5868 | nan | 0.5558 | 0.6308 | 0.0 | 0.5392 | 0.6282 |
0.0507 | 30.56 | 8740 | 0.1106 | 0.3939 | 0.5999 | 0.5866 | nan | 0.5234 | 0.6764 | 0.0 | 0.5125 | 0.6691 |
0.0545 | 30.63 | 8760 | 0.1124 | 0.3977 | 0.6045 | 0.5908 | nan | 0.5252 | 0.6839 | 0.0 | 0.5137 | 0.6793 |
0.0561 | 30.7 | 8780 | 0.1094 | 0.4062 | 0.6182 | 0.6034 | nan | 0.5328 | 0.7036 | 0.0 | 0.5221 | 0.6965 |
0.0581 | 30.77 | 8800 | 0.1055 | 0.4146 | 0.6303 | 0.6153 | nan | 0.5436 | 0.7169 | 0.0 | 0.5365 | 0.7074 |
0.0662 | 30.84 | 8820 | 0.1102 | 0.3981 | 0.6038 | 0.5898 | nan | 0.5233 | 0.6842 | 0.0 | 0.5183 | 0.6760 |
0.0985 | 30.91 | 8840 | 0.1095 | 0.4037 | 0.6138 | 0.5981 | nan | 0.5230 | 0.7045 | 0.0 | 0.5149 | 0.6962 |
0.0481 | 30.98 | 8860 | 0.1037 | 0.4105 | 0.6261 | 0.6114 | nan | 0.5414 | 0.7107 | 0.0 | 0.5354 | 0.6960 |
0.0495 | 31.05 | 8880 | 0.1048 | 0.4012 | 0.6100 | 0.5912 | nan | 0.5015 | 0.7186 | 0.0 | 0.4946 | 0.7090 |
0.0445 | 31.12 | 8900 | 0.1117 | 0.3896 | 0.5919 | 0.5799 | nan | 0.5222 | 0.6617 | 0.0 | 0.5117 | 0.6572 |
0.0649 | 31.19 | 8920 | 0.1117 | 0.3992 | 0.6078 | 0.5945 | nan | 0.5308 | 0.6848 | 0.0 | 0.5195 | 0.6780 |
0.0542 | 31.26 | 8940 | 0.1112 | 0.4042 | 0.6163 | 0.6091 | nan | 0.5746 | 0.6581 | 0.0 | 0.5601 | 0.6527 |
0.0388 | 31.33 | 8960 | 0.1093 | 0.4151 | 0.6319 | 0.6238 | nan | 0.5852 | 0.6786 | 0.0 | 0.5735 | 0.6717 |
0.0571 | 31.4 | 8980 | 0.1079 | 0.4119 | 0.6266 | 0.6158 | nan | 0.5642 | 0.6890 | 0.0 | 0.5530 | 0.6826 |
0.0547 | 31.47 | 9000 | 0.1190 | 0.3846 | 0.5866 | 0.5809 | nan | 0.5541 | 0.6191 | 0.0 | 0.5375 | 0.6163 |
0.0497 | 31.54 | 9020 | 0.1115 | 0.4016 | 0.6121 | 0.5997 | nan | 0.5405 | 0.6838 | 0.0 | 0.5276 | 0.6772 |
0.0499 | 31.61 | 9040 | 0.1167 | 0.3834 | 0.5823 | 0.5683 | nan | 0.5012 | 0.6634 | 0.0 | 0.4911 | 0.6589 |
0.05 | 31.68 | 9060 | 0.1162 | 0.3891 | 0.5913 | 0.5764 | nan | 0.5056 | 0.6769 | 0.0 | 0.4935 | 0.6737 |
0.0432 | 31.75 | 9080 | 0.1174 | 0.3884 | 0.5913 | 0.5837 | nan | 0.5476 | 0.6351 | 0.0 | 0.5347 | 0.6306 |
0.064 | 31.82 | 9100 | 0.1095 | 0.4059 | 0.6168 | 0.6028 | nan | 0.5363 | 0.6972 | 0.0 | 0.5282 | 0.6895 |
0.1138 | 31.89 | 9120 | 0.1126 | 0.3874 | 0.5887 | 0.5786 | nan | 0.5301 | 0.6473 | 0.0 | 0.5210 | 0.6413 |
0.0552 | 31.96 | 9140 | 0.1116 | 0.4048 | 0.6161 | 0.6099 | nan | 0.5804 | 0.6517 | 0.0 | 0.5680 | 0.6464 |
0.0758 | 32.03 | 9160 | 0.1203 | 0.3815 | 0.5817 | 0.5796 | nan | 0.5696 | 0.5938 | 0.0 | 0.5529 | 0.5917 |
0.0574 | 32.1 | 9180 | 0.1061 | 0.4369 | 0.6653 | 0.6533 | nan | 0.5962 | 0.7343 | 0.0 | 0.5868 | 0.7239 |
0.0659 | 32.17 | 9200 | 0.1076 | 0.4212 | 0.6402 | 0.6300 | nan | 0.5814 | 0.6990 | 0.0 | 0.5699 | 0.6938 |
0.0398 | 32.24 | 9220 | 0.1049 | 0.4489 | 0.6830 | 0.6686 | nan | 0.6001 | 0.7659 | 0.0 | 0.5899 | 0.7568 |
0.0415 | 32.31 | 9240 | 0.1133 | 0.3993 | 0.6068 | 0.6029 | nan | 0.5843 | 0.6293 | 0.0 | 0.5709 | 0.6270 |
0.0584 | 32.38 | 9260 | 0.1088 | 0.4236 | 0.6438 | 0.6345 | nan | 0.5899 | 0.6978 | 0.0 | 0.5772 | 0.6935 |
0.0549 | 32.45 | 9280 | 0.1144 | 0.3987 | 0.6073 | 0.6013 | nan | 0.5730 | 0.6416 | 0.0 | 0.5574 | 0.6386 |
0.0529 | 32.52 | 9300 | 0.1072 | 0.4039 | 0.6137 | 0.5992 | nan | 0.5301 | 0.6972 | 0.0 | 0.5213 | 0.6902 |
0.0378 | 32.59 | 9320 | 0.1089 | 0.4051 | 0.6155 | 0.6065 | nan | 0.5632 | 0.6679 | 0.0 | 0.5529 | 0.6623 |
0.0556 | 32.66 | 9340 | 0.1079 | 0.4099 | 0.6234 | 0.6112 | nan | 0.5532 | 0.6935 | 0.0 | 0.5418 | 0.6879 |
0.0568 | 32.73 | 9360 | 0.1080 | 0.4036 | 0.6139 | 0.6029 | nan | 0.5501 | 0.6778 | 0.0 | 0.5417 | 0.6691 |
0.0458 | 32.8 | 9380 | 0.1082 | 0.3948 | 0.6006 | 0.5823 | nan | 0.4951 | 0.7061 | 0.0 | 0.4890 | 0.6954 |
0.0472 | 32.87 | 9400 | 0.1129 | 0.3881 | 0.5897 | 0.5777 | nan | 0.5208 | 0.6585 | 0.0 | 0.5101 | 0.6542 |
0.0611 | 32.94 | 9420 | 0.1105 | 0.4011 | 0.6099 | 0.5982 | nan | 0.5425 | 0.6774 | 0.0 | 0.5320 | 0.6713 |
0.0702 | 33.01 | 9440 | 0.1063 | 0.4287 | 0.6539 | 0.6425 | nan | 0.5880 | 0.7198 | 0.0 | 0.5767 | 0.7095 |
0.0702 | 33.08 | 9460 | 0.1115 | 0.4024 | 0.6120 | 0.5960 | nan | 0.5196 | 0.7044 | 0.0 | 0.5106 | 0.6966 |
0.0603 | 33.15 | 9480 | 0.1138 | 0.4139 | 0.6295 | 0.6236 | nan | 0.5954 | 0.6635 | 0.0 | 0.5841 | 0.6576 |
0.0661 | 33.22 | 9500 | 0.1127 | 0.4018 | 0.6123 | 0.6039 | nan | 0.5634 | 0.6612 | 0.0 | 0.5546 | 0.6510 |
0.0755 | 33.29 | 9520 | 0.1180 | 0.3938 | 0.5994 | 0.5928 | nan | 0.5613 | 0.6375 | 0.0 | 0.5498 | 0.6318 |
0.0888 | 33.36 | 9540 | 0.1158 | 0.3836 | 0.5831 | 0.5707 | nan | 0.5114 | 0.6547 | 0.0 | 0.5016 | 0.6491 |
0.0356 | 33.43 | 9560 | 0.1073 | 0.4202 | 0.6388 | 0.6276 | nan | 0.5739 | 0.7037 | 0.0 | 0.5638 | 0.6968 |
0.0656 | 33.5 | 9580 | 0.1074 | 0.4245 | 0.6459 | 0.6319 | nan | 0.5652 | 0.7266 | 0.0 | 0.5540 | 0.7195 |
0.0565 | 33.57 | 9600 | 0.1060 | 0.4143 | 0.6305 | 0.6188 | nan | 0.5633 | 0.6977 | 0.0 | 0.5518 | 0.6912 |
0.0528 | 33.64 | 9620 | 0.1071 | 0.4197 | 0.6385 | 0.6272 | nan | 0.5731 | 0.7038 | 0.0 | 0.5618 | 0.6972 |
0.0711 | 33.71 | 9640 | 0.1103 | 0.3996 | 0.6072 | 0.5939 | nan | 0.5303 | 0.6841 | 0.0 | 0.5209 | 0.6778 |
0.0614 | 33.78 | 9660 | 0.1138 | 0.3993 | 0.6070 | 0.5963 | nan | 0.5451 | 0.6688 | 0.0 | 0.5338 | 0.6642 |
0.065 | 33.85 | 9680 | 0.1057 | 0.4227 | 0.6436 | 0.6319 | nan | 0.5761 | 0.7111 | 0.0 | 0.5653 | 0.7028 |
0.0544 | 33.92 | 9700 | 0.1117 | 0.4167 | 0.6350 | 0.6289 | nan | 0.5998 | 0.6702 | 0.0 | 0.5829 | 0.6671 |
0.0802 | 33.99 | 9720 | 0.1120 | 0.4201 | 0.6393 | 0.6274 | nan | 0.5707 | 0.7079 | 0.0 | 0.5570 | 0.7034 |
0.0339 | 34.06 | 9740 | 0.1107 | 0.3944 | 0.6009 | 0.5895 | nan | 0.5351 | 0.6667 | 0.0 | 0.5253 | 0.6580 |
0.0436 | 34.13 | 9760 | 0.1137 | 0.3919 | 0.5963 | 0.5868 | nan | 0.5415 | 0.6510 | 0.0 | 0.5296 | 0.6460 |
0.0643 | 34.2 | 9780 | 0.1190 | 0.3739 | 0.5688 | 0.5534 | nan | 0.4798 | 0.6579 | 0.0 | 0.4696 | 0.6522 |
0.0929 | 34.27 | 9800 | 0.1212 | 0.3715 | 0.5642 | 0.5525 | nan | 0.4970 | 0.6313 | 0.0 | 0.4872 | 0.6274 |
0.0672 | 34.34 | 9820 | 0.1117 | 0.4173 | 0.6350 | 0.6266 | nan | 0.5864 | 0.6836 | 0.0 | 0.5719 | 0.6800 |
0.0449 | 34.41 | 9840 | 0.1230 | 0.4036 | 0.6159 | 0.6156 | nan | 0.6142 | 0.6176 | 0.0 | 0.5966 | 0.6143 |
0.0705 | 34.48 | 9860 | 0.1216 | 0.3900 | 0.5935 | 0.5888 | nan | 0.5663 | 0.6208 | 0.0 | 0.5542 | 0.6158 |
0.0562 | 34.55 | 9880 | 0.1070 | 0.4167 | 0.6335 | 0.6195 | nan | 0.5530 | 0.7139 | 0.0 | 0.5441 | 0.7061 |
0.0467 | 34.62 | 9900 | 0.1171 | 0.3916 | 0.5964 | 0.5874 | nan | 0.5448 | 0.6479 | 0.0 | 0.5373 | 0.6375 |
0.0446 | 34.69 | 9920 | 0.1073 | 0.4216 | 0.6433 | 0.6304 | nan | 0.5687 | 0.7179 | 0.0 | 0.5602 | 0.7046 |
0.0357 | 34.76 | 9940 | 0.1117 | 0.4014 | 0.6101 | 0.5983 | nan | 0.5421 | 0.6780 | 0.0 | 0.5326 | 0.6716 |
0.0796 | 34.83 | 9960 | 0.1119 | 0.4133 | 0.6285 | 0.6173 | nan | 0.5638 | 0.6932 | 0.0 | 0.5526 | 0.6872 |
0.0422 | 34.9 | 9980 | 0.1066 | 0.4291 | 0.6528 | 0.6371 | nan | 0.5622 | 0.7434 | 0.0 | 0.5536 | 0.7337 |
0.0479 | 34.97 | 10000 | 0.1121 | 0.4023 | 0.6115 | 0.6004 | nan | 0.5474 | 0.6755 | 0.0 | 0.5353 | 0.6716 |
0.0533 | 35.03 | 10020 | 0.1114 | 0.4237 | 0.6446 | 0.6379 | nan | 0.6056 | 0.6837 | 0.0 | 0.5938 | 0.6771 |
0.0513 | 35.1 | 10040 | 0.1068 | 0.4100 | 0.6243 | 0.6062 | nan | 0.5200 | 0.7285 | 0.0 | 0.5133 | 0.7166 |
0.0507 | 35.17 | 10060 | 0.1109 | 0.4109 | 0.6245 | 0.6168 | nan | 0.5802 | 0.6687 | 0.0 | 0.5692 | 0.6635 |
0.0736 | 35.24 | 10080 | 0.1067 | 0.4224 | 0.6437 | 0.6291 | nan | 0.5593 | 0.7281 | 0.0 | 0.5517 | 0.7154 |
0.0623 | 35.31 | 10100 | 0.1096 | 0.4269 | 0.6492 | 0.6406 | nan | 0.5997 | 0.6986 | 0.0 | 0.5869 | 0.6937 |
0.0485 | 35.38 | 10120 | 0.1056 | 0.4104 | 0.6249 | 0.6069 | nan | 0.5214 | 0.7283 | 0.0 | 0.5147 | 0.7166 |
0.0484 | 35.45 | 10140 | 0.1086 | 0.3962 | 0.6042 | 0.5857 | nan | 0.4974 | 0.7109 | 0.0 | 0.4910 | 0.6977 |
0.0861 | 35.52 | 10160 | 0.1110 | 0.4128 | 0.6277 | 0.6159 | nan | 0.5594 | 0.6960 | 0.0 | 0.5489 | 0.6896 |
0.0554 | 35.59 | 10180 | 0.1121 | 0.4058 | 0.6174 | 0.6043 | nan | 0.5415 | 0.6933 | 0.0 | 0.5297 | 0.6876 |
0.0644 | 35.66 | 10200 | 0.1164 | 0.4025 | 0.6136 | 0.6056 | nan | 0.5674 | 0.6597 | 0.0 | 0.5515 | 0.6559 |
0.0423 | 35.73 | 10220 | 0.1160 | 0.4010 | 0.6113 | 0.6057 | nan | 0.5791 | 0.6434 | 0.0 | 0.5636 | 0.6393 |
0.0635 | 35.8 | 10240 | 0.1149 | 0.3953 | 0.6015 | 0.5915 | nan | 0.5435 | 0.6596 | 0.0 | 0.5312 | 0.6547 |
0.0527 | 35.87 | 10260 | 0.1177 | 0.3884 | 0.5921 | 0.5818 | nan | 0.5326 | 0.6516 | 0.0 | 0.5174 | 0.6477 |
0.0597 | 35.94 | 10280 | 0.1154 | 0.4002 | 0.6095 | 0.6014 | nan | 0.5626 | 0.6564 | 0.0 | 0.5497 | 0.6508 |
0.0587 | 36.01 | 10300 | 0.1229 | 0.3802 | 0.5794 | 0.5697 | nan | 0.5236 | 0.6351 | 0.0 | 0.5092 | 0.6314 |
0.0824 | 36.08 | 10320 | 0.1179 | 0.3843 | 0.5840 | 0.5730 | nan | 0.5205 | 0.6476 | 0.0 | 0.5101 | 0.6428 |
0.0613 | 36.15 | 10340 | 0.1139 | 0.4204 | 0.6403 | 0.6316 | nan | 0.5904 | 0.6902 | 0.0 | 0.5767 | 0.6846 |
0.0694 | 36.22 | 10360 | 0.1128 | 0.4148 | 0.6304 | 0.6198 | nan | 0.5690 | 0.6919 | 0.0 | 0.5571 | 0.6872 |
0.0486 | 36.29 | 10380 | 0.1109 | 0.4050 | 0.6157 | 0.6031 | nan | 0.5429 | 0.6886 | 0.0 | 0.5324 | 0.6825 |
0.0532 | 36.36 | 10400 | 0.1103 | 0.4188 | 0.6367 | 0.6263 | nan | 0.5766 | 0.6968 | 0.0 | 0.5642 | 0.6923 |
0.0475 | 36.43 | 10420 | 0.1064 | 0.4134 | 0.6276 | 0.6130 | nan | 0.5434 | 0.7119 | 0.0 | 0.5348 | 0.7053 |
0.0517 | 36.5 | 10440 | 0.1207 | 0.3857 | 0.5873 | 0.5794 | nan | 0.5415 | 0.6332 | 0.0 | 0.5270 | 0.6302 |
0.0735 | 36.57 | 10460 | 0.1099 | 0.3859 | 0.5864 | 0.5697 | nan | 0.4903 | 0.6825 | 0.0 | 0.4844 | 0.6734 |
0.0684 | 36.64 | 10480 | 0.1094 | 0.4065 | 0.6178 | 0.6019 | nan | 0.5261 | 0.7095 | 0.0 | 0.5170 | 0.7025 |
0.064 | 36.71 | 10500 | 0.1138 | 0.3915 | 0.5956 | 0.5805 | nan | 0.5084 | 0.6828 | 0.0 | 0.5004 | 0.6740 |
0.064 | 36.78 | 10520 | 0.1178 | 0.3826 | 0.5824 | 0.5732 | nan | 0.5295 | 0.6352 | 0.0 | 0.5183 | 0.6296 |
0.0701 | 36.85 | 10540 | 0.1147 | 0.4016 | 0.6121 | 0.6014 | nan | 0.5499 | 0.6744 | 0.0 | 0.5352 | 0.6694 |
0.0884 | 36.92 | 10560 | 0.1096 | 0.4059 | 0.6185 | 0.6044 | nan | 0.5370 | 0.6999 | 0.0 | 0.5266 | 0.6911 |
0.0406 | 36.99 | 10580 | 0.1140 | 0.4039 | 0.6149 | 0.6051 | nan | 0.5586 | 0.6711 | 0.0 | 0.5462 | 0.6656 |
0.0589 | 37.06 | 10600 | 0.1115 | 0.4139 | 0.6291 | 0.6160 | nan | 0.5535 | 0.7047 | 0.0 | 0.5438 | 0.6978 |
0.0367 | 37.13 | 10620 | 0.1103 | 0.4022 | 0.6109 | 0.5993 | nan | 0.5436 | 0.6782 | 0.0 | 0.5355 | 0.6712 |
0.0363 | 37.2 | 10640 | 0.1144 | 0.4107 | 0.6249 | 0.6156 | nan | 0.5714 | 0.6783 | 0.0 | 0.5610 | 0.6711 |
0.0537 | 37.27 | 10660 | 0.1125 | 0.4075 | 0.6204 | 0.6098 | nan | 0.5592 | 0.6817 | 0.0 | 0.5469 | 0.6757 |
0.0431 | 37.34 | 10680 | 0.1080 | 0.4125 | 0.6306 | 0.6215 | nan | 0.5782 | 0.6830 | 0.0 | 0.5676 | 0.6698 |
0.053 | 37.41 | 10700 | 0.1130 | 0.4065 | 0.6178 | 0.6057 | nan | 0.5479 | 0.6877 | 0.0 | 0.5378 | 0.6817 |
0.0438 | 37.48 | 10720 | 0.1102 | 0.4001 | 0.6094 | 0.5955 | nan | 0.5292 | 0.6895 | 0.0 | 0.5206 | 0.6795 |
0.0357 | 37.55 | 10740 | 0.1086 | 0.4125 | 0.6299 | 0.6162 | nan | 0.5511 | 0.7086 | 0.0 | 0.5440 | 0.6935 |
0.0541 | 37.62 | 10760 | 0.1099 | 0.4322 | 0.6578 | 0.6492 | nan | 0.6081 | 0.7076 | 0.0 | 0.5946 | 0.7019 |
0.0595 | 37.69 | 10780 | 0.1073 | 0.4116 | 0.6255 | 0.6111 | nan | 0.5422 | 0.7089 | 0.0 | 0.5317 | 0.7031 |
0.047 | 37.76 | 10800 | 0.1060 | 0.4182 | 0.6364 | 0.6203 | nan | 0.5430 | 0.7299 | 0.0 | 0.5329 | 0.7218 |
0.052 | 37.83 | 10820 | 0.1080 | 0.4136 | 0.6293 | 0.6140 | nan | 0.5413 | 0.7172 | 0.0 | 0.5313 | 0.7094 |
0.0454 | 37.9 | 10840 | 0.1097 | 0.4111 | 0.6249 | 0.6138 | nan | 0.5608 | 0.6890 | 0.0 | 0.5509 | 0.6824 |
0.0286 | 37.97 | 10860 | 0.1166 | 0.3979 | 0.6052 | 0.5938 | nan | 0.5395 | 0.6708 | 0.0 | 0.5283 | 0.6653 |
0.0668 | 38.04 | 10880 | 0.1129 | 0.3900 | 0.5936 | 0.5802 | nan | 0.5162 | 0.6709 | 0.0 | 0.5035 | 0.6664 |
0.0514 | 38.11 | 10900 | 0.1100 | 0.4109 | 0.6258 | 0.6143 | nan | 0.5594 | 0.6922 | 0.0 | 0.5464 | 0.6863 |
0.0527 | 38.18 | 10920 | 0.1212 | 0.3845 | 0.5861 | 0.5761 | nan | 0.5287 | 0.6435 | 0.0 | 0.5153 | 0.6381 |
0.0552 | 38.25 | 10940 | 0.1182 | 0.4089 | 0.6237 | 0.6157 | nan | 0.5775 | 0.6699 | 0.0 | 0.5617 | 0.6649 |
0.0407 | 38.32 | 10960 | 0.1182 | 0.3928 | 0.5986 | 0.5898 | nan | 0.5478 | 0.6494 | 0.0 | 0.5336 | 0.6448 |
0.04 | 38.39 | 10980 | 0.1181 | 0.3935 | 0.5990 | 0.5847 | nan | 0.5162 | 0.6819 | 0.0 | 0.5046 | 0.6758 |
0.0804 | 38.46 | 11000 | 0.1143 | 0.4091 | 0.6236 | 0.6146 | nan | 0.5715 | 0.6758 | 0.0 | 0.5586 | 0.6686 |
0.0596 | 38.53 | 11020 | 0.1141 | 0.4105 | 0.6249 | 0.6139 | nan | 0.5615 | 0.6883 | 0.0 | 0.5504 | 0.6810 |
0.0469 | 38.6 | 11040 | 0.1142 | 0.3961 | 0.6018 | 0.5896 | nan | 0.5312 | 0.6723 | 0.0 | 0.5216 | 0.6666 |
0.0541 | 38.67 | 11060 | 0.1122 | 0.4125 | 0.6275 | 0.6151 | nan | 0.5559 | 0.6992 | 0.0 | 0.5456 | 0.6917 |
0.0416 | 38.74 | 11080 | 0.1178 | 0.3886 | 0.5910 | 0.5796 | nan | 0.5256 | 0.6564 | 0.0 | 0.5154 | 0.6503 |
0.0531 | 38.81 | 11100 | 0.1226 | 0.3728 | 0.5666 | 0.5544 | nan | 0.4964 | 0.6368 | 0.0 | 0.4839 | 0.6346 |
0.0496 | 38.88 | 11120 | 0.1189 | 0.3823 | 0.5817 | 0.5684 | nan | 0.5045 | 0.6590 | 0.0 | 0.4931 | 0.6537 |
0.0618 | 38.95 | 11140 | 0.1101 | 0.4022 | 0.6122 | 0.5964 | nan | 0.5211 | 0.7033 | 0.0 | 0.5127 | 0.6939 |
0.048 | 39.02 | 11160 | 0.1109 | 0.4032 | 0.6133 | 0.6032 | nan | 0.5547 | 0.6720 | 0.0 | 0.5417 | 0.6678 |
0.0514 | 39.09 | 11180 | 0.1079 | 0.4098 | 0.6222 | 0.6097 | nan | 0.5499 | 0.6945 | 0.0 | 0.5405 | 0.6887 |
0.0641 | 39.16 | 11200 | 0.1137 | 0.4002 | 0.6089 | 0.5993 | nan | 0.5533 | 0.6645 | 0.0 | 0.5395 | 0.6611 |
0.0599 | 39.23 | 11220 | 0.1120 | 0.3904 | 0.5921 | 0.5778 | nan | 0.5096 | 0.6746 | 0.0 | 0.5016 | 0.6697 |
0.0461 | 39.3 | 11240 | 0.1111 | 0.4080 | 0.6213 | 0.6097 | nan | 0.5542 | 0.6883 | 0.0 | 0.5420 | 0.6821 |
0.0528 | 39.37 | 11260 | 0.1132 | 0.4002 | 0.6085 | 0.6006 | nan | 0.5627 | 0.6543 | 0.0 | 0.5492 | 0.6513 |
0.0639 | 39.44 | 11280 | 0.1210 | 0.3819 | 0.5799 | 0.5691 | nan | 0.5178 | 0.6420 | 0.0 | 0.5079 | 0.6379 |
0.0401 | 39.51 | 11300 | 0.1091 | 0.4083 | 0.6199 | 0.6065 | nan | 0.5425 | 0.6973 | 0.0 | 0.5334 | 0.6913 |
0.0556 | 39.58 | 11320 | 0.1209 | 0.3832 | 0.5847 | 0.5781 | nan | 0.5468 | 0.6226 | 0.0 | 0.5314 | 0.6182 |
0.0368 | 39.65 | 11340 | 0.1180 | 0.4000 | 0.6106 | 0.6050 | nan | 0.5785 | 0.6426 | 0.0 | 0.5627 | 0.6372 |
0.0513 | 39.72 | 11360 | 0.1123 | 0.4063 | 0.6165 | 0.6012 | nan | 0.5284 | 0.7046 | 0.0 | 0.5171 | 0.7019 |
0.0826 | 39.79 | 11380 | 0.1104 | 0.4131 | 0.6305 | 0.6182 | nan | 0.5593 | 0.7017 | 0.0 | 0.5515 | 0.6879 |
0.0766 | 39.86 | 11400 | 0.1149 | 0.4170 | 0.6348 | 0.6244 | nan | 0.5743 | 0.6954 | 0.0 | 0.5611 | 0.6898 |
0.0659 | 39.93 | 11420 | 0.1211 | 0.3917 | 0.5972 | 0.5888 | nan | 0.5486 | 0.6458 | 0.0 | 0.5330 | 0.6422 |
0.06 | 40.0 | 11440 | 0.1126 | 0.3998 | 0.6096 | 0.5937 | nan | 0.5176 | 0.7017 | 0.0 | 0.5063 | 0.6931 |
0.0537 | 40.07 | 11460 | 0.1259 | 0.3692 | 0.5615 | 0.5512 | nan | 0.5021 | 0.6210 | 0.0 | 0.4927 | 0.6149 |
0.0479 | 40.14 | 11480 | 0.1106 | 0.4105 | 0.6242 | 0.6076 | nan | 0.5285 | 0.7199 | 0.0 | 0.5194 | 0.7122 |
0.0321 | 40.21 | 11500 | 0.1123 | 0.4040 | 0.6143 | 0.6014 | nan | 0.5395 | 0.6892 | 0.0 | 0.5272 | 0.6847 |
0.0524 | 40.28 | 11520 | 0.1164 | 0.4069 | 0.6192 | 0.6100 | nan | 0.5661 | 0.6722 | 0.0 | 0.5521 | 0.6686 |
0.0563 | 40.35 | 11540 | 0.1095 | 0.4202 | 0.6388 | 0.6237 | nan | 0.5518 | 0.7257 | 0.0 | 0.5430 | 0.7177 |
0.0514 | 40.42 | 11560 | 0.1114 | 0.4076 | 0.6202 | 0.6099 | nan | 0.5607 | 0.6798 | 0.0 | 0.5523 | 0.6703 |
0.0479 | 40.49 | 11580 | 0.1137 | 0.4109 | 0.6250 | 0.6136 | nan | 0.5591 | 0.6910 | 0.0 | 0.5486 | 0.6841 |
0.0517 | 40.56 | 11600 | 0.1156 | 0.4003 | 0.6083 | 0.5995 | nan | 0.5575 | 0.6590 | 0.0 | 0.5481 | 0.6529 |
0.0563 | 40.63 | 11620 | 0.1163 | 0.3948 | 0.6015 | 0.5878 | nan | 0.5219 | 0.6812 | 0.0 | 0.5150 | 0.6695 |
0.0491 | 40.7 | 11640 | 0.1229 | 0.3860 | 0.5879 | 0.5790 | nan | 0.5365 | 0.6393 | 0.0 | 0.5261 | 0.6320 |
0.051 | 40.77 | 11660 | 0.1138 | 0.3930 | 0.5982 | 0.5859 | nan | 0.5273 | 0.6691 | 0.0 | 0.5165 | 0.6626 |
0.0494 | 40.84 | 11680 | 0.1059 | 0.4256 | 0.6476 | 0.6312 | nan | 0.5530 | 0.7422 | 0.0 | 0.5453 | 0.7315 |
0.0705 | 40.91 | 11700 | 0.1069 | 0.4230 | 0.6425 | 0.6260 | nan | 0.5468 | 0.7382 | 0.0 | 0.5390 | 0.7300 |
0.0465 | 40.98 | 11720 | 0.1070 | 0.4215 | 0.6440 | 0.6266 | nan | 0.5433 | 0.7446 | 0.0 | 0.5364 | 0.7281 |
0.0837 | 41.05 | 11740 | 0.1146 | 0.3999 | 0.6078 | 0.5955 | nan | 0.5368 | 0.6787 | 0.0 | 0.5284 | 0.6715 |
0.0777 | 41.12 | 11760 | 0.1216 | 0.3942 | 0.6009 | 0.5968 | nan | 0.5773 | 0.6245 | 0.0 | 0.5629 | 0.6196 |
0.0417 | 41.19 | 11780 | 0.1254 | 0.3881 | 0.5918 | 0.5885 | nan | 0.5727 | 0.6108 | 0.0 | 0.5574 | 0.6069 |
0.0598 | 41.26 | 11800 | 0.1229 | 0.3891 | 0.5932 | 0.5923 | nan | 0.5878 | 0.5986 | 0.0 | 0.5732 | 0.5940 |
0.0301 | 41.33 | 11820 | 0.1221 | 0.3850 | 0.5863 | 0.5787 | nan | 0.5424 | 0.6302 | 0.0 | 0.5297 | 0.6253 |
0.0453 | 41.4 | 11840 | 0.1182 | 0.3894 | 0.5914 | 0.5777 | nan | 0.5120 | 0.6709 | 0.0 | 0.5023 | 0.6660 |
0.0604 | 41.47 | 11860 | 0.1100 | 0.4093 | 0.6222 | 0.6110 | nan | 0.5577 | 0.6866 | 0.0 | 0.5474 | 0.6806 |
0.0395 | 41.54 | 11880 | 0.1083 | 0.4225 | 0.6423 | 0.6276 | nan | 0.5577 | 0.7269 | 0.0 | 0.5478 | 0.7195 |
0.0398 | 41.61 | 11900 | 0.1160 | 0.3965 | 0.6040 | 0.5954 | nan | 0.5544 | 0.6536 | 0.0 | 0.5438 | 0.6458 |
0.0525 | 41.68 | 11920 | 0.1172 | 0.4088 | 0.6222 | 0.6108 | nan | 0.5564 | 0.6879 | 0.0 | 0.5434 | 0.6831 |
0.0716 | 41.75 | 11940 | 0.1147 | 0.4078 | 0.6204 | 0.6118 | nan | 0.5706 | 0.6702 | 0.0 | 0.5609 | 0.6625 |
0.0372 | 41.82 | 11960 | 0.1132 | 0.4104 | 0.6239 | 0.6105 | nan | 0.5467 | 0.7012 | 0.0 | 0.5359 | 0.6954 |
0.0522 | 41.89 | 11980 | 0.1139 | 0.3990 | 0.6076 | 0.5988 | nan | 0.5571 | 0.6580 | 0.0 | 0.5432 | 0.6540 |
0.059 | 41.96 | 12000 | 0.1186 | 0.3962 | 0.6030 | 0.5933 | nan | 0.5474 | 0.6585 | 0.0 | 0.5345 | 0.6542 |
0.0464 | 42.03 | 12020 | 0.1203 | 0.3952 | 0.6022 | 0.5935 | nan | 0.5518 | 0.6527 | 0.0 | 0.5374 | 0.6481 |
0.0619 | 42.1 | 12040 | 0.1182 | 0.4100 | 0.6250 | 0.6173 | nan | 0.5803 | 0.6697 | 0.0 | 0.5673 | 0.6627 |
0.0589 | 42.17 | 12060 | 0.1105 | 0.4101 | 0.6285 | 0.6105 | nan | 0.5247 | 0.7324 | 0.0 | 0.5171 | 0.7133 |
0.063 | 42.24 | 12080 | 0.1278 | 0.3852 | 0.5893 | 0.5869 | nan | 0.5755 | 0.6031 | 0.0 | 0.5545 | 0.6011 |
0.0675 | 42.31 | 12100 | 0.1134 | 0.4103 | 0.6260 | 0.6170 | nan | 0.5743 | 0.6776 | 0.0 | 0.5622 | 0.6686 |
0.0708 | 42.38 | 12120 | 0.1164 | 0.4023 | 0.6131 | 0.6056 | nan | 0.5699 | 0.6562 | 0.0 | 0.5552 | 0.6517 |
0.0557 | 42.45 | 12140 | 0.1262 | 0.3816 | 0.5815 | 0.5708 | nan | 0.5198 | 0.6432 | 0.0 | 0.5053 | 0.6396 |
0.0526 | 42.52 | 12160 | 0.1141 | 0.4095 | 0.6247 | 0.6122 | nan | 0.5528 | 0.6965 | 0.0 | 0.5395 | 0.6891 |
0.0635 | 42.59 | 12180 | 0.1190 | 0.4089 | 0.6236 | 0.6173 | nan | 0.5873 | 0.6599 | 0.0 | 0.5731 | 0.6536 |
0.0425 | 42.66 | 12200 | 0.1188 | 0.4183 | 0.6376 | 0.6290 | nan | 0.5880 | 0.6872 | 0.0 | 0.5734 | 0.6816 |
0.0476 | 42.73 | 12220 | 0.1221 | 0.3947 | 0.6017 | 0.5930 | nan | 0.5516 | 0.6517 | 0.0 | 0.5362 | 0.6480 |
0.0531 | 42.8 | 12240 | 0.1193 | 0.3969 | 0.6048 | 0.5938 | nan | 0.5414 | 0.6681 | 0.0 | 0.5295 | 0.6612 |
0.0331 | 42.87 | 12260 | 0.1268 | 0.3839 | 0.5854 | 0.5740 | nan | 0.5195 | 0.6514 | 0.0 | 0.5040 | 0.6475 |
0.0495 | 42.94 | 12280 | 0.1174 | 0.3938 | 0.5993 | 0.5880 | nan | 0.5337 | 0.6650 | 0.0 | 0.5213 | 0.6601 |
0.0396 | 43.01 | 12300 | 0.1299 | 0.3703 | 0.5629 | 0.5492 | nan | 0.4842 | 0.6415 | 0.0 | 0.4731 | 0.6379 |
0.0514 | 43.08 | 12320 | 0.1224 | 0.3799 | 0.5773 | 0.5596 | nan | 0.4751 | 0.6794 | 0.0 | 0.4668 | 0.6729 |
0.056 | 43.15 | 12340 | 0.1169 | 0.3892 | 0.5912 | 0.5799 | nan | 0.5261 | 0.6563 | 0.0 | 0.5160 | 0.6515 |
0.042 | 43.22 | 12360 | 0.1229 | 0.3834 | 0.5832 | 0.5753 | nan | 0.5376 | 0.6287 | 0.0 | 0.5239 | 0.6262 |
0.0368 | 43.29 | 12380 | 0.1113 | 0.4063 | 0.6184 | 0.6052 | nan | 0.5420 | 0.6949 | 0.0 | 0.5310 | 0.6878 |
0.0754 | 43.36 | 12400 | 0.1184 | 0.4094 | 0.6238 | 0.6173 | nan | 0.5862 | 0.6613 | 0.0 | 0.5710 | 0.6570 |
0.0679 | 43.43 | 12420 | 0.1228 | 0.3917 | 0.5960 | 0.5863 | nan | 0.5401 | 0.6518 | 0.0 | 0.5272 | 0.6478 |
0.0273 | 43.5 | 12440 | 0.1160 | 0.4167 | 0.6353 | 0.6262 | nan | 0.5827 | 0.6878 | 0.0 | 0.5713 | 0.6789 |
0.0388 | 43.57 | 12460 | 0.1253 | 0.3746 | 0.5697 | 0.5599 | nan | 0.5132 | 0.6262 | 0.0 | 0.5050 | 0.6190 |
0.0656 | 43.64 | 12480 | 0.1175 | 0.3939 | 0.5999 | 0.5937 | nan | 0.5639 | 0.6359 | 0.0 | 0.5491 | 0.6326 |
0.0824 | 43.71 | 12500 | 0.1223 | 0.3841 | 0.5832 | 0.5715 | nan | 0.5157 | 0.6508 | 0.0 | 0.5051 | 0.6472 |
0.0476 | 43.78 | 12520 | 0.1173 | 0.4021 | 0.6113 | 0.5994 | nan | 0.5427 | 0.6799 | 0.0 | 0.5324 | 0.6738 |
0.0546 | 43.85 | 12540 | 0.1118 | 0.4030 | 0.6137 | 0.6014 | nan | 0.5427 | 0.6847 | 0.0 | 0.5312 | 0.6778 |
0.0656 | 43.92 | 12560 | 0.1140 | 0.3969 | 0.6039 | 0.5901 | nan | 0.5242 | 0.6835 | 0.0 | 0.5129 | 0.6778 |
0.0554 | 43.99 | 12580 | 0.1119 | 0.4157 | 0.6322 | 0.6187 | nan | 0.5545 | 0.7099 | 0.0 | 0.5442 | 0.7030 |
0.0441 | 44.06 | 12600 | 0.1164 | 0.4031 | 0.6119 | 0.5994 | nan | 0.5396 | 0.6841 | 0.0 | 0.5307 | 0.6787 |
0.0582 | 44.13 | 12620 | 0.1168 | 0.3984 | 0.6050 | 0.5909 | nan | 0.5236 | 0.6864 | 0.0 | 0.5147 | 0.6805 |
0.0626 | 44.2 | 12640 | 0.1194 | 0.4031 | 0.6135 | 0.6024 | nan | 0.5498 | 0.6771 | 0.0 | 0.5362 | 0.6730 |
0.0551 | 44.27 | 12660 | 0.1198 | 0.4025 | 0.6123 | 0.6028 | nan | 0.5575 | 0.6671 | 0.0 | 0.5452 | 0.6624 |
0.0708 | 44.34 | 12680 | 0.1168 | 0.4075 | 0.6199 | 0.6074 | nan | 0.5474 | 0.6925 | 0.0 | 0.5405 | 0.6821 |
0.0422 | 44.41 | 12700 | 0.1175 | 0.4118 | 0.6256 | 0.6143 | nan | 0.5607 | 0.6904 | 0.0 | 0.5511 | 0.6843 |
0.041 | 44.48 | 12720 | 0.1197 | 0.3948 | 0.6002 | 0.5892 | nan | 0.5368 | 0.6637 | 0.0 | 0.5270 | 0.6574 |
0.0457 | 44.55 | 12740 | 0.1262 | 0.3800 | 0.5777 | 0.5687 | nan | 0.5255 | 0.6299 | 0.0 | 0.5143 | 0.6257 |
0.0505 | 44.62 | 12760 | 0.1203 | 0.4088 | 0.6216 | 0.6111 | nan | 0.5605 | 0.6828 | 0.0 | 0.5511 | 0.6753 |
0.0756 | 44.69 | 12780 | 0.1193 | 0.4003 | 0.6084 | 0.5956 | nan | 0.5342 | 0.6827 | 0.0 | 0.5232 | 0.6776 |
0.0524 | 44.76 | 12800 | 0.1176 | 0.4112 | 0.6254 | 0.6145 | nan | 0.5626 | 0.6883 | 0.0 | 0.5517 | 0.6818 |
0.0453 | 44.83 | 12820 | 0.1186 | 0.4082 | 0.6213 | 0.6089 | nan | 0.5497 | 0.6930 | 0.0 | 0.5384 | 0.6862 |
0.0472 | 44.9 | 12840 | 0.1171 | 0.4040 | 0.6143 | 0.5969 | nan | 0.5136 | 0.7150 | 0.0 | 0.5056 | 0.7064 |
0.0379 | 44.97 | 12860 | 0.1112 | 0.4157 | 0.6311 | 0.6184 | nan | 0.5576 | 0.7047 | 0.0 | 0.5485 | 0.6987 |
0.0531 | 45.03 | 12880 | 0.1145 | 0.4120 | 0.6260 | 0.6160 | nan | 0.5682 | 0.6839 | 0.0 | 0.5557 | 0.6802 |
0.0827 | 45.1 | 12900 | 0.1152 | 0.4029 | 0.6115 | 0.5955 | nan | 0.5194 | 0.7035 | 0.0 | 0.5112 | 0.6975 |
0.059 | 45.17 | 12920 | 0.1147 | 0.4074 | 0.6193 | 0.6055 | nan | 0.5395 | 0.6991 | 0.0 | 0.5289 | 0.6934 |
0.04 | 45.24 | 12940 | 0.1174 | 0.4030 | 0.6118 | 0.5986 | nan | 0.5356 | 0.6881 | 0.0 | 0.5272 | 0.6820 |
0.0507 | 45.31 | 12960 | 0.1189 | 0.3989 | 0.6061 | 0.5976 | nan | 0.5571 | 0.6550 | 0.0 | 0.5463 | 0.6504 |
0.0452 | 45.38 | 12980 | 0.1159 | 0.4157 | 0.6314 | 0.6207 | nan | 0.5692 | 0.6937 | 0.0 | 0.5592 | 0.6877 |
0.0903 | 45.45 | 13000 | 0.1112 | 0.4208 | 0.6417 | 0.6281 | nan | 0.5631 | 0.7203 | 0.0 | 0.5561 | 0.7064 |
0.069 | 45.52 | 13020 | 0.1184 | 0.4015 | 0.6092 | 0.5934 | nan | 0.5176 | 0.7009 | 0.0 | 0.5096 | 0.6950 |
0.0335 | 45.59 | 13040 | 0.1217 | 0.4103 | 0.6243 | 0.6129 | nan | 0.5582 | 0.6905 | 0.0 | 0.5492 | 0.6816 |
0.0633 | 45.66 | 13060 | 0.1198 | 0.4039 | 0.6153 | 0.6027 | nan | 0.5427 | 0.6878 | 0.0 | 0.5312 | 0.6805 |
0.0637 | 45.73 | 13080 | 0.1216 | 0.3914 | 0.5954 | 0.5861 | nan | 0.5418 | 0.6490 | 0.0 | 0.5287 | 0.6455 |
0.0472 | 45.8 | 13100 | 0.1251 | 0.3894 | 0.5929 | 0.5831 | nan | 0.5364 | 0.6493 | 0.0 | 0.5218 | 0.6465 |
0.0381 | 45.87 | 13120 | 0.1189 | 0.3956 | 0.6014 | 0.5908 | nan | 0.5399 | 0.6630 | 0.0 | 0.5282 | 0.6586 |
0.0505 | 45.94 | 13140 | 0.1216 | 0.4037 | 0.6136 | 0.6042 | nan | 0.5594 | 0.6677 | 0.0 | 0.5468 | 0.6644 |
0.047 | 46.01 | 13160 | 0.1162 | 0.4090 | 0.6214 | 0.6106 | nan | 0.5593 | 0.6835 | 0.0 | 0.5477 | 0.6793 |
0.0589 | 46.08 | 13180 | 0.1255 | 0.3884 | 0.5921 | 0.5822 | nan | 0.5351 | 0.6490 | 0.0 | 0.5178 | 0.6476 |
0.0298 | 46.15 | 13200 | 0.1116 | 0.4160 | 0.6327 | 0.6171 | nan | 0.5427 | 0.7228 | 0.0 | 0.5318 | 0.7161 |
0.0654 | 46.22 | 13220 | 0.1166 | 0.3992 | 0.6076 | 0.6006 | nan | 0.5673 | 0.6480 | 0.0 | 0.5562 | 0.6415 |
0.0596 | 46.29 | 13240 | 0.1115 | 0.4193 | 0.6383 | 0.6267 | nan | 0.5710 | 0.7057 | 0.0 | 0.5597 | 0.6982 |
0.0631 | 46.36 | 13260 | 0.1221 | 0.3924 | 0.5961 | 0.5863 | nan | 0.5392 | 0.6531 | 0.0 | 0.5271 | 0.6503 |
0.041 | 46.43 | 13280 | 0.1134 | 0.4005 | 0.6092 | 0.5951 | nan | 0.5273 | 0.6912 | 0.0 | 0.5201 | 0.6813 |
0.0301 | 46.5 | 13300 | 0.1180 | 0.4089 | 0.6212 | 0.6090 | nan | 0.5510 | 0.6913 | 0.0 | 0.5405 | 0.6864 |
0.0595 | 46.57 | 13320 | 0.1196 | 0.4049 | 0.6160 | 0.6065 | nan | 0.5609 | 0.6712 | 0.0 | 0.5476 | 0.6670 |
0.0703 | 46.64 | 13340 | 0.1169 | 0.4161 | 0.6333 | 0.6234 | nan | 0.5760 | 0.6906 | 0.0 | 0.5625 | 0.6859 |
0.0622 | 46.71 | 13360 | 0.1203 | 0.3973 | 0.6036 | 0.5906 | nan | 0.5284 | 0.6788 | 0.0 | 0.5172 | 0.6747 |
0.0249 | 46.78 | 13380 | 0.1190 | 0.4172 | 0.6348 | 0.6237 | nan | 0.5704 | 0.6993 | 0.0 | 0.5580 | 0.6937 |
0.0541 | 46.85 | 13400 | 0.1206 | 0.3964 | 0.6036 | 0.5969 | nan | 0.5650 | 0.6421 | 0.0 | 0.5517 | 0.6374 |
0.0673 | 46.92 | 13420 | 0.1213 | 0.4007 | 0.6100 | 0.6014 | nan | 0.5603 | 0.6597 | 0.0 | 0.5461 | 0.6560 |
0.0667 | 46.99 | 13440 | 0.1177 | 0.4128 | 0.6280 | 0.6143 | nan | 0.5490 | 0.7070 | 0.0 | 0.5387 | 0.6996 |
0.0325 | 47.06 | 13460 | 0.1166 | 0.3931 | 0.5977 | 0.5817 | nan | 0.5053 | 0.6901 | 0.0 | 0.4965 | 0.6827 |
0.0893 | 47.13 | 13480 | 0.1157 | 0.4041 | 0.6149 | 0.6047 | nan | 0.5560 | 0.6738 | 0.0 | 0.5421 | 0.6703 |
0.0593 | 47.2 | 13500 | 0.1273 | 0.3963 | 0.6032 | 0.5948 | nan | 0.5548 | 0.6515 | 0.0 | 0.5399 | 0.6489 |
0.0562 | 47.27 | 13520 | 0.1264 | 0.3918 | 0.5970 | 0.5899 | nan | 0.5558 | 0.6381 | 0.0 | 0.5415 | 0.6339 |
0.0416 | 47.34 | 13540 | 0.1136 | 0.4165 | 0.6334 | 0.6212 | nan | 0.5627 | 0.7041 | 0.0 | 0.5528 | 0.6968 |
0.0633 | 47.41 | 13560 | 0.1207 | 0.3946 | 0.6011 | 0.5935 | nan | 0.5574 | 0.6447 | 0.0 | 0.5444 | 0.6393 |
0.0614 | 47.48 | 13580 | 0.1201 | 0.3989 | 0.6067 | 0.5951 | nan | 0.5399 | 0.6734 | 0.0 | 0.5294 | 0.6672 |
0.0576 | 47.55 | 13600 | 0.1212 | 0.3955 | 0.6017 | 0.5912 | nan | 0.5412 | 0.6621 | 0.0 | 0.5318 | 0.6547 |
0.0458 | 47.62 | 13620 | 0.1210 | 0.4040 | 0.6157 | 0.6028 | nan | 0.5415 | 0.6899 | 0.0 | 0.5318 | 0.6801 |
0.0736 | 47.69 | 13640 | 0.1167 | 0.4056 | 0.6186 | 0.6048 | nan | 0.5389 | 0.6982 | 0.0 | 0.5314 | 0.6854 |
0.0593 | 47.76 | 13660 | 0.1197 | 0.4103 | 0.6240 | 0.6110 | nan | 0.5490 | 0.6990 | 0.0 | 0.5382 | 0.6926 |
0.0367 | 47.83 | 13680 | 0.1237 | 0.4128 | 0.6286 | 0.6204 | nan | 0.5815 | 0.6756 | 0.0 | 0.5676 | 0.6709 |
0.0658 | 47.9 | 13700 | 0.1225 | 0.4110 | 0.6256 | 0.6146 | nan | 0.5621 | 0.6891 | 0.0 | 0.5496 | 0.6833 |
0.0312 | 47.97 | 13720 | 0.1301 | 0.3874 | 0.5892 | 0.5800 | nan | 0.5362 | 0.6422 | 0.0 | 0.5225 | 0.6397 |
0.04 | 48.04 | 13740 | 0.1336 | 0.3802 | 0.5782 | 0.5671 | nan | 0.5141 | 0.6423 | 0.0 | 0.5002 | 0.6405 |
0.0635 | 48.11 | 13760 | 0.1228 | 0.3945 | 0.5998 | 0.5876 | nan | 0.5295 | 0.6700 | 0.0 | 0.5201 | 0.6635 |
0.0541 | 48.18 | 13780 | 0.1237 | 0.3857 | 0.5861 | 0.5691 | nan | 0.4880 | 0.6842 | 0.0 | 0.4795 | 0.6776 |
0.0531 | 48.25 | 13800 | 0.1261 | 0.3886 | 0.5925 | 0.5851 | nan | 0.5497 | 0.6354 | 0.0 | 0.5348 | 0.6310 |
0.0584 | 48.32 | 13820 | 0.1193 | 0.4071 | 0.6206 | 0.6109 | nan | 0.5644 | 0.6769 | 0.0 | 0.5511 | 0.6702 |
0.0627 | 48.39 | 13840 | 0.1207 | 0.3981 | 0.6054 | 0.5907 | nan | 0.5203 | 0.6905 | 0.0 | 0.5106 | 0.6836 |
0.0568 | 48.46 | 13860 | 0.1247 | 0.3874 | 0.5897 | 0.5776 | nan | 0.5197 | 0.6597 | 0.0 | 0.5077 | 0.6544 |
0.0551 | 48.53 | 13880 | 0.1252 | 0.4000 | 0.6084 | 0.5956 | nan | 0.5343 | 0.6825 | 0.0 | 0.5250 | 0.6750 |
0.0351 | 48.6 | 13900 | 0.1226 | 0.4014 | 0.6111 | 0.5991 | nan | 0.5415 | 0.6808 | 0.0 | 0.5297 | 0.6746 |
0.0386 | 48.67 | 13920 | 0.1240 | 0.4083 | 0.6214 | 0.6138 | nan | 0.5777 | 0.6650 | 0.0 | 0.5657 | 0.6593 |
0.0458 | 48.74 | 13940 | 0.1176 | 0.4101 | 0.6239 | 0.6105 | nan | 0.5465 | 0.7013 | 0.0 | 0.5381 | 0.6921 |
0.0501 | 48.81 | 13960 | 0.1255 | 0.3877 | 0.5895 | 0.5811 | nan | 0.5410 | 0.6381 | 0.0 | 0.5302 | 0.6329 |
0.0431 | 48.88 | 13980 | 0.1200 | 0.3947 | 0.5995 | 0.5833 | nan | 0.5057 | 0.6934 | 0.0 | 0.4981 | 0.6860 |
0.0455 | 48.95 | 14000 | 0.1208 | 0.4034 | 0.6141 | 0.6014 | nan | 0.5403 | 0.6879 | 0.0 | 0.5290 | 0.6813 |
0.0837 | 49.02 | 14020 | 0.1222 | 0.3921 | 0.5965 | 0.5840 | nan | 0.5242 | 0.6689 | 0.0 | 0.5126 | 0.6639 |
0.0647 | 49.09 | 14040 | 0.1238 | 0.3866 | 0.5873 | 0.5754 | nan | 0.5188 | 0.6558 | 0.0 | 0.5092 | 0.6505 |
0.0433 | 49.16 | 14060 | 0.1159 | 0.4174 | 0.6348 | 0.6215 | nan | 0.5581 | 0.7115 | 0.0 | 0.5502 | 0.7019 |
0.053 | 49.23 | 14080 | 0.1260 | 0.3943 | 0.5992 | 0.5900 | nan | 0.5461 | 0.6524 | 0.0 | 0.5331 | 0.6497 |
0.0606 | 49.3 | 14100 | 0.1238 | 0.4070 | 0.6191 | 0.6121 | nan | 0.5784 | 0.6599 | 0.0 | 0.5649 | 0.6560 |
0.0694 | 49.37 | 14120 | 0.1211 | 0.3991 | 0.6061 | 0.5919 | nan | 0.5239 | 0.6884 | 0.0 | 0.5154 | 0.6820 |
0.0464 | 49.44 | 14140 | 0.1193 | 0.4089 | 0.6221 | 0.6072 | nan | 0.5359 | 0.7084 | 0.0 | 0.5289 | 0.6978 |
0.0369 | 49.51 | 14160 | 0.1206 | 0.4100 | 0.6244 | 0.6166 | nan | 0.5793 | 0.6696 | 0.0 | 0.5701 | 0.6600 |
0.0474 | 49.58 | 14180 | 0.1108 | 0.4124 | 0.6290 | 0.6146 | nan | 0.5455 | 0.7125 | 0.0 | 0.5388 | 0.6985 |
0.0726 | 49.65 | 14200 | 0.1217 | 0.4000 | 0.6092 | 0.5982 | nan | 0.5459 | 0.6725 | 0.0 | 0.5306 | 0.6696 |
0.0409 | 49.72 | 14220 | 0.1181 | 0.3998 | 0.6087 | 0.5990 | nan | 0.5527 | 0.6647 | 0.0 | 0.5408 | 0.6587 |
0.0454 | 49.79 | 14240 | 0.1254 | 0.3920 | 0.5972 | 0.5878 | nan | 0.5431 | 0.6513 | 0.0 | 0.5284 | 0.6476 |
0.0417 | 49.86 | 14260 | 0.1230 | 0.3977 | 0.6052 | 0.5967 | nan | 0.5562 | 0.6542 | 0.0 | 0.5438 | 0.6493 |
0.0277 | 49.93 | 14280 | 0.1235 | 0.4016 | 0.6117 | 0.6013 | nan | 0.5517 | 0.6716 | 0.0 | 0.5391 | 0.6658 |
0.0382 | 50.0 | 14300 | 0.1176 | 0.4171 | 0.6350 | 0.6262 | nan | 0.5840 | 0.6860 | 0.0 | 0.5710 | 0.6804 |
0.0484 | 50.07 | 14320 | 0.1211 | 0.4062 | 0.6180 | 0.6092 | nan | 0.5671 | 0.6689 | 0.0 | 0.5528 | 0.6656 |
0.0426 | 50.14 | 14340 | 0.1200 | 0.3995 | 0.6061 | 0.5933 | nan | 0.5322 | 0.6800 | 0.0 | 0.5233 | 0.6750 |
0.0702 | 50.21 | 14360 | 0.1214 | 0.4081 | 0.6206 | 0.6106 | nan | 0.5625 | 0.6787 | 0.0 | 0.5503 | 0.6741 |
0.0586 | 50.28 | 14380 | 0.1156 | 0.4158 | 0.6306 | 0.6198 | nan | 0.5681 | 0.6931 | 0.0 | 0.5581 | 0.6892 |
0.0334 | 50.35 | 14400 | 0.1194 | 0.4092 | 0.6211 | 0.6075 | nan | 0.5426 | 0.6996 | 0.0 | 0.5322 | 0.6953 |
0.0356 | 50.42 | 14420 | 0.1204 | 0.3922 | 0.5946 | 0.5777 | nan | 0.4973 | 0.6918 | 0.0 | 0.4885 | 0.6881 |
0.0487 | 50.49 | 14440 | 0.1225 | 0.3798 | 0.5764 | 0.5594 | nan | 0.4780 | 0.6748 | 0.0 | 0.4685 | 0.6709 |
0.0658 | 50.56 | 14460 | 0.1177 | 0.4083 | 0.6206 | 0.6072 | nan | 0.5435 | 0.6976 | 0.0 | 0.5318 | 0.6932 |
0.0488 | 50.63 | 14480 | 0.1181 | 0.4163 | 0.6343 | 0.6269 | nan | 0.5912 | 0.6774 | 0.0 | 0.5751 | 0.6740 |
0.0528 | 50.7 | 14500 | 0.1181 | 0.4003 | 0.6079 | 0.5952 | nan | 0.5346 | 0.6812 | 0.0 | 0.5268 | 0.6741 |
0.0684 | 50.77 | 14520 | 0.1206 | 0.3911 | 0.5946 | 0.5824 | nan | 0.5243 | 0.6649 | 0.0 | 0.5136 | 0.6598 |
0.053 | 50.84 | 14540 | 0.1228 | 0.3835 | 0.5830 | 0.5688 | nan | 0.5013 | 0.6647 | 0.0 | 0.4920 | 0.6585 |
0.0794 | 50.91 | 14560 | 0.1239 | 0.3882 | 0.5905 | 0.5791 | nan | 0.5251 | 0.6558 | 0.0 | 0.5134 | 0.6513 |
0.0488 | 50.98 | 14580 | 0.1189 | 0.3930 | 0.5968 | 0.5831 | nan | 0.5176 | 0.6761 | 0.0 | 0.5064 | 0.6724 |
0.0493 | 51.05 | 14600 | 0.1230 | 0.3923 | 0.5958 | 0.5854 | nan | 0.5354 | 0.6563 | 0.0 | 0.5228 | 0.6540 |
0.0582 | 51.12 | 14620 | 0.1244 | 0.3940 | 0.5989 | 0.5908 | nan | 0.5523 | 0.6455 | 0.0 | 0.5394 | 0.6425 |
0.0475 | 51.19 | 14640 | 0.1236 | 0.4012 | 0.6091 | 0.5986 | nan | 0.5483 | 0.6700 | 0.0 | 0.5384 | 0.6653 |
0.0545 | 51.26 | 14660 | 0.1248 | 0.3903 | 0.5935 | 0.5872 | nan | 0.5567 | 0.6304 | 0.0 | 0.5435 | 0.6274 |
0.0492 | 51.33 | 14680 | 0.1122 | 0.4187 | 0.6367 | 0.6269 | nan | 0.5803 | 0.6931 | 0.0 | 0.5694 | 0.6866 |
0.0309 | 51.4 | 14700 | 0.1187 | 0.4032 | 0.6127 | 0.6034 | nan | 0.5589 | 0.6666 | 0.0 | 0.5472 | 0.6625 |
0.0704 | 51.47 | 14720 | 0.1288 | 0.3908 | 0.5946 | 0.5876 | nan | 0.5538 | 0.6354 | 0.0 | 0.5411 | 0.6312 |
0.0562 | 51.54 | 14740 | 0.1269 | 0.3872 | 0.5889 | 0.5784 | nan | 0.5283 | 0.6494 | 0.0 | 0.5153 | 0.6462 |
0.0286 | 51.61 | 14760 | 0.1188 | 0.4067 | 0.6191 | 0.6117 | nan | 0.5762 | 0.6620 | 0.0 | 0.5620 | 0.6581 |
0.0515 | 51.68 | 14780 | 0.1219 | 0.4045 | 0.6158 | 0.6075 | nan | 0.5678 | 0.6639 | 0.0 | 0.5537 | 0.6599 |
0.0691 | 51.75 | 14800 | 0.1238 | 0.3924 | 0.5969 | 0.5844 | nan | 0.5244 | 0.6695 | 0.0 | 0.5122 | 0.6652 |
0.0502 | 51.82 | 14820 | 0.1216 | 0.3820 | 0.5806 | 0.5642 | nan | 0.4859 | 0.6753 | 0.0 | 0.4759 | 0.6701 |
0.0396 | 51.89 | 14840 | 0.1181 | 0.4122 | 0.6271 | 0.6130 | nan | 0.5457 | 0.7084 | 0.0 | 0.5369 | 0.6999 |
0.0741 | 51.96 | 14860 | 0.1233 | 0.3905 | 0.5938 | 0.5820 | nan | 0.5255 | 0.6620 | 0.0 | 0.5133 | 0.6581 |
0.0551 | 52.03 | 14880 | 0.1255 | 0.3985 | 0.6087 | 0.6026 | nan | 0.5733 | 0.6441 | 0.0 | 0.5551 | 0.6405 |
0.0283 | 52.1 | 14900 | 0.1244 | 0.3995 | 0.6105 | 0.6028 | nan | 0.5660 | 0.6550 | 0.0 | 0.5483 | 0.6503 |
0.0491 | 52.17 | 14920 | 0.1237 | 0.4060 | 0.6201 | 0.6134 | nan | 0.5814 | 0.6588 | 0.0 | 0.5636 | 0.6544 |
0.05 | 52.24 | 14940 | 0.1200 | 0.4039 | 0.6140 | 0.6027 | nan | 0.5485 | 0.6796 | 0.0 | 0.5366 | 0.6751 |
0.0899 | 52.31 | 14960 | 0.1238 | 0.3956 | 0.6016 | 0.5884 | nan | 0.5252 | 0.6781 | 0.0 | 0.5112 | 0.6756 |
0.0671 | 52.38 | 14980 | 0.1216 | 0.3991 | 0.6066 | 0.5938 | nan | 0.5327 | 0.6806 | 0.0 | 0.5206 | 0.6766 |
0.0375 | 52.45 | 15000 | 0.1234 | 0.3994 | 0.6089 | 0.6014 | nan | 0.5655 | 0.6523 | 0.0 | 0.5491 | 0.6490 |
0.0578 | 52.52 | 15020 | 0.1246 | 0.4046 | 0.6165 | 0.6091 | nan | 0.5736 | 0.6594 | 0.0 | 0.5586 | 0.6551 |
0.0374 | 52.59 | 15040 | 0.1284 | 0.3909 | 0.5953 | 0.5882 | nan | 0.5545 | 0.6361 | 0.0 | 0.5399 | 0.6329 |
0.0584 | 52.66 | 15060 | 0.1293 | 0.3846 | 0.5853 | 0.5732 | nan | 0.5155 | 0.6551 | 0.0 | 0.5022 | 0.6515 |
0.0268 | 52.73 | 15080 | 0.1204 | 0.3987 | 0.6066 | 0.5932 | nan | 0.5292 | 0.6839 | 0.0 | 0.5205 | 0.6756 |
0.052 | 52.8 | 15100 | 0.1214 | 0.4045 | 0.6154 | 0.6038 | nan | 0.5481 | 0.6827 | 0.0 | 0.5392 | 0.6745 |
0.0435 | 52.87 | 15120 | 0.1214 | 0.4085 | 0.6224 | 0.6101 | nan | 0.5512 | 0.6936 | 0.0 | 0.5380 | 0.6876 |
0.0292 | 52.94 | 15140 | 0.1293 | 0.3909 | 0.5962 | 0.5895 | nan | 0.5577 | 0.6347 | 0.0 | 0.5425 | 0.6302 |
0.05 | 53.01 | 15160 | 0.1291 | 0.3860 | 0.5885 | 0.5795 | nan | 0.5366 | 0.6403 | 0.0 | 0.5221 | 0.6359 |
0.0295 | 53.08 | 15180 | 0.1244 | 0.3880 | 0.5909 | 0.5792 | nan | 0.5233 | 0.6584 | 0.0 | 0.5108 | 0.6532 |
0.0513 | 53.15 | 15200 | 0.1239 | 0.4069 | 0.6201 | 0.6150 | nan | 0.5904 | 0.6499 | 0.0 | 0.5756 | 0.6453 |
0.0311 | 53.22 | 15220 | 0.1239 | 0.4078 | 0.6218 | 0.6141 | nan | 0.5773 | 0.6663 | 0.0 | 0.5625 | 0.6609 |
0.0451 | 53.29 | 15240 | 0.1133 | 0.4074 | 0.6210 | 0.6034 | nan | 0.5196 | 0.7224 | 0.0 | 0.5123 | 0.7100 |
0.0499 | 53.36 | 15260 | 0.1225 | 0.3979 | 0.6060 | 0.6006 | nan | 0.5746 | 0.6374 | 0.0 | 0.5609 | 0.6327 |
0.0464 | 53.43 | 15280 | 0.1217 | 0.3967 | 0.6038 | 0.5917 | nan | 0.5340 | 0.6736 | 0.0 | 0.5224 | 0.6678 |
0.0563 | 53.5 | 15300 | 0.1262 | 0.3951 | 0.6021 | 0.5932 | nan | 0.5510 | 0.6531 | 0.0 | 0.5358 | 0.6495 |
0.0593 | 53.57 | 15320 | 0.1279 | 0.3914 | 0.5961 | 0.5859 | nan | 0.5373 | 0.6548 | 0.0 | 0.5240 | 0.6501 |
0.0471 | 53.64 | 15340 | 0.1222 | 0.4000 | 0.6091 | 0.5982 | nan | 0.5457 | 0.6726 | 0.0 | 0.5346 | 0.6654 |
0.0541 | 53.71 | 15360 | 0.1205 | 0.3989 | 0.6066 | 0.5951 | nan | 0.5401 | 0.6731 | 0.0 | 0.5324 | 0.6642 |
0.0317 | 53.78 | 15380 | 0.1253 | 0.3982 | 0.6060 | 0.5953 | nan | 0.5442 | 0.6677 | 0.0 | 0.5320 | 0.6628 |
0.0601 | 53.85 | 15400 | 0.1250 | 0.4022 | 0.6124 | 0.6051 | nan | 0.5705 | 0.6542 | 0.0 | 0.5556 | 0.6509 |
0.0378 | 53.92 | 15420 | 0.1226 | 0.4001 | 0.6085 | 0.5946 | nan | 0.5283 | 0.6888 | 0.0 | 0.5174 | 0.6829 |
0.0628 | 53.99 | 15440 | 0.1342 | 0.3911 | 0.5961 | 0.5913 | nan | 0.5681 | 0.6241 | 0.0 | 0.5515 | 0.6217 |
0.0553 | 54.06 | 15460 | 0.1246 | 0.4043 | 0.6148 | 0.6042 | nan | 0.5531 | 0.6766 | 0.0 | 0.5416 | 0.6712 |
0.0324 | 54.13 | 15480 | 0.1285 | 0.3999 | 0.6092 | 0.6014 | nan | 0.5644 | 0.6540 | 0.0 | 0.5494 | 0.6504 |
0.0586 | 54.2 | 15500 | 0.1316 | 0.3930 | 0.5981 | 0.5896 | nan | 0.5489 | 0.6474 | 0.0 | 0.5359 | 0.6432 |
0.0502 | 54.27 | 15520 | 0.1309 | 0.3949 | 0.6009 | 0.5913 | nan | 0.5455 | 0.6563 | 0.0 | 0.5333 | 0.6515 |
0.05 | 54.34 | 15540 | 0.1290 | 0.3965 | 0.6029 | 0.5931 | nan | 0.5458 | 0.6601 | 0.0 | 0.5341 | 0.6553 |
0.0527 | 54.41 | 15560 | 0.1325 | 0.3893 | 0.5921 | 0.5838 | nan | 0.5446 | 0.6396 | 0.0 | 0.5316 | 0.6363 |
0.0679 | 54.48 | 15580 | 0.1296 | 0.3861 | 0.5870 | 0.5763 | nan | 0.5253 | 0.6487 | 0.0 | 0.5142 | 0.6441 |
0.0425 | 54.55 | 15600 | 0.1295 | 0.3998 | 0.6086 | 0.5983 | nan | 0.5495 | 0.6676 | 0.0 | 0.5352 | 0.6643 |
0.052 | 54.62 | 15620 | 0.1360 | 0.3840 | 0.5848 | 0.5792 | nan | 0.5525 | 0.6172 | 0.0 | 0.5368 | 0.6151 |
0.0828 | 54.69 | 15640 | 0.1263 | 0.3994 | 0.6075 | 0.5972 | nan | 0.5476 | 0.6675 | 0.0 | 0.5355 | 0.6625 |
0.0405 | 54.76 | 15660 | 0.1217 | 0.4202 | 0.6394 | 0.6313 | nan | 0.5927 | 0.6861 | 0.0 | 0.5821 | 0.6784 |
0.0625 | 54.83 | 15680 | 0.1303 | 0.4003 | 0.6095 | 0.5998 | nan | 0.5537 | 0.6653 | 0.0 | 0.5408 | 0.6602 |
0.0437 | 54.9 | 15700 | 0.1317 | 0.3983 | 0.6065 | 0.5985 | nan | 0.5605 | 0.6524 | 0.0 | 0.5464 | 0.6486 |
0.0491 | 54.97 | 15720 | 0.1313 | 0.3993 | 0.6079 | 0.5967 | nan | 0.5432 | 0.6726 | 0.0 | 0.5301 | 0.6677 |
0.0486 | 55.03 | 15740 | 0.1330 | 0.3963 | 0.6026 | 0.5940 | nan | 0.5527 | 0.6525 | 0.0 | 0.5403 | 0.6486 |
0.0358 | 55.1 | 15760 | 0.1327 | 0.3970 | 0.6040 | 0.5934 | nan | 0.5432 | 0.6647 | 0.0 | 0.5309 | 0.6602 |
0.0846 | 55.17 | 15780 | 0.1352 | 0.3895 | 0.5929 | 0.5860 | nan | 0.5533 | 0.6324 | 0.0 | 0.5383 | 0.6303 |
0.0498 | 55.24 | 15800 | 0.1211 | 0.4155 | 0.6322 | 0.6221 | nan | 0.5737 | 0.6906 | 0.0 | 0.5632 | 0.6831 |
0.0625 | 55.31 | 15820 | 0.1304 | 0.4036 | 0.6137 | 0.6053 | nan | 0.5650 | 0.6624 | 0.0 | 0.5534 | 0.6573 |
0.0397 | 55.38 | 15840 | 0.1327 | 0.3898 | 0.5930 | 0.5859 | nan | 0.5519 | 0.6341 | 0.0 | 0.5394 | 0.6300 |
0.0489 | 55.45 | 15860 | 0.1304 | 0.3867 | 0.5871 | 0.5757 | nan | 0.5213 | 0.6529 | 0.0 | 0.5120 | 0.6481 |
0.0519 | 55.52 | 15880 | 0.1239 | 0.4146 | 0.6313 | 0.6235 | nan | 0.5863 | 0.6763 | 0.0 | 0.5726 | 0.6712 |
0.0507 | 55.59 | 15900 | 0.1257 | 0.4189 | 0.6379 | 0.6331 | nan | 0.6100 | 0.6658 | 0.0 | 0.5961 | 0.6605 |
0.0253 | 55.66 | 15920 | 0.1291 | 0.4040 | 0.6144 | 0.6067 | nan | 0.5697 | 0.6592 | 0.0 | 0.5586 | 0.6533 |
0.0597 | 55.73 | 15940 | 0.1317 | 0.4038 | 0.6148 | 0.6064 | nan | 0.5663 | 0.6633 | 0.0 | 0.5532 | 0.6581 |
0.0527 | 55.8 | 15960 | 0.1329 | 0.3985 | 0.6074 | 0.6039 | nan | 0.5873 | 0.6275 | 0.0 | 0.5728 | 0.6228 |
0.0635 | 55.87 | 15980 | 0.1332 | 0.3944 | 0.6002 | 0.5944 | nan | 0.5671 | 0.6332 | 0.0 | 0.5538 | 0.6294 |
0.0637 | 55.94 | 16000 | 0.1292 | 0.4004 | 0.6089 | 0.5975 | nan | 0.5432 | 0.6746 | 0.0 | 0.5307 | 0.6705 |
0.041 | 56.01 | 16020 | 0.1308 | 0.3898 | 0.5930 | 0.5835 | nan | 0.5383 | 0.6476 | 0.0 | 0.5249 | 0.6444 |
0.0595 | 56.08 | 16040 | 0.1216 | 0.3951 | 0.6009 | 0.5847 | nan | 0.5071 | 0.6948 | 0.0 | 0.4991 | 0.6860 |
0.0483 | 56.15 | 16060 | 0.1295 | 0.3952 | 0.6016 | 0.5915 | nan | 0.5432 | 0.6600 | 0.0 | 0.5305 | 0.6551 |
0.0588 | 56.22 | 16080 | 0.1227 | 0.4187 | 0.6378 | 0.6299 | nan | 0.5921 | 0.6834 | 0.0 | 0.5789 | 0.6771 |
0.0393 | 56.29 | 16100 | 0.1260 | 0.3935 | 0.5994 | 0.5911 | nan | 0.5512 | 0.6477 | 0.0 | 0.5380 | 0.6425 |
0.034 | 56.36 | 16120 | 0.1317 | 0.3893 | 0.5924 | 0.5772 | nan | 0.5049 | 0.6799 | 0.0 | 0.4946 | 0.6734 |
0.0823 | 56.43 | 16140 | 0.1311 | 0.3899 | 0.5948 | 0.5877 | nan | 0.5539 | 0.6356 | 0.0 | 0.5384 | 0.6313 |
0.0544 | 56.5 | 16160 | 0.1254 | 0.4000 | 0.6085 | 0.5959 | nan | 0.5359 | 0.6810 | 0.0 | 0.5244 | 0.6756 |
0.0461 | 56.57 | 16180 | 0.1246 | 0.4085 | 0.6226 | 0.6132 | nan | 0.5685 | 0.6767 | 0.0 | 0.5544 | 0.6710 |
0.0467 | 56.64 | 16200 | 0.1238 | 0.4134 | 0.6290 | 0.6163 | nan | 0.5557 | 0.7024 | 0.0 | 0.5472 | 0.6928 |
0.0344 | 56.71 | 16220 | 0.1241 | 0.4035 | 0.6138 | 0.6003 | nan | 0.5359 | 0.6917 | 0.0 | 0.5265 | 0.6841 |
0.0341 | 56.78 | 16240 | 0.1231 | 0.4037 | 0.6147 | 0.6020 | nan | 0.5411 | 0.6884 | 0.0 | 0.5288 | 0.6823 |
0.0378 | 56.85 | 16260 | 0.1259 | 0.3942 | 0.6001 | 0.5881 | nan | 0.5308 | 0.6694 | 0.0 | 0.5195 | 0.6632 |
0.0353 | 56.92 | 16280 | 0.1176 | 0.4199 | 0.6393 | 0.6277 | nan | 0.5719 | 0.7068 | 0.0 | 0.5602 | 0.6996 |
0.0257 | 56.99 | 16300 | 0.1345 | 0.3828 | 0.5828 | 0.5747 | nan | 0.5362 | 0.6294 | 0.0 | 0.5215 | 0.6270 |
0.0481 | 57.06 | 16320 | 0.1231 | 0.4071 | 0.6193 | 0.6085 | nan | 0.5572 | 0.6813 | 0.0 | 0.5443 | 0.6770 |
0.0463 | 57.13 | 16340 | 0.1201 | 0.4106 | 0.6247 | 0.6154 | nan | 0.5712 | 0.6781 | 0.0 | 0.5578 | 0.6741 |
0.0721 | 57.2 | 16360 | 0.1240 | 0.4030 | 0.6129 | 0.5992 | nan | 0.5336 | 0.6922 | 0.0 | 0.5219 | 0.6872 |
0.0491 | 57.27 | 16380 | 0.1247 | 0.4028 | 0.6124 | 0.5981 | nan | 0.5300 | 0.6947 | 0.0 | 0.5212 | 0.6871 |
0.0442 | 57.34 | 16400 | 0.1247 | 0.3936 | 0.5986 | 0.5879 | nan | 0.5368 | 0.6604 | 0.0 | 0.5248 | 0.6560 |
0.033 | 57.41 | 16420 | 0.1229 | 0.3972 | 0.6045 | 0.5943 | nan | 0.5459 | 0.6631 | 0.0 | 0.5342 | 0.6574 |
0.0642 | 57.48 | 16440 | 0.1263 | 0.3895 | 0.5918 | 0.5794 | nan | 0.5199 | 0.6638 | 0.0 | 0.5104 | 0.6581 |
0.0723 | 57.55 | 16460 | 0.1288 | 0.3982 | 0.6052 | 0.5945 | nan | 0.5436 | 0.6667 | 0.0 | 0.5336 | 0.6609 |
0.0419 | 57.62 | 16480 | 0.1236 | 0.4125 | 0.6282 | 0.6182 | nan | 0.5707 | 0.6857 | 0.0 | 0.5584 | 0.6792 |
0.0589 | 57.69 | 16500 | 0.1206 | 0.3981 | 0.6052 | 0.5913 | nan | 0.5248 | 0.6857 | 0.0 | 0.5170 | 0.6773 |
0.0326 | 57.76 | 16520 | 0.1240 | 0.4017 | 0.6114 | 0.6017 | nan | 0.5555 | 0.6673 | 0.0 | 0.5433 | 0.6620 |
0.0464 | 57.83 | 16540 | 0.1190 | 0.4215 | 0.6411 | 0.6274 | nan | 0.5621 | 0.7201 | 0.0 | 0.5541 | 0.7105 |
0.1178 | 57.9 | 16560 | 0.1206 | 0.4110 | 0.6258 | 0.6160 | nan | 0.5690 | 0.6826 | 0.0 | 0.5570 | 0.6759 |
0.0288 | 57.97 | 16580 | 0.1133 | 0.4235 | 0.6438 | 0.6321 | nan | 0.5762 | 0.7114 | 0.0 | 0.5649 | 0.7055 |
0.0357 | 58.04 | 16600 | 0.1180 | 0.4079 | 0.6215 | 0.6091 | nan | 0.5499 | 0.6931 | 0.0 | 0.5419 | 0.6818 |
0.0538 | 58.11 | 16620 | 0.1146 | 0.4108 | 0.6266 | 0.6115 | nan | 0.5397 | 0.7134 | 0.0 | 0.5327 | 0.6996 |
0.0723 | 58.18 | 16640 | 0.1273 | 0.4001 | 0.6088 | 0.6027 | nan | 0.5737 | 0.6440 | 0.0 | 0.5595 | 0.6408 |
0.067 | 58.25 | 16660 | 0.1268 | 0.4025 | 0.6128 | 0.6040 | nan | 0.5621 | 0.6636 | 0.0 | 0.5472 | 0.6604 |
0.0266 | 58.32 | 16680 | 0.1264 | 0.4002 | 0.6088 | 0.5982 | nan | 0.5480 | 0.6695 | 0.0 | 0.5359 | 0.6648 |
0.059 | 58.39 | 16700 | 0.1394 | 0.3774 | 0.5747 | 0.5684 | nan | 0.5384 | 0.6111 | 0.0 | 0.5231 | 0.6091 |
0.0593 | 58.46 | 16720 | 0.1235 | 0.3978 | 0.6050 | 0.5954 | nan | 0.5497 | 0.6602 | 0.0 | 0.5385 | 0.6549 |
0.0553 | 58.53 | 16740 | 0.1228 | 0.4133 | 0.6291 | 0.6213 | nan | 0.5845 | 0.6736 | 0.0 | 0.5692 | 0.6707 |
0.0515 | 58.6 | 16760 | 0.1160 | 0.4095 | 0.6217 | 0.6109 | nan | 0.5594 | 0.6840 | 0.0 | 0.5489 | 0.6796 |
0.0645 | 58.67 | 16780 | 0.1267 | 0.3939 | 0.5988 | 0.5922 | nan | 0.5605 | 0.6372 | 0.0 | 0.5483 | 0.6335 |
0.0381 | 58.74 | 16800 | 0.1269 | 0.3945 | 0.6006 | 0.5932 | nan | 0.5583 | 0.6428 | 0.0 | 0.5446 | 0.6389 |
0.0416 | 58.81 | 16820 | 0.1242 | 0.4127 | 0.6289 | 0.6230 | nan | 0.5948 | 0.6629 | 0.0 | 0.5790 | 0.6592 |
0.0551 | 58.88 | 16840 | 0.1181 | 0.3974 | 0.6043 | 0.5913 | nan | 0.5294 | 0.6792 | 0.0 | 0.5190 | 0.6733 |
0.0582 | 58.95 | 16860 | 0.1222 | 0.4053 | 0.6176 | 0.6078 | nan | 0.5610 | 0.6742 | 0.0 | 0.5472 | 0.6687 |
0.0375 | 59.02 | 16880 | 0.1209 | 0.3982 | 0.6060 | 0.5920 | nan | 0.5252 | 0.6869 | 0.0 | 0.5140 | 0.6805 |
0.0424 | 59.09 | 16900 | 0.1289 | 0.3936 | 0.5993 | 0.5904 | nan | 0.5479 | 0.6506 | 0.0 | 0.5339 | 0.6469 |
0.047 | 59.16 | 16920 | 0.1235 | 0.4029 | 0.6127 | 0.6021 | nan | 0.5512 | 0.6743 | 0.0 | 0.5394 | 0.6692 |
0.0456 | 59.23 | 16940 | 0.1251 | 0.4059 | 0.6174 | 0.6060 | nan | 0.5516 | 0.6833 | 0.0 | 0.5383 | 0.6793 |
0.0565 | 59.3 | 16960 | 0.1298 | 0.3842 | 0.5843 | 0.5753 | nan | 0.5322 | 0.6364 | 0.0 | 0.5196 | 0.6331 |
0.0602 | 59.37 | 16980 | 0.1238 | 0.3932 | 0.5980 | 0.5860 | nan | 0.5291 | 0.6668 | 0.0 | 0.5180 | 0.6614 |
0.0679 | 59.44 | 17000 | 0.1222 | 0.3969 | 0.6035 | 0.5917 | nan | 0.5351 | 0.6719 | 0.0 | 0.5240 | 0.6666 |
0.0919 | 59.51 | 17020 | 0.1258 | 0.3948 | 0.6013 | 0.5931 | nan | 0.5543 | 0.6482 | 0.0 | 0.5403 | 0.6440 |
0.0655 | 59.58 | 17040 | 0.1275 | 0.4066 | 0.6196 | 0.6147 | nan | 0.5914 | 0.6477 | 0.0 | 0.5761 | 0.6438 |
0.0299 | 59.65 | 17060 | 0.1251 | 0.4013 | 0.6108 | 0.6008 | nan | 0.5530 | 0.6685 | 0.0 | 0.5403 | 0.6636 |
0.0425 | 59.72 | 17080 | 0.1224 | 0.4102 | 0.6239 | 0.6141 | nan | 0.5675 | 0.6802 | 0.0 | 0.5560 | 0.6747 |
0.0624 | 59.79 | 17100 | 0.1277 | 0.3981 | 0.6056 | 0.5987 | nan | 0.5661 | 0.6450 | 0.0 | 0.5527 | 0.6415 |
0.0394 | 59.86 | 17120 | 0.1295 | 0.3786 | 0.5758 | 0.5650 | nan | 0.5138 | 0.6378 | 0.0 | 0.5020 | 0.6337 |
0.046 | 59.93 | 17140 | 0.1267 | 0.3951 | 0.6014 | 0.5938 | nan | 0.5572 | 0.6456 | 0.0 | 0.5435 | 0.6418 |
0.0339 | 60.0 | 17160 | 0.1208 | 0.4100 | 0.6241 | 0.6140 | nan | 0.5659 | 0.6823 | 0.0 | 0.5537 | 0.6764 |
0.1047 | 60.07 | 17180 | 0.1276 | 0.4058 | 0.6178 | 0.6133 | nan | 0.5920 | 0.6436 | 0.0 | 0.5796 | 0.6379 |
0.0593 | 60.14 | 17200 | 0.1229 | 0.4115 | 0.6269 | 0.6178 | nan | 0.5746 | 0.6792 | 0.0 | 0.5618 | 0.6727 |
0.0405 | 60.21 | 17220 | 0.1226 | 0.4167 | 0.6342 | 0.6260 | nan | 0.5868 | 0.6816 | 0.0 | 0.5723 | 0.6779 |
0.042 | 60.28 | 17240 | 0.1257 | 0.4050 | 0.6161 | 0.6079 | nan | 0.5687 | 0.6634 | 0.0 | 0.5542 | 0.6608 |
0.0654 | 60.35 | 17260 | 0.1216 | 0.4151 | 0.6312 | 0.6227 | nan | 0.5821 | 0.6803 | 0.0 | 0.5684 | 0.6770 |
0.0559 | 60.42 | 17280 | 0.1241 | 0.4065 | 0.6184 | 0.6100 | nan | 0.5704 | 0.6663 | 0.0 | 0.5571 | 0.6625 |
0.0484 | 60.49 | 17300 | 0.1283 | 0.3892 | 0.5910 | 0.5794 | nan | 0.5241 | 0.6578 | 0.0 | 0.5127 | 0.6549 |
0.0523 | 60.56 | 17320 | 0.1207 | 0.4085 | 0.6211 | 0.6118 | nan | 0.5677 | 0.6744 | 0.0 | 0.5559 | 0.6696 |
0.0497 | 60.63 | 17340 | 0.1213 | 0.4032 | 0.6131 | 0.6000 | nan | 0.5376 | 0.6885 | 0.0 | 0.5265 | 0.6832 |
0.0382 | 60.7 | 17360 | 0.1299 | 0.3912 | 0.5946 | 0.5842 | nan | 0.5348 | 0.6543 | 0.0 | 0.5231 | 0.6505 |
0.0324 | 60.77 | 17380 | 0.1315 | 0.3837 | 0.5830 | 0.5724 | nan | 0.5216 | 0.6444 | 0.0 | 0.5097 | 0.6413 |
0.0337 | 60.84 | 17400 | 0.1305 | 0.3874 | 0.5888 | 0.5772 | nan | 0.5218 | 0.6557 | 0.0 | 0.5094 | 0.6527 |
0.0516 | 60.91 | 17420 | 0.1287 | 0.3849 | 0.5845 | 0.5703 | nan | 0.5027 | 0.6664 | 0.0 | 0.4920 | 0.6626 |
0.0677 | 60.98 | 17440 | 0.1273 | 0.3905 | 0.5935 | 0.5816 | nan | 0.5246 | 0.6625 | 0.0 | 0.5132 | 0.6581 |
0.0589 | 61.05 | 17460 | 0.1267 | 0.4085 | 0.6220 | 0.6139 | nan | 0.5753 | 0.6688 | 0.0 | 0.5611 | 0.6645 |
0.0455 | 61.12 | 17480 | 0.1294 | 0.3895 | 0.5923 | 0.5833 | nan | 0.5402 | 0.6445 | 0.0 | 0.5281 | 0.6405 |
0.0516 | 61.19 | 17500 | 0.1234 | 0.3983 | 0.6054 | 0.5924 | nan | 0.5302 | 0.6805 | 0.0 | 0.5201 | 0.6747 |
0.0328 | 61.26 | 17520 | 0.1268 | 0.4004 | 0.6089 | 0.5993 | nan | 0.5533 | 0.6645 | 0.0 | 0.5411 | 0.6602 |
0.0484 | 61.33 | 17540 | 0.1286 | 0.4047 | 0.6160 | 0.6080 | nan | 0.5700 | 0.6620 | 0.0 | 0.5562 | 0.6577 |
0.0405 | 61.4 | 17560 | 0.1216 | 0.3997 | 0.6072 | 0.5920 | nan | 0.5195 | 0.6950 | 0.0 | 0.5097 | 0.6893 |
0.0542 | 61.47 | 17580 | 0.1232 | 0.4060 | 0.6175 | 0.6075 | nan | 0.5597 | 0.6754 | 0.0 | 0.5471 | 0.6709 |
0.0472 | 61.54 | 17600 | 0.1268 | 0.4030 | 0.6148 | 0.6108 | nan | 0.5919 | 0.6376 | 0.0 | 0.5747 | 0.6344 |
0.0415 | 61.61 | 17620 | 0.1235 | 0.4038 | 0.6149 | 0.6057 | nan | 0.5614 | 0.6685 | 0.0 | 0.5495 | 0.6621 |
0.042 | 61.68 | 17640 | 0.1290 | 0.3923 | 0.5977 | 0.5907 | nan | 0.5572 | 0.6381 | 0.0 | 0.5423 | 0.6347 |
0.031 | 61.75 | 17660 | 0.1262 | 0.4077 | 0.6213 | 0.6120 | nan | 0.5676 | 0.6750 | 0.0 | 0.5527 | 0.6704 |
0.0493 | 61.82 | 17680 | 0.1200 | 0.4099 | 0.6230 | 0.6144 | nan | 0.5737 | 0.6722 | 0.0 | 0.5626 | 0.6672 |
0.0564 | 61.89 | 17700 | 0.1184 | 0.4237 | 0.6440 | 0.6321 | nan | 0.5750 | 0.7131 | 0.0 | 0.5643 | 0.7068 |
0.0418 | 61.96 | 17720 | 0.1224 | 0.4060 | 0.6166 | 0.6036 | nan | 0.5419 | 0.6913 | 0.0 | 0.5319 | 0.6860 |
0.0349 | 62.03 | 17740 | 0.1203 | 0.4182 | 0.6357 | 0.6255 | nan | 0.5766 | 0.6949 | 0.0 | 0.5652 | 0.6896 |
0.0387 | 62.1 | 17760 | 0.1227 | 0.4034 | 0.6128 | 0.5994 | nan | 0.5355 | 0.6902 | 0.0 | 0.5258 | 0.6844 |
0.0334 | 62.17 | 17780 | 0.1229 | 0.4040 | 0.6141 | 0.6007 | nan | 0.5367 | 0.6914 | 0.0 | 0.5253 | 0.6866 |
0.0421 | 62.24 | 17800 | 0.1211 | 0.4114 | 0.6249 | 0.6135 | nan | 0.5590 | 0.6908 | 0.0 | 0.5481 | 0.6861 |
0.0383 | 62.31 | 17820 | 0.1168 | 0.4243 | 0.6450 | 0.6336 | nan | 0.5793 | 0.7107 | 0.0 | 0.5694 | 0.7035 |
0.0577 | 62.38 | 17840 | 0.1226 | 0.4050 | 0.6157 | 0.6072 | nan | 0.5667 | 0.6647 | 0.0 | 0.5547 | 0.6604 |
0.0474 | 62.45 | 17860 | 0.1269 | 0.3946 | 0.6000 | 0.5905 | nan | 0.5451 | 0.6550 | 0.0 | 0.5333 | 0.6505 |
0.0459 | 62.52 | 17880 | 0.1271 | 0.3987 | 0.6066 | 0.5947 | nan | 0.5377 | 0.6754 | 0.0 | 0.5248 | 0.6714 |
0.0696 | 62.59 | 17900 | 0.1212 | 0.4024 | 0.6118 | 0.5958 | nan | 0.5197 | 0.7038 | 0.0 | 0.5105 | 0.6968 |
0.0564 | 62.66 | 17920 | 0.1246 | 0.4043 | 0.6144 | 0.6055 | nan | 0.5631 | 0.6658 | 0.0 | 0.5512 | 0.6617 |
0.0413 | 62.73 | 17940 | 0.1368 | 0.4038 | 0.6159 | 0.6125 | nan | 0.5965 | 0.6353 | 0.0 | 0.5789 | 0.6323 |
0.0557 | 62.8 | 17960 | 0.1336 | 0.3887 | 0.5913 | 0.5831 | nan | 0.5439 | 0.6387 | 0.0 | 0.5303 | 0.6359 |
0.0745 | 62.87 | 17980 | 0.1350 | 0.3845 | 0.5850 | 0.5792 | nan | 0.5514 | 0.6186 | 0.0 | 0.5374 | 0.6162 |
0.0373 | 62.94 | 18000 | 0.1362 | 0.3806 | 0.5785 | 0.5687 | nan | 0.5222 | 0.6347 | 0.0 | 0.5097 | 0.6320 |
0.0444 | 63.01 | 18020 | 0.1370 | 0.3900 | 0.5937 | 0.5868 | nan | 0.5541 | 0.6332 | 0.0 | 0.5395 | 0.6305 |
0.0376 | 63.08 | 18040 | 0.1276 | 0.4144 | 0.6307 | 0.6230 | nan | 0.5866 | 0.6747 | 0.0 | 0.5725 | 0.6707 |
0.068 | 63.15 | 18060 | 0.1358 | 0.3986 | 0.6070 | 0.6023 | nan | 0.5796 | 0.6344 | 0.0 | 0.5627 | 0.6330 |
0.0352 | 63.22 | 18080 | 0.1278 | 0.4128 | 0.6295 | 0.6233 | nan | 0.5940 | 0.6650 | 0.0 | 0.5750 | 0.6635 |
0.0455 | 63.29 | 18100 | 0.1282 | 0.3923 | 0.5974 | 0.5870 | nan | 0.5376 | 0.6572 | 0.0 | 0.5233 | 0.6536 |
0.0699 | 63.36 | 18120 | 0.1322 | 0.3878 | 0.5909 | 0.5837 | nan | 0.5496 | 0.6322 | 0.0 | 0.5337 | 0.6298 |
0.0577 | 63.43 | 18140 | 0.1246 | 0.4096 | 0.6243 | 0.6175 | nan | 0.5852 | 0.6633 | 0.0 | 0.5698 | 0.6590 |
0.066 | 63.5 | 18160 | 0.1188 | 0.4148 | 0.6319 | 0.6209 | nan | 0.5681 | 0.6958 | 0.0 | 0.5564 | 0.6880 |
0.0381 | 63.57 | 18180 | 0.1238 | 0.4058 | 0.6170 | 0.6069 | nan | 0.5585 | 0.6756 | 0.0 | 0.5475 | 0.6699 |
0.0732 | 63.64 | 18200 | 0.1311 | 0.3962 | 0.6030 | 0.5948 | nan | 0.5554 | 0.6506 | 0.0 | 0.5419 | 0.6468 |
0.0627 | 63.71 | 18220 | 0.1355 | 0.3880 | 0.5907 | 0.5824 | nan | 0.5425 | 0.6390 | 0.0 | 0.5283 | 0.6357 |
0.0399 | 63.78 | 18240 | 0.1307 | 0.4002 | 0.6085 | 0.5968 | nan | 0.5411 | 0.6758 | 0.0 | 0.5278 | 0.6728 |
0.0506 | 63.85 | 18260 | 0.1281 | 0.3963 | 0.6028 | 0.5911 | nan | 0.5350 | 0.6705 | 0.0 | 0.5267 | 0.6622 |
0.0413 | 63.92 | 18280 | 0.1309 | 0.4001 | 0.6094 | 0.6023 | nan | 0.5686 | 0.6502 | 0.0 | 0.5539 | 0.6465 |
0.0483 | 63.99 | 18300 | 0.1214 | 0.4190 | 0.6381 | 0.6297 | nan | 0.5895 | 0.6866 | 0.0 | 0.5771 | 0.6799 |
0.0598 | 64.06 | 18320 | 0.1249 | 0.4109 | 0.6258 | 0.6185 | nan | 0.5835 | 0.6681 | 0.0 | 0.5695 | 0.6632 |
0.0399 | 64.13 | 18340 | 0.1217 | 0.4119 | 0.6268 | 0.6207 | nan | 0.5915 | 0.6620 | 0.0 | 0.5765 | 0.6591 |
0.0371 | 64.2 | 18360 | 0.1292 | 0.4058 | 0.6177 | 0.6107 | nan | 0.5772 | 0.6581 | 0.0 | 0.5611 | 0.6564 |
0.0652 | 64.27 | 18380 | 0.1275 | 0.4013 | 0.6101 | 0.6035 | nan | 0.5717 | 0.6486 | 0.0 | 0.5585 | 0.6455 |
0.0572 | 64.34 | 18400 | 0.1243 | 0.4078 | 0.6194 | 0.6039 | nan | 0.5299 | 0.7089 | 0.0 | 0.5188 | 0.7047 |
0.0716 | 64.41 | 18420 | 0.1268 | 0.4040 | 0.6149 | 0.6076 | nan | 0.5725 | 0.6573 | 0.0 | 0.5584 | 0.6537 |
0.0573 | 64.48 | 18440 | 0.1212 | 0.4150 | 0.6319 | 0.6215 | nan | 0.5716 | 0.6922 | 0.0 | 0.5600 | 0.6852 |
0.0388 | 64.55 | 18460 | 0.1242 | 0.4099 | 0.6236 | 0.6129 | nan | 0.5616 | 0.6856 | 0.0 | 0.5489 | 0.6809 |
0.0617 | 64.62 | 18480 | 0.1284 | 0.3819 | 0.5800 | 0.5706 | nan | 0.5259 | 0.6341 | 0.0 | 0.5151 | 0.6306 |
0.037 | 64.69 | 18500 | 0.1310 | 0.3940 | 0.5983 | 0.5847 | nan | 0.5200 | 0.6766 | 0.0 | 0.5096 | 0.6723 |
0.0548 | 64.76 | 18520 | 0.1238 | 0.4171 | 0.6353 | 0.6274 | nan | 0.5898 | 0.6808 | 0.0 | 0.5743 | 0.6771 |
0.0642 | 64.83 | 18540 | 0.1183 | 0.4147 | 0.6303 | 0.6164 | nan | 0.5497 | 0.7110 | 0.0 | 0.5410 | 0.7030 |
0.0558 | 64.9 | 18560 | 0.1317 | 0.3938 | 0.5993 | 0.5891 | nan | 0.5400 | 0.6587 | 0.0 | 0.5263 | 0.6552 |
0.0822 | 64.97 | 18580 | 0.1352 | 0.3894 | 0.5926 | 0.5839 | nan | 0.5420 | 0.6433 | 0.0 | 0.5283 | 0.6400 |
0.059 | 65.03 | 18600 | 0.1276 | 0.4014 | 0.6098 | 0.5984 | nan | 0.5437 | 0.6760 | 0.0 | 0.5334 | 0.6707 |
0.0363 | 65.1 | 18620 | 0.1325 | 0.3981 | 0.6061 | 0.5961 | nan | 0.5484 | 0.6638 | 0.0 | 0.5345 | 0.6599 |
0.0669 | 65.17 | 18640 | 0.1320 | 0.3849 | 0.5862 | 0.5728 | nan | 0.5090 | 0.6633 | 0.0 | 0.4985 | 0.6563 |
0.0681 | 65.24 | 18660 | 0.1285 | 0.4108 | 0.6258 | 0.6158 | nan | 0.5684 | 0.6832 | 0.0 | 0.5544 | 0.6782 |
0.0343 | 65.31 | 18680 | 0.1320 | 0.4098 | 0.6251 | 0.6181 | nan | 0.5849 | 0.6653 | 0.0 | 0.5677 | 0.6617 |
0.0558 | 65.38 | 18700 | 0.1281 | 0.4002 | 0.6084 | 0.5984 | nan | 0.5507 | 0.6662 | 0.0 | 0.5397 | 0.6608 |
0.05 | 65.45 | 18720 | 0.1310 | 0.3947 | 0.6001 | 0.5909 | nan | 0.5472 | 0.6530 | 0.0 | 0.5355 | 0.6484 |
0.0404 | 65.52 | 18740 | 0.1316 | 0.3999 | 0.6088 | 0.5994 | nan | 0.5547 | 0.6629 | 0.0 | 0.5407 | 0.6589 |
0.0355 | 65.59 | 18760 | 0.1285 | 0.3993 | 0.6068 | 0.5985 | nan | 0.5586 | 0.6551 | 0.0 | 0.5472 | 0.6508 |
0.0455 | 65.66 | 18780 | 0.1306 | 0.4073 | 0.6203 | 0.6140 | nan | 0.5839 | 0.6568 | 0.0 | 0.5681 | 0.6538 |
0.059 | 65.73 | 18800 | 0.1328 | 0.3955 | 0.6013 | 0.5927 | nan | 0.5517 | 0.6509 | 0.0 | 0.5396 | 0.6467 |
0.0586 | 65.8 | 18820 | 0.1332 | 0.3901 | 0.5932 | 0.5812 | nan | 0.5243 | 0.6620 | 0.0 | 0.5122 | 0.6581 |
0.0623 | 65.87 | 18840 | 0.1326 | 0.3927 | 0.5977 | 0.5905 | nan | 0.5560 | 0.6394 | 0.0 | 0.5426 | 0.6355 |
0.0575 | 65.94 | 18860 | 0.1245 | 0.4123 | 0.6266 | 0.6143 | nan | 0.5557 | 0.6974 | 0.0 | 0.5453 | 0.6917 |
0.0393 | 66.01 | 18880 | 0.1289 | 0.4026 | 0.6127 | 0.6047 | nan | 0.5665 | 0.6589 | 0.0 | 0.5530 | 0.6548 |
0.0639 | 66.08 | 18900 | 0.1443 | 0.3850 | 0.5862 | 0.5813 | nan | 0.5577 | 0.6146 | 0.0 | 0.5435 | 0.6116 |
0.0405 | 66.15 | 18920 | 0.1353 | 0.3964 | 0.6044 | 0.5979 | nan | 0.5670 | 0.6418 | 0.0 | 0.5509 | 0.6384 |
0.0587 | 66.22 | 18940 | 0.1373 | 0.3952 | 0.6023 | 0.5987 | nan | 0.5816 | 0.6230 | 0.0 | 0.5658 | 0.6199 |
0.0508 | 66.29 | 18960 | 0.1358 | 0.4007 | 0.6107 | 0.6070 | nan | 0.5892 | 0.6322 | 0.0 | 0.5729 | 0.6293 |
0.0443 | 66.36 | 18980 | 0.1239 | 0.4181 | 0.6367 | 0.6293 | nan | 0.5942 | 0.6791 | 0.0 | 0.5796 | 0.6749 |
0.0382 | 66.43 | 19000 | 0.1318 | 0.3970 | 0.6042 | 0.5949 | nan | 0.5508 | 0.6576 | 0.0 | 0.5367 | 0.6542 |
0.0562 | 66.5 | 19020 | 0.1377 | 0.3838 | 0.5840 | 0.5747 | nan | 0.5303 | 0.6376 | 0.0 | 0.5168 | 0.6347 |
0.0402 | 66.57 | 19040 | 0.1338 | 0.4016 | 0.6112 | 0.6046 | nan | 0.5732 | 0.6493 | 0.0 | 0.5587 | 0.6460 |
0.0356 | 66.64 | 19060 | 0.1337 | 0.3910 | 0.5943 | 0.5852 | nan | 0.5415 | 0.6471 | 0.0 | 0.5294 | 0.6435 |
0.0493 | 66.71 | 19080 | 0.1313 | 0.3951 | 0.6017 | 0.5954 | nan | 0.5657 | 0.6377 | 0.0 | 0.5508 | 0.6344 |
0.0472 | 66.78 | 19100 | 0.1316 | 0.3926 | 0.5972 | 0.5864 | nan | 0.5348 | 0.6596 | 0.0 | 0.5220 | 0.6559 |
0.0391 | 66.85 | 19120 | 0.1312 | 0.3978 | 0.6059 | 0.5992 | nan | 0.5672 | 0.6445 | 0.0 | 0.5524 | 0.6411 |
0.0429 | 66.92 | 19140 | 0.1260 | 0.4015 | 0.6105 | 0.6002 | nan | 0.5507 | 0.6704 | 0.0 | 0.5402 | 0.6643 |
0.0674 | 66.99 | 19160 | 0.1308 | 0.3944 | 0.5997 | 0.5900 | nan | 0.5439 | 0.6555 | 0.0 | 0.5327 | 0.6506 |
0.038 | 67.06 | 19180 | 0.1310 | 0.3913 | 0.5949 | 0.5835 | nan | 0.5292 | 0.6606 | 0.0 | 0.5201 | 0.6537 |
0.0428 | 67.13 | 19200 | 0.1404 | 0.3871 | 0.5890 | 0.5823 | nan | 0.5499 | 0.6282 | 0.0 | 0.5373 | 0.6239 |
0.0307 | 67.2 | 19220 | 0.1370 | 0.3985 | 0.6068 | 0.6002 | nan | 0.5688 | 0.6447 | 0.0 | 0.5542 | 0.6414 |
0.0586 | 67.27 | 19240 | 0.1421 | 0.3854 | 0.5874 | 0.5832 | nan | 0.5633 | 0.6115 | 0.0 | 0.5477 | 0.6085 |
0.0524 | 67.34 | 19260 | 0.1355 | 0.4031 | 0.6141 | 0.6104 | nan | 0.5928 | 0.6355 | 0.0 | 0.5778 | 0.6315 |
0.0399 | 67.41 | 19280 | 0.1307 | 0.4049 | 0.6163 | 0.6093 | nan | 0.5760 | 0.6566 | 0.0 | 0.5622 | 0.6526 |
0.0532 | 67.48 | 19300 | 0.1304 | 0.4009 | 0.6095 | 0.5992 | nan | 0.5496 | 0.6694 | 0.0 | 0.5375 | 0.6654 |
0.049 | 67.55 | 19320 | 0.1303 | 0.4013 | 0.6109 | 0.6023 | nan | 0.5613 | 0.6605 | 0.0 | 0.5469 | 0.6569 |
0.0606 | 67.62 | 19340 | 0.1310 | 0.3943 | 0.5998 | 0.5910 | nan | 0.5490 | 0.6507 | 0.0 | 0.5363 | 0.6467 |
0.052 | 67.69 | 19360 | 0.1347 | 0.3890 | 0.5913 | 0.5814 | nan | 0.5338 | 0.6488 | 0.0 | 0.5222 | 0.6450 |
0.0269 | 67.76 | 19380 | 0.1327 | 0.4041 | 0.6151 | 0.6057 | nan | 0.5607 | 0.6694 | 0.0 | 0.5467 | 0.6655 |
0.0532 | 67.83 | 19400 | 0.1305 | 0.4113 | 0.6260 | 0.6169 | nan | 0.5736 | 0.6783 | 0.0 | 0.5595 | 0.6744 |
0.0577 | 67.9 | 19420 | 0.1384 | 0.3826 | 0.5817 | 0.5715 | nan | 0.5228 | 0.6406 | 0.0 | 0.5101 | 0.6378 |
0.0584 | 67.97 | 19440 | 0.1350 | 0.3954 | 0.6020 | 0.5930 | nan | 0.5498 | 0.6542 | 0.0 | 0.5355 | 0.6507 |
0.0514 | 68.04 | 19460 | 0.1307 | 0.4104 | 0.6252 | 0.6189 | nan | 0.5889 | 0.6614 | 0.0 | 0.5742 | 0.6570 |
0.0626 | 68.11 | 19480 | 0.1332 | 0.3916 | 0.5960 | 0.5881 | nan | 0.5504 | 0.6417 | 0.0 | 0.5372 | 0.6376 |
0.0406 | 68.18 | 19500 | 0.1278 | 0.4086 | 0.6216 | 0.6118 | nan | 0.5645 | 0.6788 | 0.0 | 0.5528 | 0.6732 |
0.0402 | 68.25 | 19520 | 0.1327 | 0.4012 | 0.6108 | 0.6031 | nan | 0.5660 | 0.6556 | 0.0 | 0.5522 | 0.6514 |
0.037 | 68.32 | 19540 | 0.1390 | 0.3915 | 0.5958 | 0.5871 | nan | 0.5455 | 0.6462 | 0.0 | 0.5309 | 0.6435 |
0.0443 | 68.39 | 19560 | 0.1389 | 0.3892 | 0.5924 | 0.5844 | nan | 0.5466 | 0.6382 | 0.0 | 0.5323 | 0.6353 |
0.0505 | 68.46 | 19580 | 0.1295 | 0.3994 | 0.6069 | 0.5951 | nan | 0.5386 | 0.6753 | 0.0 | 0.5275 | 0.6707 |
0.0406 | 68.53 | 19600 | 0.1301 | 0.3996 | 0.6071 | 0.5958 | nan | 0.5420 | 0.6721 | 0.0 | 0.5322 | 0.6666 |
0.0547 | 68.6 | 19620 | 0.1296 | 0.4008 | 0.6091 | 0.6004 | nan | 0.5588 | 0.6594 | 0.0 | 0.5469 | 0.6555 |
0.0524 | 68.67 | 19640 | 0.1277 | 0.4142 | 0.6303 | 0.6233 | nan | 0.5899 | 0.6707 | 0.0 | 0.5755 | 0.6670 |
0.0577 | 68.74 | 19660 | 0.1322 | 0.3975 | 0.6050 | 0.6001 | nan | 0.5768 | 0.6332 | 0.0 | 0.5632 | 0.6294 |
0.0336 | 68.81 | 19680 | 0.1286 | 0.4058 | 0.6168 | 0.6064 | nan | 0.5563 | 0.6774 | 0.0 | 0.5434 | 0.6740 |
0.0304 | 68.88 | 19700 | 0.1258 | 0.4094 | 0.6223 | 0.6137 | nan | 0.5724 | 0.6723 | 0.0 | 0.5604 | 0.6678 |
0.0383 | 68.95 | 19720 | 0.1304 | 0.4000 | 0.6087 | 0.6014 | nan | 0.5664 | 0.6511 | 0.0 | 0.5523 | 0.6477 |
0.0391 | 69.02 | 19740 | 0.1283 | 0.4009 | 0.6101 | 0.6011 | nan | 0.5582 | 0.6621 | 0.0 | 0.5444 | 0.6583 |
0.0466 | 69.09 | 19760 | 0.1284 | 0.4000 | 0.6081 | 0.5982 | nan | 0.5507 | 0.6656 | 0.0 | 0.5387 | 0.6615 |
0.0631 | 69.16 | 19780 | 0.1464 | 0.3725 | 0.5666 | 0.5612 | nan | 0.5353 | 0.5979 | 0.0 | 0.5221 | 0.5954 |
0.0438 | 69.23 | 19800 | 0.1353 | 0.3925 | 0.5967 | 0.5864 | nan | 0.5371 | 0.6564 | 0.0 | 0.5252 | 0.6524 |
0.0327 | 69.3 | 19820 | 0.1283 | 0.4058 | 0.6177 | 0.6077 | nan | 0.5602 | 0.6752 | 0.0 | 0.5480 | 0.6693 |
0.0555 | 69.37 | 19840 | 0.1258 | 0.4101 | 0.6244 | 0.6165 | nan | 0.5787 | 0.6702 | 0.0 | 0.5643 | 0.6661 |
0.0504 | 69.44 | 19860 | 0.1280 | 0.4038 | 0.6148 | 0.6077 | nan | 0.5739 | 0.6557 | 0.0 | 0.5598 | 0.6515 |
0.037 | 69.51 | 19880 | 0.1316 | 0.4001 | 0.6089 | 0.6006 | nan | 0.5610 | 0.6567 | 0.0 | 0.5472 | 0.6530 |
0.0705 | 69.58 | 19900 | 0.1313 | 0.4062 | 0.6179 | 0.6071 | nan | 0.5552 | 0.6807 | 0.0 | 0.5415 | 0.6772 |
0.0336 | 69.65 | 19920 | 0.1310 | 0.4024 | 0.6112 | 0.6003 | nan | 0.5479 | 0.6746 | 0.0 | 0.5369 | 0.6702 |
0.058 | 69.72 | 19940 | 0.1318 | 0.4051 | 0.6159 | 0.6062 | nan | 0.5598 | 0.6721 | 0.0 | 0.5469 | 0.6685 |
0.0476 | 69.79 | 19960 | 0.1279 | 0.4017 | 0.6107 | 0.6001 | nan | 0.5493 | 0.6720 | 0.0 | 0.5371 | 0.6679 |
0.0533 | 69.86 | 19980 | 0.1345 | 0.3896 | 0.5923 | 0.5803 | nan | 0.5227 | 0.6619 | 0.0 | 0.5102 | 0.6585 |
0.0515 | 69.93 | 20000 | 0.1283 | 0.3967 | 0.6035 | 0.5931 | nan | 0.5437 | 0.6632 | 0.0 | 0.5305 | 0.6596 |
0.0469 | 70.0 | 20020 | 0.1314 | 0.4017 | 0.6114 | 0.6025 | nan | 0.5597 | 0.6631 | 0.0 | 0.5455 | 0.6597 |
0.0507 | 70.07 | 20040 | 0.1325 | 0.3937 | 0.5987 | 0.5901 | nan | 0.5487 | 0.6488 | 0.0 | 0.5356 | 0.6456 |
0.0592 | 70.14 | 20060 | 0.1292 | 0.4006 | 0.6082 | 0.5954 | nan | 0.5343 | 0.6822 | 0.0 | 0.5223 | 0.6794 |
0.0406 | 70.21 | 20080 | 0.1273 | 0.4125 | 0.6271 | 0.6189 | nan | 0.5794 | 0.6748 | 0.0 | 0.5663 | 0.6713 |
0.087 | 70.28 | 20100 | 0.1337 | 0.3938 | 0.5985 | 0.5872 | nan | 0.5333 | 0.6638 | 0.0 | 0.5214 | 0.6601 |
0.0517 | 70.35 | 20120 | 0.1344 | 0.3940 | 0.5998 | 0.5927 | nan | 0.5590 | 0.6405 | 0.0 | 0.5444 | 0.6377 |
0.0367 | 70.42 | 20140 | 0.1299 | 0.4078 | 0.6209 | 0.6131 | nan | 0.5757 | 0.6662 | 0.0 | 0.5608 | 0.6627 |
0.0399 | 70.49 | 20160 | 0.1349 | 0.4007 | 0.6090 | 0.6000 | nan | 0.5571 | 0.6608 | 0.0 | 0.5447 | 0.6573 |
0.0467 | 70.56 | 20180 | 0.1321 | 0.4002 | 0.6083 | 0.5996 | nan | 0.5582 | 0.6584 | 0.0 | 0.5451 | 0.6555 |
0.062 | 70.63 | 20200 | 0.1352 | 0.3914 | 0.5957 | 0.5867 | nan | 0.5438 | 0.6477 | 0.0 | 0.5288 | 0.6453 |
0.0731 | 70.7 | 20220 | 0.1338 | 0.3886 | 0.5906 | 0.5810 | nan | 0.5348 | 0.6464 | 0.0 | 0.5229 | 0.6429 |
0.0468 | 70.77 | 20240 | 0.1322 | 0.3952 | 0.6006 | 0.5862 | nan | 0.5174 | 0.6839 | 0.0 | 0.5075 | 0.6781 |
0.0408 | 70.84 | 20260 | 0.1342 | 0.3924 | 0.5970 | 0.5840 | nan | 0.5221 | 0.6718 | 0.0 | 0.5104 | 0.6669 |
0.0619 | 70.91 | 20280 | 0.1265 | 0.4080 | 0.6202 | 0.6109 | nan | 0.5664 | 0.6740 | 0.0 | 0.5543 | 0.6696 |
0.0495 | 70.98 | 20300 | 0.1316 | 0.3940 | 0.5985 | 0.5875 | nan | 0.5353 | 0.6617 | 0.0 | 0.5239 | 0.6582 |
0.0412 | 71.05 | 20320 | 0.1300 | 0.4106 | 0.6241 | 0.6137 | nan | 0.5640 | 0.6841 | 0.0 | 0.5523 | 0.6795 |
0.0369 | 71.12 | 20340 | 0.1322 | 0.3999 | 0.6072 | 0.5963 | nan | 0.5444 | 0.6699 | 0.0 | 0.5344 | 0.6654 |
0.0461 | 71.19 | 20360 | 0.1339 | 0.3798 | 0.5763 | 0.5636 | nan | 0.5030 | 0.6496 | 0.0 | 0.4933 | 0.6460 |
0.0468 | 71.26 | 20380 | 0.1298 | 0.3899 | 0.5924 | 0.5817 | nan | 0.5304 | 0.6544 | 0.0 | 0.5200 | 0.6498 |
0.038 | 71.33 | 20400 | 0.1381 | 0.3826 | 0.5811 | 0.5718 | nan | 0.5272 | 0.6350 | 0.0 | 0.5165 | 0.6314 |
0.045 | 71.4 | 20420 | 0.1348 | 0.3822 | 0.5799 | 0.5682 | nan | 0.5126 | 0.6472 | 0.0 | 0.5047 | 0.6419 |
0.0574 | 71.47 | 20440 | 0.1331 | 0.3852 | 0.5847 | 0.5735 | nan | 0.5203 | 0.6490 | 0.0 | 0.5122 | 0.6435 |
0.0433 | 71.54 | 20460 | 0.1299 | 0.3994 | 0.6066 | 0.5968 | nan | 0.5501 | 0.6632 | 0.0 | 0.5389 | 0.6594 |
0.0638 | 71.61 | 20480 | 0.1334 | 0.4066 | 0.6189 | 0.6152 | nan | 0.5974 | 0.6404 | 0.0 | 0.5825 | 0.6374 |
0.0322 | 71.68 | 20500 | 0.1359 | 0.4104 | 0.6236 | 0.6161 | nan | 0.5802 | 0.6671 | 0.0 | 0.5681 | 0.6630 |
0.0327 | 71.75 | 20520 | 0.1412 | 0.3886 | 0.5915 | 0.5878 | nan | 0.5701 | 0.6128 | 0.0 | 0.5553 | 0.6107 |
0.0499 | 71.82 | 20540 | 0.1322 | 0.4036 | 0.6132 | 0.6016 | nan | 0.5461 | 0.6803 | 0.0 | 0.5350 | 0.6758 |
0.0697 | 71.89 | 20560 | 0.1274 | 0.3984 | 0.6057 | 0.5919 | nan | 0.5258 | 0.6856 | 0.0 | 0.5163 | 0.6790 |
0.0682 | 71.96 | 20580 | 0.1347 | 0.3877 | 0.5891 | 0.5782 | nan | 0.5260 | 0.6523 | 0.0 | 0.5150 | 0.6482 |
0.0541 | 72.03 | 20600 | 0.1352 | 0.3900 | 0.5928 | 0.5837 | nan | 0.5406 | 0.6450 | 0.0 | 0.5273 | 0.6428 |
0.054 | 72.1 | 20620 | 0.1345 | 0.3975 | 0.6047 | 0.6001 | nan | 0.5781 | 0.6313 | 0.0 | 0.5634 | 0.6291 |
0.0468 | 72.17 | 20640 | 0.1301 | 0.3954 | 0.5999 | 0.5881 | nan | 0.5318 | 0.6681 | 0.0 | 0.5218 | 0.6645 |
0.0502 | 72.24 | 20660 | 0.1278 | 0.3941 | 0.5984 | 0.5897 | nan | 0.5481 | 0.6487 | 0.0 | 0.5370 | 0.6453 |
0.0407 | 72.31 | 20680 | 0.1241 | 0.4099 | 0.6230 | 0.6107 | nan | 0.5517 | 0.6943 | 0.0 | 0.5439 | 0.6859 |
0.0268 | 72.38 | 20700 | 0.1253 | 0.4153 | 0.6313 | 0.6227 | nan | 0.5819 | 0.6807 | 0.0 | 0.5728 | 0.6731 |
0.0513 | 72.45 | 20720 | 0.1253 | 0.4097 | 0.6230 | 0.6144 | nan | 0.5730 | 0.6731 | 0.0 | 0.5614 | 0.6678 |
0.0414 | 72.52 | 20740 | 0.1278 | 0.4098 | 0.6230 | 0.6163 | nan | 0.5842 | 0.6618 | 0.0 | 0.5729 | 0.6565 |
0.0338 | 72.59 | 20760 | 0.1303 | 0.4045 | 0.6148 | 0.6065 | nan | 0.5664 | 0.6633 | 0.0 | 0.5542 | 0.6593 |
0.0341 | 72.66 | 20780 | 0.1319 | 0.4048 | 0.6156 | 0.6073 | nan | 0.5678 | 0.6634 | 0.0 | 0.5543 | 0.6600 |
0.0833 | 72.73 | 20800 | 0.1276 | 0.4023 | 0.6111 | 0.5985 | nan | 0.5384 | 0.6837 | 0.0 | 0.5289 | 0.6782 |
0.0703 | 72.8 | 20820 | 0.1229 | 0.4153 | 0.6308 | 0.6173 | nan | 0.5530 | 0.7087 | 0.0 | 0.5436 | 0.7022 |
0.0637 | 72.87 | 20840 | 0.1359 | 0.3952 | 0.6011 | 0.5966 | nan | 0.5747 | 0.6275 | 0.0 | 0.5611 | 0.6244 |
0.0407 | 72.94 | 20860 | 0.1295 | 0.4040 | 0.6140 | 0.6052 | nan | 0.5631 | 0.6648 | 0.0 | 0.5515 | 0.6605 |
0.0472 | 73.01 | 20880 | 0.1296 | 0.4063 | 0.6169 | 0.6073 | nan | 0.5611 | 0.6727 | 0.0 | 0.5507 | 0.6683 |
0.0446 | 73.08 | 20900 | 0.1275 | 0.4123 | 0.6269 | 0.6161 | nan | 0.5644 | 0.6895 | 0.0 | 0.5512 | 0.6857 |
0.0425 | 73.15 | 20920 | 0.1234 | 0.4294 | 0.6535 | 0.6466 | nan | 0.6136 | 0.6933 | 0.0 | 0.6005 | 0.6878 |
0.062 | 73.22 | 20940 | 0.1307 | 0.4085 | 0.6212 | 0.6162 | nan | 0.5923 | 0.6500 | 0.0 | 0.5788 | 0.6467 |
0.063 | 73.29 | 20960 | 0.1336 | 0.3908 | 0.5938 | 0.5852 | nan | 0.5444 | 0.6432 | 0.0 | 0.5324 | 0.6401 |
0.0607 | 73.36 | 20980 | 0.1282 | 0.4006 | 0.6093 | 0.5981 | nan | 0.5447 | 0.6739 | 0.0 | 0.5339 | 0.6677 |
0.0634 | 73.43 | 21000 | 0.1284 | 0.4121 | 0.6270 | 0.6207 | nan | 0.5908 | 0.6632 | 0.0 | 0.5772 | 0.6590 |
0.0321 | 73.5 | 21020 | 0.1250 | 0.4242 | 0.6450 | 0.6333 | nan | 0.5776 | 0.7123 | 0.0 | 0.5653 | 0.7074 |
0.0469 | 73.57 | 21040 | 0.1280 | 0.4010 | 0.6100 | 0.5963 | nan | 0.5309 | 0.6891 | 0.0 | 0.5224 | 0.6807 |
0.0363 | 73.64 | 21060 | 0.1423 | 0.3809 | 0.5795 | 0.5729 | nan | 0.5415 | 0.6175 | 0.0 | 0.5279 | 0.6146 |
0.0618 | 73.71 | 21080 | 0.1352 | 0.4023 | 0.6124 | 0.6070 | nan | 0.5809 | 0.6439 | 0.0 | 0.5661 | 0.6409 |
0.0451 | 73.78 | 21100 | 0.1339 | 0.3911 | 0.5947 | 0.5847 | nan | 0.5369 | 0.6525 | 0.0 | 0.5236 | 0.6497 |
0.052 | 73.85 | 21120 | 0.1332 | 0.3994 | 0.6072 | 0.5983 | nan | 0.5558 | 0.6587 | 0.0 | 0.5430 | 0.6551 |
0.0609 | 73.92 | 21140 | 0.1358 | 0.3974 | 0.6042 | 0.5963 | nan | 0.5584 | 0.6501 | 0.0 | 0.5452 | 0.6469 |
0.0317 | 73.99 | 21160 | 0.1330 | 0.4011 | 0.6102 | 0.6024 | nan | 0.5649 | 0.6556 | 0.0 | 0.5512 | 0.6520 |
0.045 | 74.06 | 21180 | 0.1327 | 0.4006 | 0.6110 | 0.6044 | nan | 0.5730 | 0.6491 | 0.0 | 0.5557 | 0.6461 |
0.0502 | 74.13 | 21200 | 0.1305 | 0.4103 | 0.6253 | 0.6185 | nan | 0.5859 | 0.6647 | 0.0 | 0.5698 | 0.6610 |
0.0479 | 74.2 | 21220 | 0.1312 | 0.4024 | 0.6115 | 0.6013 | nan | 0.5524 | 0.6706 | 0.0 | 0.5422 | 0.6649 |
0.0429 | 74.27 | 21240 | 0.1316 | 0.4032 | 0.6130 | 0.6013 | nan | 0.5457 | 0.6802 | 0.0 | 0.5356 | 0.6740 |
0.0228 | 74.34 | 21260 | 0.1289 | 0.4093 | 0.6223 | 0.6130 | nan | 0.5686 | 0.6760 | 0.0 | 0.5559 | 0.6721 |
0.046 | 74.41 | 21280 | 0.1306 | 0.4117 | 0.6260 | 0.6165 | nan | 0.5710 | 0.6810 | 0.0 | 0.5587 | 0.6765 |
0.0512 | 74.48 | 21300 | 0.1318 | 0.4072 | 0.6188 | 0.6090 | nan | 0.5618 | 0.6759 | 0.0 | 0.5515 | 0.6702 |
0.0423 | 74.55 | 21320 | 0.1265 | 0.4172 | 0.6356 | 0.6268 | nan | 0.5847 | 0.6865 | 0.0 | 0.5732 | 0.6783 |
0.0475 | 74.62 | 21340 | 0.1390 | 0.3906 | 0.5965 | 0.5917 | nan | 0.5690 | 0.6241 | 0.0 | 0.5502 | 0.6215 |
0.0332 | 74.69 | 21360 | 0.1335 | 0.3968 | 0.6045 | 0.5978 | nan | 0.5659 | 0.6430 | 0.0 | 0.5509 | 0.6394 |
0.0352 | 74.76 | 21380 | 0.1243 | 0.4161 | 0.6337 | 0.6220 | nan | 0.5663 | 0.7011 | 0.0 | 0.5549 | 0.6935 |
0.0451 | 74.83 | 21400 | 0.1339 | 0.3971 | 0.6044 | 0.5985 | nan | 0.5703 | 0.6384 | 0.0 | 0.5559 | 0.6353 |
0.0416 | 74.9 | 21420 | 0.1276 | 0.4103 | 0.6241 | 0.6137 | nan | 0.5636 | 0.6846 | 0.0 | 0.5521 | 0.6788 |
0.0412 | 74.97 | 21440 | 0.1230 | 0.4082 | 0.6201 | 0.6079 | nan | 0.5501 | 0.6900 | 0.0 | 0.5398 | 0.6848 |
0.045 | 75.03 | 21460 | 0.1242 | 0.4154 | 0.6321 | 0.6249 | nan | 0.5903 | 0.6738 | 0.0 | 0.5771 | 0.6692 |
0.0531 | 75.1 | 21480 | 0.1232 | 0.4053 | 0.6165 | 0.6048 | nan | 0.5484 | 0.6847 | 0.0 | 0.5373 | 0.6785 |
0.052 | 75.17 | 21500 | 0.1280 | 0.4013 | 0.6102 | 0.6008 | nan | 0.5561 | 0.6642 | 0.0 | 0.5435 | 0.6603 |
0.0443 | 75.24 | 21520 | 0.1266 | 0.4048 | 0.6157 | 0.6026 | nan | 0.5398 | 0.6916 | 0.0 | 0.5289 | 0.6856 |
0.0419 | 75.31 | 21540 | 0.1272 | 0.4029 | 0.6130 | 0.6015 | nan | 0.5464 | 0.6796 | 0.0 | 0.5342 | 0.6746 |
0.0372 | 75.38 | 21560 | 0.1249 | 0.4158 | 0.6328 | 0.6220 | nan | 0.5703 | 0.6952 | 0.0 | 0.5581 | 0.6894 |
0.0643 | 75.45 | 21580 | 0.1266 | 0.4141 | 0.6304 | 0.6203 | nan | 0.5719 | 0.6890 | 0.0 | 0.5573 | 0.6849 |
0.0559 | 75.52 | 21600 | 0.1250 | 0.4058 | 0.6164 | 0.6033 | nan | 0.5407 | 0.6921 | 0.0 | 0.5311 | 0.6863 |
0.0358 | 75.59 | 21620 | 0.1322 | 0.4051 | 0.6163 | 0.6066 | nan | 0.5598 | 0.6728 | 0.0 | 0.5462 | 0.6691 |
0.0394 | 75.66 | 21640 | 0.1330 | 0.3984 | 0.6061 | 0.5958 | nan | 0.5468 | 0.6653 | 0.0 | 0.5338 | 0.6614 |
0.0598 | 75.73 | 21660 | 0.1284 | 0.4062 | 0.6182 | 0.6094 | nan | 0.5673 | 0.6691 | 0.0 | 0.5543 | 0.6645 |
0.0364 | 75.8 | 21680 | 0.1252 | 0.4079 | 0.6203 | 0.6100 | nan | 0.5606 | 0.6799 | 0.0 | 0.5504 | 0.6734 |
0.0478 | 75.87 | 21700 | 0.1279 | 0.4115 | 0.6258 | 0.6168 | nan | 0.5740 | 0.6775 | 0.0 | 0.5619 | 0.6726 |
0.0306 | 75.94 | 21720 | 0.1306 | 0.4225 | 0.6435 | 0.6407 | nan | 0.6276 | 0.6593 | 0.0 | 0.6117 | 0.6558 |
0.0431 | 76.01 | 21740 | 0.1295 | 0.4091 | 0.6218 | 0.6135 | nan | 0.5740 | 0.6695 | 0.0 | 0.5618 | 0.6654 |
0.0539 | 76.08 | 21760 | 0.1326 | 0.3949 | 0.5999 | 0.5857 | nan | 0.5179 | 0.6818 | 0.0 | 0.5089 | 0.6758 |
0.0637 | 76.15 | 21780 | 0.1379 | 0.4052 | 0.6168 | 0.6083 | nan | 0.5676 | 0.6660 | 0.0 | 0.5523 | 0.6632 |
0.0624 | 76.22 | 21800 | 0.1338 | 0.3944 | 0.5994 | 0.5892 | nan | 0.5405 | 0.6583 | 0.0 | 0.5279 | 0.6551 |
0.0442 | 76.29 | 21820 | 0.1301 | 0.4035 | 0.6139 | 0.6036 | nan | 0.5544 | 0.6733 | 0.0 | 0.5430 | 0.6675 |
0.0366 | 76.36 | 21840 | 0.1292 | 0.4165 | 0.6340 | 0.6257 | nan | 0.5858 | 0.6822 | 0.0 | 0.5718 | 0.6776 |
0.0453 | 76.43 | 21860 | 0.1269 | 0.4122 | 0.6276 | 0.6184 | nan | 0.5745 | 0.6807 | 0.0 | 0.5613 | 0.6754 |
0.0363 | 76.5 | 21880 | 0.1256 | 0.4151 | 0.6318 | 0.6228 | nan | 0.5800 | 0.6835 | 0.0 | 0.5673 | 0.6781 |
0.0313 | 76.57 | 21900 | 0.1279 | 0.4064 | 0.6185 | 0.6092 | nan | 0.5652 | 0.6718 | 0.0 | 0.5525 | 0.6668 |
0.037 | 76.64 | 21920 | 0.1283 | 0.4153 | 0.6319 | 0.6247 | nan | 0.5903 | 0.6736 | 0.0 | 0.5760 | 0.6699 |
0.0594 | 76.71 | 21940 | 0.1316 | 0.4008 | 0.6097 | 0.5987 | nan | 0.5465 | 0.6729 | 0.0 | 0.5337 | 0.6686 |
0.0367 | 76.78 | 21960 | 0.1358 | 0.4039 | 0.6149 | 0.6073 | nan | 0.5710 | 0.6589 | 0.0 | 0.5566 | 0.6550 |
0.0706 | 76.85 | 21980 | 0.1323 | 0.4012 | 0.6101 | 0.5992 | nan | 0.5470 | 0.6733 | 0.0 | 0.5357 | 0.6678 |
0.0365 | 76.92 | 22000 | 0.1348 | 0.4044 | 0.6157 | 0.6093 | nan | 0.5786 | 0.6529 | 0.0 | 0.5627 | 0.6505 |
0.0505 | 76.99 | 22020 | 0.1331 | 0.3992 | 0.6075 | 0.6004 | nan | 0.5660 | 0.6491 | 0.0 | 0.5522 | 0.6455 |
0.0686 | 77.06 | 22040 | 0.1312 | 0.4068 | 0.6193 | 0.6132 | nan | 0.5842 | 0.6543 | 0.0 | 0.5688 | 0.6517 |
0.0622 | 77.13 | 22060 | 0.1229 | 0.4144 | 0.6305 | 0.6200 | nan | 0.5698 | 0.6911 | 0.0 | 0.5576 | 0.6855 |
0.0569 | 77.2 | 22080 | 0.1279 | 0.4063 | 0.6179 | 0.6087 | nan | 0.5648 | 0.6709 | 0.0 | 0.5532 | 0.6657 |
0.0493 | 77.27 | 22100 | 0.1378 | 0.3819 | 0.5808 | 0.5727 | nan | 0.5343 | 0.6272 | 0.0 | 0.5224 | 0.6235 |
0.0668 | 77.34 | 22120 | 0.1307 | 0.4046 | 0.6150 | 0.6066 | nan | 0.5666 | 0.6635 | 0.0 | 0.5546 | 0.6591 |
0.0427 | 77.41 | 22140 | 0.1302 | 0.4081 | 0.6208 | 0.6116 | nan | 0.5676 | 0.6740 | 0.0 | 0.5561 | 0.6682 |
0.0675 | 77.48 | 22160 | 0.1269 | 0.4046 | 0.6148 | 0.6034 | nan | 0.5491 | 0.6805 | 0.0 | 0.5389 | 0.6750 |
0.0414 | 77.55 | 22180 | 0.1250 | 0.4155 | 0.6320 | 0.6237 | nan | 0.5840 | 0.6800 | 0.0 | 0.5720 | 0.6746 |
0.056 | 77.62 | 22200 | 0.1344 | 0.4026 | 0.6128 | 0.6064 | nan | 0.5757 | 0.6499 | 0.0 | 0.5612 | 0.6467 |
0.0407 | 77.69 | 22220 | 0.1326 | 0.4118 | 0.6271 | 0.6210 | nan | 0.5917 | 0.6625 | 0.0 | 0.5759 | 0.6595 |
0.0389 | 77.76 | 22240 | 0.1333 | 0.4030 | 0.6136 | 0.6083 | nan | 0.5831 | 0.6441 | 0.0 | 0.5685 | 0.6405 |
0.0608 | 77.83 | 22260 | 0.1288 | 0.4213 | 0.6408 | 0.6305 | nan | 0.5812 | 0.7004 | 0.0 | 0.5685 | 0.6955 |
0.0261 | 77.9 | 22280 | 0.1290 | 0.4125 | 0.6272 | 0.6188 | nan | 0.5788 | 0.6756 | 0.0 | 0.5660 | 0.6714 |
0.0723 | 77.97 | 22300 | 0.1319 | 0.4067 | 0.6185 | 0.6094 | nan | 0.5657 | 0.6713 | 0.0 | 0.5536 | 0.6667 |
0.0395 | 78.04 | 22320 | 0.1303 | 0.4193 | 0.6380 | 0.6303 | nan | 0.5940 | 0.6819 | 0.0 | 0.5809 | 0.6771 |
0.0643 | 78.11 | 22340 | 0.1276 | 0.4234 | 0.6436 | 0.6335 | nan | 0.5854 | 0.7017 | 0.0 | 0.5728 | 0.6974 |
0.0358 | 78.18 | 22360 | 0.1347 | 0.4090 | 0.6218 | 0.6156 | nan | 0.5859 | 0.6576 | 0.0 | 0.5724 | 0.6546 |
0.031 | 78.25 | 22380 | 0.1302 | 0.4126 | 0.6277 | 0.6197 | nan | 0.5813 | 0.6742 | 0.0 | 0.5694 | 0.6684 |
0.052 | 78.32 | 22400 | 0.1287 | 0.4118 | 0.6267 | 0.6187 | nan | 0.5805 | 0.6730 | 0.0 | 0.5686 | 0.6668 |
0.0456 | 78.39 | 22420 | 0.1299 | 0.4139 | 0.6295 | 0.6216 | nan | 0.5838 | 0.6752 | 0.0 | 0.5720 | 0.6698 |
0.0418 | 78.46 | 22440 | 0.1270 | 0.4102 | 0.6235 | 0.6144 | nan | 0.5712 | 0.6757 | 0.0 | 0.5588 | 0.6717 |
0.0554 | 78.53 | 22460 | 0.1304 | 0.4086 | 0.6208 | 0.6112 | nan | 0.5650 | 0.6767 | 0.0 | 0.5533 | 0.6723 |
0.0708 | 78.6 | 22480 | 0.1304 | 0.4131 | 0.6286 | 0.6208 | nan | 0.5836 | 0.6735 | 0.0 | 0.5699 | 0.6694 |
0.0296 | 78.67 | 22500 | 0.1293 | 0.4155 | 0.6320 | 0.6252 | nan | 0.5926 | 0.6715 | 0.0 | 0.5801 | 0.6663 |
0.038 | 78.74 | 22520 | 0.1298 | 0.4101 | 0.6232 | 0.6148 | nan | 0.5748 | 0.6716 | 0.0 | 0.5632 | 0.6672 |
0.055 | 78.81 | 22540 | 0.1274 | 0.4137 | 0.6288 | 0.6180 | nan | 0.5662 | 0.6914 | 0.0 | 0.5554 | 0.6858 |
0.0344 | 78.88 | 22560 | 0.1281 | 0.4135 | 0.6280 | 0.6179 | nan | 0.5697 | 0.6863 | 0.0 | 0.5602 | 0.6804 |
0.0408 | 78.95 | 22580 | 0.1272 | 0.4107 | 0.6235 | 0.6093 | nan | 0.5419 | 0.7051 | 0.0 | 0.5319 | 0.7003 |
0.0648 | 79.02 | 22600 | 0.1278 | 0.3979 | 0.6039 | 0.5908 | nan | 0.5283 | 0.6794 | 0.0 | 0.5190 | 0.6746 |
0.0444 | 79.09 | 22620 | 0.1340 | 0.3936 | 0.5992 | 0.5901 | nan | 0.5470 | 0.6513 | 0.0 | 0.5321 | 0.6487 |
0.0376 | 79.16 | 22640 | 0.1368 | 0.3986 | 0.6079 | 0.5999 | nan | 0.5616 | 0.6543 | 0.0 | 0.5437 | 0.6521 |
0.0768 | 79.23 | 22660 | 0.1265 | 0.4021 | 0.6112 | 0.5987 | nan | 0.5394 | 0.6829 | 0.0 | 0.5273 | 0.6791 |
0.0432 | 79.3 | 22680 | 0.1280 | 0.4080 | 0.6203 | 0.6098 | nan | 0.5596 | 0.6809 | 0.0 | 0.5467 | 0.6773 |
0.0477 | 79.37 | 22700 | 0.1285 | 0.4121 | 0.6265 | 0.6139 | nan | 0.5537 | 0.6992 | 0.0 | 0.5409 | 0.6954 |
0.0634 | 79.44 | 22720 | 0.1311 | 0.4041 | 0.6151 | 0.6094 | nan | 0.5820 | 0.6482 | 0.0 | 0.5676 | 0.6447 |
0.0322 | 79.51 | 22740 | 0.1287 | 0.4002 | 0.6079 | 0.5975 | nan | 0.5475 | 0.6684 | 0.0 | 0.5362 | 0.6643 |
0.0401 | 79.58 | 22760 | 0.1259 | 0.4084 | 0.6203 | 0.6098 | nan | 0.5595 | 0.6811 | 0.0 | 0.5478 | 0.6775 |
0.0386 | 79.65 | 22780 | 0.1337 | 0.4023 | 0.6116 | 0.6036 | nan | 0.5657 | 0.6575 | 0.0 | 0.5526 | 0.6542 |
0.0336 | 79.72 | 22800 | 0.1303 | 0.4125 | 0.6272 | 0.6181 | nan | 0.5743 | 0.6802 | 0.0 | 0.5611 | 0.6765 |
0.0417 | 79.79 | 22820 | 0.1330 | 0.4032 | 0.6134 | 0.6070 | nan | 0.5763 | 0.6504 | 0.0 | 0.5627 | 0.6469 |
0.0582 | 79.86 | 22840 | 0.1268 | 0.4139 | 0.6282 | 0.6183 | nan | 0.5709 | 0.6854 | 0.0 | 0.5613 | 0.6803 |
0.0399 | 79.93 | 22860 | 0.1373 | 0.3947 | 0.5993 | 0.5887 | nan | 0.5380 | 0.6606 | 0.0 | 0.5267 | 0.6574 |
0.0632 | 80.0 | 22880 | 0.1368 | 0.4059 | 0.6177 | 0.6112 | nan | 0.5805 | 0.6549 | 0.0 | 0.5655 | 0.6523 |
0.0389 | 80.07 | 22900 | 0.1319 | 0.4126 | 0.6275 | 0.6176 | nan | 0.5703 | 0.6848 | 0.0 | 0.5569 | 0.6811 |
0.0442 | 80.14 | 22920 | 0.1323 | 0.4117 | 0.6256 | 0.6183 | nan | 0.5835 | 0.6678 | 0.0 | 0.5710 | 0.6640 |
0.0357 | 80.21 | 22940 | 0.1349 | 0.4198 | 0.6383 | 0.6302 | nan | 0.5919 | 0.6846 | 0.0 | 0.5774 | 0.6821 |
0.0423 | 80.28 | 22960 | 0.1423 | 0.3925 | 0.5974 | 0.5928 | nan | 0.5713 | 0.6234 | 0.0 | 0.5562 | 0.6214 |
0.0498 | 80.35 | 22980 | 0.1398 | 0.3982 | 0.6053 | 0.5965 | nan | 0.5544 | 0.6562 | 0.0 | 0.5417 | 0.6529 |
0.0612 | 80.42 | 23000 | 0.1364 | 0.3984 | 0.6053 | 0.5963 | nan | 0.5535 | 0.6571 | 0.0 | 0.5426 | 0.6527 |
0.0408 | 80.49 | 23020 | 0.1381 | 0.3994 | 0.6074 | 0.5989 | nan | 0.5587 | 0.6560 | 0.0 | 0.5456 | 0.6527 |
0.059 | 80.56 | 23040 | 0.1391 | 0.3871 | 0.5885 | 0.5794 | nan | 0.5360 | 0.6410 | 0.0 | 0.5231 | 0.6382 |
0.0348 | 80.63 | 23060 | 0.1414 | 0.3866 | 0.5877 | 0.5791 | nan | 0.5383 | 0.6370 | 0.0 | 0.5248 | 0.6349 |
0.0644 | 80.7 | 23080 | 0.1388 | 0.4017 | 0.6105 | 0.6000 | nan | 0.5499 | 0.6712 | 0.0 | 0.5365 | 0.6687 |
0.0492 | 80.77 | 23100 | 0.1416 | 0.3878 | 0.5897 | 0.5841 | nan | 0.5576 | 0.6219 | 0.0 | 0.5429 | 0.6204 |
0.0341 | 80.84 | 23120 | 0.1310 | 0.4121 | 0.6269 | 0.6189 | nan | 0.5806 | 0.6732 | 0.0 | 0.5665 | 0.6697 |
0.0532 | 80.91 | 23140 | 0.1325 | 0.4010 | 0.6095 | 0.6019 | nan | 0.5656 | 0.6534 | 0.0 | 0.5534 | 0.6496 |
0.0627 | 80.98 | 23160 | 0.1349 | 0.4024 | 0.6117 | 0.6025 | nan | 0.5589 | 0.6645 | 0.0 | 0.5463 | 0.6609 |
0.0332 | 81.05 | 23180 | 0.1328 | 0.3964 | 0.6035 | 0.5929 | nan | 0.5421 | 0.6650 | 0.0 | 0.5331 | 0.6562 |
0.0428 | 81.12 | 23200 | 0.1223 | 0.4180 | 0.6361 | 0.6220 | nan | 0.5545 | 0.7177 | 0.0 | 0.5460 | 0.7081 |
0.0549 | 81.19 | 23220 | 0.1257 | 0.4225 | 0.6427 | 0.6324 | nan | 0.5833 | 0.7021 | 0.0 | 0.5718 | 0.6957 |
0.0439 | 81.26 | 23240 | 0.1307 | 0.4168 | 0.6343 | 0.6276 | nan | 0.5956 | 0.6730 | 0.0 | 0.5813 | 0.6690 |
0.034 | 81.33 | 23260 | 0.1301 | 0.3953 | 0.6006 | 0.5892 | nan | 0.5351 | 0.6660 | 0.0 | 0.5239 | 0.6619 |
0.0329 | 81.4 | 23280 | 0.1359 | 0.4038 | 0.6138 | 0.6065 | nan | 0.5715 | 0.6562 | 0.0 | 0.5589 | 0.6526 |
0.0452 | 81.47 | 23300 | 0.1382 | 0.4003 | 0.6087 | 0.6019 | nan | 0.5694 | 0.6481 | 0.0 | 0.5564 | 0.6446 |
0.0373 | 81.54 | 23320 | 0.1551 | 0.3851 | 0.5872 | 0.5839 | nan | 0.5681 | 0.6063 | 0.0 | 0.5515 | 0.6037 |
0.065 | 81.61 | 23340 | 0.1439 | 0.3916 | 0.5964 | 0.5873 | nan | 0.5438 | 0.6491 | 0.0 | 0.5295 | 0.6452 |
0.0315 | 81.68 | 23360 | 0.1339 | 0.4128 | 0.6285 | 0.6203 | nan | 0.5815 | 0.6755 | 0.0 | 0.5676 | 0.6707 |
0.049 | 81.75 | 23380 | 0.1423 | 0.3936 | 0.5998 | 0.5946 | nan | 0.5696 | 0.6301 | 0.0 | 0.5537 | 0.6272 |
0.0667 | 81.82 | 23400 | 0.1389 | 0.4047 | 0.6173 | 0.6131 | nan | 0.5932 | 0.6414 | 0.0 | 0.5765 | 0.6377 |
0.0344 | 81.89 | 23420 | 0.1419 | 0.4025 | 0.6133 | 0.6093 | nan | 0.5902 | 0.6363 | 0.0 | 0.5743 | 0.6332 |
0.047 | 81.96 | 23440 | 0.1386 | 0.4020 | 0.6119 | 0.6044 | nan | 0.5681 | 0.6557 | 0.0 | 0.5529 | 0.6531 |
0.0454 | 82.03 | 23460 | 0.1369 | 0.3993 | 0.6072 | 0.5982 | nan | 0.5552 | 0.6592 | 0.0 | 0.5422 | 0.6557 |
0.0384 | 82.1 | 23480 | 0.1395 | 0.4028 | 0.6129 | 0.6046 | nan | 0.5651 | 0.6606 | 0.0 | 0.5514 | 0.6570 |
0.0305 | 82.17 | 23500 | 0.1370 | 0.3989 | 0.6070 | 0.5990 | nan | 0.5609 | 0.6532 | 0.0 | 0.5480 | 0.6488 |
0.0568 | 82.24 | 23520 | 0.1343 | 0.4053 | 0.6166 | 0.6078 | nan | 0.5660 | 0.6672 | 0.0 | 0.5532 | 0.6628 |
0.0334 | 82.31 | 23540 | 0.1357 | 0.4091 | 0.6224 | 0.6137 | nan | 0.5720 | 0.6729 | 0.0 | 0.5584 | 0.6689 |
0.0537 | 82.38 | 23560 | 0.1394 | 0.4009 | 0.6111 | 0.6059 | nan | 0.5809 | 0.6414 | 0.0 | 0.5642 | 0.6386 |
0.0279 | 82.45 | 23580 | 0.1371 | 0.4030 | 0.6140 | 0.6072 | nan | 0.5744 | 0.6536 | 0.0 | 0.5584 | 0.6506 |
0.0451 | 82.52 | 23600 | 0.1349 | 0.3994 | 0.6079 | 0.5996 | nan | 0.5600 | 0.6557 | 0.0 | 0.5455 | 0.6526 |
0.0296 | 82.59 | 23620 | 0.1382 | 0.3891 | 0.5918 | 0.5826 | nan | 0.5389 | 0.6446 | 0.0 | 0.5257 | 0.6416 |
0.046 | 82.66 | 23640 | 0.1418 | 0.3936 | 0.5995 | 0.5941 | nan | 0.5680 | 0.6311 | 0.0 | 0.5516 | 0.6290 |
0.0264 | 82.73 | 23660 | 0.1395 | 0.3954 | 0.6013 | 0.5948 | nan | 0.5633 | 0.6394 | 0.0 | 0.5479 | 0.6383 |
0.03 | 82.8 | 23680 | 0.1385 | 0.3869 | 0.5876 | 0.5791 | nan | 0.5387 | 0.6365 | 0.0 | 0.5257 | 0.6351 |
0.0363 | 82.87 | 23700 | 0.1318 | 0.4097 | 0.6237 | 0.6155 | nan | 0.5761 | 0.6713 | 0.0 | 0.5618 | 0.6674 |
0.0431 | 82.94 | 23720 | 0.1385 | 0.3955 | 0.6026 | 0.6002 | nan | 0.5886 | 0.6165 | 0.0 | 0.5738 | 0.6126 |
0.0482 | 83.01 | 23740 | 0.1362 | 0.4077 | 0.6211 | 0.6167 | nan | 0.5953 | 0.6469 | 0.0 | 0.5794 | 0.6436 |
0.0567 | 83.08 | 23760 | 0.1360 | 0.4009 | 0.6102 | 0.6055 | nan | 0.5832 | 0.6372 | 0.0 | 0.5684 | 0.6342 |
0.0421 | 83.15 | 23780 | 0.1339 | 0.4012 | 0.6105 | 0.6024 | nan | 0.5635 | 0.6576 | 0.0 | 0.5491 | 0.6545 |
0.0276 | 83.22 | 23800 | 0.1245 | 0.4040 | 0.6140 | 0.6017 | nan | 0.5427 | 0.6853 | 0.0 | 0.5351 | 0.6768 |
0.0399 | 83.29 | 23820 | 0.1282 | 0.4062 | 0.6180 | 0.6103 | nan | 0.5736 | 0.6623 | 0.0 | 0.5591 | 0.6595 |
0.0668 | 83.36 | 23840 | 0.1209 | 0.4128 | 0.6268 | 0.6158 | nan | 0.5631 | 0.6905 | 0.0 | 0.5512 | 0.6871 |
0.0724 | 83.43 | 23860 | 0.1171 | 0.4235 | 0.6430 | 0.6311 | nan | 0.5744 | 0.7116 | 0.0 | 0.5651 | 0.7053 |
0.0305 | 83.5 | 23880 | 0.1233 | 0.3994 | 0.6056 | 0.5922 | nan | 0.5285 | 0.6826 | 0.0 | 0.5200 | 0.6780 |
0.0511 | 83.57 | 23900 | 0.1239 | 0.4040 | 0.6131 | 0.5990 | nan | 0.5315 | 0.6947 | 0.0 | 0.5235 | 0.6884 |
0.0642 | 83.64 | 23920 | 0.1187 | 0.4160 | 0.6318 | 0.6182 | nan | 0.5529 | 0.7107 | 0.0 | 0.5442 | 0.7037 |
0.0447 | 83.71 | 23940 | 0.1320 | 0.4064 | 0.6182 | 0.6108 | nan | 0.5755 | 0.6610 | 0.0 | 0.5605 | 0.6588 |
0.0501 | 83.78 | 23960 | 0.1347 | 0.4039 | 0.6148 | 0.6079 | nan | 0.5754 | 0.6541 | 0.0 | 0.5599 | 0.6519 |
0.0487 | 83.85 | 23980 | 0.1337 | 0.4049 | 0.6159 | 0.6073 | nan | 0.5659 | 0.6659 | 0.0 | 0.5516 | 0.6631 |
0.0503 | 83.92 | 24000 | 0.1315 | 0.4037 | 0.6141 | 0.6065 | nan | 0.5703 | 0.6580 | 0.0 | 0.5557 | 0.6555 |
0.0645 | 83.99 | 24020 | 0.1336 | 0.4075 | 0.6196 | 0.6129 | nan | 0.5808 | 0.6584 | 0.0 | 0.5670 | 0.6556 |
0.0594 | 84.06 | 24040 | 0.1313 | 0.4135 | 0.6288 | 0.6211 | nan | 0.5843 | 0.6734 | 0.0 | 0.5707 | 0.6698 |
0.0609 | 84.13 | 24060 | 0.1293 | 0.3993 | 0.6070 | 0.5960 | nan | 0.5436 | 0.6703 | 0.0 | 0.5325 | 0.6653 |
0.0481 | 84.2 | 24080 | 0.1323 | 0.4014 | 0.6107 | 0.6013 | nan | 0.5563 | 0.6651 | 0.0 | 0.5434 | 0.6608 |
0.0588 | 84.27 | 24100 | 0.1349 | 0.4005 | 0.6090 | 0.5998 | nan | 0.5557 | 0.6623 | 0.0 | 0.5422 | 0.6594 |
0.048 | 84.34 | 24120 | 0.1355 | 0.4008 | 0.6094 | 0.6009 | nan | 0.5603 | 0.6585 | 0.0 | 0.5467 | 0.6558 |
0.0632 | 84.41 | 24140 | 0.1372 | 0.3928 | 0.5971 | 0.5875 | nan | 0.5420 | 0.6521 | 0.0 | 0.5302 | 0.6481 |
0.03 | 84.48 | 24160 | 0.1276 | 0.4117 | 0.6264 | 0.6175 | nan | 0.5753 | 0.6775 | 0.0 | 0.5624 | 0.6728 |
0.0259 | 84.55 | 24180 | 0.1246 | 0.4170 | 0.6344 | 0.6231 | nan | 0.5693 | 0.6994 | 0.0 | 0.5560 | 0.6950 |
0.0608 | 84.62 | 24200 | 0.1367 | 0.3899 | 0.5926 | 0.5828 | nan | 0.5358 | 0.6494 | 0.0 | 0.5217 | 0.6479 |
0.0522 | 84.69 | 24220 | 0.1196 | 0.4153 | 0.6307 | 0.6169 | nan | 0.5513 | 0.7101 | 0.0 | 0.5414 | 0.7045 |
0.0388 | 84.76 | 24240 | 0.1241 | 0.4147 | 0.6301 | 0.6182 | nan | 0.5616 | 0.6986 | 0.0 | 0.5500 | 0.6941 |
0.0394 | 84.83 | 24260 | 0.1251 | 0.4085 | 0.6202 | 0.6078 | nan | 0.5483 | 0.6921 | 0.0 | 0.5383 | 0.6871 |
0.0479 | 84.9 | 24280 | 0.1229 | 0.4106 | 0.6241 | 0.6107 | nan | 0.5466 | 0.7017 | 0.0 | 0.5370 | 0.6947 |
0.0274 | 84.97 | 24300 | 0.1269 | 0.4044 | 0.6145 | 0.6062 | nan | 0.5669 | 0.6621 | 0.0 | 0.5557 | 0.6576 |
0.0535 | 85.03 | 24320 | 0.1239 | 0.4137 | 0.6285 | 0.6161 | nan | 0.5565 | 0.7006 | 0.0 | 0.5457 | 0.6955 |
0.0606 | 85.1 | 24340 | 0.1325 | 0.4055 | 0.6164 | 0.6079 | nan | 0.5676 | 0.6652 | 0.0 | 0.5548 | 0.6617 |
0.0442 | 85.17 | 24360 | 0.1277 | 0.4107 | 0.6243 | 0.6133 | nan | 0.5611 | 0.6874 | 0.0 | 0.5502 | 0.6820 |
0.0468 | 85.24 | 24380 | 0.1271 | 0.4038 | 0.6135 | 0.6024 | nan | 0.5497 | 0.6773 | 0.0 | 0.5390 | 0.6725 |
0.0469 | 85.31 | 24400 | 0.1268 | 0.4125 | 0.6272 | 0.6174 | nan | 0.5708 | 0.6837 | 0.0 | 0.5584 | 0.6792 |
0.0608 | 85.38 | 24420 | 0.1288 | 0.4134 | 0.6283 | 0.6178 | nan | 0.5679 | 0.6887 | 0.0 | 0.5586 | 0.6815 |
0.0392 | 85.45 | 24440 | 0.1383 | 0.4009 | 0.6101 | 0.6031 | nan | 0.5695 | 0.6507 | 0.0 | 0.5570 | 0.6459 |
0.0374 | 85.52 | 24460 | 0.1317 | 0.4031 | 0.6131 | 0.6047 | nan | 0.5647 | 0.6616 | 0.0 | 0.5531 | 0.6563 |
0.0402 | 85.59 | 24480 | 0.1369 | 0.3936 | 0.5980 | 0.5897 | nan | 0.5500 | 0.6460 | 0.0 | 0.5372 | 0.6435 |
0.0456 | 85.66 | 24500 | 0.1329 | 0.4034 | 0.6128 | 0.6043 | nan | 0.5638 | 0.6618 | 0.0 | 0.5516 | 0.6585 |
0.0569 | 85.73 | 24520 | 0.1275 | 0.4094 | 0.6219 | 0.6123 | nan | 0.5667 | 0.6771 | 0.0 | 0.5561 | 0.6722 |
0.0462 | 85.8 | 24540 | 0.1270 | 0.4120 | 0.6260 | 0.6155 | nan | 0.5651 | 0.6870 | 0.0 | 0.5553 | 0.6808 |
0.0404 | 85.87 | 24560 | 0.1275 | 0.4213 | 0.6405 | 0.6318 | nan | 0.5904 | 0.6906 | 0.0 | 0.5790 | 0.6849 |
0.0607 | 85.94 | 24580 | 0.1314 | 0.4166 | 0.6333 | 0.6232 | nan | 0.5751 | 0.6914 | 0.0 | 0.5616 | 0.6881 |
0.049 | 86.01 | 24600 | 0.1333 | 0.4056 | 0.6162 | 0.6077 | nan | 0.5672 | 0.6653 | 0.0 | 0.5549 | 0.6618 |
0.0521 | 86.08 | 24620 | 0.1291 | 0.4117 | 0.6258 | 0.6168 | nan | 0.5739 | 0.6777 | 0.0 | 0.5614 | 0.6738 |
0.0465 | 86.15 | 24640 | 0.1360 | 0.4036 | 0.6131 | 0.6044 | nan | 0.5630 | 0.6631 | 0.0 | 0.5516 | 0.6590 |
0.0343 | 86.22 | 24660 | 0.1302 | 0.4059 | 0.6168 | 0.6024 | nan | 0.5337 | 0.7000 | 0.0 | 0.5240 | 0.6936 |
0.0775 | 86.29 | 24680 | 0.1349 | 0.3989 | 0.6063 | 0.5939 | nan | 0.5345 | 0.6782 | 0.0 | 0.5243 | 0.6724 |
0.0545 | 86.36 | 24700 | 0.1388 | 0.4019 | 0.6108 | 0.5993 | nan | 0.5445 | 0.6771 | 0.0 | 0.5332 | 0.6724 |
0.038 | 86.43 | 24720 | 0.1364 | 0.4060 | 0.6174 | 0.6098 | nan | 0.5735 | 0.6613 | 0.0 | 0.5600 | 0.6580 |
0.0364 | 86.5 | 24740 | 0.1362 | 0.4118 | 0.6267 | 0.6198 | nan | 0.5868 | 0.6665 | 0.0 | 0.5727 | 0.6625 |
0.0425 | 86.57 | 24760 | 0.1459 | 0.3935 | 0.5988 | 0.5922 | nan | 0.5607 | 0.6369 | 0.0 | 0.5465 | 0.6341 |
0.0309 | 86.64 | 24780 | 0.1395 | 0.4010 | 0.6094 | 0.6020 | nan | 0.5666 | 0.6523 | 0.0 | 0.5551 | 0.6480 |
0.0433 | 86.71 | 24800 | 0.1349 | 0.4137 | 0.6295 | 0.6186 | nan | 0.5668 | 0.6922 | 0.0 | 0.5576 | 0.6836 |
0.0416 | 86.78 | 24820 | 0.1438 | 0.3978 | 0.6057 | 0.6008 | nan | 0.5774 | 0.6341 | 0.0 | 0.5614 | 0.6321 |
0.0379 | 86.85 | 24840 | 0.1411 | 0.4047 | 0.6163 | 0.6101 | nan | 0.5804 | 0.6522 | 0.0 | 0.5635 | 0.6505 |
0.055 | 86.92 | 24860 | 0.1392 | 0.4012 | 0.6110 | 0.6051 | nan | 0.5770 | 0.6450 | 0.0 | 0.5621 | 0.6415 |
0.0443 | 86.99 | 24880 | 0.1352 | 0.4083 | 0.6224 | 0.6161 | nan | 0.5859 | 0.6589 | 0.0 | 0.5700 | 0.6549 |
0.0477 | 87.06 | 24900 | 0.1369 | 0.3984 | 0.6064 | 0.5983 | nan | 0.5595 | 0.6533 | 0.0 | 0.5456 | 0.6498 |
0.0368 | 87.13 | 24920 | 0.1333 | 0.3991 | 0.6066 | 0.5943 | nan | 0.5358 | 0.6773 | 0.0 | 0.5244 | 0.6730 |
0.0661 | 87.2 | 24940 | 0.1361 | 0.4045 | 0.6150 | 0.6058 | nan | 0.5615 | 0.6686 | 0.0 | 0.5482 | 0.6653 |
0.0496 | 87.27 | 24960 | 0.1370 | 0.4037 | 0.6136 | 0.6030 | nan | 0.5521 | 0.6752 | 0.0 | 0.5387 | 0.6723 |
0.032 | 87.34 | 24980 | 0.1454 | 0.3995 | 0.6087 | 0.6031 | nan | 0.5763 | 0.6411 | 0.0 | 0.5592 | 0.6394 |
0.059 | 87.41 | 25000 | 0.1345 | 0.4120 | 0.6263 | 0.6169 | nan | 0.5722 | 0.6804 | 0.0 | 0.5589 | 0.6771 |
0.0473 | 87.48 | 25020 | 0.1363 | 0.4124 | 0.6278 | 0.6222 | nan | 0.5955 | 0.6602 | 0.0 | 0.5795 | 0.6577 |
0.0307 | 87.55 | 25040 | 0.1346 | 0.4096 | 0.6224 | 0.6108 | nan | 0.5554 | 0.6895 | 0.0 | 0.5441 | 0.6846 |
0.0373 | 87.62 | 25060 | 0.1337 | 0.4039 | 0.6139 | 0.6032 | nan | 0.5520 | 0.6758 | 0.0 | 0.5408 | 0.6709 |
0.0438 | 87.69 | 25080 | 0.1348 | 0.4078 | 0.6200 | 0.6112 | nan | 0.5695 | 0.6704 | 0.0 | 0.5569 | 0.6664 |
0.0671 | 87.76 | 25100 | 0.1471 | 0.3939 | 0.5995 | 0.5952 | nan | 0.5748 | 0.6241 | 0.0 | 0.5596 | 0.6222 |
0.0646 | 87.83 | 25120 | 0.1451 | 0.3930 | 0.5977 | 0.5892 | nan | 0.5484 | 0.6470 | 0.0 | 0.5352 | 0.6438 |
0.061 | 87.9 | 25140 | 0.1409 | 0.3986 | 0.6063 | 0.5996 | nan | 0.5674 | 0.6453 | 0.0 | 0.5529 | 0.6430 |
0.0553 | 87.97 | 25160 | 0.1410 | 0.3854 | 0.5856 | 0.5733 | nan | 0.5144 | 0.6568 | 0.0 | 0.5025 | 0.6537 |
0.0578 | 88.04 | 25180 | 0.1430 | 0.3821 | 0.5811 | 0.5712 | nan | 0.5238 | 0.6385 | 0.0 | 0.5108 | 0.6355 |
0.0398 | 88.11 | 25200 | 0.1438 | 0.3929 | 0.5984 | 0.5929 | nan | 0.5670 | 0.6297 | 0.0 | 0.5523 | 0.6265 |
0.0354 | 88.18 | 25220 | 0.1352 | 0.4088 | 0.6219 | 0.6109 | nan | 0.5583 | 0.6856 | 0.0 | 0.5468 | 0.6797 |
0.0503 | 88.25 | 25240 | 0.1412 | 0.3996 | 0.6073 | 0.5983 | nan | 0.5554 | 0.6592 | 0.0 | 0.5429 | 0.6559 |
0.0609 | 88.32 | 25260 | 0.1397 | 0.4018 | 0.6112 | 0.6038 | nan | 0.5686 | 0.6538 | 0.0 | 0.5554 | 0.6501 |
0.0325 | 88.39 | 25280 | 0.1286 | 0.4165 | 0.6332 | 0.6237 | nan | 0.5782 | 0.6882 | 0.0 | 0.5660 | 0.6835 |
0.0372 | 88.46 | 25300 | 0.1293 | 0.4101 | 0.6227 | 0.6093 | nan | 0.5456 | 0.6998 | 0.0 | 0.5356 | 0.6946 |
0.0307 | 88.53 | 25320 | 0.1423 | 0.3938 | 0.5981 | 0.5875 | nan | 0.5368 | 0.6595 | 0.0 | 0.5241 | 0.6573 |
0.041 | 88.6 | 25340 | 0.1358 | 0.4061 | 0.6174 | 0.6051 | nan | 0.5467 | 0.6880 | 0.0 | 0.5343 | 0.6840 |
0.0521 | 88.67 | 25360 | 0.1341 | 0.4034 | 0.6135 | 0.6024 | nan | 0.5493 | 0.6776 | 0.0 | 0.5371 | 0.6732 |
0.0362 | 88.74 | 25380 | 0.1333 | 0.3982 | 0.6055 | 0.5945 | nan | 0.5420 | 0.6691 | 0.0 | 0.5297 | 0.6648 |
0.0498 | 88.81 | 25400 | 0.1319 | 0.4137 | 0.6293 | 0.6199 | nan | 0.5753 | 0.6833 | 0.0 | 0.5626 | 0.6784 |
0.0546 | 88.88 | 25420 | 0.1360 | 0.4025 | 0.6119 | 0.6034 | nan | 0.5627 | 0.6611 | 0.0 | 0.5503 | 0.6574 |
0.0668 | 88.95 | 25440 | 0.1325 | 0.4124 | 0.6272 | 0.6188 | nan | 0.5785 | 0.6759 | 0.0 | 0.5657 | 0.6716 |
0.0495 | 89.02 | 25460 | 0.1338 | 0.4056 | 0.6167 | 0.6095 | nan | 0.5753 | 0.6581 | 0.0 | 0.5623 | 0.6544 |
0.0448 | 89.09 | 25480 | 0.1409 | 0.3931 | 0.5971 | 0.5887 | nan | 0.5488 | 0.6453 | 0.0 | 0.5363 | 0.6429 |
0.0497 | 89.16 | 25500 | 0.1304 | 0.4132 | 0.6273 | 0.6173 | nan | 0.5692 | 0.6854 | 0.0 | 0.5585 | 0.6810 |
0.0394 | 89.23 | 25520 | 0.1276 | 0.4162 | 0.6314 | 0.6168 | nan | 0.5470 | 0.7158 | 0.0 | 0.5384 | 0.7100 |
0.0512 | 89.3 | 25540 | 0.1367 | 0.3989 | 0.6067 | 0.6011 | nan | 0.5747 | 0.6386 | 0.0 | 0.5612 | 0.6355 |
0.0407 | 89.37 | 25560 | 0.1439 | 0.3935 | 0.5989 | 0.5923 | nan | 0.5606 | 0.6372 | 0.0 | 0.5458 | 0.6347 |
0.0397 | 89.44 | 25580 | 0.1383 | 0.3961 | 0.6024 | 0.5948 | nan | 0.5586 | 0.6463 | 0.0 | 0.5447 | 0.6436 |
0.0427 | 89.51 | 25600 | 0.1327 | 0.4065 | 0.6176 | 0.6091 | nan | 0.5687 | 0.6664 | 0.0 | 0.5574 | 0.6620 |
0.045 | 89.58 | 25620 | 0.1308 | 0.4024 | 0.6112 | 0.6009 | nan | 0.5516 | 0.6708 | 0.0 | 0.5400 | 0.6671 |
0.0782 | 89.65 | 25640 | 0.1340 | 0.4056 | 0.6170 | 0.6084 | nan | 0.5671 | 0.6669 | 0.0 | 0.5529 | 0.6640 |
0.0444 | 89.72 | 25660 | 0.1362 | 0.4023 | 0.6120 | 0.6059 | nan | 0.5765 | 0.6476 | 0.0 | 0.5638 | 0.6433 |
0.0374 | 89.79 | 25680 | 0.1337 | 0.4075 | 0.6194 | 0.6108 | nan | 0.5698 | 0.6691 | 0.0 | 0.5586 | 0.6641 |
0.0454 | 89.86 | 25700 | 0.1408 | 0.3884 | 0.5914 | 0.5852 | nan | 0.5557 | 0.6270 | 0.0 | 0.5425 | 0.6228 |
0.0419 | 89.93 | 25720 | 0.1396 | 0.4013 | 0.6108 | 0.6049 | nan | 0.5766 | 0.6451 | 0.0 | 0.5624 | 0.6416 |
0.0137 | 90.0 | 25740 | 0.1317 | 0.4053 | 0.6161 | 0.6069 | nan | 0.5626 | 0.6697 | 0.0 | 0.5507 | 0.6651 |
0.0311 | 90.07 | 25760 | 0.1361 | 0.4052 | 0.6171 | 0.6100 | nan | 0.5766 | 0.6575 | 0.0 | 0.5613 | 0.6542 |
0.056 | 90.14 | 25780 | 0.1377 | 0.4023 | 0.6118 | 0.6064 | nan | 0.5805 | 0.6432 | 0.0 | 0.5671 | 0.6397 |
0.0491 | 90.21 | 25800 | 0.1399 | 0.3961 | 0.6025 | 0.5945 | nan | 0.5565 | 0.6484 | 0.0 | 0.5443 | 0.6439 |
0.0285 | 90.28 | 25820 | 0.1357 | 0.4028 | 0.6123 | 0.6026 | nan | 0.5562 | 0.6684 | 0.0 | 0.5448 | 0.6637 |
0.0253 | 90.35 | 25840 | 0.1371 | 0.4051 | 0.6162 | 0.6098 | nan | 0.5790 | 0.6534 | 0.0 | 0.5668 | 0.6485 |
0.0409 | 90.42 | 25860 | 0.1414 | 0.3962 | 0.6025 | 0.5945 | nan | 0.5561 | 0.6490 | 0.0 | 0.5428 | 0.6458 |
0.0414 | 90.49 | 25880 | 0.1411 | 0.3999 | 0.6082 | 0.6037 | nan | 0.5823 | 0.6340 | 0.0 | 0.5682 | 0.6314 |
0.0659 | 90.56 | 25900 | 0.1362 | 0.4085 | 0.6211 | 0.6134 | nan | 0.5765 | 0.6657 | 0.0 | 0.5647 | 0.6607 |
0.0347 | 90.63 | 25920 | 0.1415 | 0.4101 | 0.6243 | 0.6219 | nan | 0.6107 | 0.6378 | 0.0 | 0.5956 | 0.6346 |
0.0418 | 90.7 | 25940 | 0.1382 | 0.4075 | 0.6202 | 0.6139 | nan | 0.5834 | 0.6571 | 0.0 | 0.5693 | 0.6533 |
0.037 | 90.77 | 25960 | 0.1406 | 0.4010 | 0.6100 | 0.6016 | nan | 0.5611 | 0.6589 | 0.0 | 0.5482 | 0.6549 |
0.035 | 90.84 | 25980 | 0.1385 | 0.4007 | 0.6098 | 0.5996 | nan | 0.5510 | 0.6685 | 0.0 | 0.5379 | 0.6642 |
0.0251 | 90.91 | 26000 | 0.1377 | 0.4023 | 0.6129 | 0.6064 | nan | 0.5756 | 0.6501 | 0.0 | 0.5596 | 0.6474 |
0.0462 | 90.98 | 26020 | 0.1474 | 0.3867 | 0.5884 | 0.5814 | nan | 0.5482 | 0.6286 | 0.0 | 0.5336 | 0.6264 |
0.0427 | 91.05 | 26040 | 0.1511 | 0.3862 | 0.5882 | 0.5807 | nan | 0.5452 | 0.6311 | 0.0 | 0.5305 | 0.6282 |
0.0458 | 91.12 | 26060 | 0.1428 | 0.3969 | 0.6044 | 0.5985 | nan | 0.5704 | 0.6385 | 0.0 | 0.5549 | 0.6358 |
0.0531 | 91.19 | 26080 | 0.1443 | 0.3987 | 0.6076 | 0.6034 | nan | 0.5833 | 0.6320 | 0.0 | 0.5676 | 0.6284 |
0.0423 | 91.26 | 26100 | 0.1459 | 0.3914 | 0.5960 | 0.5910 | nan | 0.5672 | 0.6248 | 0.0 | 0.5516 | 0.6226 |
0.0371 | 91.33 | 26120 | 0.1455 | 0.3883 | 0.5905 | 0.5828 | nan | 0.5459 | 0.6351 | 0.0 | 0.5321 | 0.6327 |
0.048 | 91.4 | 26140 | 0.1463 | 0.3924 | 0.5971 | 0.5897 | nan | 0.5545 | 0.6397 | 0.0 | 0.5406 | 0.6366 |
0.0556 | 91.47 | 26160 | 0.1397 | 0.3989 | 0.6065 | 0.5978 | nan | 0.5561 | 0.6569 | 0.0 | 0.5438 | 0.6528 |
0.0332 | 91.54 | 26180 | 0.1394 | 0.3948 | 0.6001 | 0.5917 | nan | 0.5517 | 0.6485 | 0.0 | 0.5391 | 0.6453 |
0.0419 | 91.61 | 26200 | 0.1436 | 0.3829 | 0.5816 | 0.5730 | nan | 0.5322 | 0.6310 | 0.0 | 0.5205 | 0.6282 |
0.0299 | 91.68 | 26220 | 0.1404 | 0.3939 | 0.5993 | 0.5912 | nan | 0.5526 | 0.6459 | 0.0 | 0.5392 | 0.6426 |
0.0296 | 91.75 | 26240 | 0.1243 | 0.4179 | 0.6349 | 0.6197 | nan | 0.5471 | 0.7226 | 0.0 | 0.5397 | 0.7140 |
0.0617 | 91.82 | 26260 | 0.1376 | 0.3930 | 0.5975 | 0.5849 | nan | 0.5251 | 0.6698 | 0.0 | 0.5163 | 0.6627 |
0.0632 | 91.89 | 26280 | 0.1400 | 0.3905 | 0.5940 | 0.5822 | nan | 0.5258 | 0.6621 | 0.0 | 0.5146 | 0.6569 |
0.0308 | 91.96 | 26300 | 0.1344 | 0.3972 | 0.6049 | 0.5891 | nan | 0.5138 | 0.6960 | 0.0 | 0.5073 | 0.6843 |
0.0406 | 92.03 | 26320 | 0.1375 | 0.3958 | 0.6021 | 0.5905 | nan | 0.5350 | 0.6693 | 0.0 | 0.5261 | 0.6614 |
0.0434 | 92.1 | 26340 | 0.1336 | 0.4062 | 0.6173 | 0.6067 | nan | 0.5560 | 0.6786 | 0.0 | 0.5471 | 0.6715 |
0.0425 | 92.17 | 26360 | 0.1299 | 0.4089 | 0.6216 | 0.6096 | nan | 0.5519 | 0.6914 | 0.0 | 0.5427 | 0.6842 |
0.0531 | 92.24 | 26380 | 0.1317 | 0.4099 | 0.6225 | 0.6113 | nan | 0.5581 | 0.6869 | 0.0 | 0.5492 | 0.6804 |
0.0498 | 92.31 | 26400 | 0.1392 | 0.3976 | 0.6043 | 0.5955 | nan | 0.5536 | 0.6549 | 0.0 | 0.5437 | 0.6491 |
0.023 | 92.38 | 26420 | 0.1385 | 0.4018 | 0.6114 | 0.6062 | nan | 0.5816 | 0.6412 | 0.0 | 0.5704 | 0.6351 |
0.038 | 92.45 | 26440 | 0.1397 | 0.3900 | 0.5919 | 0.5821 | nan | 0.5349 | 0.6490 | 0.0 | 0.5252 | 0.6447 |
0.0501 | 92.52 | 26460 | 0.1438 | 0.3923 | 0.5965 | 0.5922 | nan | 0.5716 | 0.6214 | 0.0 | 0.5592 | 0.6176 |
0.0316 | 92.59 | 26480 | 0.1429 | 0.4014 | 0.6105 | 0.6061 | nan | 0.5852 | 0.6358 | 0.0 | 0.5720 | 0.6323 |
0.0521 | 92.66 | 26500 | 0.1419 | 0.3952 | 0.6006 | 0.5918 | nan | 0.5498 | 0.6514 | 0.0 | 0.5380 | 0.6476 |
0.0289 | 92.73 | 26520 | 0.1409 | 0.4051 | 0.6159 | 0.6083 | nan | 0.5723 | 0.6595 | 0.0 | 0.5608 | 0.6545 |
0.0563 | 92.8 | 26540 | 0.1381 | 0.4099 | 0.6234 | 0.6162 | nan | 0.5819 | 0.6649 | 0.0 | 0.5698 | 0.6600 |
0.0374 | 92.87 | 26560 | 0.1380 | 0.4113 | 0.6251 | 0.6178 | nan | 0.5827 | 0.6676 | 0.0 | 0.5713 | 0.6628 |
0.0414 | 92.94 | 26580 | 0.1417 | 0.4073 | 0.6195 | 0.6159 | nan | 0.5991 | 0.6398 | 0.0 | 0.5858 | 0.6360 |
0.0567 | 93.01 | 26600 | 0.1399 | 0.4032 | 0.6128 | 0.6068 | nan | 0.5783 | 0.6473 | 0.0 | 0.5660 | 0.6435 |
0.0522 | 93.08 | 26620 | 0.1379 | 0.4056 | 0.6160 | 0.6066 | nan | 0.5614 | 0.6706 | 0.0 | 0.5506 | 0.6661 |
0.0288 | 93.15 | 26640 | 0.1429 | 0.3865 | 0.5869 | 0.5778 | nan | 0.5344 | 0.6394 | 0.0 | 0.5229 | 0.6367 |
0.0358 | 93.22 | 26660 | 0.1399 | 0.3937 | 0.5981 | 0.5883 | nan | 0.5414 | 0.6548 | 0.0 | 0.5289 | 0.6523 |
0.0439 | 93.29 | 26680 | 0.1352 | 0.4035 | 0.6134 | 0.6048 | nan | 0.5636 | 0.6633 | 0.0 | 0.5511 | 0.6596 |
0.046 | 93.36 | 26700 | 0.1332 | 0.4132 | 0.6278 | 0.6175 | nan | 0.5680 | 0.6877 | 0.0 | 0.5569 | 0.6827 |
0.0387 | 93.43 | 26720 | 0.1387 | 0.4088 | 0.6214 | 0.6127 | nan | 0.5710 | 0.6718 | 0.0 | 0.5567 | 0.6697 |
0.04 | 93.5 | 26740 | 0.1375 | 0.4047 | 0.6156 | 0.6073 | nan | 0.5675 | 0.6637 | 0.0 | 0.5528 | 0.6612 |
0.0301 | 93.57 | 26760 | 0.1396 | 0.3997 | 0.6079 | 0.5999 | nan | 0.5615 | 0.6544 | 0.0 | 0.5479 | 0.6512 |
0.0395 | 93.64 | 26780 | 0.1459 | 0.3913 | 0.5952 | 0.5895 | nan | 0.5620 | 0.6285 | 0.0 | 0.5489 | 0.6250 |
0.0595 | 93.71 | 26800 | 0.1459 | 0.3884 | 0.5901 | 0.5826 | nan | 0.5468 | 0.6335 | 0.0 | 0.5353 | 0.6300 |
0.0576 | 93.78 | 26820 | 0.1481 | 0.3952 | 0.6012 | 0.5971 | nan | 0.5773 | 0.6252 | 0.0 | 0.5622 | 0.6233 |
0.0347 | 93.85 | 26840 | 0.1395 | 0.4003 | 0.6096 | 0.6028 | nan | 0.5706 | 0.6485 | 0.0 | 0.5551 | 0.6459 |
0.0334 | 93.92 | 26860 | 0.1340 | 0.4098 | 0.6238 | 0.6149 | nan | 0.5719 | 0.6758 | 0.0 | 0.5599 | 0.6695 |
0.0519 | 93.99 | 26880 | 0.1409 | 0.3982 | 0.6059 | 0.5997 | nan | 0.5703 | 0.6416 | 0.0 | 0.5584 | 0.6363 |
0.0291 | 94.06 | 26900 | 0.1386 | 0.4097 | 0.6239 | 0.6188 | nan | 0.5948 | 0.6530 | 0.0 | 0.5797 | 0.6493 |
0.0693 | 94.13 | 26920 | 0.1459 | 0.3942 | 0.5998 | 0.5942 | nan | 0.5677 | 0.6319 | 0.0 | 0.5535 | 0.6292 |
0.0409 | 94.2 | 26940 | 0.1459 | 0.3854 | 0.5864 | 0.5797 | nan | 0.5476 | 0.6251 | 0.0 | 0.5349 | 0.6214 |
0.0501 | 94.27 | 26960 | 0.1431 | 0.3930 | 0.5984 | 0.5888 | nan | 0.5432 | 0.6536 | 0.0 | 0.5299 | 0.6492 |
0.0692 | 94.34 | 26980 | 0.1418 | 0.3915 | 0.5958 | 0.5879 | nan | 0.5503 | 0.6414 | 0.0 | 0.5370 | 0.6375 |
0.0382 | 94.41 | 27000 | 0.1374 | 0.4033 | 0.6142 | 0.6075 | nan | 0.5754 | 0.6530 | 0.0 | 0.5618 | 0.6482 |
0.0436 | 94.48 | 27020 | 0.1380 | 0.3945 | 0.5996 | 0.5891 | nan | 0.5390 | 0.6603 | 0.0 | 0.5282 | 0.6552 |
0.0345 | 94.55 | 27040 | 0.1319 | 0.4121 | 0.6269 | 0.6186 | nan | 0.5788 | 0.6750 | 0.0 | 0.5664 | 0.6700 |
0.0337 | 94.62 | 27060 | 0.1361 | 0.3998 | 0.6071 | 0.5955 | nan | 0.5402 | 0.6740 | 0.0 | 0.5308 | 0.6685 |
0.0395 | 94.69 | 27080 | 0.1384 | 0.3971 | 0.6037 | 0.5951 | nan | 0.5541 | 0.6532 | 0.0 | 0.5420 | 0.6491 |
0.0359 | 94.76 | 27100 | 0.1364 | 0.4009 | 0.6091 | 0.5998 | nan | 0.5553 | 0.6629 | 0.0 | 0.5435 | 0.6593 |
0.0489 | 94.83 | 27120 | 0.1296 | 0.4187 | 0.6362 | 0.6274 | nan | 0.5854 | 0.6871 | 0.0 | 0.5734 | 0.6827 |
0.0363 | 94.9 | 27140 | 0.1302 | 0.4124 | 0.6264 | 0.6159 | nan | 0.5661 | 0.6867 | 0.0 | 0.5553 | 0.6819 |
0.0555 | 94.97 | 27160 | 0.1306 | 0.4139 | 0.6288 | 0.6181 | nan | 0.5669 | 0.6907 | 0.0 | 0.5560 | 0.6857 |
0.0441 | 95.03 | 27180 | 0.1318 | 0.4129 | 0.6274 | 0.6176 | nan | 0.5706 | 0.6843 | 0.0 | 0.5592 | 0.6796 |
0.0725 | 95.1 | 27200 | 0.1331 | 0.4148 | 0.6308 | 0.6234 | nan | 0.5878 | 0.6738 | 0.0 | 0.5746 | 0.6699 |
0.0404 | 95.17 | 27220 | 0.1430 | 0.4049 | 0.6168 | 0.6137 | nan | 0.5992 | 0.6344 | 0.0 | 0.5829 | 0.6319 |
0.053 | 95.24 | 27240 | 0.1386 | 0.3961 | 0.6016 | 0.5919 | nan | 0.5453 | 0.6580 | 0.0 | 0.5348 | 0.6534 |
0.0397 | 95.31 | 27260 | 0.1318 | 0.4125 | 0.6275 | 0.6191 | nan | 0.5788 | 0.6763 | 0.0 | 0.5669 | 0.6707 |
0.0345 | 95.38 | 27280 | 0.1394 | 0.3954 | 0.6011 | 0.5932 | nan | 0.5555 | 0.6466 | 0.0 | 0.5442 | 0.6420 |
0.051 | 95.45 | 27300 | 0.1428 | 0.3966 | 0.6039 | 0.5993 | nan | 0.5772 | 0.6305 | 0.0 | 0.5625 | 0.6273 |
0.0502 | 95.52 | 27320 | 0.1403 | 0.3984 | 0.6061 | 0.5976 | nan | 0.5569 | 0.6552 | 0.0 | 0.5432 | 0.6521 |
0.0534 | 95.59 | 27340 | 0.1407 | 0.3952 | 0.6012 | 0.5952 | nan | 0.5665 | 0.6358 | 0.0 | 0.5523 | 0.6332 |
0.0511 | 95.66 | 27360 | 0.1413 | 0.3992 | 0.6077 | 0.6022 | nan | 0.5758 | 0.6396 | 0.0 | 0.5617 | 0.6360 |
0.041 | 95.73 | 27380 | 0.1426 | 0.3920 | 0.5960 | 0.5867 | nan | 0.5421 | 0.6499 | 0.0 | 0.5293 | 0.6467 |
0.0541 | 95.8 | 27400 | 0.1391 | 0.4066 | 0.6189 | 0.6132 | nan | 0.5860 | 0.6518 | 0.0 | 0.5713 | 0.6485 |
0.0419 | 95.87 | 27420 | 0.1421 | 0.3992 | 0.6079 | 0.6035 | nan | 0.5823 | 0.6335 | 0.0 | 0.5666 | 0.6309 |
0.0508 | 95.94 | 27440 | 0.1431 | 0.4007 | 0.6096 | 0.6030 | nan | 0.5716 | 0.6475 | 0.0 | 0.5571 | 0.6448 |
0.0451 | 96.01 | 27460 | 0.1401 | 0.4053 | 0.6161 | 0.6081 | nan | 0.5699 | 0.6623 | 0.0 | 0.5573 | 0.6585 |
0.0476 | 96.08 | 27480 | 0.1417 | 0.4010 | 0.6093 | 0.6001 | nan | 0.5559 | 0.6628 | 0.0 | 0.5447 | 0.6582 |
0.0555 | 96.15 | 27500 | 0.1351 | 0.4107 | 0.6247 | 0.6159 | nan | 0.5737 | 0.6757 | 0.0 | 0.5602 | 0.6719 |
0.0488 | 96.22 | 27520 | 0.1341 | 0.4039 | 0.6136 | 0.6043 | nan | 0.5601 | 0.6671 | 0.0 | 0.5490 | 0.6627 |
0.0545 | 96.29 | 27540 | 0.1381 | 0.4003 | 0.6079 | 0.5976 | nan | 0.5484 | 0.6675 | 0.0 | 0.5370 | 0.6638 |
0.042 | 96.36 | 27560 | 0.1403 | 0.3970 | 0.6026 | 0.5900 | nan | 0.5301 | 0.6751 | 0.0 | 0.5201 | 0.6709 |
0.0428 | 96.43 | 27580 | 0.1314 | 0.4140 | 0.6295 | 0.6160 | nan | 0.5516 | 0.7074 | 0.0 | 0.5430 | 0.6991 |
0.04 | 96.5 | 27600 | 0.1385 | 0.3962 | 0.6015 | 0.5906 | nan | 0.5384 | 0.6647 | 0.0 | 0.5279 | 0.6607 |
0.0436 | 96.57 | 27620 | 0.1412 | 0.3960 | 0.6013 | 0.5916 | nan | 0.5450 | 0.6577 | 0.0 | 0.5339 | 0.6540 |
0.0452 | 96.64 | 27640 | 0.1381 | 0.4071 | 0.6192 | 0.6116 | nan | 0.5750 | 0.6634 | 0.0 | 0.5614 | 0.6598 |
0.071 | 96.71 | 27660 | 0.1337 | 0.4037 | 0.6130 | 0.5998 | nan | 0.5369 | 0.6890 | 0.0 | 0.5273 | 0.6837 |
0.0531 | 96.78 | 27680 | 0.1345 | 0.4067 | 0.6183 | 0.6090 | nan | 0.5644 | 0.6723 | 0.0 | 0.5519 | 0.6682 |
0.0387 | 96.85 | 27700 | 0.1330 | 0.3953 | 0.6004 | 0.5891 | nan | 0.5355 | 0.6653 | 0.0 | 0.5246 | 0.6614 |
0.0256 | 96.92 | 27720 | 0.1441 | 0.3914 | 0.5962 | 0.5919 | nan | 0.5714 | 0.6210 | 0.0 | 0.5546 | 0.6195 |
0.0446 | 96.99 | 27740 | 0.1394 | 0.4004 | 0.6091 | 0.6009 | nan | 0.5619 | 0.6562 | 0.0 | 0.5482 | 0.6531 |
0.0332 | 97.06 | 27760 | 0.1365 | 0.4009 | 0.6098 | 0.5984 | nan | 0.5444 | 0.6752 | 0.0 | 0.5312 | 0.6717 |
0.048 | 97.13 | 27780 | 0.1326 | 0.4006 | 0.6087 | 0.5974 | nan | 0.5436 | 0.6737 | 0.0 | 0.5314 | 0.6705 |
0.0597 | 97.2 | 27800 | 0.1361 | 0.3986 | 0.6055 | 0.5931 | nan | 0.5339 | 0.6772 | 0.0 | 0.5229 | 0.6731 |
0.045 | 97.27 | 27820 | 0.1302 | 0.4122 | 0.6270 | 0.6147 | nan | 0.5559 | 0.6982 | 0.0 | 0.5463 | 0.6904 |
0.0439 | 97.34 | 27840 | 0.1272 | 0.4169 | 0.6341 | 0.6226 | nan | 0.5675 | 0.7007 | 0.0 | 0.5574 | 0.6934 |
0.0487 | 97.41 | 27860 | 0.1343 | 0.4134 | 0.6295 | 0.6230 | nan | 0.5922 | 0.6668 | 0.0 | 0.5784 | 0.6619 |
0.0335 | 97.48 | 27880 | 0.1429 | 0.3926 | 0.5975 | 0.5905 | nan | 0.5572 | 0.6378 | 0.0 | 0.5433 | 0.6345 |
0.0414 | 97.55 | 27900 | 0.1402 | 0.3932 | 0.5978 | 0.5879 | nan | 0.5406 | 0.6549 | 0.0 | 0.5279 | 0.6516 |
0.0271 | 97.62 | 27920 | 0.1409 | 0.4023 | 0.6125 | 0.6068 | nan | 0.5799 | 0.6450 | 0.0 | 0.5652 | 0.6417 |
0.0813 | 97.69 | 27940 | 0.1409 | 0.3995 | 0.6077 | 0.5987 | nan | 0.5556 | 0.6597 | 0.0 | 0.5426 | 0.6558 |
0.0414 | 97.76 | 27960 | 0.1411 | 0.3992 | 0.6073 | 0.5994 | nan | 0.5619 | 0.6526 | 0.0 | 0.5485 | 0.6490 |
0.0396 | 97.83 | 27980 | 0.1366 | 0.4077 | 0.6204 | 0.6126 | nan | 0.5748 | 0.6661 | 0.0 | 0.5608 | 0.6622 |
0.0588 | 97.9 | 28000 | 0.1434 | 0.3959 | 0.6026 | 0.5979 | nan | 0.5752 | 0.6301 | 0.0 | 0.5607 | 0.6269 |
0.0402 | 97.97 | 28020 | 0.1398 | 0.4021 | 0.6118 | 0.6036 | nan | 0.5643 | 0.6594 | 0.0 | 0.5506 | 0.6557 |
0.0515 | 98.04 | 28040 | 0.1499 | 0.3842 | 0.5852 | 0.5787 | nan | 0.5477 | 0.6228 | 0.0 | 0.5322 | 0.6205 |
0.0379 | 98.11 | 28060 | 0.1427 | 0.3942 | 0.5999 | 0.5926 | nan | 0.5579 | 0.6420 | 0.0 | 0.5433 | 0.6392 |
0.0602 | 98.18 | 28080 | 0.1352 | 0.4009 | 0.6097 | 0.5998 | nan | 0.5524 | 0.6670 | 0.0 | 0.5405 | 0.6622 |
0.0511 | 98.25 | 28100 | 0.1403 | 0.3988 | 0.6063 | 0.5979 | nan | 0.5574 | 0.6553 | 0.0 | 0.5443 | 0.6522 |
0.0323 | 98.32 | 28120 | 0.1425 | 0.4006 | 0.6102 | 0.6070 | nan | 0.5918 | 0.6285 | 0.0 | 0.5762 | 0.6257 |
0.039 | 98.39 | 28140 | 0.1381 | 0.4001 | 0.6080 | 0.5991 | nan | 0.5566 | 0.6595 | 0.0 | 0.5447 | 0.6555 |
0.0455 | 98.46 | 28160 | 0.1401 | 0.4017 | 0.6116 | 0.6066 | nan | 0.5826 | 0.6406 | 0.0 | 0.5676 | 0.6375 |
0.0367 | 98.53 | 28180 | 0.1367 | 0.4030 | 0.6127 | 0.6039 | nan | 0.5620 | 0.6633 | 0.0 | 0.5495 | 0.6593 |
0.0522 | 98.6 | 28200 | 0.1415 | 0.3992 | 0.6069 | 0.5988 | nan | 0.5602 | 0.6535 | 0.0 | 0.5475 | 0.6502 |
0.0377 | 98.67 | 28220 | 0.1377 | 0.4126 | 0.6276 | 0.6203 | nan | 0.5853 | 0.6699 | 0.0 | 0.5718 | 0.6661 |
0.0496 | 98.74 | 28240 | 0.1432 | 0.4022 | 0.6133 | 0.6075 | nan | 0.5796 | 0.6470 | 0.0 | 0.5623 | 0.6442 |
0.0393 | 98.81 | 28260 | 0.1444 | 0.4001 | 0.6091 | 0.6015 | nan | 0.5657 | 0.6524 | 0.0 | 0.5512 | 0.6491 |
0.0463 | 98.88 | 28280 | 0.1394 | 0.4045 | 0.6163 | 0.6094 | nan | 0.5763 | 0.6563 | 0.0 | 0.5615 | 0.6520 |
0.0439 | 98.95 | 28300 | 0.1450 | 0.3882 | 0.5920 | 0.5866 | nan | 0.5609 | 0.6231 | 0.0 | 0.5448 | 0.6197 |
0.0549 | 99.02 | 28320 | 0.1400 | 0.3997 | 0.6088 | 0.6031 | nan | 0.5760 | 0.6416 | 0.0 | 0.5628 | 0.6362 |
0.0581 | 99.09 | 28340 | 0.1452 | 0.3913 | 0.5955 | 0.5888 | nan | 0.5568 | 0.6342 | 0.0 | 0.5433 | 0.6308 |
0.0305 | 99.16 | 28360 | 0.1348 | 0.3969 | 0.6028 | 0.5896 | nan | 0.5267 | 0.6789 | 0.0 | 0.5174 | 0.6732 |
0.039 | 99.23 | 28380 | 0.1391 | 0.3979 | 0.6045 | 0.5949 | nan | 0.5491 | 0.6599 | 0.0 | 0.5376 | 0.6563 |
0.0454 | 99.3 | 28400 | 0.1439 | 0.4027 | 0.6132 | 0.6071 | nan | 0.5784 | 0.6479 | 0.0 | 0.5624 | 0.6458 |
0.0668 | 99.37 | 28420 | 0.1446 | 0.4039 | 0.6162 | 0.6113 | nan | 0.5880 | 0.6444 | 0.0 | 0.5687 | 0.6430 |
0.0354 | 99.44 | 28440 | 0.1457 | 0.3944 | 0.6011 | 0.5962 | nan | 0.5727 | 0.6296 | 0.0 | 0.5555 | 0.6277 |
0.0557 | 99.51 | 28460 | 0.1402 | 0.4060 | 0.6182 | 0.6110 | nan | 0.5765 | 0.6599 | 0.0 | 0.5606 | 0.6575 |
0.0318 | 99.58 | 28480 | 0.1424 | 0.3997 | 0.6086 | 0.6020 | nan | 0.5706 | 0.6465 | 0.0 | 0.5549 | 0.6442 |
0.0379 | 99.65 | 28500 | 0.1545 | 0.3816 | 0.5816 | 0.5769 | nan | 0.5545 | 0.6086 | 0.0 | 0.5372 | 0.6076 |
0.0471 | 99.72 | 28520 | 0.1443 | 0.3983 | 0.6063 | 0.5994 | nan | 0.5666 | 0.6459 | 0.0 | 0.5515 | 0.6433 |
0.0604 | 99.79 | 28540 | 0.1323 | 0.4111 | 0.6245 | 0.6134 | nan | 0.5603 | 0.6887 | 0.0 | 0.5514 | 0.6819 |
0.0652 | 99.86 | 28560 | 0.1359 | 0.4074 | 0.6192 | 0.6102 | nan | 0.5672 | 0.6712 | 0.0 | 0.5542 | 0.6679 |
0.0558 | 99.93 | 28580 | 0.1393 | 0.4024 | 0.6120 | 0.6056 | nan | 0.5747 | 0.6493 | 0.0 | 0.5601 | 0.6471 |
0.0429 | 100.0 | 28600 | 0.1367 | 0.4081 | 0.6207 | 0.6124 | nan | 0.5731 | 0.6682 | 0.0 | 0.5589 | 0.6654 |
0.0537 | 100.07 | 28620 | 0.1349 | 0.4046 | 0.6152 | 0.6082 | nan | 0.5752 | 0.6552 | 0.0 | 0.5611 | 0.6527 |
0.0531 | 100.14 | 28640 | 0.1383 | 0.3996 | 0.6073 | 0.5994 | nan | 0.5618 | 0.6528 | 0.0 | 0.5475 | 0.6513 |
0.062 | 100.21 | 28660 | 0.1392 | 0.3925 | 0.5963 | 0.5866 | nan | 0.5403 | 0.6523 | 0.0 | 0.5268 | 0.6506 |
0.0537 | 100.28 | 28680 | 0.1357 | 0.3957 | 0.6013 | 0.5910 | nan | 0.5418 | 0.6608 | 0.0 | 0.5304 | 0.6568 |
0.04 | 100.35 | 28700 | 0.1282 | 0.4035 | 0.6133 | 0.6008 | nan | 0.5408 | 0.6859 | 0.0 | 0.5309 | 0.6795 |
0.06 | 100.42 | 28720 | 0.1289 | 0.4094 | 0.6228 | 0.6126 | nan | 0.5639 | 0.6816 | 0.0 | 0.5519 | 0.6762 |
0.0802 | 100.49 | 28740 | 0.1349 | 0.4065 | 0.6180 | 0.6093 | nan | 0.5682 | 0.6678 | 0.0 | 0.5547 | 0.6650 |
0.0503 | 100.56 | 28760 | 0.1431 | 0.3969 | 0.6048 | 0.5994 | nan | 0.5736 | 0.6360 | 0.0 | 0.5574 | 0.6333 |
0.0342 | 100.63 | 28780 | 0.1403 | 0.3972 | 0.6049 | 0.5971 | nan | 0.5598 | 0.6501 | 0.0 | 0.5451 | 0.6464 |
0.048 | 100.7 | 28800 | 0.1414 | 0.3942 | 0.6001 | 0.5926 | nan | 0.5568 | 0.6434 | 0.0 | 0.5426 | 0.6401 |
0.0173 | 100.77 | 28820 | 0.1417 | 0.3903 | 0.5938 | 0.5856 | nan | 0.5465 | 0.6412 | 0.0 | 0.5329 | 0.6381 |
0.0407 | 100.84 | 28840 | 0.1446 | 0.3984 | 0.6071 | 0.6022 | nan | 0.5789 | 0.6352 | 0.0 | 0.5623 | 0.6328 |
0.0357 | 100.91 | 28860 | 0.1456 | 0.3953 | 0.6024 | 0.5985 | nan | 0.5801 | 0.6247 | 0.0 | 0.5632 | 0.6227 |
0.0367 | 100.98 | 28880 | 0.1409 | 0.3963 | 0.6032 | 0.5942 | nan | 0.5513 | 0.6551 | 0.0 | 0.5366 | 0.6524 |
0.0368 | 101.05 | 28900 | 0.1362 | 0.4043 | 0.6151 | 0.6062 | nan | 0.5641 | 0.6660 | 0.0 | 0.5498 | 0.6632 |
0.0273 | 101.12 | 28920 | 0.1392 | 0.3947 | 0.6005 | 0.5916 | nan | 0.5495 | 0.6514 | 0.0 | 0.5352 | 0.6490 |
0.0458 | 101.19 | 28940 | 0.1408 | 0.3901 | 0.5933 | 0.5848 | nan | 0.5441 | 0.6426 | 0.0 | 0.5301 | 0.6401 |
0.0325 | 101.26 | 28960 | 0.1394 | 0.3946 | 0.6000 | 0.5909 | nan | 0.5473 | 0.6528 | 0.0 | 0.5340 | 0.6498 |
0.0801 | 101.33 | 28980 | 0.1462 | 0.3841 | 0.5841 | 0.5751 | nan | 0.5320 | 0.6363 | 0.0 | 0.5185 | 0.6339 |
0.0407 | 101.4 | 29000 | 0.1469 | 0.3883 | 0.5908 | 0.5839 | nan | 0.5507 | 0.6310 | 0.0 | 0.5362 | 0.6286 |
0.0576 | 101.47 | 29020 | 0.1460 | 0.3894 | 0.5926 | 0.5854 | nan | 0.5511 | 0.6342 | 0.0 | 0.5368 | 0.6315 |
0.0462 | 101.54 | 29040 | 0.1414 | 0.3985 | 0.6055 | 0.5971 | nan | 0.5571 | 0.6540 | 0.0 | 0.5447 | 0.6507 |
0.058 | 101.61 | 29060 | 0.1407 | 0.4095 | 0.6232 | 0.6184 | nan | 0.5959 | 0.6504 | 0.0 | 0.5809 | 0.6476 |
0.0439 | 101.68 | 29080 | 0.1394 | 0.4068 | 0.6187 | 0.6103 | nan | 0.5702 | 0.6672 | 0.0 | 0.5561 | 0.6642 |
0.055 | 101.75 | 29100 | 0.1279 | 0.4234 | 0.6431 | 0.6320 | nan | 0.5791 | 0.7071 | 0.0 | 0.5684 | 0.7017 |
0.0292 | 101.82 | 29120 | 0.1327 | 0.4179 | 0.6349 | 0.6278 | nan | 0.5942 | 0.6757 | 0.0 | 0.5825 | 0.6711 |
0.038 | 101.89 | 29140 | 0.1329 | 0.4090 | 0.6220 | 0.6140 | nan | 0.5757 | 0.6684 | 0.0 | 0.5630 | 0.6641 |
0.0326 | 101.96 | 29160 | 0.1346 | 0.4100 | 0.6233 | 0.6164 | nan | 0.5836 | 0.6630 | 0.0 | 0.5712 | 0.6587 |
0.0551 | 102.03 | 29180 | 0.1351 | 0.4043 | 0.6138 | 0.6023 | nan | 0.5471 | 0.6804 | 0.0 | 0.5374 | 0.6755 |
0.0636 | 102.1 | 29200 | 0.1350 | 0.4041 | 0.6132 | 0.6020 | nan | 0.5484 | 0.6779 | 0.0 | 0.5386 | 0.6736 |
0.0591 | 102.17 | 29220 | 0.1343 | 0.4066 | 0.6170 | 0.6048 | nan | 0.5463 | 0.6878 | 0.0 | 0.5358 | 0.6839 |
0.035 | 102.24 | 29240 | 0.1336 | 0.4145 | 0.6295 | 0.6205 | nan | 0.5777 | 0.6812 | 0.0 | 0.5668 | 0.6766 |
0.0554 | 102.31 | 29260 | 0.1406 | 0.4042 | 0.6142 | 0.6065 | nan | 0.5698 | 0.6586 | 0.0 | 0.5588 | 0.6538 |
0.0203 | 102.38 | 29280 | 0.1415 | 0.4015 | 0.6102 | 0.6028 | nan | 0.5673 | 0.6531 | 0.0 | 0.5557 | 0.6489 |
0.0496 | 102.45 | 29300 | 0.1421 | 0.3988 | 0.6069 | 0.6014 | nan | 0.5751 | 0.6387 | 0.0 | 0.5600 | 0.6364 |
0.0575 | 102.52 | 29320 | 0.1365 | 0.4019 | 0.6109 | 0.6024 | nan | 0.5619 | 0.6598 | 0.0 | 0.5496 | 0.6562 |
0.0355 | 102.59 | 29340 | 0.1375 | 0.4009 | 0.6097 | 0.6019 | nan | 0.5647 | 0.6547 | 0.0 | 0.5512 | 0.6515 |
0.0429 | 102.66 | 29360 | 0.1402 | 0.3941 | 0.5992 | 0.5905 | nan | 0.5493 | 0.6490 | 0.0 | 0.5366 | 0.6457 |
0.0533 | 102.73 | 29380 | 0.1410 | 0.3911 | 0.5938 | 0.5832 | nan | 0.5322 | 0.6554 | 0.0 | 0.5226 | 0.6507 |
0.0683 | 102.8 | 29400 | 0.1423 | 0.3961 | 0.6019 | 0.5925 | nan | 0.5478 | 0.6560 | 0.0 | 0.5359 | 0.6523 |
0.0243 | 102.87 | 29420 | 0.1434 | 0.3908 | 0.5941 | 0.5851 | nan | 0.5420 | 0.6462 | 0.0 | 0.5297 | 0.6428 |
0.0301 | 102.94 | 29440 | 0.1408 | 0.3984 | 0.6049 | 0.5922 | nan | 0.5314 | 0.6785 | 0.0 | 0.5205 | 0.6746 |
0.0507 | 103.01 | 29460 | 0.1390 | 0.3995 | 0.6069 | 0.5980 | nan | 0.5554 | 0.6584 | 0.0 | 0.5440 | 0.6545 |
0.0328 | 103.08 | 29480 | 0.1505 | 0.3834 | 0.5825 | 0.5748 | nan | 0.5376 | 0.6275 | 0.0 | 0.5242 | 0.6259 |
0.0327 | 103.15 | 29500 | 0.1428 | 0.4051 | 0.6168 | 0.6117 | nan | 0.5869 | 0.6468 | 0.0 | 0.5704 | 0.6449 |
0.0406 | 103.22 | 29520 | 0.1430 | 0.4035 | 0.6134 | 0.6060 | nan | 0.5707 | 0.6560 | 0.0 | 0.5572 | 0.6533 |
0.054 | 103.29 | 29540 | 0.1451 | 0.4038 | 0.6147 | 0.6094 | nan | 0.5840 | 0.6454 | 0.0 | 0.5677 | 0.6436 |
0.0348 | 103.36 | 29560 | 0.1458 | 0.4020 | 0.6120 | 0.6063 | nan | 0.5791 | 0.6450 | 0.0 | 0.5628 | 0.6432 |
0.0465 | 103.43 | 29580 | 0.1426 | 0.4065 | 0.6186 | 0.6139 | nan | 0.5916 | 0.6456 | 0.0 | 0.5760 | 0.6435 |
0.0405 | 103.5 | 29600 | 0.1457 | 0.4040 | 0.6149 | 0.6096 | nan | 0.5840 | 0.6458 | 0.0 | 0.5686 | 0.6434 |
0.0616 | 103.57 | 29620 | 0.1424 | 0.4034 | 0.6135 | 0.6081 | nan | 0.5826 | 0.6443 | 0.0 | 0.5691 | 0.6410 |
0.0215 | 103.64 | 29640 | 0.1423 | 0.3978 | 0.6052 | 0.5976 | nan | 0.5614 | 0.6490 | 0.0 | 0.5471 | 0.6462 |
0.0513 | 103.71 | 29660 | 0.1399 | 0.4006 | 0.6090 | 0.6007 | nan | 0.5611 | 0.6568 | 0.0 | 0.5489 | 0.6530 |
0.0413 | 103.78 | 29680 | 0.1376 | 0.3963 | 0.6017 | 0.5895 | nan | 0.5310 | 0.6724 | 0.0 | 0.5224 | 0.6664 |
0.037 | 103.85 | 29700 | 0.1341 | 0.4135 | 0.6285 | 0.6198 | nan | 0.5783 | 0.6787 | 0.0 | 0.5655 | 0.6750 |
0.0473 | 103.92 | 29720 | 0.1385 | 0.4054 | 0.6157 | 0.6073 | nan | 0.5672 | 0.6641 | 0.0 | 0.5555 | 0.6606 |
0.0511 | 103.99 | 29740 | 0.1377 | 0.4109 | 0.6247 | 0.6154 | nan | 0.5714 | 0.6779 | 0.0 | 0.5588 | 0.6740 |
0.0509 | 104.06 | 29760 | 0.1364 | 0.4081 | 0.6204 | 0.6113 | nan | 0.5679 | 0.6728 | 0.0 | 0.5553 | 0.6691 |
0.067 | 104.13 | 29780 | 0.1373 | 0.4058 | 0.6166 | 0.6101 | nan | 0.5791 | 0.6540 | 0.0 | 0.5675 | 0.6498 |
0.0322 | 104.2 | 29800 | 0.1404 | 0.3988 | 0.6062 | 0.5987 | nan | 0.5629 | 0.6496 | 0.0 | 0.5499 | 0.6465 |
0.041 | 104.27 | 29820 | 0.1373 | 0.4025 | 0.6117 | 0.6023 | nan | 0.5572 | 0.6662 | 0.0 | 0.5456 | 0.6620 |
0.0457 | 104.34 | 29840 | 0.1380 | 0.3954 | 0.6005 | 0.5900 | nan | 0.5400 | 0.6610 | 0.0 | 0.5307 | 0.6555 |
0.0464 | 104.41 | 29860 | 0.1355 | 0.3980 | 0.6045 | 0.5946 | nan | 0.5470 | 0.6621 | 0.0 | 0.5360 | 0.6579 |
0.0624 | 104.48 | 29880 | 0.1415 | 0.3976 | 0.6038 | 0.5939 | nan | 0.5468 | 0.6608 | 0.0 | 0.5358 | 0.6570 |
0.0669 | 104.55 | 29900 | 0.1404 | 0.4031 | 0.6128 | 0.6064 | nan | 0.5760 | 0.6496 | 0.0 | 0.5629 | 0.6464 |
0.0381 | 104.62 | 29920 | 0.1409 | 0.4045 | 0.6146 | 0.6061 | nan | 0.5656 | 0.6636 | 0.0 | 0.5530 | 0.6604 |
0.0549 | 104.69 | 29940 | 0.1429 | 0.3938 | 0.5984 | 0.5889 | nan | 0.5439 | 0.6528 | 0.0 | 0.5316 | 0.6498 |
0.0484 | 104.76 | 29960 | 0.1436 | 0.3972 | 0.6031 | 0.5944 | nan | 0.5529 | 0.6534 | 0.0 | 0.5415 | 0.6500 |
0.0427 | 104.83 | 29980 | 0.1410 | 0.4011 | 0.6098 | 0.6012 | nan | 0.5601 | 0.6595 | 0.0 | 0.5471 | 0.6561 |
0.0352 | 104.9 | 30000 | 0.1441 | 0.4030 | 0.6122 | 0.6043 | nan | 0.5663 | 0.6581 | 0.0 | 0.5541 | 0.6549 |
0.0494 | 104.97 | 30020 | 0.1468 | 0.3954 | 0.6004 | 0.5900 | nan | 0.5403 | 0.6605 | 0.0 | 0.5295 | 0.6566 |
0.0361 | 105.03 | 30040 | 0.1480 | 0.3996 | 0.6073 | 0.6007 | nan | 0.5693 | 0.6453 | 0.0 | 0.5556 | 0.6431 |
0.0382 | 105.1 | 30060 | 0.1402 | 0.4086 | 0.6205 | 0.6128 | nan | 0.5760 | 0.6650 | 0.0 | 0.5640 | 0.6617 |
0.0376 | 105.17 | 30080 | 0.1398 | 0.4022 | 0.6108 | 0.6020 | nan | 0.5603 | 0.6612 | 0.0 | 0.5486 | 0.6581 |
0.0343 | 105.24 | 30100 | 0.1476 | 0.3951 | 0.6002 | 0.5919 | nan | 0.5521 | 0.6484 | 0.0 | 0.5394 | 0.6459 |
0.0392 | 105.31 | 30120 | 0.1433 | 0.3952 | 0.6002 | 0.5895 | nan | 0.5385 | 0.6619 | 0.0 | 0.5267 | 0.6588 |
0.0626 | 105.38 | 30140 | 0.1419 | 0.3984 | 0.6053 | 0.5946 | nan | 0.5433 | 0.6673 | 0.0 | 0.5320 | 0.6632 |
0.0394 | 105.45 | 30160 | 0.1394 | 0.4059 | 0.6165 | 0.6066 | nan | 0.5596 | 0.6733 | 0.0 | 0.5485 | 0.6691 |
0.0584 | 105.52 | 30180 | 0.1438 | 0.3974 | 0.6039 | 0.5948 | nan | 0.5516 | 0.6561 | 0.0 | 0.5392 | 0.6530 |
0.0305 | 105.59 | 30200 | 0.1424 | 0.4095 | 0.6226 | 0.6149 | nan | 0.5780 | 0.6672 | 0.0 | 0.5639 | 0.6645 |
0.0327 | 105.66 | 30220 | 0.1400 | 0.4077 | 0.6195 | 0.6109 | nan | 0.5698 | 0.6691 | 0.0 | 0.5568 | 0.6663 |
0.0274 | 105.73 | 30240 | 0.1371 | 0.4106 | 0.6236 | 0.6133 | nan | 0.5643 | 0.6828 | 0.0 | 0.5535 | 0.6783 |
0.0268 | 105.8 | 30260 | 0.1393 | 0.4050 | 0.6153 | 0.6061 | nan | 0.5624 | 0.6681 | 0.0 | 0.5505 | 0.6645 |
0.065 | 105.87 | 30280 | 0.1428 | 0.3987 | 0.6051 | 0.5937 | nan | 0.5394 | 0.6708 | 0.0 | 0.5291 | 0.6670 |
0.027 | 105.94 | 30300 | 0.1423 | 0.3964 | 0.6017 | 0.5926 | nan | 0.5491 | 0.6543 | 0.0 | 0.5383 | 0.6509 |
0.0629 | 106.01 | 30320 | 0.1449 | 0.3912 | 0.5943 | 0.5866 | nan | 0.5496 | 0.6391 | 0.0 | 0.5374 | 0.6362 |
0.0332 | 106.08 | 30340 | 0.1425 | 0.3945 | 0.5994 | 0.5905 | nan | 0.5478 | 0.6511 | 0.0 | 0.5349 | 0.6485 |
0.0409 | 106.15 | 30360 | 0.1361 | 0.4103 | 0.6242 | 0.6182 | nan | 0.5893 | 0.6592 | 0.0 | 0.5752 | 0.6558 |
0.0255 | 106.22 | 30380 | 0.1311 | 0.4151 | 0.6309 | 0.6225 | nan | 0.5824 | 0.6794 | 0.0 | 0.5695 | 0.6757 |
0.0532 | 106.29 | 30400 | 0.1347 | 0.4155 | 0.6316 | 0.6248 | nan | 0.5923 | 0.6709 | 0.0 | 0.5789 | 0.6675 |
0.0465 | 106.36 | 30420 | 0.1297 | 0.4161 | 0.6322 | 0.6229 | nan | 0.5781 | 0.6864 | 0.0 | 0.5681 | 0.6801 |
0.043 | 106.43 | 30440 | 0.1338 | 0.4130 | 0.6273 | 0.6190 | nan | 0.5792 | 0.6755 | 0.0 | 0.5674 | 0.6716 |
0.0399 | 106.5 | 30460 | 0.1329 | 0.4081 | 0.6196 | 0.6091 | nan | 0.5591 | 0.6801 | 0.0 | 0.5492 | 0.6750 |
0.0317 | 106.57 | 30480 | 0.1367 | 0.4048 | 0.6149 | 0.6053 | nan | 0.5592 | 0.6707 | 0.0 | 0.5473 | 0.6669 |
0.044 | 106.64 | 30500 | 0.1330 | 0.4107 | 0.6240 | 0.6137 | nan | 0.5645 | 0.6834 | 0.0 | 0.5547 | 0.6775 |
0.032 | 106.71 | 30520 | 0.1401 | 0.3970 | 0.6031 | 0.5927 | nan | 0.5428 | 0.6634 | 0.0 | 0.5325 | 0.6586 |
0.0685 | 106.78 | 30540 | 0.1417 | 0.3968 | 0.6033 | 0.5948 | nan | 0.5541 | 0.6526 | 0.0 | 0.5424 | 0.6481 |
0.0583 | 106.85 | 30560 | 0.1446 | 0.3953 | 0.6008 | 0.5931 | nan | 0.5563 | 0.6453 | 0.0 | 0.5439 | 0.6421 |
0.0505 | 106.92 | 30580 | 0.1420 | 0.3952 | 0.6007 | 0.5926 | nan | 0.5537 | 0.6477 | 0.0 | 0.5416 | 0.6441 |
0.0443 | 106.99 | 30600 | 0.1427 | 0.3976 | 0.6045 | 0.5982 | nan | 0.5681 | 0.6409 | 0.0 | 0.5550 | 0.6377 |
0.0234 | 107.06 | 30620 | 0.1383 | 0.4030 | 0.6123 | 0.6030 | nan | 0.5590 | 0.6655 | 0.0 | 0.5470 | 0.6619 |
0.0602 | 107.13 | 30640 | 0.1444 | 0.3940 | 0.5990 | 0.5902 | nan | 0.5479 | 0.6501 | 0.0 | 0.5351 | 0.6470 |
0.0365 | 107.2 | 30660 | 0.1527 | 0.3949 | 0.6016 | 0.5981 | nan | 0.5814 | 0.6217 | 0.0 | 0.5654 | 0.6192 |
0.0308 | 107.27 | 30680 | 0.1419 | 0.4012 | 0.6109 | 0.6046 | nan | 0.5747 | 0.6471 | 0.0 | 0.5601 | 0.6433 |
0.0443 | 107.34 | 30700 | 0.1461 | 0.3963 | 0.6032 | 0.5966 | nan | 0.5648 | 0.6417 | 0.0 | 0.5509 | 0.6381 |
0.0349 | 107.41 | 30720 | 0.1435 | 0.4028 | 0.6131 | 0.6056 | nan | 0.5699 | 0.6563 | 0.0 | 0.5563 | 0.6520 |
0.0425 | 107.48 | 30740 | 0.1432 | 0.4098 | 0.6241 | 0.6184 | nan | 0.5912 | 0.6571 | 0.0 | 0.5763 | 0.6531 |
0.0521 | 107.55 | 30760 | 0.1499 | 0.3922 | 0.5968 | 0.5901 | nan | 0.5582 | 0.6354 | 0.0 | 0.5437 | 0.6328 |
0.0413 | 107.62 | 30780 | 0.1447 | 0.3910 | 0.5945 | 0.5854 | nan | 0.5417 | 0.6474 | 0.0 | 0.5300 | 0.6432 |
0.0486 | 107.69 | 30800 | 0.1421 | 0.3947 | 0.6005 | 0.5920 | nan | 0.5516 | 0.6494 | 0.0 | 0.5385 | 0.6456 |
0.0647 | 107.76 | 30820 | 0.1455 | 0.3966 | 0.6040 | 0.5983 | nan | 0.5713 | 0.6367 | 0.0 | 0.5559 | 0.6338 |
0.0425 | 107.83 | 30840 | 0.1467 | 0.3969 | 0.6040 | 0.5984 | nan | 0.5716 | 0.6363 | 0.0 | 0.5580 | 0.6327 |
0.0473 | 107.9 | 30860 | 0.1417 | 0.4017 | 0.6114 | 0.6051 | nan | 0.5749 | 0.6480 | 0.0 | 0.5606 | 0.6444 |
0.0565 | 107.97 | 30880 | 0.1413 | 0.4020 | 0.6111 | 0.6042 | nan | 0.5716 | 0.6506 | 0.0 | 0.5587 | 0.6472 |
0.0425 | 108.04 | 30900 | 0.1372 | 0.4089 | 0.6218 | 0.6128 | nan | 0.5699 | 0.6737 | 0.0 | 0.5573 | 0.6693 |
0.0309 | 108.11 | 30920 | 0.1416 | 0.4015 | 0.6104 | 0.6014 | nan | 0.5586 | 0.6621 | 0.0 | 0.5461 | 0.6583 |
0.0375 | 108.18 | 30940 | 0.1403 | 0.4009 | 0.6095 | 0.6007 | nan | 0.5589 | 0.6600 | 0.0 | 0.5461 | 0.6566 |
0.0283 | 108.25 | 30960 | 0.1458 | 0.3943 | 0.6000 | 0.5935 | nan | 0.5622 | 0.6379 | 0.0 | 0.5489 | 0.6341 |
0.0436 | 108.32 | 30980 | 0.1409 | 0.4041 | 0.6146 | 0.6070 | nan | 0.5710 | 0.6581 | 0.0 | 0.5586 | 0.6537 |
0.0593 | 108.39 | 31000 | 0.1380 | 0.4103 | 0.6250 | 0.6159 | nan | 0.5727 | 0.6772 | 0.0 | 0.5616 | 0.6694 |
0.0334 | 108.46 | 31020 | 0.1420 | 0.4039 | 0.6155 | 0.6104 | nan | 0.5863 | 0.6447 | 0.0 | 0.5731 | 0.6385 |
0.0626 | 108.53 | 31040 | 0.1438 | 0.3976 | 0.6049 | 0.5960 | nan | 0.5532 | 0.6567 | 0.0 | 0.5404 | 0.6523 |
0.0484 | 108.6 | 31060 | 0.1431 | 0.4037 | 0.6142 | 0.6086 | nan | 0.5823 | 0.6460 | 0.0 | 0.5689 | 0.6422 |
0.0406 | 108.67 | 31080 | 0.1489 | 0.3861 | 0.5868 | 0.5776 | nan | 0.5338 | 0.6398 | 0.0 | 0.5224 | 0.6359 |
0.0489 | 108.74 | 31100 | 0.1472 | 0.3924 | 0.5966 | 0.5889 | nan | 0.5519 | 0.6414 | 0.0 | 0.5393 | 0.6379 |
0.0429 | 108.81 | 31120 | 0.1426 | 0.3994 | 0.6074 | 0.5981 | nan | 0.5541 | 0.6606 | 0.0 | 0.5428 | 0.6553 |
0.0462 | 108.88 | 31140 | 0.1384 | 0.4036 | 0.6142 | 0.6048 | nan | 0.5598 | 0.6686 | 0.0 | 0.5485 | 0.6623 |
0.0635 | 108.95 | 31160 | 0.1412 | 0.3991 | 0.6068 | 0.5973 | nan | 0.5519 | 0.6617 | 0.0 | 0.5405 | 0.6566 |
0.0302 | 109.02 | 31180 | 0.1424 | 0.3981 | 0.6050 | 0.5950 | nan | 0.5469 | 0.6632 | 0.0 | 0.5366 | 0.6577 |
0.0364 | 109.09 | 31200 | 0.1394 | 0.4001 | 0.6085 | 0.5991 | nan | 0.5541 | 0.6628 | 0.0 | 0.5421 | 0.6581 |
0.029 | 109.16 | 31220 | 0.1378 | 0.4017 | 0.6106 | 0.5996 | nan | 0.5470 | 0.6743 | 0.0 | 0.5350 | 0.6700 |
0.0339 | 109.23 | 31240 | 0.1389 | 0.4000 | 0.6086 | 0.5996 | nan | 0.5566 | 0.6606 | 0.0 | 0.5431 | 0.6568 |
0.0279 | 109.3 | 31260 | 0.1402 | 0.3991 | 0.6072 | 0.5983 | nan | 0.5556 | 0.6589 | 0.0 | 0.5429 | 0.6544 |
0.0624 | 109.37 | 31280 | 0.1404 | 0.4014 | 0.6104 | 0.6014 | nan | 0.5585 | 0.6623 | 0.0 | 0.5471 | 0.6569 |
0.053 | 109.44 | 31300 | 0.1406 | 0.4067 | 0.6181 | 0.6092 | nan | 0.5666 | 0.6695 | 0.0 | 0.5547 | 0.6653 |
0.0456 | 109.51 | 31320 | 0.1376 | 0.4077 | 0.6195 | 0.6110 | nan | 0.5703 | 0.6688 | 0.0 | 0.5589 | 0.6641 |
0.0708 | 109.58 | 31340 | 0.1405 | 0.4111 | 0.6249 | 0.6172 | nan | 0.5801 | 0.6697 | 0.0 | 0.5682 | 0.6650 |
0.0379 | 109.65 | 31360 | 0.1430 | 0.3966 | 0.6026 | 0.5934 | nan | 0.5494 | 0.6557 | 0.0 | 0.5388 | 0.6511 |
0.0352 | 109.72 | 31380 | 0.1384 | 0.4079 | 0.6198 | 0.6081 | nan | 0.5522 | 0.6874 | 0.0 | 0.5422 | 0.6814 |
0.0349 | 109.79 | 31400 | 0.1437 | 0.4003 | 0.6088 | 0.6026 | nan | 0.5729 | 0.6447 | 0.0 | 0.5599 | 0.6410 |
0.0558 | 109.86 | 31420 | 0.1414 | 0.4068 | 0.6188 | 0.6115 | nan | 0.5766 | 0.6610 | 0.0 | 0.5635 | 0.6569 |
0.0442 | 109.93 | 31440 | 0.1451 | 0.3985 | 0.6062 | 0.5979 | nan | 0.5579 | 0.6545 | 0.0 | 0.5459 | 0.6497 |
0.0534 | 110.0 | 31460 | 0.1379 | 0.4050 | 0.6162 | 0.6069 | nan | 0.5629 | 0.6695 | 0.0 | 0.5507 | 0.6642 |
0.0421 | 110.07 | 31480 | 0.1414 | 0.4014 | 0.6110 | 0.6035 | nan | 0.5680 | 0.6539 | 0.0 | 0.5550 | 0.6491 |
0.0564 | 110.14 | 31500 | 0.1416 | 0.3971 | 0.6043 | 0.5960 | nan | 0.5565 | 0.6520 | 0.0 | 0.5435 | 0.6478 |
0.0343 | 110.21 | 31520 | 0.1417 | 0.3935 | 0.5984 | 0.5880 | nan | 0.5388 | 0.6580 | 0.0 | 0.5271 | 0.6535 |
0.0416 | 110.28 | 31540 | 0.1412 | 0.4071 | 0.6202 | 0.6144 | nan | 0.5869 | 0.6536 | 0.0 | 0.5717 | 0.6497 |
0.0324 | 110.35 | 31560 | 0.1429 | 0.4016 | 0.6117 | 0.6049 | nan | 0.5723 | 0.6511 | 0.0 | 0.5569 | 0.6480 |
0.0415 | 110.42 | 31580 | 0.1352 | 0.4017 | 0.6112 | 0.6012 | nan | 0.5538 | 0.6685 | 0.0 | 0.5431 | 0.6619 |
0.0283 | 110.49 | 31600 | 0.1371 | 0.4013 | 0.6101 | 0.6006 | nan | 0.5552 | 0.6650 | 0.0 | 0.5434 | 0.6606 |
0.0585 | 110.56 | 31620 | 0.1397 | 0.3957 | 0.6015 | 0.5915 | nan | 0.5437 | 0.6593 | 0.0 | 0.5323 | 0.6547 |
0.033 | 110.63 | 31640 | 0.1466 | 0.3939 | 0.6000 | 0.5941 | nan | 0.5662 | 0.6337 | 0.0 | 0.5513 | 0.6304 |
0.0484 | 110.7 | 31660 | 0.1462 | 0.3955 | 0.6015 | 0.5926 | nan | 0.5497 | 0.6533 | 0.0 | 0.5368 | 0.6497 |
0.0394 | 110.77 | 31680 | 0.1411 | 0.4007 | 0.6095 | 0.5995 | nan | 0.5517 | 0.6673 | 0.0 | 0.5398 | 0.6623 |
0.0336 | 110.84 | 31700 | 0.1438 | 0.4000 | 0.6083 | 0.6006 | nan | 0.5638 | 0.6528 | 0.0 | 0.5517 | 0.6483 |
0.0494 | 110.91 | 31720 | 0.1421 | 0.4015 | 0.6113 | 0.6047 | nan | 0.5736 | 0.6489 | 0.0 | 0.5593 | 0.6452 |
0.0437 | 110.98 | 31740 | 0.1378 | 0.4057 | 0.6173 | 0.6070 | nan | 0.5581 | 0.6764 | 0.0 | 0.5472 | 0.6698 |
0.0297 | 111.05 | 31760 | 0.1400 | 0.4040 | 0.6151 | 0.6075 | nan | 0.5711 | 0.6591 | 0.0 | 0.5577 | 0.6544 |
0.0461 | 111.12 | 31780 | 0.1390 | 0.4022 | 0.6122 | 0.6005 | nan | 0.5444 | 0.6800 | 0.0 | 0.5320 | 0.6745 |
0.05 | 111.19 | 31800 | 0.1372 | 0.4108 | 0.6261 | 0.6204 | nan | 0.5930 | 0.6592 | 0.0 | 0.5775 | 0.6549 |
0.0462 | 111.26 | 31820 | 0.1406 | 0.4089 | 0.6228 | 0.6165 | nan | 0.5863 | 0.6593 | 0.0 | 0.5720 | 0.6547 |
0.0449 | 111.33 | 31840 | 0.1378 | 0.4063 | 0.6185 | 0.6092 | nan | 0.5649 | 0.6721 | 0.0 | 0.5517 | 0.6672 |
0.0555 | 111.4 | 31860 | 0.1439 | 0.3987 | 0.6068 | 0.6000 | nan | 0.5674 | 0.6463 | 0.0 | 0.5545 | 0.6417 |
0.0436 | 111.47 | 31880 | 0.1423 | 0.4019 | 0.6110 | 0.6005 | nan | 0.5501 | 0.6719 | 0.0 | 0.5382 | 0.6675 |
0.04 | 111.54 | 31900 | 0.1418 | 0.4043 | 0.6147 | 0.6051 | nan | 0.5589 | 0.6706 | 0.0 | 0.5461 | 0.6668 |
0.0296 | 111.61 | 31920 | 0.1345 | 0.4144 | 0.6300 | 0.6195 | nan | 0.5693 | 0.6907 | 0.0 | 0.5580 | 0.6853 |
0.0491 | 111.68 | 31940 | 0.1389 | 0.4086 | 0.6220 | 0.6134 | nan | 0.5724 | 0.6717 | 0.0 | 0.5586 | 0.6673 |
0.0464 | 111.75 | 31960 | 0.1381 | 0.4099 | 0.6236 | 0.6126 | nan | 0.5602 | 0.6869 | 0.0 | 0.5483 | 0.6814 |
0.0358 | 111.82 | 31980 | 0.1402 | 0.3956 | 0.6010 | 0.5893 | nan | 0.5334 | 0.6687 | 0.0 | 0.5220 | 0.6647 |
0.0383 | 111.89 | 32000 | 0.1431 | 0.3999 | 0.6082 | 0.6010 | nan | 0.5665 | 0.6499 | 0.0 | 0.5533 | 0.6463 |
0.0354 | 111.96 | 32020 | 0.1396 | 0.4058 | 0.6170 | 0.6075 | nan | 0.5621 | 0.6719 | 0.0 | 0.5494 | 0.6679 |
0.0343 | 112.03 | 32040 | 0.1427 | 0.3990 | 0.6062 | 0.5965 | nan | 0.5501 | 0.6623 | 0.0 | 0.5383 | 0.6587 |
0.0346 | 112.1 | 32060 | 0.1508 | 0.3897 | 0.5922 | 0.5832 | nan | 0.5401 | 0.6444 | 0.0 | 0.5273 | 0.6418 |
0.0418 | 112.17 | 32080 | 0.1539 | 0.3873 | 0.5891 | 0.5831 | nan | 0.5544 | 0.6239 | 0.0 | 0.5408 | 0.6211 |
0.0481 | 112.24 | 32100 | 0.1502 | 0.4030 | 0.6134 | 0.6096 | nan | 0.5915 | 0.6354 | 0.0 | 0.5769 | 0.6320 |
0.0466 | 112.31 | 32120 | 0.1461 | 0.4062 | 0.6187 | 0.6132 | nan | 0.5870 | 0.6504 | 0.0 | 0.5731 | 0.6456 |
0.0327 | 112.38 | 32140 | 0.1480 | 0.4039 | 0.6152 | 0.6106 | nan | 0.5882 | 0.6422 | 0.0 | 0.5730 | 0.6386 |
0.0546 | 112.45 | 32160 | 0.1359 | 0.4068 | 0.6179 | 0.6060 | nan | 0.5491 | 0.6867 | 0.0 | 0.5392 | 0.6812 |
0.0587 | 112.52 | 32180 | 0.1379 | 0.4110 | 0.6247 | 0.6155 | nan | 0.5715 | 0.6780 | 0.0 | 0.5597 | 0.6734 |
0.0323 | 112.59 | 32200 | 0.1369 | 0.4087 | 0.6212 | 0.6104 | nan | 0.5588 | 0.6837 | 0.0 | 0.5489 | 0.6773 |
0.0352 | 112.66 | 32220 | 0.1385 | 0.4108 | 0.6246 | 0.6159 | nan | 0.5743 | 0.6749 | 0.0 | 0.5625 | 0.6699 |
0.0472 | 112.73 | 32240 | 0.1396 | 0.4035 | 0.6133 | 0.6030 | nan | 0.5535 | 0.6731 | 0.0 | 0.5430 | 0.6674 |
0.042 | 112.8 | 32260 | 0.1448 | 0.3976 | 0.6042 | 0.5956 | nan | 0.5548 | 0.6536 | 0.0 | 0.5437 | 0.6491 |
0.039 | 112.87 | 32280 | 0.1503 | 0.3957 | 0.6021 | 0.5957 | nan | 0.5649 | 0.6393 | 0.0 | 0.5501 | 0.6369 |
0.0444 | 112.94 | 32300 | 0.1502 | 0.3976 | 0.6050 | 0.5994 | nan | 0.5728 | 0.6372 | 0.0 | 0.5580 | 0.6348 |
0.0319 | 113.01 | 32320 | 0.1452 | 0.4027 | 0.6123 | 0.6042 | nan | 0.5655 | 0.6592 | 0.0 | 0.5530 | 0.6550 |
0.0423 | 113.08 | 32340 | 0.1483 | 0.3946 | 0.6001 | 0.5924 | nan | 0.5558 | 0.6445 | 0.0 | 0.5425 | 0.6414 |
0.05 | 113.15 | 32360 | 0.1419 | 0.4066 | 0.6184 | 0.6118 | nan | 0.5805 | 0.6562 | 0.0 | 0.5674 | 0.6523 |
0.0433 | 113.22 | 32380 | 0.1442 | 0.4053 | 0.6167 | 0.6105 | nan | 0.5808 | 0.6526 | 0.0 | 0.5667 | 0.6492 |
0.053 | 113.29 | 32400 | 0.1446 | 0.4053 | 0.6167 | 0.6097 | nan | 0.5760 | 0.6574 | 0.0 | 0.5621 | 0.6537 |
0.0396 | 113.36 | 32420 | 0.1442 | 0.4007 | 0.6095 | 0.6009 | nan | 0.5599 | 0.6590 | 0.0 | 0.5477 | 0.6544 |
0.041 | 113.43 | 32440 | 0.1466 | 0.3984 | 0.6058 | 0.5959 | nan | 0.5486 | 0.6631 | 0.0 | 0.5355 | 0.6597 |
0.0274 | 113.5 | 32460 | 0.1530 | 0.3884 | 0.5911 | 0.5848 | nan | 0.5545 | 0.6278 | 0.0 | 0.5394 | 0.6257 |
0.0428 | 113.57 | 32480 | 0.1453 | 0.4036 | 0.6143 | 0.6065 | nan | 0.5691 | 0.6595 | 0.0 | 0.5549 | 0.6560 |
0.0338 | 113.64 | 32500 | 0.1447 | 0.4080 | 0.6209 | 0.6139 | nan | 0.5808 | 0.6610 | 0.0 | 0.5672 | 0.6568 |
0.028 | 113.71 | 32520 | 0.1471 | 0.4033 | 0.6140 | 0.6072 | nan | 0.5746 | 0.6535 | 0.0 | 0.5599 | 0.6501 |
0.0498 | 113.78 | 32540 | 0.1461 | 0.3998 | 0.6083 | 0.6015 | nan | 0.5691 | 0.6475 | 0.0 | 0.5550 | 0.6443 |
0.0544 | 113.85 | 32560 | 0.1433 | 0.4072 | 0.6197 | 0.6126 | nan | 0.5787 | 0.6607 | 0.0 | 0.5661 | 0.6554 |
0.0623 | 113.92 | 32580 | 0.1428 | 0.4052 | 0.6163 | 0.6075 | nan | 0.5653 | 0.6673 | 0.0 | 0.5527 | 0.6629 |
0.0312 | 113.99 | 32600 | 0.1434 | 0.4000 | 0.6083 | 0.5992 | nan | 0.5554 | 0.6613 | 0.0 | 0.5434 | 0.6567 |
0.0388 | 114.06 | 32620 | 0.1478 | 0.3976 | 0.6044 | 0.5962 | nan | 0.5569 | 0.6520 | 0.0 | 0.5452 | 0.6475 |
0.0468 | 114.13 | 32640 | 0.1442 | 0.3995 | 0.6078 | 0.6000 | nan | 0.5630 | 0.6526 | 0.0 | 0.5510 | 0.6476 |
0.035 | 114.2 | 32660 | 0.1448 | 0.4012 | 0.6105 | 0.6026 | nan | 0.5649 | 0.6560 | 0.0 | 0.5521 | 0.6517 |
0.0511 | 114.27 | 32680 | 0.1362 | 0.4170 | 0.6347 | 0.6275 | nan | 0.5929 | 0.6766 | 0.0 | 0.5796 | 0.6714 |
0.0419 | 114.34 | 32700 | 0.1432 | 0.4086 | 0.6217 | 0.6147 | nan | 0.5810 | 0.6624 | 0.0 | 0.5668 | 0.6590 |
0.0447 | 114.41 | 32720 | 0.1495 | 0.3947 | 0.6001 | 0.5934 | nan | 0.5615 | 0.6387 | 0.0 | 0.5486 | 0.6354 |
0.0331 | 114.48 | 32740 | 0.1483 | 0.3926 | 0.5965 | 0.5877 | nan | 0.5460 | 0.6469 | 0.0 | 0.5343 | 0.6434 |
0.0313 | 114.55 | 32760 | 0.1530 | 0.3824 | 0.5810 | 0.5725 | nan | 0.5318 | 0.6301 | 0.0 | 0.5202 | 0.6270 |
0.0467 | 114.62 | 32780 | 0.1428 | 0.4008 | 0.6093 | 0.6003 | nan | 0.5573 | 0.6614 | 0.0 | 0.5447 | 0.6578 |
0.0465 | 114.69 | 32800 | 0.1453 | 0.3939 | 0.5987 | 0.5894 | nan | 0.5449 | 0.6525 | 0.0 | 0.5333 | 0.6484 |
0.0296 | 114.76 | 32820 | 0.1485 | 0.3983 | 0.6061 | 0.5984 | nan | 0.5619 | 0.6502 | 0.0 | 0.5481 | 0.6469 |
0.0471 | 114.83 | 32840 | 0.1542 | 0.3854 | 0.5862 | 0.5799 | nan | 0.5495 | 0.6229 | 0.0 | 0.5360 | 0.6203 |
0.053 | 114.9 | 32860 | 0.1531 | 0.3927 | 0.5976 | 0.5908 | nan | 0.5585 | 0.6367 | 0.0 | 0.5442 | 0.6340 |
0.045 | 114.97 | 32880 | 0.1509 | 0.3934 | 0.5989 | 0.5936 | nan | 0.5682 | 0.6295 | 0.0 | 0.5533 | 0.6270 |
0.0634 | 115.03 | 32900 | 0.1461 | 0.4000 | 0.6089 | 0.6019 | nan | 0.5684 | 0.6495 | 0.0 | 0.5536 | 0.6465 |
0.0373 | 115.1 | 32920 | 0.1483 | 0.3984 | 0.6066 | 0.6013 | nan | 0.5759 | 0.6373 | 0.0 | 0.5605 | 0.6345 |
0.0397 | 115.17 | 32940 | 0.1473 | 0.3945 | 0.6006 | 0.5921 | nan | 0.5518 | 0.6493 | 0.0 | 0.5376 | 0.6458 |
0.0406 | 115.24 | 32960 | 0.1467 | 0.3990 | 0.6076 | 0.6014 | nan | 0.5716 | 0.6436 | 0.0 | 0.5572 | 0.6399 |
0.0592 | 115.31 | 32980 | 0.1498 | 0.3967 | 0.6045 | 0.5994 | nan | 0.5749 | 0.6340 | 0.0 | 0.5594 | 0.6307 |
0.0336 | 115.38 | 33000 | 0.1446 | 0.4073 | 0.6206 | 0.6153 | nan | 0.5898 | 0.6514 | 0.0 | 0.5741 | 0.6478 |
0.0455 | 115.45 | 33020 | 0.1448 | 0.4002 | 0.6090 | 0.6027 | nan | 0.5729 | 0.6451 | 0.0 | 0.5590 | 0.6415 |
0.0355 | 115.52 | 33040 | 0.1506 | 0.3882 | 0.5906 | 0.5838 | nan | 0.5515 | 0.6296 | 0.0 | 0.5388 | 0.6257 |
0.0355 | 115.59 | 33060 | 0.1511 | 0.3863 | 0.5872 | 0.5783 | nan | 0.5356 | 0.6388 | 0.0 | 0.5254 | 0.6333 |
0.0516 | 115.66 | 33080 | 0.1484 | 0.3977 | 0.6052 | 0.5967 | nan | 0.5565 | 0.6538 | 0.0 | 0.5447 | 0.6485 |
0.0458 | 115.73 | 33100 | 0.1481 | 0.3984 | 0.6068 | 0.6018 | nan | 0.5780 | 0.6357 | 0.0 | 0.5635 | 0.6318 |
0.0501 | 115.8 | 33120 | 0.1461 | 0.3972 | 0.6041 | 0.5960 | nan | 0.5570 | 0.6512 | 0.0 | 0.5449 | 0.6467 |
0.0256 | 115.87 | 33140 | 0.1457 | 0.4018 | 0.6111 | 0.6027 | nan | 0.5625 | 0.6597 | 0.0 | 0.5509 | 0.6544 |
0.0396 | 115.94 | 33160 | 0.1555 | 0.3859 | 0.5873 | 0.5825 | nan | 0.5598 | 0.6148 | 0.0 | 0.5464 | 0.6112 |
0.0451 | 116.01 | 33180 | 0.1509 | 0.3950 | 0.6010 | 0.5934 | nan | 0.5572 | 0.6449 | 0.0 | 0.5440 | 0.6409 |
0.042 | 116.08 | 33200 | 0.1545 | 0.3941 | 0.5991 | 0.5923 | nan | 0.5601 | 0.6381 | 0.0 | 0.5485 | 0.6339 |
0.0271 | 116.15 | 33220 | 0.1467 | 0.4017 | 0.6108 | 0.6047 | nan | 0.5751 | 0.6466 | 0.0 | 0.5628 | 0.6422 |
0.0313 | 116.22 | 33240 | 0.1358 | 0.4150 | 0.6307 | 0.6198 | nan | 0.5675 | 0.6940 | 0.0 | 0.5576 | 0.6874 |
0.0367 | 116.29 | 33260 | 0.1431 | 0.4047 | 0.6152 | 0.6069 | nan | 0.5671 | 0.6632 | 0.0 | 0.5554 | 0.6585 |
0.0519 | 116.36 | 33280 | 0.1426 | 0.4080 | 0.6208 | 0.6128 | nan | 0.5745 | 0.6672 | 0.0 | 0.5619 | 0.6621 |
0.0373 | 116.43 | 33300 | 0.1425 | 0.4060 | 0.6178 | 0.6081 | nan | 0.5617 | 0.6739 | 0.0 | 0.5501 | 0.6680 |
0.0614 | 116.5 | 33320 | 0.1394 | 0.4093 | 0.6224 | 0.6128 | nan | 0.5671 | 0.6776 | 0.0 | 0.5555 | 0.6724 |
0.0415 | 116.57 | 33340 | 0.1493 | 0.3988 | 0.6071 | 0.6023 | nan | 0.5792 | 0.6350 | 0.0 | 0.5643 | 0.6321 |
0.0457 | 116.64 | 33360 | 0.1523 | 0.3947 | 0.6008 | 0.5965 | nan | 0.5758 | 0.6259 | 0.0 | 0.5612 | 0.6230 |
0.0558 | 116.71 | 33380 | 0.1455 | 0.3974 | 0.6043 | 0.5964 | nan | 0.5587 | 0.6499 | 0.0 | 0.5467 | 0.6456 |
0.0446 | 116.78 | 33400 | 0.1471 | 0.4055 | 0.6168 | 0.6097 | nan | 0.5755 | 0.6581 | 0.0 | 0.5626 | 0.6539 |
0.0622 | 116.85 | 33420 | 0.1439 | 0.4074 | 0.6199 | 0.6124 | nan | 0.5762 | 0.6636 | 0.0 | 0.5630 | 0.6593 |
0.0329 | 116.92 | 33440 | 0.1455 | 0.3923 | 0.5963 | 0.5869 | nan | 0.5419 | 0.6508 | 0.0 | 0.5297 | 0.6473 |
0.043 | 116.99 | 33460 | 0.1455 | 0.3962 | 0.6025 | 0.5933 | nan | 0.5496 | 0.6553 | 0.0 | 0.5372 | 0.6516 |
0.0604 | 117.06 | 33480 | 0.1428 | 0.4045 | 0.6157 | 0.6091 | nan | 0.5779 | 0.6535 | 0.0 | 0.5641 | 0.6492 |
0.0357 | 117.13 | 33500 | 0.1426 | 0.4034 | 0.6135 | 0.6053 | nan | 0.5660 | 0.6609 | 0.0 | 0.5548 | 0.6553 |
0.042 | 117.2 | 33520 | 0.1428 | 0.4057 | 0.6169 | 0.6084 | nan | 0.5677 | 0.6661 | 0.0 | 0.5566 | 0.6606 |
0.0581 | 117.27 | 33540 | 0.1446 | 0.4059 | 0.6174 | 0.6091 | nan | 0.5695 | 0.6653 | 0.0 | 0.5570 | 0.6607 |
0.0374 | 117.34 | 33560 | 0.1391 | 0.4127 | 0.6284 | 0.6206 | nan | 0.5837 | 0.6730 | 0.0 | 0.5710 | 0.6673 |
0.035 | 117.41 | 33580 | 0.1397 | 0.4141 | 0.6308 | 0.6224 | nan | 0.5824 | 0.6792 | 0.0 | 0.5688 | 0.6734 |
0.0442 | 117.48 | 33600 | 0.1431 | 0.4048 | 0.6161 | 0.6091 | nan | 0.5757 | 0.6565 | 0.0 | 0.5614 | 0.6529 |
0.055 | 117.55 | 33620 | 0.1419 | 0.4043 | 0.6150 | 0.6055 | nan | 0.5602 | 0.6697 | 0.0 | 0.5485 | 0.6643 |
0.0333 | 117.62 | 33640 | 0.1462 | 0.4010 | 0.6101 | 0.6003 | nan | 0.5532 | 0.6671 | 0.0 | 0.5417 | 0.6613 |
0.0304 | 117.69 | 33660 | 0.1488 | 0.3981 | 0.6057 | 0.5982 | nan | 0.5624 | 0.6491 | 0.0 | 0.5496 | 0.6447 |
0.0341 | 117.76 | 33680 | 0.1490 | 0.4009 | 0.6103 | 0.6032 | nan | 0.5695 | 0.6511 | 0.0 | 0.5561 | 0.6466 |
0.0395 | 117.83 | 33700 | 0.1456 | 0.4013 | 0.6108 | 0.6027 | nan | 0.5638 | 0.6578 | 0.0 | 0.5508 | 0.6531 |
0.0381 | 117.9 | 33720 | 0.1475 | 0.3948 | 0.6008 | 0.5932 | nan | 0.5571 | 0.6445 | 0.0 | 0.5447 | 0.6398 |
0.0426 | 117.97 | 33740 | 0.1519 | 0.3979 | 0.6054 | 0.5986 | nan | 0.5658 | 0.6451 | 0.0 | 0.5519 | 0.6418 |
0.0342 | 118.04 | 33760 | 0.1484 | 0.3963 | 0.6032 | 0.5956 | nan | 0.5592 | 0.6472 | 0.0 | 0.5464 | 0.6425 |
0.0521 | 118.11 | 33780 | 0.1456 | 0.4068 | 0.6197 | 0.6127 | nan | 0.5793 | 0.6601 | 0.0 | 0.5645 | 0.6560 |
0.0322 | 118.18 | 33800 | 0.1493 | 0.4065 | 0.6195 | 0.6127 | nan | 0.5803 | 0.6587 | 0.0 | 0.5650 | 0.6544 |
0.0557 | 118.25 | 33820 | 0.1486 | 0.4021 | 0.6117 | 0.6034 | nan | 0.5636 | 0.6599 | 0.0 | 0.5517 | 0.6546 |
0.037 | 118.32 | 33840 | 0.1490 | 0.3989 | 0.6068 | 0.5983 | nan | 0.5573 | 0.6564 | 0.0 | 0.5448 | 0.6519 |
0.0411 | 118.39 | 33860 | 0.1482 | 0.4006 | 0.6098 | 0.6040 | nan | 0.5764 | 0.6433 | 0.0 | 0.5635 | 0.6384 |
0.0518 | 118.46 | 33880 | 0.1457 | 0.4024 | 0.6128 | 0.6060 | nan | 0.5738 | 0.6518 | 0.0 | 0.5608 | 0.6465 |
0.0355 | 118.53 | 33900 | 0.1527 | 0.3866 | 0.5877 | 0.5794 | nan | 0.5394 | 0.6360 | 0.0 | 0.5263 | 0.6336 |
0.031 | 118.6 | 33920 | 0.1507 | 0.3941 | 0.5998 | 0.5943 | nan | 0.5683 | 0.6313 | 0.0 | 0.5539 | 0.6283 |
0.0343 | 118.67 | 33940 | 0.1495 | 0.3959 | 0.6023 | 0.5971 | nan | 0.5722 | 0.6324 | 0.0 | 0.5588 | 0.6288 |
0.0156 | 118.74 | 33960 | 0.1427 | 0.4095 | 0.6238 | 0.6178 | nan | 0.5892 | 0.6584 | 0.0 | 0.5749 | 0.6535 |
0.0573 | 118.81 | 33980 | 0.1527 | 0.3916 | 0.5958 | 0.5894 | nan | 0.5588 | 0.6329 | 0.0 | 0.5446 | 0.6301 |
0.0417 | 118.88 | 34000 | 0.1475 | 0.4025 | 0.6128 | 0.6074 | nan | 0.5817 | 0.6439 | 0.0 | 0.5679 | 0.6397 |
0.0579 | 118.95 | 34020 | 0.1489 | 0.3998 | 0.6083 | 0.6018 | nan | 0.5707 | 0.6459 | 0.0 | 0.5583 | 0.6411 |
0.0433 | 119.02 | 34040 | 0.1521 | 0.3923 | 0.5967 | 0.5879 | nan | 0.5458 | 0.6476 | 0.0 | 0.5331 | 0.6438 |
0.0453 | 119.09 | 34060 | 0.1493 | 0.3982 | 0.6057 | 0.5983 | nan | 0.5627 | 0.6488 | 0.0 | 0.5495 | 0.6453 |
0.0407 | 119.16 | 34080 | 0.1484 | 0.3974 | 0.6046 | 0.5969 | nan | 0.5600 | 0.6492 | 0.0 | 0.5469 | 0.6454 |
0.0448 | 119.23 | 34100 | 0.1473 | 0.4011 | 0.6101 | 0.6008 | nan | 0.5559 | 0.6644 | 0.0 | 0.5434 | 0.6600 |
0.0426 | 119.3 | 34120 | 0.1448 | 0.3997 | 0.6080 | 0.5986 | nan | 0.5541 | 0.6618 | 0.0 | 0.5419 | 0.6572 |
0.048 | 119.37 | 34140 | 0.1471 | 0.3988 | 0.6067 | 0.5993 | nan | 0.5638 | 0.6496 | 0.0 | 0.5506 | 0.6457 |
0.0532 | 119.44 | 34160 | 0.1497 | 0.3979 | 0.6054 | 0.5980 | nan | 0.5629 | 0.6479 | 0.0 | 0.5495 | 0.6444 |
0.0348 | 119.51 | 34180 | 0.1494 | 0.3992 | 0.6076 | 0.6000 | nan | 0.5637 | 0.6515 | 0.0 | 0.5500 | 0.6477 |
0.0523 | 119.58 | 34200 | 0.1451 | 0.4004 | 0.6088 | 0.5995 | nan | 0.5551 | 0.6625 | 0.0 | 0.5421 | 0.6591 |
0.0579 | 119.65 | 34220 | 0.1465 | 0.4001 | 0.6091 | 0.6031 | nan | 0.5746 | 0.6436 | 0.0 | 0.5603 | 0.6401 |
0.0378 | 119.72 | 34240 | 0.1469 | 0.3980 | 0.6060 | 0.5998 | nan | 0.5702 | 0.6417 | 0.0 | 0.5555 | 0.6385 |
0.0541 | 119.79 | 34260 | 0.1448 | 0.4015 | 0.6111 | 0.6034 | nan | 0.5667 | 0.6555 | 0.0 | 0.5530 | 0.6514 |
0.0384 | 119.86 | 34280 | 0.1462 | 0.4014 | 0.6109 | 0.6046 | nan | 0.5744 | 0.6475 | 0.0 | 0.5604 | 0.6437 |
0.039 | 119.93 | 34300 | 0.1485 | 0.3983 | 0.6072 | 0.6033 | nan | 0.5849 | 0.6294 | 0.0 | 0.5680 | 0.6269 |
0.0294 | 120.0 | 34320 | 0.1521 | 0.3960 | 0.6026 | 0.5967 | nan | 0.5683 | 0.6370 | 0.0 | 0.5540 | 0.6342 |
0.0349 | 120.07 | 34340 | 0.1487 | 0.3941 | 0.5994 | 0.5914 | nan | 0.5531 | 0.6457 | 0.0 | 0.5403 | 0.6421 |
0.0565 | 120.14 | 34360 | 0.1553 | 0.3824 | 0.5821 | 0.5778 | nan | 0.5574 | 0.6068 | 0.0 | 0.5438 | 0.6036 |
0.0509 | 120.21 | 34380 | 0.1516 | 0.3916 | 0.5959 | 0.5892 | nan | 0.5576 | 0.6342 | 0.0 | 0.5439 | 0.6308 |
0.0436 | 120.28 | 34400 | 0.1490 | 0.3978 | 0.6053 | 0.5988 | nan | 0.5679 | 0.6428 | 0.0 | 0.5545 | 0.6389 |
0.0267 | 120.35 | 34420 | 0.1464 | 0.4001 | 0.6090 | 0.6020 | nan | 0.5684 | 0.6497 | 0.0 | 0.5545 | 0.6457 |
0.0671 | 120.42 | 34440 | 0.1477 | 0.3999 | 0.6088 | 0.6000 | nan | 0.5583 | 0.6593 | 0.0 | 0.5461 | 0.6536 |
0.0278 | 120.49 | 34460 | 0.1445 | 0.4027 | 0.6134 | 0.6059 | nan | 0.5702 | 0.6566 | 0.0 | 0.5574 | 0.6507 |
0.0482 | 120.56 | 34480 | 0.1462 | 0.3966 | 0.6037 | 0.5959 | nan | 0.5583 | 0.6492 | 0.0 | 0.5443 | 0.6456 |
0.0429 | 120.63 | 34500 | 0.1421 | 0.4036 | 0.6139 | 0.6052 | nan | 0.5639 | 0.6638 | 0.0 | 0.5516 | 0.6592 |
0.0542 | 120.7 | 34520 | 0.1434 | 0.4052 | 0.6164 | 0.6093 | nan | 0.5754 | 0.6573 | 0.0 | 0.5627 | 0.6528 |
0.0471 | 120.77 | 34540 | 0.1481 | 0.3965 | 0.6033 | 0.5963 | nan | 0.5628 | 0.6439 | 0.0 | 0.5487 | 0.6408 |
0.0414 | 120.84 | 34560 | 0.1448 | 0.4056 | 0.6171 | 0.6094 | nan | 0.5730 | 0.6611 | 0.0 | 0.5603 | 0.6565 |
0.0256 | 120.91 | 34580 | 0.1490 | 0.3929 | 0.5976 | 0.5887 | nan | 0.5462 | 0.6490 | 0.0 | 0.5347 | 0.6439 |
0.0302 | 120.98 | 34600 | 0.1483 | 0.3950 | 0.6007 | 0.5916 | nan | 0.5481 | 0.6533 | 0.0 | 0.5365 | 0.6484 |
0.0324 | 121.05 | 34620 | 0.1489 | 0.3978 | 0.6050 | 0.5984 | nan | 0.5667 | 0.6434 | 0.0 | 0.5536 | 0.6399 |
0.0312 | 121.12 | 34640 | 0.1472 | 0.4084 | 0.6216 | 0.6155 | nan | 0.5862 | 0.6570 | 0.0 | 0.5732 | 0.6520 |
0.0307 | 121.19 | 34660 | 0.1470 | 0.4079 | 0.6202 | 0.6105 | nan | 0.5643 | 0.6761 | 0.0 | 0.5531 | 0.6706 |
0.0315 | 121.26 | 34680 | 0.1415 | 0.4056 | 0.6165 | 0.6055 | nan | 0.5526 | 0.6805 | 0.0 | 0.5429 | 0.6739 |
0.0742 | 121.33 | 34700 | 0.1437 | 0.4114 | 0.6261 | 0.6185 | nan | 0.5825 | 0.6697 | 0.0 | 0.5702 | 0.6640 |
0.0637 | 121.4 | 34720 | 0.1489 | 0.3998 | 0.6081 | 0.6000 | nan | 0.5614 | 0.6547 | 0.0 | 0.5490 | 0.6505 |
0.0347 | 121.47 | 34740 | 0.1466 | 0.4019 | 0.6112 | 0.6025 | nan | 0.5607 | 0.6618 | 0.0 | 0.5481 | 0.6576 |
0.0372 | 121.54 | 34760 | 0.1468 | 0.4046 | 0.6156 | 0.6094 | nan | 0.5798 | 0.6514 | 0.0 | 0.5661 | 0.6477 |
0.0381 | 121.61 | 34780 | 0.1524 | 0.3970 | 0.6039 | 0.5980 | nan | 0.5700 | 0.6378 | 0.0 | 0.5567 | 0.6343 |
0.041 | 121.68 | 34800 | 0.1454 | 0.4063 | 0.6180 | 0.6079 | nan | 0.5601 | 0.6758 | 0.0 | 0.5491 | 0.6700 |
0.0297 | 121.75 | 34820 | 0.1431 | 0.4073 | 0.6196 | 0.6118 | nan | 0.5748 | 0.6644 | 0.0 | 0.5633 | 0.6584 |
0.0492 | 121.82 | 34840 | 0.1466 | 0.3981 | 0.6051 | 0.5932 | nan | 0.5364 | 0.6739 | 0.0 | 0.5256 | 0.6688 |
0.0477 | 121.89 | 34860 | 0.1488 | 0.3957 | 0.6021 | 0.5936 | nan | 0.5526 | 0.6516 | 0.0 | 0.5394 | 0.6477 |
0.0619 | 121.96 | 34880 | 0.1451 | 0.4035 | 0.6143 | 0.6071 | nan | 0.5727 | 0.6560 | 0.0 | 0.5592 | 0.6513 |
0.0383 | 122.03 | 34900 | 0.1453 | 0.4060 | 0.6182 | 0.6119 | nan | 0.5821 | 0.6542 | 0.0 | 0.5682 | 0.6498 |
0.0403 | 122.1 | 34920 | 0.1514 | 0.3983 | 0.6058 | 0.5985 | nan | 0.5638 | 0.6478 | 0.0 | 0.5506 | 0.6442 |
0.0621 | 122.17 | 34940 | 0.1555 | 0.3965 | 0.6035 | 0.5988 | nan | 0.5767 | 0.6303 | 0.0 | 0.5622 | 0.6273 |
0.0478 | 122.24 | 34960 | 0.1467 | 0.4075 | 0.6202 | 0.6111 | nan | 0.5674 | 0.6731 | 0.0 | 0.5540 | 0.6687 |
0.0429 | 122.31 | 34980 | 0.1504 | 0.3983 | 0.6058 | 0.5983 | nan | 0.5629 | 0.6487 | 0.0 | 0.5504 | 0.6444 |
0.042 | 122.38 | 35000 | 0.1482 | 0.4020 | 0.6119 | 0.6028 | nan | 0.5590 | 0.6649 | 0.0 | 0.5455 | 0.6604 |
0.0452 | 122.45 | 35020 | 0.1510 | 0.3996 | 0.6083 | 0.6017 | nan | 0.5698 | 0.6468 | 0.0 | 0.5564 | 0.6424 |
0.0498 | 122.52 | 35040 | 0.1461 | 0.4067 | 0.6196 | 0.6116 | nan | 0.5737 | 0.6654 | 0.0 | 0.5602 | 0.6600 |
0.0304 | 122.59 | 35060 | 0.1484 | 0.4052 | 0.6169 | 0.6094 | nan | 0.5735 | 0.6604 | 0.0 | 0.5604 | 0.6552 |
0.0333 | 122.66 | 35080 | 0.1472 | 0.3995 | 0.6078 | 0.5991 | nan | 0.5571 | 0.6586 | 0.0 | 0.5450 | 0.6534 |
0.0666 | 122.73 | 35100 | 0.1503 | 0.4007 | 0.6099 | 0.6011 | nan | 0.5593 | 0.6605 | 0.0 | 0.5466 | 0.6554 |
0.0443 | 122.8 | 35120 | 0.1483 | 0.3985 | 0.6066 | 0.5979 | nan | 0.5566 | 0.6566 | 0.0 | 0.5436 | 0.6520 |
0.0408 | 122.87 | 35140 | 0.1508 | 0.4082 | 0.6220 | 0.6160 | nan | 0.5877 | 0.6562 | 0.0 | 0.5725 | 0.6520 |
0.0372 | 122.94 | 35160 | 0.1494 | 0.4043 | 0.6160 | 0.6093 | nan | 0.5774 | 0.6545 | 0.0 | 0.5627 | 0.6502 |
0.0389 | 123.01 | 35180 | 0.1499 | 0.3995 | 0.6084 | 0.6006 | nan | 0.5632 | 0.6536 | 0.0 | 0.5497 | 0.6486 |
0.0406 | 123.08 | 35200 | 0.1488 | 0.4052 | 0.6171 | 0.6104 | nan | 0.5787 | 0.6555 | 0.0 | 0.5653 | 0.6502 |
0.0201 | 123.15 | 35220 | 0.1522 | 0.3984 | 0.6068 | 0.6001 | nan | 0.5684 | 0.6452 | 0.0 | 0.5539 | 0.6413 |
0.0364 | 123.22 | 35240 | 0.1483 | 0.3983 | 0.6062 | 0.5974 | nan | 0.5555 | 0.6568 | 0.0 | 0.5425 | 0.6526 |
0.0325 | 123.29 | 35260 | 0.1514 | 0.3987 | 0.6075 | 0.6023 | nan | 0.5776 | 0.6373 | 0.0 | 0.5625 | 0.6336 |
0.0441 | 123.36 | 35280 | 0.1482 | 0.4024 | 0.6125 | 0.6039 | nan | 0.5624 | 0.6626 | 0.0 | 0.5504 | 0.6568 |
0.0436 | 123.43 | 35300 | 0.1490 | 0.3999 | 0.6086 | 0.6010 | nan | 0.5652 | 0.6519 | 0.0 | 0.5533 | 0.6464 |
0.0322 | 123.5 | 35320 | 0.1496 | 0.4086 | 0.6221 | 0.6134 | nan | 0.5716 | 0.6727 | 0.0 | 0.5580 | 0.6678 |
0.0601 | 123.57 | 35340 | 0.1524 | 0.3954 | 0.6020 | 0.5945 | nan | 0.5585 | 0.6456 | 0.0 | 0.5435 | 0.6428 |
0.0398 | 123.64 | 35360 | 0.1438 | 0.4053 | 0.6169 | 0.6067 | nan | 0.5582 | 0.6756 | 0.0 | 0.5464 | 0.6693 |
0.0389 | 123.71 | 35380 | 0.1481 | 0.4013 | 0.6103 | 0.6008 | nan | 0.5553 | 0.6653 | 0.0 | 0.5434 | 0.6605 |
0.0457 | 123.78 | 35400 | 0.1474 | 0.4103 | 0.6247 | 0.6181 | nan | 0.5867 | 0.6627 | 0.0 | 0.5728 | 0.6581 |
0.0522 | 123.85 | 35420 | 0.1487 | 0.4015 | 0.6114 | 0.6044 | nan | 0.5712 | 0.6517 | 0.0 | 0.5568 | 0.6478 |
0.0325 | 123.92 | 35440 | 0.1513 | 0.4014 | 0.6107 | 0.6033 | nan | 0.5680 | 0.6533 | 0.0 | 0.5547 | 0.6494 |
0.0264 | 123.99 | 35460 | 0.1488 | 0.4036 | 0.6138 | 0.6053 | nan | 0.5648 | 0.6627 | 0.0 | 0.5520 | 0.6588 |
0.0499 | 124.06 | 35480 | 0.1457 | 0.4104 | 0.6239 | 0.6143 | nan | 0.5687 | 0.6791 | 0.0 | 0.5564 | 0.6749 |
0.0351 | 124.13 | 35500 | 0.1517 | 0.3989 | 0.6065 | 0.5984 | nan | 0.5597 | 0.6533 | 0.0 | 0.5468 | 0.6500 |
0.032 | 124.2 | 35520 | 0.1519 | 0.4038 | 0.6142 | 0.6065 | nan | 0.5699 | 0.6585 | 0.0 | 0.5574 | 0.6541 |
0.0403 | 124.27 | 35540 | 0.1579 | 0.3976 | 0.6051 | 0.6004 | nan | 0.5778 | 0.6324 | 0.0 | 0.5637 | 0.6291 |
0.0443 | 124.34 | 35560 | 0.1518 | 0.3974 | 0.6048 | 0.5975 | nan | 0.5625 | 0.6472 | 0.0 | 0.5487 | 0.6436 |
0.0917 | 124.41 | 35580 | 0.1504 | 0.3975 | 0.6051 | 0.5985 | nan | 0.5668 | 0.6435 | 0.0 | 0.5533 | 0.6392 |
0.0436 | 124.48 | 35600 | 0.1491 | 0.3998 | 0.6085 | 0.6003 | nan | 0.5611 | 0.6559 | 0.0 | 0.5489 | 0.6506 |
0.067 | 124.55 | 35620 | 0.1492 | 0.4009 | 0.6106 | 0.6046 | nan | 0.5760 | 0.6453 | 0.0 | 0.5614 | 0.6412 |
0.0319 | 124.62 | 35640 | 0.1513 | 0.3976 | 0.6050 | 0.5980 | nan | 0.5648 | 0.6452 | 0.0 | 0.5512 | 0.6414 |
0.0371 | 124.69 | 35660 | 0.1496 | 0.4007 | 0.6102 | 0.6030 | nan | 0.5685 | 0.6518 | 0.0 | 0.5553 | 0.6468 |
0.0439 | 124.76 | 35680 | 0.1558 | 0.3971 | 0.6050 | 0.6012 | nan | 0.5827 | 0.6274 | 0.0 | 0.5675 | 0.6239 |
0.0415 | 124.83 | 35700 | 0.1539 | 0.4015 | 0.6113 | 0.6058 | nan | 0.5795 | 0.6431 | 0.0 | 0.5647 | 0.6397 |
0.0415 | 124.9 | 35720 | 0.1562 | 0.3911 | 0.5950 | 0.5879 | nan | 0.5541 | 0.6358 | 0.0 | 0.5414 | 0.6321 |
0.061 | 124.97 | 35740 | 0.1462 | 0.4047 | 0.6153 | 0.6078 | nan | 0.5720 | 0.6587 | 0.0 | 0.5601 | 0.6539 |
0.0512 | 125.03 | 35760 | 0.1504 | 0.3974 | 0.6042 | 0.5965 | nan | 0.5595 | 0.6490 | 0.0 | 0.5458 | 0.6463 |
0.0342 | 125.1 | 35780 | 0.1517 | 0.3970 | 0.6036 | 0.5954 | nan | 0.5558 | 0.6515 | 0.0 | 0.5431 | 0.6480 |
0.0273 | 125.17 | 35800 | 0.1531 | 0.4005 | 0.6095 | 0.6033 | nan | 0.5735 | 0.6455 | 0.0 | 0.5596 | 0.6420 |
0.0375 | 125.24 | 35820 | 0.1487 | 0.4040 | 0.6143 | 0.6064 | nan | 0.5683 | 0.6603 | 0.0 | 0.5560 | 0.6559 |
0.0314 | 125.31 | 35840 | 0.1483 | 0.4023 | 0.6114 | 0.6024 | nan | 0.5594 | 0.6635 | 0.0 | 0.5485 | 0.6584 |
0.0326 | 125.38 | 35860 | 0.1485 | 0.4079 | 0.6202 | 0.6128 | nan | 0.5776 | 0.6629 | 0.0 | 0.5655 | 0.6582 |
0.0597 | 125.45 | 35880 | 0.1492 | 0.4051 | 0.6158 | 0.6090 | nan | 0.5769 | 0.6546 | 0.0 | 0.5648 | 0.6504 |
0.0245 | 125.52 | 35900 | 0.1520 | 0.4113 | 0.6255 | 0.6197 | nan | 0.5924 | 0.6585 | 0.0 | 0.5799 | 0.6540 |
0.0498 | 125.59 | 35920 | 0.1505 | 0.4030 | 0.6130 | 0.6078 | nan | 0.5832 | 0.6428 | 0.0 | 0.5699 | 0.6390 |
0.0463 | 125.66 | 35940 | 0.1594 | 0.3866 | 0.5875 | 0.5805 | nan | 0.5473 | 0.6276 | 0.0 | 0.5349 | 0.6250 |
0.0334 | 125.73 | 35960 | 0.1548 | 0.3938 | 0.5989 | 0.5932 | nan | 0.5663 | 0.6315 | 0.0 | 0.5532 | 0.6281 |
0.069 | 125.8 | 35980 | 0.1539 | 0.4000 | 0.6084 | 0.6011 | nan | 0.5663 | 0.6506 | 0.0 | 0.5533 | 0.6467 |
0.0496 | 125.87 | 36000 | 0.1514 | 0.4015 | 0.6110 | 0.6066 | nan | 0.5855 | 0.6364 | 0.0 | 0.5720 | 0.6327 |
0.0626 | 125.94 | 36020 | 0.1521 | 0.3980 | 0.6056 | 0.5996 | nan | 0.5710 | 0.6402 | 0.0 | 0.5571 | 0.6370 |
0.0652 | 126.01 | 36040 | 0.1539 | 0.3953 | 0.6013 | 0.5950 | nan | 0.5649 | 0.6377 | 0.0 | 0.5517 | 0.6342 |
0.0588 | 126.08 | 36060 | 0.1532 | 0.3970 | 0.6041 | 0.5978 | nan | 0.5675 | 0.6408 | 0.0 | 0.5536 | 0.6374 |
0.0538 | 126.15 | 36080 | 0.1520 | 0.3968 | 0.6035 | 0.5963 | nan | 0.5619 | 0.6450 | 0.0 | 0.5491 | 0.6415 |
0.0589 | 126.22 | 36100 | 0.1509 | 0.3902 | 0.5929 | 0.5825 | nan | 0.5330 | 0.6528 | 0.0 | 0.5220 | 0.6485 |
0.0563 | 126.29 | 36120 | 0.1543 | 0.3925 | 0.5966 | 0.5885 | nan | 0.5499 | 0.6432 | 0.0 | 0.5380 | 0.6393 |
0.0505 | 126.36 | 36140 | 0.1533 | 0.3926 | 0.5970 | 0.5891 | nan | 0.5510 | 0.6431 | 0.0 | 0.5386 | 0.6393 |
0.0391 | 126.43 | 36160 | 0.1522 | 0.3994 | 0.6075 | 0.6001 | nan | 0.5646 | 0.6504 | 0.0 | 0.5517 | 0.6466 |
0.043 | 126.5 | 36180 | 0.1534 | 0.3986 | 0.6066 | 0.6006 | nan | 0.5717 | 0.6416 | 0.0 | 0.5577 | 0.6382 |
0.0347 | 126.57 | 36200 | 0.1563 | 0.4006 | 0.6099 | 0.6046 | nan | 0.5790 | 0.6409 | 0.0 | 0.5647 | 0.6373 |
0.0391 | 126.64 | 36220 | 0.1442 | 0.4190 | 0.6384 | 0.6312 | nan | 0.5971 | 0.6796 | 0.0 | 0.5861 | 0.6709 |
0.0232 | 126.71 | 36240 | 0.1510 | 0.3997 | 0.6087 | 0.6027 | nan | 0.5739 | 0.6435 | 0.0 | 0.5599 | 0.6393 |
0.0462 | 126.78 | 36260 | 0.1630 | 0.3812 | 0.5806 | 0.5771 | nan | 0.5603 | 0.6010 | 0.0 | 0.5447 | 0.5989 |
0.043 | 126.85 | 36280 | 0.1545 | 0.3979 | 0.6054 | 0.5979 | nan | 0.5624 | 0.6483 | 0.0 | 0.5490 | 0.6446 |
0.0331 | 126.92 | 36300 | 0.1538 | 0.3974 | 0.6041 | 0.5953 | nan | 0.5535 | 0.6546 | 0.0 | 0.5410 | 0.6511 |
0.0365 | 126.99 | 36320 | 0.1527 | 0.3939 | 0.5989 | 0.5917 | nan | 0.5570 | 0.6408 | 0.0 | 0.5437 | 0.6378 |
0.0418 | 127.06 | 36340 | 0.1501 | 0.3987 | 0.6060 | 0.5965 | nan | 0.5509 | 0.6612 | 0.0 | 0.5387 | 0.6574 |
0.0196 | 127.13 | 36360 | 0.1487 | 0.4037 | 0.6143 | 0.6064 | nan | 0.5688 | 0.6599 | 0.0 | 0.5556 | 0.6556 |
0.0242 | 127.2 | 36380 | 0.1473 | 0.3996 | 0.6074 | 0.5972 | nan | 0.5483 | 0.6666 | 0.0 | 0.5366 | 0.6621 |
0.0454 | 127.27 | 36400 | 0.1493 | 0.4002 | 0.6087 | 0.5996 | nan | 0.5562 | 0.6611 | 0.0 | 0.5437 | 0.6570 |
0.0676 | 127.34 | 36420 | 0.1440 | 0.4070 | 0.6187 | 0.6081 | nan | 0.5575 | 0.6800 | 0.0 | 0.5469 | 0.6740 |
0.0584 | 127.41 | 36440 | 0.1431 | 0.4069 | 0.6185 | 0.6086 | nan | 0.5609 | 0.6762 | 0.0 | 0.5505 | 0.6703 |
0.0707 | 127.48 | 36460 | 0.1457 | 0.4055 | 0.6165 | 0.6061 | nan | 0.5566 | 0.6763 | 0.0 | 0.5460 | 0.6704 |
0.042 | 127.55 | 36480 | 0.1439 | 0.4031 | 0.6132 | 0.6026 | nan | 0.5522 | 0.6741 | 0.0 | 0.5413 | 0.6680 |
0.0494 | 127.62 | 36500 | 0.1465 | 0.4005 | 0.6088 | 0.5984 | nan | 0.5487 | 0.6689 | 0.0 | 0.5386 | 0.6628 |
0.0463 | 127.69 | 36520 | 0.1460 | 0.3998 | 0.6075 | 0.5975 | nan | 0.5496 | 0.6654 | 0.0 | 0.5391 | 0.6602 |
0.046 | 127.76 | 36540 | 0.1479 | 0.4072 | 0.6203 | 0.6147 | nan | 0.5878 | 0.6528 | 0.0 | 0.5712 | 0.6505 |
0.0378 | 127.83 | 36560 | 0.1482 | 0.3987 | 0.6064 | 0.5988 | nan | 0.5624 | 0.6504 | 0.0 | 0.5483 | 0.6477 |
0.0307 | 127.9 | 36580 | 0.1467 | 0.4076 | 0.6203 | 0.6131 | nan | 0.5784 | 0.6623 | 0.0 | 0.5640 | 0.6589 |
0.0257 | 127.97 | 36600 | 0.1468 | 0.4005 | 0.6095 | 0.6012 | nan | 0.5616 | 0.6575 | 0.0 | 0.5478 | 0.6538 |
0.0601 | 128.04 | 36620 | 0.1476 | 0.3991 | 0.6072 | 0.5991 | nan | 0.5607 | 0.6537 | 0.0 | 0.5471 | 0.6503 |
0.0378 | 128.11 | 36640 | 0.1491 | 0.4006 | 0.6094 | 0.6025 | nan | 0.5695 | 0.6493 | 0.0 | 0.5553 | 0.6464 |
0.044 | 128.18 | 36660 | 0.1483 | 0.4020 | 0.6119 | 0.6056 | nan | 0.5751 | 0.6488 | 0.0 | 0.5601 | 0.6459 |
0.0437 | 128.25 | 36680 | 0.1506 | 0.3990 | 0.6068 | 0.5987 | nan | 0.5597 | 0.6539 | 0.0 | 0.5461 | 0.6509 |
0.0337 | 128.32 | 36700 | 0.1527 | 0.3997 | 0.6087 | 0.6038 | nan | 0.5807 | 0.6367 | 0.0 | 0.5650 | 0.6340 |
0.0446 | 128.39 | 36720 | 0.1546 | 0.3956 | 0.6019 | 0.5953 | nan | 0.5640 | 0.6398 | 0.0 | 0.5499 | 0.6370 |
0.0252 | 128.46 | 36740 | 0.1519 | 0.4028 | 0.6130 | 0.6064 | nan | 0.5751 | 0.6509 | 0.0 | 0.5610 | 0.6475 |
0.0325 | 128.53 | 36760 | 0.1522 | 0.3989 | 0.6068 | 0.5996 | nan | 0.5653 | 0.6483 | 0.0 | 0.5517 | 0.6451 |
0.0302 | 128.6 | 36780 | 0.1517 | 0.3955 | 0.6016 | 0.5927 | nan | 0.5502 | 0.6530 | 0.0 | 0.5369 | 0.6497 |
0.0718 | 128.67 | 36800 | 0.1473 | 0.4073 | 0.6195 | 0.6116 | nan | 0.5740 | 0.6650 | 0.0 | 0.5608 | 0.6612 |
0.0399 | 128.74 | 36820 | 0.1450 | 0.4071 | 0.6195 | 0.6119 | nan | 0.5757 | 0.6633 | 0.0 | 0.5623 | 0.6591 |
0.0427 | 128.81 | 36840 | 0.1470 | 0.4045 | 0.6159 | 0.6100 | nan | 0.5818 | 0.6500 | 0.0 | 0.5673 | 0.6464 |
0.0431 | 128.88 | 36860 | 0.1462 | 0.4103 | 0.6246 | 0.6185 | nan | 0.5897 | 0.6594 | 0.0 | 0.5752 | 0.6556 |
0.0468 | 128.95 | 36880 | 0.1546 | 0.3989 | 0.6073 | 0.6022 | nan | 0.5780 | 0.6365 | 0.0 | 0.5630 | 0.6335 |
0.0555 | 129.02 | 36900 | 0.1496 | 0.4045 | 0.6151 | 0.6065 | nan | 0.5657 | 0.6645 | 0.0 | 0.5520 | 0.6614 |
0.0424 | 129.09 | 36920 | 0.1499 | 0.3976 | 0.6042 | 0.5959 | nan | 0.5561 | 0.6524 | 0.0 | 0.5439 | 0.6491 |
0.0378 | 129.16 | 36940 | 0.1468 | 0.4101 | 0.6240 | 0.6164 | nan | 0.5797 | 0.6684 | 0.0 | 0.5664 | 0.6641 |
0.0223 | 129.23 | 36960 | 0.1452 | 0.4101 | 0.6235 | 0.6149 | nan | 0.5739 | 0.6731 | 0.0 | 0.5629 | 0.6673 |
0.0419 | 129.3 | 36980 | 0.1462 | 0.4054 | 0.6164 | 0.6094 | nan | 0.5757 | 0.6571 | 0.0 | 0.5630 | 0.6531 |
0.0235 | 129.37 | 37000 | 0.1522 | 0.3950 | 0.6006 | 0.5941 | nan | 0.5633 | 0.6379 | 0.0 | 0.5510 | 0.6340 |
0.0359 | 129.44 | 37020 | 0.1605 | 0.3807 | 0.5796 | 0.5758 | nan | 0.5575 | 0.6018 | 0.0 | 0.5435 | 0.5986 |
0.034 | 129.51 | 37040 | 0.1527 | 0.3964 | 0.6029 | 0.5963 | nan | 0.5652 | 0.6405 | 0.0 | 0.5524 | 0.6367 |
0.0616 | 129.58 | 37060 | 0.1504 | 0.3987 | 0.6065 | 0.5991 | nan | 0.5638 | 0.6492 | 0.0 | 0.5510 | 0.6451 |
0.0536 | 129.65 | 37080 | 0.1535 | 0.3929 | 0.5971 | 0.5875 | nan | 0.5418 | 0.6525 | 0.0 | 0.5305 | 0.6480 |
0.0472 | 129.72 | 37100 | 0.1502 | 0.3969 | 0.6035 | 0.5947 | nan | 0.5525 | 0.6545 | 0.0 | 0.5409 | 0.6499 |
0.0528 | 129.79 | 37120 | 0.1445 | 0.4027 | 0.6120 | 0.6031 | nan | 0.5606 | 0.6634 | 0.0 | 0.5494 | 0.6586 |
0.0544 | 129.86 | 37140 | 0.1512 | 0.3984 | 0.6057 | 0.5973 | nan | 0.5569 | 0.6545 | 0.0 | 0.5448 | 0.6503 |
0.0442 | 129.93 | 37160 | 0.1528 | 0.3988 | 0.6063 | 0.5989 | nan | 0.5636 | 0.6490 | 0.0 | 0.5514 | 0.6450 |
0.0709 | 130.0 | 37180 | 0.1569 | 0.3990 | 0.6069 | 0.6011 | nan | 0.5737 | 0.6400 | 0.0 | 0.5605 | 0.6365 |
0.0451 | 130.07 | 37200 | 0.1532 | 0.4019 | 0.6114 | 0.6046 | nan | 0.5723 | 0.6506 | 0.0 | 0.5586 | 0.6469 |
0.0266 | 130.14 | 37220 | 0.1453 | 0.4116 | 0.6258 | 0.6178 | nan | 0.5793 | 0.6723 | 0.0 | 0.5671 | 0.6677 |
0.0458 | 130.21 | 37240 | 0.1481 | 0.4059 | 0.6170 | 0.6098 | nan | 0.5749 | 0.6591 | 0.0 | 0.5628 | 0.6550 |
0.031 | 130.28 | 37260 | 0.1479 | 0.4048 | 0.6149 | 0.6051 | nan | 0.5581 | 0.6718 | 0.0 | 0.5477 | 0.6665 |
0.0335 | 130.35 | 37280 | 0.1495 | 0.4028 | 0.6119 | 0.6035 | nan | 0.5631 | 0.6608 | 0.0 | 0.5525 | 0.6559 |
0.0461 | 130.42 | 37300 | 0.1491 | 0.4033 | 0.6129 | 0.6038 | nan | 0.5604 | 0.6655 | 0.0 | 0.5484 | 0.6615 |
0.0439 | 130.49 | 37320 | 0.1496 | 0.3989 | 0.6063 | 0.5988 | nan | 0.5627 | 0.6499 | 0.0 | 0.5504 | 0.6462 |
0.0315 | 130.56 | 37340 | 0.1522 | 0.4044 | 0.6147 | 0.6084 | nan | 0.5779 | 0.6516 | 0.0 | 0.5654 | 0.6477 |
0.0365 | 130.63 | 37360 | 0.1515 | 0.4000 | 0.6084 | 0.6014 | nan | 0.5681 | 0.6488 | 0.0 | 0.5549 | 0.6451 |
0.0353 | 130.7 | 37380 | 0.1510 | 0.4028 | 0.6126 | 0.6058 | nan | 0.5731 | 0.6521 | 0.0 | 0.5597 | 0.6486 |
0.0409 | 130.77 | 37400 | 0.1527 | 0.3927 | 0.5970 | 0.5891 | nan | 0.5518 | 0.6422 | 0.0 | 0.5392 | 0.6389 |
0.04 | 130.84 | 37420 | 0.1537 | 0.3962 | 0.6025 | 0.5953 | nan | 0.5607 | 0.6444 | 0.0 | 0.5466 | 0.6419 |
0.0451 | 130.91 | 37440 | 0.1525 | 0.3971 | 0.6042 | 0.5975 | nan | 0.5655 | 0.6429 | 0.0 | 0.5512 | 0.6402 |
0.0447 | 130.98 | 37460 | 0.1510 | 0.4013 | 0.6110 | 0.6057 | nan | 0.5801 | 0.6419 | 0.0 | 0.5649 | 0.6390 |
0.0332 | 131.05 | 37480 | 0.1528 | 0.3920 | 0.5960 | 0.5883 | nan | 0.5512 | 0.6408 | 0.0 | 0.5385 | 0.6376 |
0.0357 | 131.12 | 37500 | 0.1563 | 0.3908 | 0.5946 | 0.5890 | nan | 0.5623 | 0.6269 | 0.0 | 0.5480 | 0.6244 |
0.044 | 131.19 | 37520 | 0.1524 | 0.4013 | 0.6103 | 0.6027 | nan | 0.5664 | 0.6541 | 0.0 | 0.5532 | 0.6507 |
0.0477 | 131.26 | 37540 | 0.1541 | 0.3992 | 0.6074 | 0.6014 | nan | 0.5727 | 0.6420 | 0.0 | 0.5583 | 0.6394 |
0.0491 | 131.33 | 37560 | 0.1568 | 0.3961 | 0.6025 | 0.5959 | nan | 0.5645 | 0.6404 | 0.0 | 0.5507 | 0.6375 |
0.0351 | 131.4 | 37580 | 0.1546 | 0.3980 | 0.6060 | 0.6006 | nan | 0.5749 | 0.6371 | 0.0 | 0.5604 | 0.6337 |
0.0418 | 131.47 | 37600 | 0.1566 | 0.3972 | 0.6045 | 0.5980 | nan | 0.5669 | 0.6420 | 0.0 | 0.5531 | 0.6384 |
0.0398 | 131.54 | 37620 | 0.1554 | 0.3982 | 0.6060 | 0.5989 | nan | 0.5650 | 0.6471 | 0.0 | 0.5510 | 0.6438 |
0.0419 | 131.61 | 37640 | 0.1556 | 0.3972 | 0.6041 | 0.5969 | nan | 0.5622 | 0.6461 | 0.0 | 0.5491 | 0.6424 |
0.0399 | 131.68 | 37660 | 0.1541 | 0.4005 | 0.6093 | 0.6034 | nan | 0.5750 | 0.6436 | 0.0 | 0.5619 | 0.6397 |
0.0434 | 131.75 | 37680 | 0.1436 | 0.4099 | 0.6232 | 0.6146 | nan | 0.5733 | 0.6732 | 0.0 | 0.5626 | 0.6670 |
0.0496 | 131.82 | 37700 | 0.1441 | 0.4086 | 0.6212 | 0.6121 | nan | 0.5687 | 0.6738 | 0.0 | 0.5580 | 0.6678 |
0.047 | 131.89 | 37720 | 0.1436 | 0.4043 | 0.6145 | 0.6040 | nan | 0.5537 | 0.6754 | 0.0 | 0.5431 | 0.6698 |
0.06 | 131.96 | 37740 | 0.1482 | 0.4009 | 0.6093 | 0.5993 | nan | 0.5519 | 0.6667 | 0.0 | 0.5408 | 0.6620 |
0.0701 | 132.03 | 37760 | 0.1498 | 0.4001 | 0.6083 | 0.6002 | nan | 0.5616 | 0.6551 | 0.0 | 0.5496 | 0.6508 |
0.0444 | 132.1 | 37780 | 0.1514 | 0.3981 | 0.6052 | 0.5959 | nan | 0.5514 | 0.6590 | 0.0 | 0.5397 | 0.6546 |
0.0606 | 132.17 | 37800 | 0.1535 | 0.3989 | 0.6065 | 0.5989 | nan | 0.5624 | 0.6507 | 0.0 | 0.5504 | 0.6462 |
0.0293 | 132.24 | 37820 | 0.1494 | 0.4056 | 0.6164 | 0.6064 | nan | 0.5582 | 0.6746 | 0.0 | 0.5470 | 0.6697 |
0.0304 | 132.31 | 37840 | 0.1547 | 0.3966 | 0.6038 | 0.5984 | nan | 0.5731 | 0.6344 | 0.0 | 0.5585 | 0.6314 |
0.0319 | 132.38 | 37860 | 0.1561 | 0.3934 | 0.5984 | 0.5912 | nan | 0.5570 | 0.6398 | 0.0 | 0.5440 | 0.6364 |
0.0734 | 132.45 | 37880 | 0.1559 | 0.3987 | 0.6066 | 0.6003 | nan | 0.5704 | 0.6428 | 0.0 | 0.5568 | 0.6393 |
0.0582 | 132.52 | 37900 | 0.1518 | 0.4010 | 0.6095 | 0.6001 | nan | 0.5556 | 0.6634 | 0.0 | 0.5444 | 0.6587 |
0.0429 | 132.59 | 37920 | 0.1569 | 0.3952 | 0.6008 | 0.5927 | nan | 0.5537 | 0.6480 | 0.0 | 0.5400 | 0.6457 |
0.0513 | 132.66 | 37940 | 0.1588 | 0.3861 | 0.5869 | 0.5805 | nan | 0.5502 | 0.6235 | 0.0 | 0.5366 | 0.6216 |
0.057 | 132.73 | 37960 | 0.1514 | 0.3984 | 0.6057 | 0.5985 | nan | 0.5642 | 0.6471 | 0.0 | 0.5516 | 0.6436 |
0.0506 | 132.8 | 37980 | 0.1480 | 0.4000 | 0.6082 | 0.6013 | nan | 0.5682 | 0.6483 | 0.0 | 0.5561 | 0.6440 |
0.0369 | 132.87 | 38000 | 0.1511 | 0.3985 | 0.6062 | 0.6001 | nan | 0.5713 | 0.6411 | 0.0 | 0.5578 | 0.6376 |
0.0706 | 132.94 | 38020 | 0.1504 | 0.4011 | 0.6098 | 0.6033 | nan | 0.5720 | 0.6476 | 0.0 | 0.5590 | 0.6441 |
0.0479 | 133.01 | 38040 | 0.1517 | 0.4015 | 0.6107 | 0.6051 | nan | 0.5784 | 0.6431 | 0.0 | 0.5655 | 0.6391 |
0.0288 | 133.08 | 38060 | 0.1536 | 0.3993 | 0.6077 | 0.6013 | nan | 0.5709 | 0.6446 | 0.0 | 0.5567 | 0.6411 |
0.0405 | 133.15 | 38080 | 0.1503 | 0.4080 | 0.6212 | 0.6167 | nan | 0.5951 | 0.6473 | 0.0 | 0.5800 | 0.6440 |
0.0503 | 133.22 | 38100 | 0.1550 | 0.3898 | 0.5929 | 0.5859 | nan | 0.5526 | 0.6332 | 0.0 | 0.5395 | 0.6299 |
0.0429 | 133.29 | 38120 | 0.1551 | 0.3907 | 0.5942 | 0.5870 | nan | 0.5529 | 0.6355 | 0.0 | 0.5394 | 0.6326 |
0.0302 | 133.36 | 38140 | 0.1526 | 0.4010 | 0.6102 | 0.6042 | nan | 0.5758 | 0.6446 | 0.0 | 0.5617 | 0.6414 |
0.0298 | 133.43 | 38160 | 0.1541 | 0.3954 | 0.6009 | 0.5926 | nan | 0.5531 | 0.6488 | 0.0 | 0.5409 | 0.6453 |
0.0279 | 133.5 | 38180 | 0.1532 | 0.3983 | 0.6057 | 0.5997 | nan | 0.5710 | 0.6404 | 0.0 | 0.5574 | 0.6375 |
0.0437 | 133.57 | 38200 | 0.1577 | 0.4037 | 0.6143 | 0.6099 | nan | 0.5886 | 0.6401 | 0.0 | 0.5730 | 0.6380 |
0.0671 | 133.64 | 38220 | 0.1539 | 0.4032 | 0.6138 | 0.6077 | nan | 0.5784 | 0.6493 | 0.0 | 0.5634 | 0.6464 |
0.0418 | 133.71 | 38240 | 0.1505 | 0.3986 | 0.6062 | 0.5976 | nan | 0.5565 | 0.6559 | 0.0 | 0.5433 | 0.6525 |
0.0292 | 133.78 | 38260 | 0.1520 | 0.3969 | 0.6035 | 0.5956 | nan | 0.5577 | 0.6493 | 0.0 | 0.5447 | 0.6461 |
0.0575 | 133.85 | 38280 | 0.1528 | 0.3956 | 0.6017 | 0.5942 | nan | 0.5583 | 0.6452 | 0.0 | 0.5444 | 0.6422 |
0.0382 | 133.92 | 38300 | 0.1529 | 0.4008 | 0.6096 | 0.6015 | nan | 0.5629 | 0.6563 | 0.0 | 0.5495 | 0.6530 |
0.0601 | 133.99 | 38320 | 0.1524 | 0.4019 | 0.6115 | 0.6050 | nan | 0.5743 | 0.6486 | 0.0 | 0.5606 | 0.6451 |
0.0487 | 134.06 | 38340 | 0.1542 | 0.4000 | 0.6084 | 0.6006 | nan | 0.5637 | 0.6531 | 0.0 | 0.5504 | 0.6495 |
0.0415 | 134.13 | 38360 | 0.1526 | 0.3967 | 0.6031 | 0.5941 | nan | 0.5511 | 0.6552 | 0.0 | 0.5384 | 0.6517 |
0.0609 | 134.2 | 38380 | 0.1541 | 0.3978 | 0.6045 | 0.5962 | nan | 0.5566 | 0.6524 | 0.0 | 0.5447 | 0.6486 |
0.058 | 134.27 | 38400 | 0.1500 | 0.4047 | 0.6154 | 0.6086 | nan | 0.5760 | 0.6548 | 0.0 | 0.5631 | 0.6509 |
0.0582 | 134.34 | 38420 | 0.1525 | 0.4032 | 0.6130 | 0.6055 | nan | 0.5695 | 0.6564 | 0.0 | 0.5573 | 0.6524 |
0.0446 | 134.41 | 38440 | 0.1532 | 0.3986 | 0.6059 | 0.5977 | nan | 0.5588 | 0.6530 | 0.0 | 0.5466 | 0.6493 |
0.0462 | 134.48 | 38460 | 0.1549 | 0.3961 | 0.6022 | 0.5948 | nan | 0.5594 | 0.6451 | 0.0 | 0.5466 | 0.6419 |
0.0461 | 134.55 | 38480 | 0.1555 | 0.4033 | 0.6136 | 0.6087 | nan | 0.5855 | 0.6417 | 0.0 | 0.5713 | 0.6387 |
0.0581 | 134.62 | 38500 | 0.1539 | 0.3981 | 0.6053 | 0.5973 | nan | 0.5587 | 0.6520 | 0.0 | 0.5455 | 0.6489 |
0.0226 | 134.69 | 38520 | 0.1555 | 0.3980 | 0.6052 | 0.5989 | nan | 0.5687 | 0.6416 | 0.0 | 0.5554 | 0.6386 |
0.0532 | 134.76 | 38540 | 0.1569 | 0.3912 | 0.5948 | 0.5871 | nan | 0.5505 | 0.6391 | 0.0 | 0.5377 | 0.6360 |
0.063 | 134.83 | 38560 | 0.1520 | 0.4059 | 0.6173 | 0.6094 | nan | 0.5717 | 0.6629 | 0.0 | 0.5592 | 0.6584 |
0.0212 | 134.9 | 38580 | 0.1512 | 0.3986 | 0.6060 | 0.5979 | nan | 0.5594 | 0.6525 | 0.0 | 0.5471 | 0.6486 |
0.0271 | 134.97 | 38600 | 0.1508 | 0.4030 | 0.6133 | 0.6077 | nan | 0.5812 | 0.6453 | 0.0 | 0.5673 | 0.6418 |
0.0382 | 135.03 | 38620 | 0.1587 | 0.3951 | 0.6011 | 0.5962 | nan | 0.5729 | 0.6293 | 0.0 | 0.5586 | 0.6267 |
0.0484 | 135.1 | 38640 | 0.1524 | 0.4055 | 0.6167 | 0.6097 | nan | 0.5761 | 0.6573 | 0.0 | 0.5627 | 0.6539 |
0.059 | 135.17 | 38660 | 0.1538 | 0.4011 | 0.6098 | 0.6025 | nan | 0.5675 | 0.6521 | 0.0 | 0.5541 | 0.6493 |
0.0476 | 135.24 | 38680 | 0.1558 | 0.4015 | 0.6108 | 0.6055 | nan | 0.5803 | 0.6414 | 0.0 | 0.5660 | 0.6386 |
0.0486 | 135.31 | 38700 | 0.1552 | 0.4024 | 0.6123 | 0.6065 | nan | 0.5786 | 0.6460 | 0.0 | 0.5640 | 0.6433 |
0.0334 | 135.38 | 38720 | 0.1509 | 0.4061 | 0.6173 | 0.6088 | nan | 0.5680 | 0.6667 | 0.0 | 0.5555 | 0.6630 |
0.0318 | 135.45 | 38740 | 0.1493 | 0.4051 | 0.6159 | 0.6079 | nan | 0.5695 | 0.6623 | 0.0 | 0.5564 | 0.6589 |
0.043 | 135.52 | 38760 | 0.1431 | 0.4135 | 0.6280 | 0.6166 | nan | 0.5624 | 0.6936 | 0.0 | 0.5519 | 0.6886 |
0.0542 | 135.59 | 38780 | 0.1428 | 0.4146 | 0.6298 | 0.6196 | nan | 0.5709 | 0.6887 | 0.0 | 0.5598 | 0.6839 |
0.0299 | 135.66 | 38800 | 0.1449 | 0.4113 | 0.6248 | 0.6155 | nan | 0.5711 | 0.6785 | 0.0 | 0.5595 | 0.6744 |
0.0404 | 135.73 | 38820 | 0.1490 | 0.4026 | 0.6117 | 0.6026 | nan | 0.5592 | 0.6642 | 0.0 | 0.5471 | 0.6608 |
0.0352 | 135.8 | 38840 | 0.1531 | 0.4032 | 0.6126 | 0.6037 | nan | 0.5609 | 0.6643 | 0.0 | 0.5492 | 0.6604 |
0.0424 | 135.87 | 38860 | 0.1481 | 0.4081 | 0.6200 | 0.6098 | nan | 0.5614 | 0.6785 | 0.0 | 0.5494 | 0.6748 |
0.0252 | 135.94 | 38880 | 0.1463 | 0.4093 | 0.6219 | 0.6134 | nan | 0.5729 | 0.6709 | 0.0 | 0.5613 | 0.6667 |
0.0449 | 136.01 | 38900 | 0.1499 | 0.4064 | 0.6177 | 0.6093 | nan | 0.5696 | 0.6657 | 0.0 | 0.5571 | 0.6619 |
0.0575 | 136.08 | 38920 | 0.1500 | 0.4109 | 0.6247 | 0.6164 | nan | 0.5771 | 0.6723 | 0.0 | 0.5640 | 0.6687 |
0.0675 | 136.15 | 38940 | 0.1533 | 0.3934 | 0.5985 | 0.5938 | nan | 0.5711 | 0.6260 | 0.0 | 0.5570 | 0.6233 |
0.056 | 136.22 | 38960 | 0.1516 | 0.3932 | 0.5975 | 0.5891 | nan | 0.5486 | 0.6465 | 0.0 | 0.5360 | 0.6437 |
0.0392 | 136.29 | 38980 | 0.1492 | 0.4039 | 0.6144 | 0.6074 | nan | 0.5741 | 0.6547 | 0.0 | 0.5605 | 0.6513 |
0.0526 | 136.36 | 39000 | 0.1503 | 0.4006 | 0.6089 | 0.6001 | nan | 0.5580 | 0.6598 | 0.0 | 0.5450 | 0.6566 |
0.0475 | 136.43 | 39020 | 0.1529 | 0.3939 | 0.5983 | 0.5889 | nan | 0.5438 | 0.6527 | 0.0 | 0.5318 | 0.6500 |
0.0616 | 136.5 | 39040 | 0.1495 | 0.4048 | 0.6151 | 0.6074 | nan | 0.5707 | 0.6595 | 0.0 | 0.5579 | 0.6564 |
0.0268 | 136.57 | 39060 | 0.1484 | 0.4002 | 0.6078 | 0.5991 | nan | 0.5577 | 0.6578 | 0.0 | 0.5461 | 0.6544 |
0.0397 | 136.64 | 39080 | 0.1477 | 0.4057 | 0.6163 | 0.6086 | nan | 0.5720 | 0.6606 | 0.0 | 0.5598 | 0.6572 |
0.0369 | 136.71 | 39100 | 0.1467 | 0.4064 | 0.6173 | 0.6084 | nan | 0.5656 | 0.6691 | 0.0 | 0.5540 | 0.6651 |
0.0498 | 136.78 | 39120 | 0.1509 | 0.4031 | 0.6129 | 0.6069 | nan | 0.5786 | 0.6471 | 0.0 | 0.5648 | 0.6444 |
0.0314 | 136.85 | 39140 | 0.1509 | 0.4034 | 0.6136 | 0.6081 | nan | 0.5819 | 0.6453 | 0.0 | 0.5680 | 0.6423 |
0.0242 | 136.92 | 39160 | 0.1525 | 0.4009 | 0.6092 | 0.6015 | nan | 0.5647 | 0.6537 | 0.0 | 0.5524 | 0.6504 |
0.0275 | 136.99 | 39180 | 0.1508 | 0.4037 | 0.6134 | 0.6045 | nan | 0.5623 | 0.6644 | 0.0 | 0.5507 | 0.6606 |
0.0601 | 137.06 | 39200 | 0.1513 | 0.4016 | 0.6104 | 0.6030 | nan | 0.5672 | 0.6537 | 0.0 | 0.5548 | 0.6501 |
0.038 | 137.13 | 39220 | 0.1500 | 0.3981 | 0.6048 | 0.5966 | nan | 0.5574 | 0.6521 | 0.0 | 0.5458 | 0.6485 |
0.0553 | 137.2 | 39240 | 0.1452 | 0.4103 | 0.6236 | 0.6157 | nan | 0.5776 | 0.6697 | 0.0 | 0.5660 | 0.6649 |
0.0461 | 137.27 | 39260 | 0.1451 | 0.4112 | 0.6251 | 0.6185 | nan | 0.5871 | 0.6631 | 0.0 | 0.5738 | 0.6598 |
0.0912 | 137.34 | 39280 | 0.1518 | 0.4021 | 0.6109 | 0.6037 | nan | 0.5694 | 0.6524 | 0.0 | 0.5568 | 0.6494 |
0.0429 | 137.41 | 39300 | 0.1595 | 0.3930 | 0.5975 | 0.5919 | nan | 0.5651 | 0.6299 | 0.0 | 0.5510 | 0.6281 |
0.029 | 137.48 | 39320 | 0.1576 | 0.3970 | 0.6034 | 0.5966 | nan | 0.5642 | 0.6427 | 0.0 | 0.5502 | 0.6407 |
0.0493 | 137.55 | 39340 | 0.1569 | 0.3945 | 0.5996 | 0.5931 | nan | 0.5621 | 0.6370 | 0.0 | 0.5490 | 0.6346 |
0.0236 | 137.62 | 39360 | 0.1549 | 0.3999 | 0.6080 | 0.6010 | nan | 0.5677 | 0.6483 | 0.0 | 0.5540 | 0.6457 |
0.0491 | 137.69 | 39380 | 0.1555 | 0.3986 | 0.6063 | 0.6013 | nan | 0.5775 | 0.6351 | 0.0 | 0.5632 | 0.6326 |
0.0346 | 137.76 | 39400 | 0.1545 | 0.4029 | 0.6128 | 0.6075 | nan | 0.5825 | 0.6431 | 0.0 | 0.5683 | 0.6404 |
0.0544 | 137.83 | 39420 | 0.1536 | 0.3973 | 0.6035 | 0.5953 | nan | 0.5559 | 0.6511 | 0.0 | 0.5439 | 0.6480 |
0.0455 | 137.9 | 39440 | 0.1516 | 0.3992 | 0.6065 | 0.5975 | nan | 0.5545 | 0.6584 | 0.0 | 0.5432 | 0.6545 |
0.0309 | 137.97 | 39460 | 0.1523 | 0.4013 | 0.6100 | 0.6028 | nan | 0.5684 | 0.6516 | 0.0 | 0.5559 | 0.6480 |
0.0361 | 138.04 | 39480 | 0.1532 | 0.4031 | 0.6131 | 0.6060 | nan | 0.5721 | 0.6541 | 0.0 | 0.5585 | 0.6508 |
0.0544 | 138.11 | 39500 | 0.1525 | 0.3985 | 0.6055 | 0.5968 | nan | 0.5550 | 0.6559 | 0.0 | 0.5434 | 0.6520 |
0.0375 | 138.18 | 39520 | 0.1490 | 0.4037 | 0.6136 | 0.6042 | nan | 0.5596 | 0.6675 | 0.0 | 0.5477 | 0.6634 |
0.0278 | 138.25 | 39540 | 0.1538 | 0.3972 | 0.6036 | 0.5965 | nan | 0.5624 | 0.6448 | 0.0 | 0.5499 | 0.6416 |
0.0374 | 138.32 | 39560 | 0.1512 | 0.4049 | 0.6154 | 0.6066 | nan | 0.5646 | 0.6662 | 0.0 | 0.5534 | 0.6613 |
0.0416 | 138.39 | 39580 | 0.1583 | 0.3934 | 0.5978 | 0.5895 | nan | 0.5500 | 0.6456 | 0.0 | 0.5376 | 0.6426 |
0.0276 | 138.46 | 39600 | 0.1532 | 0.4008 | 0.6092 | 0.6004 | nan | 0.5586 | 0.6598 | 0.0 | 0.5458 | 0.6565 |
0.0427 | 138.53 | 39620 | 0.1494 | 0.4101 | 0.6241 | 0.6171 | nan | 0.5837 | 0.6646 | 0.0 | 0.5704 | 0.6599 |
0.0536 | 138.6 | 39640 | 0.1505 | 0.4055 | 0.6168 | 0.6089 | nan | 0.5715 | 0.6620 | 0.0 | 0.5589 | 0.6576 |
0.0503 | 138.67 | 39660 | 0.1544 | 0.3987 | 0.6063 | 0.5981 | nan | 0.5588 | 0.6538 | 0.0 | 0.5463 | 0.6498 |
0.0452 | 138.74 | 39680 | 0.1528 | 0.4037 | 0.6141 | 0.6078 | nan | 0.5777 | 0.6506 | 0.0 | 0.5648 | 0.6462 |
0.0399 | 138.81 | 39700 | 0.1564 | 0.4017 | 0.6109 | 0.6033 | nan | 0.5671 | 0.6547 | 0.0 | 0.5543 | 0.6507 |
0.0406 | 138.88 | 39720 | 0.1521 | 0.3987 | 0.6060 | 0.5972 | nan | 0.5556 | 0.6563 | 0.0 | 0.5444 | 0.6516 |
0.0352 | 138.95 | 39740 | 0.1432 | 0.4106 | 0.6239 | 0.6127 | nan | 0.5590 | 0.6888 | 0.0 | 0.5499 | 0.6818 |
0.0447 | 139.02 | 39760 | 0.1430 | 0.4132 | 0.6278 | 0.6173 | nan | 0.5671 | 0.6885 | 0.0 | 0.5564 | 0.6832 |
0.0581 | 139.09 | 39780 | 0.1497 | 0.4039 | 0.6137 | 0.6034 | nan | 0.5545 | 0.6728 | 0.0 | 0.5441 | 0.6677 |
0.0477 | 139.16 | 39800 | 0.1464 | 0.4074 | 0.6192 | 0.6079 | nan | 0.5544 | 0.6840 | 0.0 | 0.5436 | 0.6785 |
0.0235 | 139.23 | 39820 | 0.1505 | 0.4042 | 0.6146 | 0.6068 | nan | 0.5696 | 0.6596 | 0.0 | 0.5576 | 0.6550 |
0.0475 | 139.3 | 39840 | 0.1486 | 0.4058 | 0.6174 | 0.6088 | nan | 0.5678 | 0.6670 | 0.0 | 0.5552 | 0.6622 |
0.0587 | 139.37 | 39860 | 0.1496 | 0.4004 | 0.6087 | 0.5991 | nan | 0.5532 | 0.6641 | 0.0 | 0.5416 | 0.6595 |
0.0586 | 139.44 | 39880 | 0.1534 | 0.3972 | 0.6037 | 0.5931 | nan | 0.5422 | 0.6652 | 0.0 | 0.5311 | 0.6605 |
0.0505 | 139.51 | 39900 | 0.1508 | 0.3982 | 0.6049 | 0.5948 | nan | 0.5465 | 0.6633 | 0.0 | 0.5352 | 0.6593 |
0.053 | 139.58 | 39920 | 0.1520 | 0.4056 | 0.6166 | 0.6093 | nan | 0.5741 | 0.6592 | 0.0 | 0.5612 | 0.6554 |
0.0335 | 139.65 | 39940 | 0.1482 | 0.4059 | 0.6171 | 0.6094 | nan | 0.5725 | 0.6618 | 0.0 | 0.5602 | 0.6575 |
0.0276 | 139.72 | 39960 | 0.1495 | 0.4001 | 0.6085 | 0.6004 | nan | 0.5617 | 0.6552 | 0.0 | 0.5487 | 0.6516 |
0.0341 | 139.79 | 39980 | 0.1484 | 0.4011 | 0.6095 | 0.5996 | nan | 0.5520 | 0.6671 | 0.0 | 0.5407 | 0.6625 |
0.026 | 139.86 | 40000 | 0.1493 | 0.4072 | 0.6191 | 0.6117 | nan | 0.5761 | 0.6621 | 0.0 | 0.5634 | 0.6582 |
0.0444 | 139.93 | 40020 | 0.1592 | 0.3974 | 0.6047 | 0.5993 | nan | 0.5734 | 0.6361 | 0.0 | 0.5594 | 0.6329 |
0.027 | 140.0 | 40040 | 0.1584 | 0.3954 | 0.6018 | 0.5972 | nan | 0.5751 | 0.6286 | 0.0 | 0.5608 | 0.6254 |
0.0495 | 140.07 | 40060 | 0.1632 | 0.3924 | 0.5973 | 0.5918 | nan | 0.5653 | 0.6293 | 0.0 | 0.5505 | 0.6266 |
0.0311 | 140.14 | 40080 | 0.1616 | 0.3881 | 0.5903 | 0.5840 | nan | 0.5536 | 0.6271 | 0.0 | 0.5408 | 0.6234 |
0.0397 | 140.21 | 40100 | 0.1584 | 0.3914 | 0.5954 | 0.5876 | nan | 0.5500 | 0.6408 | 0.0 | 0.5375 | 0.6367 |
0.0438 | 140.28 | 40120 | 0.1594 | 0.3987 | 0.6068 | 0.6007 | nan | 0.5714 | 0.6422 | 0.0 | 0.5575 | 0.6385 |
0.0416 | 140.35 | 40140 | 0.1549 | 0.3991 | 0.6072 | 0.5998 | nan | 0.5645 | 0.6499 | 0.0 | 0.5520 | 0.6454 |
0.0431 | 140.42 | 40160 | 0.1595 | 0.3929 | 0.5977 | 0.5911 | nan | 0.5600 | 0.6354 | 0.0 | 0.5472 | 0.6316 |
0.034 | 140.49 | 40180 | 0.1549 | 0.3938 | 0.5984 | 0.5889 | nan | 0.5439 | 0.6528 | 0.0 | 0.5328 | 0.6487 |
0.0424 | 140.56 | 40200 | 0.1451 | 0.4079 | 0.6199 | 0.6093 | nan | 0.5588 | 0.6809 | 0.0 | 0.5490 | 0.6746 |
0.0433 | 140.63 | 40220 | 0.1434 | 0.4108 | 0.6246 | 0.6151 | nan | 0.5698 | 0.6793 | 0.0 | 0.5600 | 0.6723 |
0.0232 | 140.7 | 40240 | 0.1503 | 0.4037 | 0.6139 | 0.6053 | nan | 0.5645 | 0.6632 | 0.0 | 0.5532 | 0.6579 |
0.0254 | 140.77 | 40260 | 0.1500 | 0.4055 | 0.6164 | 0.6081 | nan | 0.5686 | 0.6641 | 0.0 | 0.5574 | 0.6591 |
0.0236 | 140.84 | 40280 | 0.1564 | 0.3954 | 0.6007 | 0.5915 | nan | 0.5475 | 0.6538 | 0.0 | 0.5371 | 0.6490 |
0.0253 | 140.91 | 40300 | 0.1523 | 0.4099 | 0.6233 | 0.6173 | nan | 0.5886 | 0.6579 | 0.0 | 0.5765 | 0.6532 |
0.0368 | 140.98 | 40320 | 0.1484 | 0.4070 | 0.6186 | 0.6079 | nan | 0.5565 | 0.6807 | 0.0 | 0.5479 | 0.6731 |
0.0309 | 141.05 | 40340 | 0.1485 | 0.4049 | 0.6155 | 0.6053 | nan | 0.5569 | 0.6740 | 0.0 | 0.5480 | 0.6667 |
0.0501 | 141.12 | 40360 | 0.1501 | 0.4077 | 0.6196 | 0.6124 | nan | 0.5783 | 0.6609 | 0.0 | 0.5676 | 0.6553 |
0.0486 | 141.19 | 40380 | 0.1563 | 0.3967 | 0.6030 | 0.5963 | nan | 0.5643 | 0.6416 | 0.0 | 0.5521 | 0.6380 |
0.0445 | 141.26 | 40400 | 0.1529 | 0.4002 | 0.6081 | 0.5992 | nan | 0.5563 | 0.6600 | 0.0 | 0.5445 | 0.6561 |
0.0248 | 141.33 | 40420 | 0.1527 | 0.3983 | 0.6055 | 0.5969 | nan | 0.5558 | 0.6551 | 0.0 | 0.5443 | 0.6504 |
0.0369 | 141.4 | 40440 | 0.1505 | 0.4024 | 0.6120 | 0.6029 | nan | 0.5594 | 0.6647 | 0.0 | 0.5476 | 0.6596 |
0.0344 | 141.47 | 40460 | 0.1514 | 0.3963 | 0.6031 | 0.5964 | nan | 0.5649 | 0.6412 | 0.0 | 0.5519 | 0.6370 |
0.0387 | 141.54 | 40480 | 0.1532 | 0.3958 | 0.6024 | 0.5957 | nan | 0.5635 | 0.6414 | 0.0 | 0.5505 | 0.6369 |
0.0539 | 141.61 | 40500 | 0.1577 | 0.3937 | 0.5992 | 0.5931 | nan | 0.5639 | 0.6344 | 0.0 | 0.5496 | 0.6316 |
0.0318 | 141.68 | 40520 | 0.1595 | 0.3885 | 0.5910 | 0.5832 | nan | 0.5457 | 0.6362 | 0.0 | 0.5326 | 0.6328 |
0.0442 | 141.75 | 40540 | 0.1533 | 0.4012 | 0.6113 | 0.6070 | nan | 0.5865 | 0.6360 | 0.0 | 0.5713 | 0.6322 |
0.0523 | 141.82 | 40560 | 0.1538 | 0.3975 | 0.6051 | 0.5987 | nan | 0.5679 | 0.6423 | 0.0 | 0.5543 | 0.6381 |
0.0584 | 141.89 | 40580 | 0.1520 | 0.3979 | 0.6054 | 0.5978 | nan | 0.5616 | 0.6491 | 0.0 | 0.5493 | 0.6444 |
0.0282 | 141.96 | 40600 | 0.1535 | 0.3970 | 0.6039 | 0.5954 | nan | 0.5552 | 0.6525 | 0.0 | 0.5432 | 0.6478 |
0.0472 | 142.03 | 40620 | 0.1570 | 0.3935 | 0.5985 | 0.5916 | nan | 0.5585 | 0.6385 | 0.0 | 0.5458 | 0.6346 |
0.0548 | 142.1 | 40640 | 0.1528 | 0.4001 | 0.6087 | 0.6006 | nan | 0.5618 | 0.6556 | 0.0 | 0.5498 | 0.6505 |
0.0447 | 142.17 | 40660 | 0.1593 | 0.3960 | 0.6030 | 0.5988 | nan | 0.5790 | 0.6269 | 0.0 | 0.5632 | 0.6248 |
0.084 | 142.24 | 40680 | 0.1610 | 0.3947 | 0.6010 | 0.5956 | nan | 0.5698 | 0.6322 | 0.0 | 0.5542 | 0.6300 |
0.0379 | 142.31 | 40700 | 0.1587 | 0.3976 | 0.6051 | 0.6002 | nan | 0.5769 | 0.6334 | 0.0 | 0.5616 | 0.6311 |
0.0339 | 142.38 | 40720 | 0.1583 | 0.3962 | 0.6031 | 0.5973 | nan | 0.5697 | 0.6365 | 0.0 | 0.5544 | 0.6342 |
0.0367 | 142.45 | 40740 | 0.1572 | 0.3972 | 0.6043 | 0.5986 | nan | 0.5714 | 0.6373 | 0.0 | 0.5568 | 0.6347 |
0.0347 | 142.52 | 40760 | 0.1572 | 0.3978 | 0.6053 | 0.5984 | nan | 0.5655 | 0.6450 | 0.0 | 0.5512 | 0.6421 |
0.0594 | 142.59 | 40780 | 0.1576 | 0.3944 | 0.5998 | 0.5927 | nan | 0.5588 | 0.6409 | 0.0 | 0.5455 | 0.6378 |
0.0574 | 142.66 | 40800 | 0.1578 | 0.3955 | 0.6016 | 0.5945 | nan | 0.5603 | 0.6430 | 0.0 | 0.5463 | 0.6401 |
0.0413 | 142.73 | 40820 | 0.1531 | 0.4090 | 0.6224 | 0.6158 | nan | 0.5842 | 0.6606 | 0.0 | 0.5704 | 0.6567 |
0.0303 | 142.8 | 40840 | 0.1546 | 0.3935 | 0.5980 | 0.5896 | nan | 0.5493 | 0.6468 | 0.0 | 0.5370 | 0.6434 |
0.059 | 142.87 | 40860 | 0.1564 | 0.3940 | 0.5990 | 0.5912 | nan | 0.5543 | 0.6437 | 0.0 | 0.5411 | 0.6409 |
0.0281 | 142.94 | 40880 | 0.1499 | 0.4013 | 0.6099 | 0.6006 | nan | 0.5560 | 0.6639 | 0.0 | 0.5437 | 0.6603 |
0.0236 | 143.01 | 40900 | 0.1530 | 0.4046 | 0.6150 | 0.6045 | nan | 0.5545 | 0.6755 | 0.0 | 0.5442 | 0.6697 |
0.0233 | 143.08 | 40920 | 0.1577 | 0.3979 | 0.6048 | 0.5965 | nan | 0.5568 | 0.6528 | 0.0 | 0.5444 | 0.6493 |
0.0259 | 143.15 | 40940 | 0.1607 | 0.3934 | 0.5987 | 0.5928 | nan | 0.5646 | 0.6327 | 0.0 | 0.5495 | 0.6308 |
0.0479 | 143.22 | 40960 | 0.1600 | 0.3971 | 0.6040 | 0.5973 | nan | 0.5650 | 0.6430 | 0.0 | 0.5514 | 0.6400 |
0.0227 | 143.29 | 40980 | 0.1555 | 0.3953 | 0.6012 | 0.5930 | nan | 0.5535 | 0.6490 | 0.0 | 0.5406 | 0.6454 |
0.042 | 143.36 | 41000 | 0.1562 | 0.3993 | 0.6076 | 0.6016 | nan | 0.5733 | 0.6419 | 0.0 | 0.5593 | 0.6385 |
0.038 | 143.43 | 41020 | 0.1599 | 0.3970 | 0.6039 | 0.5982 | nan | 0.5706 | 0.6373 | 0.0 | 0.5567 | 0.6342 |
0.0294 | 143.5 | 41040 | 0.1543 | 0.4049 | 0.6160 | 0.6093 | nan | 0.5774 | 0.6546 | 0.0 | 0.5636 | 0.6510 |
0.0339 | 143.57 | 41060 | 0.1469 | 0.4096 | 0.6229 | 0.6132 | nan | 0.5669 | 0.6789 | 0.0 | 0.5555 | 0.6732 |
0.0497 | 143.64 | 41080 | 0.1518 | 0.4030 | 0.6129 | 0.6052 | nan | 0.5686 | 0.6571 | 0.0 | 0.5551 | 0.6538 |
0.0534 | 143.71 | 41100 | 0.1525 | 0.4047 | 0.6156 | 0.6077 | nan | 0.5704 | 0.6607 | 0.0 | 0.5565 | 0.6576 |
0.0392 | 143.78 | 41120 | 0.1534 | 0.4032 | 0.6134 | 0.6066 | nan | 0.5740 | 0.6529 | 0.0 | 0.5592 | 0.6505 |
0.036 | 143.85 | 41140 | 0.1553 | 0.4002 | 0.6084 | 0.5999 | nan | 0.5596 | 0.6572 | 0.0 | 0.5469 | 0.6538 |
0.0174 | 143.92 | 41160 | 0.1517 | 0.4040 | 0.6145 | 0.6064 | nan | 0.5675 | 0.6616 | 0.0 | 0.5535 | 0.6586 |
0.0267 | 143.99 | 41180 | 0.1565 | 0.4000 | 0.6086 | 0.6033 | nan | 0.5781 | 0.6390 | 0.0 | 0.5631 | 0.6371 |
0.0364 | 144.06 | 41200 | 0.1525 | 0.4055 | 0.6168 | 0.6093 | nan | 0.5735 | 0.6600 | 0.0 | 0.5593 | 0.6573 |
0.0255 | 144.13 | 41220 | 0.1551 | 0.3992 | 0.6069 | 0.5990 | nan | 0.5613 | 0.6525 | 0.0 | 0.5477 | 0.6499 |
0.03 | 144.2 | 41240 | 0.1559 | 0.4002 | 0.6087 | 0.6015 | nan | 0.5670 | 0.6504 | 0.0 | 0.5529 | 0.6478 |
0.031 | 144.27 | 41260 | 0.1561 | 0.4013 | 0.6104 | 0.6028 | nan | 0.5664 | 0.6545 | 0.0 | 0.5524 | 0.6515 |
0.0492 | 144.34 | 41280 | 0.1582 | 0.4008 | 0.6097 | 0.6043 | nan | 0.5784 | 0.6411 | 0.0 | 0.5638 | 0.6384 |
0.0215 | 144.41 | 41300 | 0.1583 | 0.3995 | 0.6075 | 0.5998 | nan | 0.5631 | 0.6520 | 0.0 | 0.5490 | 0.6494 |
0.029 | 144.48 | 41320 | 0.1604 | 0.3984 | 0.6056 | 0.5990 | nan | 0.5672 | 0.6441 | 0.0 | 0.5537 | 0.6416 |
0.0384 | 144.55 | 41340 | 0.1499 | 0.4083 | 0.6210 | 0.6124 | nan | 0.5711 | 0.6709 | 0.0 | 0.5585 | 0.6664 |
0.0305 | 144.62 | 41360 | 0.1515 | 0.4070 | 0.6192 | 0.6111 | nan | 0.5723 | 0.6660 | 0.0 | 0.5593 | 0.6618 |
0.0531 | 144.69 | 41380 | 0.1557 | 0.3987 | 0.6062 | 0.5982 | nan | 0.5601 | 0.6523 | 0.0 | 0.5469 | 0.6493 |
0.0379 | 144.76 | 41400 | 0.1557 | 0.4034 | 0.6135 | 0.6072 | nan | 0.5768 | 0.6502 | 0.0 | 0.5633 | 0.6469 |
0.0335 | 144.83 | 41420 | 0.1550 | 0.4004 | 0.6089 | 0.6024 | nan | 0.5716 | 0.6461 | 0.0 | 0.5587 | 0.6423 |
0.0373 | 144.9 | 41440 | 0.1558 | 0.3986 | 0.6060 | 0.5995 | nan | 0.5687 | 0.6434 | 0.0 | 0.5555 | 0.6402 |
0.0443 | 144.97 | 41460 | 0.1572 | 0.3968 | 0.6032 | 0.5953 | nan | 0.5574 | 0.6490 | 0.0 | 0.5452 | 0.6453 |
0.0477 | 145.03 | 41480 | 0.1564 | 0.3984 | 0.6059 | 0.5991 | nan | 0.5665 | 0.6453 | 0.0 | 0.5535 | 0.6416 |
0.0492 | 145.1 | 41500 | 0.1542 | 0.4008 | 0.6099 | 0.6037 | nan | 0.5742 | 0.6456 | 0.0 | 0.5599 | 0.6425 |
0.0382 | 145.17 | 41520 | 0.1605 | 0.3924 | 0.5968 | 0.5909 | nan | 0.5630 | 0.6307 | 0.0 | 0.5490 | 0.6282 |
0.0358 | 145.24 | 41540 | 0.1592 | 0.3941 | 0.5996 | 0.5946 | nan | 0.5706 | 0.6285 | 0.0 | 0.5563 | 0.6260 |
0.0268 | 145.31 | 41560 | 0.1532 | 0.4070 | 0.6193 | 0.6135 | nan | 0.5856 | 0.6530 | 0.0 | 0.5716 | 0.6494 |
0.0374 | 145.38 | 41580 | 0.1537 | 0.3990 | 0.6068 | 0.5992 | nan | 0.5629 | 0.6507 | 0.0 | 0.5505 | 0.6464 |
0.0573 | 145.45 | 41600 | 0.1557 | 0.3996 | 0.6076 | 0.6011 | nan | 0.5698 | 0.6455 | 0.0 | 0.5568 | 0.6418 |
0.0314 | 145.52 | 41620 | 0.1561 | 0.4010 | 0.6099 | 0.6036 | nan | 0.5734 | 0.6463 | 0.0 | 0.5598 | 0.6432 |
0.0506 | 145.59 | 41640 | 0.1568 | 0.3976 | 0.6047 | 0.5979 | nan | 0.5653 | 0.6441 | 0.0 | 0.5518 | 0.6411 |
0.0373 | 145.66 | 41660 | 0.1545 | 0.4053 | 0.6168 | 0.6115 | nan | 0.5862 | 0.6474 | 0.0 | 0.5712 | 0.6448 |
0.0481 | 145.73 | 41680 | 0.1531 | 0.4009 | 0.6097 | 0.6027 | nan | 0.5694 | 0.6499 | 0.0 | 0.5557 | 0.6471 |
0.0439 | 145.8 | 41700 | 0.1546 | 0.4005 | 0.6090 | 0.6020 | nan | 0.5686 | 0.6495 | 0.0 | 0.5552 | 0.6464 |
0.031 | 145.87 | 41720 | 0.1506 | 0.4095 | 0.6224 | 0.6133 | nan | 0.5696 | 0.6752 | 0.0 | 0.5574 | 0.6710 |
0.0635 | 145.94 | 41740 | 0.1506 | 0.4073 | 0.6194 | 0.6123 | nan | 0.5786 | 0.6601 | 0.0 | 0.5650 | 0.6568 |
0.027 | 146.01 | 41760 | 0.1543 | 0.4063 | 0.6180 | 0.6124 | nan | 0.5860 | 0.6500 | 0.0 | 0.5718 | 0.6471 |
0.0444 | 146.08 | 41780 | 0.1531 | 0.3983 | 0.6055 | 0.5976 | nan | 0.5599 | 0.6510 | 0.0 | 0.5471 | 0.6479 |
0.0616 | 146.15 | 41800 | 0.1575 | 0.3939 | 0.5982 | 0.5891 | nan | 0.5460 | 0.6504 | 0.0 | 0.5341 | 0.6475 |
0.0395 | 146.22 | 41820 | 0.1557 | 0.3978 | 0.6041 | 0.5943 | nan | 0.5476 | 0.6606 | 0.0 | 0.5358 | 0.6575 |
0.032 | 146.29 | 41840 | 0.1554 | 0.4036 | 0.6140 | 0.6088 | nan | 0.5838 | 0.6443 | 0.0 | 0.5687 | 0.6421 |
0.0256 | 146.36 | 41860 | 0.1514 | 0.4031 | 0.6127 | 0.6035 | nan | 0.5598 | 0.6656 | 0.0 | 0.5474 | 0.6618 |
0.0596 | 146.43 | 41880 | 0.1513 | 0.4028 | 0.6124 | 0.6028 | nan | 0.5567 | 0.6681 | 0.0 | 0.5454 | 0.6629 |
0.0324 | 146.5 | 41900 | 0.1502 | 0.4034 | 0.6135 | 0.6069 | nan | 0.5751 | 0.6519 | 0.0 | 0.5635 | 0.6468 |
0.0448 | 146.57 | 41920 | 0.1506 | 0.4001 | 0.6077 | 0.5971 | nan | 0.5468 | 0.6686 | 0.0 | 0.5370 | 0.6631 |
0.0287 | 146.64 | 41940 | 0.1498 | 0.4029 | 0.6121 | 0.6017 | nan | 0.5519 | 0.6722 | 0.0 | 0.5418 | 0.6669 |
0.031 | 146.71 | 41960 | 0.1551 | 0.3946 | 0.6000 | 0.5928 | nan | 0.5587 | 0.6412 | 0.0 | 0.5469 | 0.6370 |
0.0557 | 146.78 | 41980 | 0.1532 | 0.3996 | 0.6078 | 0.6016 | nan | 0.5717 | 0.6440 | 0.0 | 0.5586 | 0.6400 |
0.0358 | 146.85 | 42000 | 0.1551 | 0.3965 | 0.6033 | 0.5965 | nan | 0.5637 | 0.6429 | 0.0 | 0.5503 | 0.6392 |
0.0291 | 146.92 | 42020 | 0.1555 | 0.3994 | 0.6075 | 0.6006 | nan | 0.5676 | 0.6475 | 0.0 | 0.5544 | 0.6439 |
0.0354 | 146.99 | 42040 | 0.1575 | 0.3932 | 0.5977 | 0.5883 | nan | 0.5437 | 0.6518 | 0.0 | 0.5309 | 0.6487 |
0.0574 | 147.06 | 42060 | 0.1546 | 0.4018 | 0.6111 | 0.6047 | nan | 0.5742 | 0.6480 | 0.0 | 0.5606 | 0.6449 |
0.0559 | 147.13 | 42080 | 0.1543 | 0.4006 | 0.6095 | 0.6031 | nan | 0.5725 | 0.6464 | 0.0 | 0.5587 | 0.6430 |
0.0338 | 147.2 | 42100 | 0.1553 | 0.3985 | 0.6062 | 0.5987 | nan | 0.5628 | 0.6496 | 0.0 | 0.5495 | 0.6461 |
0.0316 | 147.27 | 42120 | 0.1667 | 0.3871 | 0.5898 | 0.5857 | nan | 0.5665 | 0.6130 | 0.0 | 0.5502 | 0.6111 |
0.0291 | 147.34 | 42140 | 0.1649 | 0.3911 | 0.5956 | 0.5918 | nan | 0.5732 | 0.6181 | 0.0 | 0.5573 | 0.6159 |
0.0654 | 147.41 | 42160 | 0.1609 | 0.3962 | 0.6035 | 0.5996 | nan | 0.5809 | 0.6262 | 0.0 | 0.5651 | 0.6236 |
0.036 | 147.48 | 42180 | 0.1605 | 0.3935 | 0.5990 | 0.5939 | nan | 0.5693 | 0.6287 | 0.0 | 0.5545 | 0.6259 |
0.0296 | 147.55 | 42200 | 0.1604 | 0.3924 | 0.5974 | 0.5921 | nan | 0.5670 | 0.6278 | 0.0 | 0.5528 | 0.6245 |
0.0516 | 147.62 | 42220 | 0.1581 | 0.4018 | 0.6119 | 0.6065 | nan | 0.5812 | 0.6425 | 0.0 | 0.5668 | 0.6386 |
0.0197 | 147.69 | 42240 | 0.1578 | 0.3967 | 0.6037 | 0.5973 | nan | 0.5667 | 0.6408 | 0.0 | 0.5530 | 0.6370 |
0.0375 | 147.76 | 42260 | 0.1571 | 0.4015 | 0.6109 | 0.6041 | nan | 0.5716 | 0.6503 | 0.0 | 0.5584 | 0.6461 |
0.0603 | 147.83 | 42280 | 0.1548 | 0.4072 | 0.6192 | 0.6115 | nan | 0.5744 | 0.6641 | 0.0 | 0.5616 | 0.6600 |
0.0418 | 147.9 | 42300 | 0.1553 | 0.4023 | 0.6116 | 0.6034 | nan | 0.5643 | 0.6589 | 0.0 | 0.5518 | 0.6551 |
0.0353 | 147.97 | 42320 | 0.1593 | 0.3936 | 0.5986 | 0.5928 | nan | 0.5652 | 0.6320 | 0.0 | 0.5517 | 0.6291 |
0.0302 | 148.04 | 42340 | 0.1585 | 0.3934 | 0.5983 | 0.5914 | nan | 0.5584 | 0.6381 | 0.0 | 0.5455 | 0.6348 |
0.046 | 148.11 | 42360 | 0.1610 | 0.3946 | 0.6000 | 0.5929 | nan | 0.5594 | 0.6405 | 0.0 | 0.5466 | 0.6373 |
0.0571 | 148.18 | 42380 | 0.1588 | 0.3972 | 0.6039 | 0.5967 | nan | 0.5621 | 0.6458 | 0.0 | 0.5489 | 0.6426 |
0.0391 | 148.25 | 42400 | 0.1569 | 0.3977 | 0.6046 | 0.5973 | nan | 0.5621 | 0.6471 | 0.0 | 0.5494 | 0.6436 |
0.0373 | 148.32 | 42420 | 0.1567 | 0.3955 | 0.6012 | 0.5922 | nan | 0.5490 | 0.6534 | 0.0 | 0.5372 | 0.6494 |
0.0324 | 148.39 | 42440 | 0.1581 | 0.4057 | 0.6175 | 0.6134 | nan | 0.5934 | 0.6417 | 0.0 | 0.5787 | 0.6384 |
0.0379 | 148.46 | 42460 | 0.1572 | 0.4026 | 0.6124 | 0.6056 | nan | 0.5732 | 0.6516 | 0.0 | 0.5601 | 0.6478 |
0.0395 | 148.53 | 42480 | 0.1552 | 0.3997 | 0.6078 | 0.5994 | nan | 0.5593 | 0.6563 | 0.0 | 0.5470 | 0.6521 |
0.0438 | 148.6 | 42500 | 0.1539 | 0.4018 | 0.6108 | 0.6018 | nan | 0.5588 | 0.6628 | 0.0 | 0.5473 | 0.6580 |
0.0231 | 148.67 | 42520 | 0.1576 | 0.4025 | 0.6120 | 0.6048 | nan | 0.5705 | 0.6536 | 0.0 | 0.5575 | 0.6499 |
0.0497 | 148.74 | 42540 | 0.1581 | 0.4012 | 0.6103 | 0.6020 | nan | 0.5625 | 0.6581 | 0.0 | 0.5496 | 0.6541 |
0.0294 | 148.81 | 42560 | 0.1602 | 0.3977 | 0.6047 | 0.5969 | nan | 0.5598 | 0.6496 | 0.0 | 0.5470 | 0.6460 |
0.0426 | 148.88 | 42580 | 0.1535 | 0.4031 | 0.6132 | 0.6048 | nan | 0.5648 | 0.6616 | 0.0 | 0.5525 | 0.6567 |
0.0395 | 148.95 | 42600 | 0.1575 | 0.3973 | 0.6043 | 0.5965 | nan | 0.5590 | 0.6496 | 0.0 | 0.5465 | 0.6453 |
0.0562 | 149.02 | 42620 | 0.1595 | 0.3994 | 0.6082 | 0.6031 | nan | 0.5790 | 0.6373 | 0.0 | 0.5644 | 0.6338 |
0.0736 | 149.09 | 42640 | 0.1629 | 0.3953 | 0.6016 | 0.5959 | nan | 0.5687 | 0.6345 | 0.0 | 0.5544 | 0.6313 |
0.052 | 149.16 | 42660 | 0.1616 | 0.3940 | 0.5994 | 0.5914 | nan | 0.5534 | 0.6453 | 0.0 | 0.5408 | 0.6413 |
0.048 | 149.23 | 42680 | 0.1588 | 0.3976 | 0.6050 | 0.5985 | nan | 0.5674 | 0.6425 | 0.0 | 0.5543 | 0.6386 |
0.0293 | 149.3 | 42700 | 0.1610 | 0.4012 | 0.6105 | 0.6048 | nan | 0.5778 | 0.6432 | 0.0 | 0.5638 | 0.6398 |
0.0414 | 149.37 | 42720 | 0.1605 | 0.3979 | 0.6052 | 0.5994 | nan | 0.5715 | 0.6389 | 0.0 | 0.5585 | 0.6353 |
0.0532 | 149.44 | 42740 | 0.1592 | 0.3972 | 0.6037 | 0.5964 | nan | 0.5616 | 0.6457 | 0.0 | 0.5498 | 0.6418 |
0.0356 | 149.51 | 42760 | 0.1523 | 0.4045 | 0.6145 | 0.6035 | nan | 0.5509 | 0.6781 | 0.0 | 0.5417 | 0.6718 |
0.0472 | 149.58 | 42780 | 0.1524 | 0.4073 | 0.6190 | 0.6103 | nan | 0.5684 | 0.6696 | 0.0 | 0.5578 | 0.6642 |
0.052 | 149.65 | 42800 | 0.1541 | 0.4035 | 0.6131 | 0.6039 | nan | 0.5602 | 0.6660 | 0.0 | 0.5500 | 0.6605 |
0.0344 | 149.72 | 42820 | 0.1555 | 0.3983 | 0.6051 | 0.5963 | nan | 0.5547 | 0.6554 | 0.0 | 0.5443 | 0.6506 |
0.0453 | 149.79 | 42840 | 0.1589 | 0.3945 | 0.5993 | 0.5910 | nan | 0.5512 | 0.6474 | 0.0 | 0.5402 | 0.6434 |
0.0352 | 149.86 | 42860 | 0.1608 | 0.3969 | 0.6040 | 0.5996 | nan | 0.5784 | 0.6296 | 0.0 | 0.5629 | 0.6278 |
0.0548 | 149.93 | 42880 | 0.1603 | 0.3946 | 0.6001 | 0.5956 | nan | 0.5738 | 0.6265 | 0.0 | 0.5591 | 0.6247 |
0.029 | 150.0 | 42900 | 0.1615 | 0.3914 | 0.5952 | 0.5887 | nan | 0.5577 | 0.6328 | 0.0 | 0.5439 | 0.6304 |
0.0502 | 150.07 | 42920 | 0.1654 | 0.3885 | 0.5910 | 0.5861 | nan | 0.5627 | 0.6193 | 0.0 | 0.5480 | 0.6173 |
0.0285 | 150.14 | 42940 | 0.1687 | 0.3838 | 0.5838 | 0.5786 | nan | 0.5538 | 0.6138 | 0.0 | 0.5395 | 0.6119 |
0.0493 | 150.21 | 42960 | 0.1556 | 0.3979 | 0.6049 | 0.5958 | nan | 0.5524 | 0.6575 | 0.0 | 0.5406 | 0.6531 |
0.049 | 150.28 | 42980 | 0.1556 | 0.4008 | 0.6096 | 0.6028 | nan | 0.5708 | 0.6483 | 0.0 | 0.5583 | 0.6442 |
0.0338 | 150.35 | 43000 | 0.1576 | 0.3974 | 0.6047 | 0.5985 | nan | 0.5693 | 0.6400 | 0.0 | 0.5556 | 0.6365 |
0.053 | 150.42 | 43020 | 0.1609 | 0.3911 | 0.5948 | 0.5879 | nan | 0.5545 | 0.6352 | 0.0 | 0.5414 | 0.6320 |
0.0743 | 150.49 | 43040 | 0.1596 | 0.3957 | 0.6020 | 0.5959 | nan | 0.5673 | 0.6367 | 0.0 | 0.5536 | 0.6334 |
0.0405 | 150.56 | 43060 | 0.1555 | 0.4014 | 0.6104 | 0.6037 | nan | 0.5717 | 0.6492 | 0.0 | 0.5587 | 0.6453 |
0.0307 | 150.63 | 43080 | 0.1551 | 0.4005 | 0.6089 | 0.6006 | nan | 0.5608 | 0.6570 | 0.0 | 0.5487 | 0.6529 |
0.0201 | 150.7 | 43100 | 0.1620 | 0.3922 | 0.5968 | 0.5923 | nan | 0.5709 | 0.6226 | 0.0 | 0.5564 | 0.6201 |
0.0537 | 150.77 | 43120 | 0.1620 | 0.3967 | 0.6036 | 0.5988 | nan | 0.5758 | 0.6313 | 0.0 | 0.5616 | 0.6284 |
0.0373 | 150.84 | 43140 | 0.1624 | 0.3922 | 0.5963 | 0.5905 | nan | 0.5628 | 0.6298 | 0.0 | 0.5497 | 0.6268 |
0.048 | 150.91 | 43160 | 0.1598 | 0.3966 | 0.6031 | 0.5960 | nan | 0.5623 | 0.6440 | 0.0 | 0.5498 | 0.6401 |
0.0403 | 150.98 | 43180 | 0.1595 | 0.3991 | 0.6071 | 0.6011 | nan | 0.5725 | 0.6417 | 0.0 | 0.5589 | 0.6383 |
0.0421 | 151.05 | 43200 | 0.1607 | 0.3987 | 0.6068 | 0.6020 | nan | 0.5788 | 0.6348 | 0.0 | 0.5642 | 0.6319 |
0.0268 | 151.12 | 43220 | 0.1595 | 0.3963 | 0.6027 | 0.5955 | nan | 0.5611 | 0.6443 | 0.0 | 0.5477 | 0.6411 |
0.0454 | 151.19 | 43240 | 0.1582 | 0.3987 | 0.6064 | 0.6000 | nan | 0.5693 | 0.6436 | 0.0 | 0.5555 | 0.6407 |
0.0384 | 151.26 | 43260 | 0.1587 | 0.3963 | 0.6023 | 0.5941 | nan | 0.5552 | 0.6494 | 0.0 | 0.5441 | 0.6449 |
0.038 | 151.33 | 43280 | 0.1566 | 0.4053 | 0.6162 | 0.6094 | nan | 0.5768 | 0.6556 | 0.0 | 0.5657 | 0.6501 |
0.0513 | 151.4 | 43300 | 0.1581 | 0.3988 | 0.6060 | 0.5991 | nan | 0.5662 | 0.6458 | 0.0 | 0.5543 | 0.6421 |
0.0534 | 151.47 | 43320 | 0.1594 | 0.4007 | 0.6091 | 0.6025 | nan | 0.5711 | 0.6471 | 0.0 | 0.5584 | 0.6436 |
0.0262 | 151.54 | 43340 | 0.1552 | 0.4019 | 0.6109 | 0.6034 | nan | 0.5675 | 0.6543 | 0.0 | 0.5554 | 0.6505 |
0.0336 | 151.61 | 43360 | 0.1521 | 0.4086 | 0.6213 | 0.6145 | nan | 0.5825 | 0.6601 | 0.0 | 0.5706 | 0.6553 |
0.0275 | 151.68 | 43380 | 0.1525 | 0.4011 | 0.6094 | 0.5995 | nan | 0.5520 | 0.6667 | 0.0 | 0.5413 | 0.6620 |
0.0479 | 151.75 | 43400 | 0.1539 | 0.4007 | 0.6088 | 0.6003 | nan | 0.5596 | 0.6579 | 0.0 | 0.5487 | 0.6535 |
0.0385 | 151.82 | 43420 | 0.1559 | 0.3995 | 0.6072 | 0.5997 | nan | 0.5639 | 0.6506 | 0.0 | 0.5509 | 0.6474 |
0.058 | 151.89 | 43440 | 0.1562 | 0.3963 | 0.6023 | 0.5947 | nan | 0.5582 | 0.6463 | 0.0 | 0.5458 | 0.6431 |
0.0339 | 151.96 | 43460 | 0.1576 | 0.3935 | 0.5978 | 0.5898 | nan | 0.5518 | 0.6437 | 0.0 | 0.5397 | 0.6407 |
0.036 | 152.03 | 43480 | 0.1555 | 0.4004 | 0.6089 | 0.6022 | nan | 0.5703 | 0.6474 | 0.0 | 0.5568 | 0.6446 |
0.0531 | 152.1 | 43500 | 0.1516 | 0.4098 | 0.6230 | 0.6163 | nan | 0.5847 | 0.6613 | 0.0 | 0.5713 | 0.6581 |
0.0335 | 152.17 | 43520 | 0.1523 | 0.4102 | 0.6234 | 0.6159 | nan | 0.5803 | 0.6665 | 0.0 | 0.5679 | 0.6628 |
0.0624 | 152.24 | 43540 | 0.1536 | 0.4056 | 0.6159 | 0.6061 | nan | 0.5593 | 0.6724 | 0.0 | 0.5484 | 0.6684 |
0.0371 | 152.31 | 43560 | 0.1530 | 0.4067 | 0.6180 | 0.6097 | nan | 0.5701 | 0.6658 | 0.0 | 0.5580 | 0.6622 |
0.0465 | 152.38 | 43580 | 0.1524 | 0.4089 | 0.6215 | 0.6132 | nan | 0.5735 | 0.6695 | 0.0 | 0.5615 | 0.6653 |
0.0418 | 152.45 | 43600 | 0.1547 | 0.4032 | 0.6125 | 0.6035 | nan | 0.5603 | 0.6647 | 0.0 | 0.5483 | 0.6613 |
0.0345 | 152.52 | 43620 | 0.1586 | 0.4001 | 0.6081 | 0.6004 | nan | 0.5638 | 0.6524 | 0.0 | 0.5508 | 0.6495 |
0.0273 | 152.59 | 43640 | 0.1571 | 0.4026 | 0.6121 | 0.6048 | nan | 0.5702 | 0.6539 | 0.0 | 0.5572 | 0.6506 |
0.037 | 152.66 | 43660 | 0.1574 | 0.4023 | 0.6117 | 0.6055 | nan | 0.5758 | 0.6477 | 0.0 | 0.5624 | 0.6444 |
0.0434 | 152.73 | 43680 | 0.1594 | 0.3963 | 0.6029 | 0.5969 | nan | 0.5680 | 0.6378 | 0.0 | 0.5532 | 0.6357 |
0.0537 | 152.8 | 43700 | 0.1582 | 0.3930 | 0.5976 | 0.5905 | nan | 0.5569 | 0.6383 | 0.0 | 0.5433 | 0.6356 |
0.0296 | 152.87 | 43720 | 0.1572 | 0.3980 | 0.6053 | 0.5984 | nan | 0.5656 | 0.6450 | 0.0 | 0.5517 | 0.6422 |
0.0347 | 152.94 | 43740 | 0.1557 | 0.4002 | 0.6087 | 0.6025 | nan | 0.5731 | 0.6443 | 0.0 | 0.5588 | 0.6417 |
0.0445 | 153.01 | 43760 | 0.1573 | 0.3974 | 0.6047 | 0.5980 | nan | 0.5660 | 0.6433 | 0.0 | 0.5514 | 0.6410 |
0.0261 | 153.08 | 43780 | 0.1582 | 0.3998 | 0.6085 | 0.6034 | nan | 0.5789 | 0.6380 | 0.0 | 0.5637 | 0.6355 |
0.0459 | 153.15 | 43800 | 0.1565 | 0.3960 | 0.6016 | 0.5910 | nan | 0.5404 | 0.6629 | 0.0 | 0.5284 | 0.6596 |
0.0433 | 153.22 | 43820 | 0.1523 | 0.4084 | 0.6211 | 0.6151 | nan | 0.5864 | 0.6558 | 0.0 | 0.5728 | 0.6525 |
0.0349 | 153.29 | 43840 | 0.1524 | 0.4102 | 0.6238 | 0.6163 | nan | 0.5805 | 0.6670 | 0.0 | 0.5676 | 0.6629 |
0.0428 | 153.36 | 43860 | 0.1548 | 0.4024 | 0.6115 | 0.6032 | nan | 0.5633 | 0.6597 | 0.0 | 0.5513 | 0.6558 |
0.0355 | 153.43 | 43880 | 0.1572 | 0.3959 | 0.6016 | 0.5926 | nan | 0.5493 | 0.6540 | 0.0 | 0.5374 | 0.6504 |
0.0431 | 153.5 | 43900 | 0.1584 | 0.4006 | 0.6088 | 0.6015 | nan | 0.5669 | 0.6507 | 0.0 | 0.5552 | 0.6467 |
0.0461 | 153.57 | 43920 | 0.1606 | 0.3998 | 0.6084 | 0.6031 | nan | 0.5778 | 0.6390 | 0.0 | 0.5637 | 0.6358 |
0.0511 | 153.64 | 43940 | 0.1642 | 0.3869 | 0.5886 | 0.5818 | nan | 0.5495 | 0.6277 | 0.0 | 0.5357 | 0.6251 |
0.0271 | 153.71 | 43960 | 0.1566 | 0.4038 | 0.6147 | 0.6094 | nan | 0.5839 | 0.6456 | 0.0 | 0.5694 | 0.6421 |
0.0602 | 153.78 | 43980 | 0.1515 | 0.4059 | 0.6174 | 0.6103 | nan | 0.5767 | 0.6580 | 0.0 | 0.5643 | 0.6534 |
0.0209 | 153.85 | 44000 | 0.1533 | 0.3999 | 0.6080 | 0.6008 | nan | 0.5661 | 0.6499 | 0.0 | 0.5538 | 0.6460 |
0.0759 | 153.92 | 44020 | 0.1556 | 0.3985 | 0.6057 | 0.5974 | nan | 0.5573 | 0.6541 | 0.0 | 0.5451 | 0.6504 |
0.0247 | 153.99 | 44040 | 0.1591 | 0.3962 | 0.6024 | 0.5939 | nan | 0.5535 | 0.6512 | 0.0 | 0.5411 | 0.6476 |
0.0474 | 154.06 | 44060 | 0.1593 | 0.3985 | 0.6063 | 0.5996 | nan | 0.5677 | 0.6449 | 0.0 | 0.5544 | 0.6411 |
0.0376 | 154.13 | 44080 | 0.1571 | 0.4042 | 0.6151 | 0.6092 | nan | 0.5809 | 0.6493 | 0.0 | 0.5666 | 0.6459 |
0.08 | 154.2 | 44100 | 0.1493 | 0.4139 | 0.6290 | 0.6211 | nan | 0.5832 | 0.6748 | 0.0 | 0.5715 | 0.6701 |
0.0267 | 154.27 | 44120 | 0.1503 | 0.4077 | 0.6195 | 0.6114 | nan | 0.5729 | 0.6661 | 0.0 | 0.5615 | 0.6615 |
0.0581 | 154.34 | 44140 | 0.1577 | 0.3986 | 0.6061 | 0.5982 | nan | 0.5608 | 0.6513 | 0.0 | 0.5478 | 0.6481 |
0.0391 | 154.41 | 44160 | 0.1561 | 0.4044 | 0.6147 | 0.6074 | nan | 0.5723 | 0.6572 | 0.0 | 0.5594 | 0.6537 |
0.0409 | 154.48 | 44180 | 0.1613 | 0.3942 | 0.5990 | 0.5912 | nan | 0.5540 | 0.6440 | 0.0 | 0.5414 | 0.6411 |
0.0392 | 154.55 | 44200 | 0.1581 | 0.4051 | 0.6158 | 0.6092 | nan | 0.5774 | 0.6541 | 0.0 | 0.5642 | 0.6510 |
0.0493 | 154.62 | 44220 | 0.1556 | 0.4060 | 0.6169 | 0.6084 | nan | 0.5678 | 0.6660 | 0.0 | 0.5556 | 0.6623 |
0.0398 | 154.69 | 44240 | 0.1536 | 0.4051 | 0.6153 | 0.6068 | nan | 0.5662 | 0.6645 | 0.0 | 0.5545 | 0.6607 |
0.0668 | 154.76 | 44260 | 0.1561 | 0.4035 | 0.6131 | 0.6044 | nan | 0.5629 | 0.6633 | 0.0 | 0.5506 | 0.6598 |
0.0424 | 154.83 | 44280 | 0.1572 | 0.4056 | 0.6165 | 0.6082 | nan | 0.5688 | 0.6642 | 0.0 | 0.5558 | 0.6610 |
0.0335 | 154.9 | 44300 | 0.1613 | 0.3955 | 0.6013 | 0.5951 | nan | 0.5656 | 0.6370 | 0.0 | 0.5520 | 0.6344 |
0.0389 | 154.97 | 44320 | 0.1542 | 0.4056 | 0.6165 | 0.6093 | nan | 0.5751 | 0.6579 | 0.0 | 0.5626 | 0.6540 |
0.0544 | 155.03 | 44340 | 0.1550 | 0.4033 | 0.6127 | 0.6041 | nan | 0.5626 | 0.6629 | 0.0 | 0.5511 | 0.6587 |
0.0363 | 155.1 | 44360 | 0.1561 | 0.4014 | 0.6098 | 0.6007 | nan | 0.5573 | 0.6624 | 0.0 | 0.5460 | 0.6583 |
0.0339 | 155.17 | 44380 | 0.1559 | 0.4069 | 0.6186 | 0.6119 | nan | 0.5801 | 0.6571 | 0.0 | 0.5673 | 0.6534 |
0.0454 | 155.24 | 44400 | 0.1578 | 0.4012 | 0.6098 | 0.6015 | nan | 0.5615 | 0.6582 | 0.0 | 0.5490 | 0.6547 |
0.0324 | 155.31 | 44420 | 0.1594 | 0.4023 | 0.6116 | 0.6035 | nan | 0.5652 | 0.6579 | 0.0 | 0.5525 | 0.6544 |
0.0245 | 155.38 | 44440 | 0.1549 | 0.4039 | 0.6139 | 0.6047 | nan | 0.5609 | 0.6669 | 0.0 | 0.5490 | 0.6628 |
0.052 | 155.45 | 44460 | 0.1575 | 0.4052 | 0.6161 | 0.6090 | nan | 0.5750 | 0.6573 | 0.0 | 0.5619 | 0.6537 |
0.0567 | 155.52 | 44480 | 0.1606 | 0.3981 | 0.6052 | 0.5974 | nan | 0.5604 | 0.6500 | 0.0 | 0.5476 | 0.6468 |
0.0242 | 155.59 | 44500 | 0.1568 | 0.4052 | 0.6159 | 0.6075 | nan | 0.5678 | 0.6640 | 0.0 | 0.5550 | 0.6607 |
0.0409 | 155.66 | 44520 | 0.1561 | 0.4050 | 0.6156 | 0.6084 | nan | 0.5736 | 0.6577 | 0.0 | 0.5604 | 0.6546 |
0.0433 | 155.73 | 44540 | 0.1580 | 0.4019 | 0.6108 | 0.6030 | nan | 0.5657 | 0.6558 | 0.0 | 0.5531 | 0.6525 |
0.0477 | 155.8 | 44560 | 0.1564 | 0.4024 | 0.6116 | 0.6035 | nan | 0.5651 | 0.6581 | 0.0 | 0.5533 | 0.6540 |
0.0476 | 155.87 | 44580 | 0.1551 | 0.4018 | 0.6106 | 0.6017 | nan | 0.5592 | 0.6621 | 0.0 | 0.5473 | 0.6582 |
0.0267 | 155.94 | 44600 | 0.1574 | 0.3998 | 0.6079 | 0.6008 | nan | 0.5670 | 0.6488 | 0.0 | 0.5534 | 0.6460 |
0.0577 | 156.01 | 44620 | 0.1583 | 0.4006 | 0.6091 | 0.6014 | nan | 0.5646 | 0.6535 | 0.0 | 0.5513 | 0.6506 |
0.0565 | 156.08 | 44640 | 0.1604 | 0.3990 | 0.6068 | 0.5998 | nan | 0.5664 | 0.6472 | 0.0 | 0.5522 | 0.6450 |
0.046 | 156.15 | 44660 | 0.1607 | 0.3982 | 0.6054 | 0.5982 | nan | 0.5635 | 0.6474 | 0.0 | 0.5496 | 0.6450 |
0.0488 | 156.22 | 44680 | 0.1607 | 0.3995 | 0.6074 | 0.6004 | nan | 0.5670 | 0.6478 | 0.0 | 0.5531 | 0.6454 |
0.0552 | 156.29 | 44700 | 0.1602 | 0.3999 | 0.6081 | 0.6003 | nan | 0.5632 | 0.6530 | 0.0 | 0.5493 | 0.6505 |
0.0346 | 156.36 | 44720 | 0.1608 | 0.3973 | 0.6040 | 0.5968 | nan | 0.5621 | 0.6459 | 0.0 | 0.5485 | 0.6434 |
0.0297 | 156.43 | 44740 | 0.1600 | 0.4007 | 0.6093 | 0.6027 | nan | 0.5712 | 0.6475 | 0.0 | 0.5570 | 0.6450 |
0.0598 | 156.5 | 44760 | 0.1597 | 0.4014 | 0.6107 | 0.6045 | nan | 0.5745 | 0.6470 | 0.0 | 0.5601 | 0.6442 |
0.0217 | 156.57 | 44780 | 0.1528 | 0.4081 | 0.6206 | 0.6133 | nan | 0.5787 | 0.6625 | 0.0 | 0.5655 | 0.6588 |
0.0273 | 156.64 | 44800 | 0.1565 | 0.4030 | 0.6130 | 0.6065 | nan | 0.5753 | 0.6506 | 0.0 | 0.5612 | 0.6478 |
0.0314 | 156.71 | 44820 | 0.1505 | 0.4044 | 0.6143 | 0.6047 | nan | 0.5593 | 0.6692 | 0.0 | 0.5475 | 0.6658 |
0.0607 | 156.78 | 44840 | 0.1509 | 0.4087 | 0.6214 | 0.6133 | nan | 0.5750 | 0.6677 | 0.0 | 0.5618 | 0.6644 |
0.0423 | 156.85 | 44860 | 0.1529 | 0.4047 | 0.6149 | 0.6060 | nan | 0.5633 | 0.6665 | 0.0 | 0.5511 | 0.6629 |
0.0407 | 156.92 | 44880 | 0.1563 | 0.4009 | 0.6094 | 0.6015 | nan | 0.5638 | 0.6549 | 0.0 | 0.5507 | 0.6520 |
0.0191 | 156.99 | 44900 | 0.1590 | 0.3957 | 0.6015 | 0.5931 | nan | 0.5534 | 0.6495 | 0.0 | 0.5399 | 0.6471 |
0.0406 | 157.06 | 44920 | 0.1560 | 0.4047 | 0.6158 | 0.6097 | nan | 0.5806 | 0.6509 | 0.0 | 0.5658 | 0.6484 |
0.054 | 157.13 | 44940 | 0.1566 | 0.4027 | 0.6125 | 0.6064 | nan | 0.5769 | 0.6481 | 0.0 | 0.5628 | 0.6454 |
0.0376 | 157.2 | 44960 | 0.1567 | 0.3995 | 0.6074 | 0.5998 | nan | 0.5640 | 0.6507 | 0.0 | 0.5508 | 0.6478 |
0.0719 | 157.27 | 44980 | 0.1580 | 0.4003 | 0.6088 | 0.6025 | nan | 0.5720 | 0.6457 | 0.0 | 0.5581 | 0.6429 |
0.0537 | 157.34 | 45000 | 0.1564 | 0.4041 | 0.6145 | 0.6081 | nan | 0.5778 | 0.6511 | 0.0 | 0.5642 | 0.6481 |
0.0426 | 157.41 | 45020 | 0.1568 | 0.3976 | 0.6045 | 0.5968 | nan | 0.5601 | 0.6489 | 0.0 | 0.5468 | 0.6461 |
0.0359 | 157.48 | 45040 | 0.1552 | 0.4015 | 0.6110 | 0.6051 | nan | 0.5770 | 0.6449 | 0.0 | 0.5624 | 0.6421 |
0.0583 | 157.55 | 45060 | 0.1567 | 0.3992 | 0.6069 | 0.6004 | nan | 0.5691 | 0.6448 | 0.0 | 0.5554 | 0.6421 |
0.0333 | 157.62 | 45080 | 0.1579 | 0.3976 | 0.6045 | 0.5973 | nan | 0.5629 | 0.6460 | 0.0 | 0.5495 | 0.6433 |
0.0316 | 157.69 | 45100 | 0.1577 | 0.4007 | 0.6093 | 0.6025 | nan | 0.5695 | 0.6492 | 0.0 | 0.5557 | 0.6465 |
0.0434 | 157.76 | 45120 | 0.1580 | 0.4032 | 0.6134 | 0.6079 | nan | 0.5819 | 0.6449 | 0.0 | 0.5671 | 0.6423 |
0.0271 | 157.83 | 45140 | 0.1518 | 0.4019 | 0.6106 | 0.6006 | nan | 0.5528 | 0.6685 | 0.0 | 0.5405 | 0.6651 |
0.055 | 157.9 | 45160 | 0.1504 | 0.4024 | 0.6113 | 0.6016 | nan | 0.5555 | 0.6671 | 0.0 | 0.5436 | 0.6635 |
0.0489 | 157.97 | 45180 | 0.1521 | 0.4054 | 0.6163 | 0.6083 | nan | 0.5703 | 0.6623 | 0.0 | 0.5570 | 0.6592 |
0.0329 | 158.04 | 45200 | 0.1561 | 0.4037 | 0.6139 | 0.6075 | nan | 0.5768 | 0.6510 | 0.0 | 0.5626 | 0.6484 |
0.0253 | 158.11 | 45220 | 0.1571 | 0.4021 | 0.6113 | 0.6039 | nan | 0.5687 | 0.6539 | 0.0 | 0.5549 | 0.6513 |
0.0335 | 158.18 | 45240 | 0.1586 | 0.4026 | 0.6120 | 0.6052 | nan | 0.5729 | 0.6511 | 0.0 | 0.5592 | 0.6485 |
0.0423 | 158.25 | 45260 | 0.1580 | 0.4047 | 0.6153 | 0.6087 | nan | 0.5774 | 0.6532 | 0.0 | 0.5632 | 0.6508 |
0.0327 | 158.32 | 45280 | 0.1550 | 0.4061 | 0.6177 | 0.6109 | nan | 0.5784 | 0.6570 | 0.0 | 0.5642 | 0.6542 |
0.0437 | 158.39 | 45300 | 0.1544 | 0.4023 | 0.6113 | 0.6031 | nan | 0.5636 | 0.6590 | 0.0 | 0.5517 | 0.6553 |
0.0308 | 158.46 | 45320 | 0.1534 | 0.4070 | 0.6187 | 0.6113 | nan | 0.5755 | 0.6620 | 0.0 | 0.5627 | 0.6584 |
0.0387 | 158.53 | 45340 | 0.1560 | 0.4014 | 0.6101 | 0.6013 | nan | 0.5596 | 0.6605 | 0.0 | 0.5471 | 0.6572 |
0.0505 | 158.6 | 45360 | 0.1583 | 0.3960 | 0.6019 | 0.5943 | nan | 0.5576 | 0.6463 | 0.0 | 0.5445 | 0.6435 |
0.0599 | 158.67 | 45380 | 0.1555 | 0.4044 | 0.6152 | 0.6086 | nan | 0.5772 | 0.6532 | 0.0 | 0.5628 | 0.6503 |
0.0536 | 158.74 | 45400 | 0.1554 | 0.4018 | 0.6106 | 0.6024 | nan | 0.5635 | 0.6576 | 0.0 | 0.5510 | 0.6543 |
0.0294 | 158.81 | 45420 | 0.1563 | 0.3995 | 0.6071 | 0.5993 | nan | 0.5619 | 0.6524 | 0.0 | 0.5490 | 0.6495 |
0.0377 | 158.88 | 45440 | 0.1575 | 0.3994 | 0.6071 | 0.5985 | nan | 0.5575 | 0.6566 | 0.0 | 0.5445 | 0.6537 |
0.0434 | 158.95 | 45460 | 0.1559 | 0.4005 | 0.6089 | 0.6015 | nan | 0.5662 | 0.6516 | 0.0 | 0.5530 | 0.6486 |
0.0334 | 159.02 | 45480 | 0.1589 | 0.3987 | 0.6063 | 0.6003 | nan | 0.5716 | 0.6409 | 0.0 | 0.5580 | 0.6381 |
0.0397 | 159.09 | 45500 | 0.1553 | 0.4000 | 0.6080 | 0.5998 | nan | 0.5604 | 0.6557 | 0.0 | 0.5480 | 0.6520 |
0.04 | 159.16 | 45520 | 0.1582 | 0.4017 | 0.6108 | 0.6048 | nan | 0.5763 | 0.6452 | 0.0 | 0.5629 | 0.6421 |
0.0534 | 159.23 | 45540 | 0.1530 | 0.4097 | 0.6229 | 0.6149 | nan | 0.5765 | 0.6694 | 0.0 | 0.5639 | 0.6652 |
0.0259 | 159.3 | 45560 | 0.1559 | 0.4036 | 0.6138 | 0.6066 | nan | 0.5721 | 0.6555 | 0.0 | 0.5593 | 0.6517 |
0.054 | 159.37 | 45580 | 0.1590 | 0.3975 | 0.6040 | 0.5945 | nan | 0.5496 | 0.6583 | 0.0 | 0.5379 | 0.6546 |
0.0325 | 159.44 | 45600 | 0.1576 | 0.3982 | 0.6050 | 0.5969 | nan | 0.5579 | 0.6522 | 0.0 | 0.5460 | 0.6487 |
0.042 | 159.51 | 45620 | 0.1573 | 0.4041 | 0.6143 | 0.6084 | nan | 0.5804 | 0.6482 | 0.0 | 0.5671 | 0.6452 |
0.0193 | 159.58 | 45640 | 0.1551 | 0.4009 | 0.6089 | 0.6004 | nan | 0.5597 | 0.6581 | 0.0 | 0.5478 | 0.6550 |
0.0422 | 159.65 | 45660 | 0.1542 | 0.4050 | 0.6151 | 0.6070 | nan | 0.5683 | 0.6618 | 0.0 | 0.5567 | 0.6583 |
0.0445 | 159.72 | 45680 | 0.1521 | 0.4066 | 0.6173 | 0.6079 | nan | 0.5628 | 0.6719 | 0.0 | 0.5516 | 0.6682 |
0.0567 | 159.79 | 45700 | 0.1528 | 0.4065 | 0.6172 | 0.6086 | nan | 0.5676 | 0.6668 | 0.0 | 0.5564 | 0.6630 |
0.0233 | 159.86 | 45720 | 0.1549 | 0.4039 | 0.6135 | 0.6059 | nan | 0.5696 | 0.6575 | 0.0 | 0.5573 | 0.6543 |
0.0398 | 159.93 | 45740 | 0.1511 | 0.4091 | 0.6217 | 0.6145 | nan | 0.5804 | 0.6631 | 0.0 | 0.5673 | 0.6599 |
0.024 | 160.0 | 45760 | 0.1545 | 0.4023 | 0.6110 | 0.6020 | nan | 0.5586 | 0.6635 | 0.0 | 0.5469 | 0.6600 |
0.0352 | 160.07 | 45780 | 0.1543 | 0.4045 | 0.6144 | 0.6060 | nan | 0.5659 | 0.6628 | 0.0 | 0.5541 | 0.6593 |
0.0578 | 160.14 | 45800 | 0.1534 | 0.4036 | 0.6130 | 0.6043 | nan | 0.5629 | 0.6632 | 0.0 | 0.5515 | 0.6593 |
0.0347 | 160.21 | 45820 | 0.1530 | 0.4069 | 0.6182 | 0.6105 | nan | 0.5737 | 0.6628 | 0.0 | 0.5619 | 0.6590 |
0.0323 | 160.28 | 45840 | 0.1535 | 0.4069 | 0.6182 | 0.6093 | nan | 0.5670 | 0.6694 | 0.0 | 0.5556 | 0.6651 |
0.0375 | 160.35 | 45860 | 0.1541 | 0.4050 | 0.6152 | 0.6062 | nan | 0.5634 | 0.6670 | 0.0 | 0.5521 | 0.6627 |
0.0462 | 160.42 | 45880 | 0.1490 | 0.4082 | 0.6198 | 0.6090 | nan | 0.5574 | 0.6823 | 0.0 | 0.5479 | 0.6767 |
0.0627 | 160.49 | 45900 | 0.1498 | 0.4122 | 0.6264 | 0.6183 | nan | 0.5795 | 0.6734 | 0.0 | 0.5680 | 0.6687 |
0.0364 | 160.56 | 45920 | 0.1527 | 0.4022 | 0.6106 | 0.6003 | nan | 0.5512 | 0.6700 | 0.0 | 0.5412 | 0.6653 |
0.0449 | 160.63 | 45940 | 0.1519 | 0.4071 | 0.6182 | 0.6081 | nan | 0.5596 | 0.6768 | 0.0 | 0.5493 | 0.6720 |
0.0395 | 160.7 | 45960 | 0.1534 | 0.4049 | 0.6155 | 0.6076 | nan | 0.5702 | 0.6607 | 0.0 | 0.5580 | 0.6568 |
0.0476 | 160.77 | 45980 | 0.1503 | 0.4041 | 0.6138 | 0.6044 | nan | 0.5596 | 0.6679 | 0.0 | 0.5486 | 0.6638 |
0.0281 | 160.84 | 46000 | 0.1521 | 0.4053 | 0.6157 | 0.6063 | nan | 0.5615 | 0.6700 | 0.0 | 0.5497 | 0.6662 |
0.0444 | 160.91 | 46020 | 0.1528 | 0.4035 | 0.6131 | 0.6046 | nan | 0.5643 | 0.6618 | 0.0 | 0.5523 | 0.6582 |
0.0517 | 160.98 | 46040 | 0.1563 | 0.4036 | 0.6134 | 0.6055 | nan | 0.5679 | 0.6590 | 0.0 | 0.5556 | 0.6553 |
0.0374 | 161.05 | 46060 | 0.1552 | 0.4035 | 0.6134 | 0.6060 | nan | 0.5707 | 0.6562 | 0.0 | 0.5578 | 0.6527 |
0.0353 | 161.12 | 46080 | 0.1553 | 0.4070 | 0.6189 | 0.6115 | nan | 0.5761 | 0.6616 | 0.0 | 0.5629 | 0.6581 |
0.0494 | 161.19 | 46100 | 0.1526 | 0.4066 | 0.6182 | 0.6095 | nan | 0.5682 | 0.6681 | 0.0 | 0.5565 | 0.6634 |
0.0453 | 161.26 | 46120 | 0.1552 | 0.3992 | 0.6068 | 0.5979 | nan | 0.5555 | 0.6582 | 0.0 | 0.5444 | 0.6532 |
0.0335 | 161.33 | 46140 | 0.1573 | 0.4076 | 0.6202 | 0.6142 | nan | 0.5853 | 0.6551 | 0.0 | 0.5722 | 0.6507 |
0.0402 | 161.4 | 46160 | 0.1604 | 0.3957 | 0.6016 | 0.5937 | nan | 0.5560 | 0.6471 | 0.0 | 0.5437 | 0.6435 |
0.0574 | 161.47 | 46180 | 0.1593 | 0.3985 | 0.6059 | 0.6000 | nan | 0.5719 | 0.6398 | 0.0 | 0.5587 | 0.6367 |
0.0447 | 161.54 | 46200 | 0.1573 | 0.3987 | 0.6061 | 0.5983 | nan | 0.5610 | 0.6512 | 0.0 | 0.5490 | 0.6470 |
0.0326 | 161.61 | 46220 | 0.1569 | 0.4021 | 0.6115 | 0.6042 | nan | 0.5695 | 0.6536 | 0.0 | 0.5568 | 0.6494 |
0.0734 | 161.68 | 46240 | 0.1590 | 0.3999 | 0.6077 | 0.6001 | nan | 0.5637 | 0.6517 | 0.0 | 0.5514 | 0.6482 |
0.0387 | 161.75 | 46260 | 0.1560 | 0.4021 | 0.6111 | 0.6032 | nan | 0.5654 | 0.6568 | 0.0 | 0.5527 | 0.6536 |
0.0365 | 161.82 | 46280 | 0.1567 | 0.4036 | 0.6135 | 0.6067 | nan | 0.5741 | 0.6529 | 0.0 | 0.5610 | 0.6497 |
0.0482 | 161.89 | 46300 | 0.1582 | 0.4021 | 0.6117 | 0.6063 | nan | 0.5809 | 0.6424 | 0.0 | 0.5669 | 0.6394 |
0.0539 | 161.96 | 46320 | 0.1593 | 0.3956 | 0.6015 | 0.5941 | nan | 0.5588 | 0.6441 | 0.0 | 0.5461 | 0.6408 |
0.0408 | 162.03 | 46340 | 0.1570 | 0.3990 | 0.6062 | 0.5966 | nan | 0.5506 | 0.6618 | 0.0 | 0.5392 | 0.6579 |
0.0454 | 162.1 | 46360 | 0.1532 | 0.4070 | 0.6187 | 0.6114 | nan | 0.5763 | 0.6612 | 0.0 | 0.5635 | 0.6575 |
0.0307 | 162.17 | 46380 | 0.1544 | 0.4032 | 0.6128 | 0.6044 | nan | 0.5646 | 0.6609 | 0.0 | 0.5533 | 0.6563 |
0.0405 | 162.24 | 46400 | 0.1548 | 0.4003 | 0.6085 | 0.5997 | nan | 0.5578 | 0.6592 | 0.0 | 0.5458 | 0.6552 |
0.0361 | 162.31 | 46420 | 0.1555 | 0.4026 | 0.6120 | 0.6035 | nan | 0.5631 | 0.6608 | 0.0 | 0.5508 | 0.6570 |
0.0503 | 162.38 | 46440 | 0.1564 | 0.4078 | 0.6203 | 0.6142 | nan | 0.5848 | 0.6558 | 0.0 | 0.5710 | 0.6524 |
0.0247 | 162.45 | 46460 | 0.1572 | 0.3997 | 0.6074 | 0.6000 | nan | 0.5645 | 0.6504 | 0.0 | 0.5518 | 0.6472 |
0.0473 | 162.52 | 46480 | 0.1655 | 0.3915 | 0.5952 | 0.5894 | nan | 0.5618 | 0.6287 | 0.0 | 0.5482 | 0.6264 |
0.0372 | 162.59 | 46500 | 0.1646 | 0.3942 | 0.5994 | 0.5940 | nan | 0.5681 | 0.6308 | 0.0 | 0.5541 | 0.6284 |
0.0276 | 162.66 | 46520 | 0.1618 | 0.3971 | 0.6035 | 0.5962 | nan | 0.5616 | 0.6454 | 0.0 | 0.5486 | 0.6425 |
0.037 | 162.73 | 46540 | 0.1604 | 0.3964 | 0.6031 | 0.5966 | nan | 0.5657 | 0.6406 | 0.0 | 0.5516 | 0.6378 |
0.0223 | 162.8 | 46560 | 0.1591 | 0.4022 | 0.6120 | 0.6057 | nan | 0.5757 | 0.6484 | 0.0 | 0.5612 | 0.6454 |
0.0393 | 162.87 | 46580 | 0.1572 | 0.4013 | 0.6099 | 0.6015 | nan | 0.5615 | 0.6583 | 0.0 | 0.5494 | 0.6546 |
0.0633 | 162.94 | 46600 | 0.1575 | 0.3999 | 0.6078 | 0.6002 | nan | 0.5639 | 0.6517 | 0.0 | 0.5513 | 0.6484 |
0.0367 | 163.01 | 46620 | 0.1575 | 0.4028 | 0.6123 | 0.6046 | nan | 0.5676 | 0.6569 | 0.0 | 0.5549 | 0.6535 |
0.036 | 163.08 | 46640 | 0.1565 | 0.4015 | 0.6103 | 0.6017 | nan | 0.5606 | 0.6600 | 0.0 | 0.5478 | 0.6565 |
0.0423 | 163.15 | 46660 | 0.1550 | 0.4097 | 0.6233 | 0.6180 | nan | 0.5923 | 0.6544 | 0.0 | 0.5781 | 0.6509 |
0.0514 | 163.22 | 46680 | 0.1568 | 0.4015 | 0.6103 | 0.6026 | nan | 0.5656 | 0.6551 | 0.0 | 0.5538 | 0.6508 |
0.0368 | 163.29 | 46700 | 0.1605 | 0.4010 | 0.6097 | 0.6033 | nan | 0.5726 | 0.6467 | 0.0 | 0.5606 | 0.6425 |
0.0484 | 163.36 | 46720 | 0.1588 | 0.3988 | 0.6060 | 0.5982 | nan | 0.5605 | 0.6515 | 0.0 | 0.5487 | 0.6476 |
0.0423 | 163.43 | 46740 | 0.1599 | 0.3977 | 0.6045 | 0.5960 | nan | 0.5555 | 0.6536 | 0.0 | 0.5434 | 0.6498 |
0.0361 | 163.5 | 46760 | 0.1577 | 0.4011 | 0.6100 | 0.6032 | nan | 0.5707 | 0.6492 | 0.0 | 0.5576 | 0.6457 |
0.0522 | 163.57 | 46780 | 0.1575 | 0.4044 | 0.6152 | 0.6084 | nan | 0.5760 | 0.6544 | 0.0 | 0.5623 | 0.6509 |
0.029 | 163.64 | 46800 | 0.1570 | 0.4019 | 0.6112 | 0.6033 | nan | 0.5654 | 0.6569 | 0.0 | 0.5524 | 0.6534 |
0.0577 | 163.71 | 46820 | 0.1588 | 0.3988 | 0.6064 | 0.5986 | nan | 0.5609 | 0.6520 | 0.0 | 0.5480 | 0.6485 |
0.0683 | 163.78 | 46840 | 0.1522 | 0.4061 | 0.6174 | 0.6093 | nan | 0.5703 | 0.6645 | 0.0 | 0.5576 | 0.6608 |
0.0334 | 163.85 | 46860 | 0.1555 | 0.4001 | 0.6079 | 0.5989 | nan | 0.5561 | 0.6596 | 0.0 | 0.5440 | 0.6562 |
0.0508 | 163.92 | 46880 | 0.1550 | 0.4017 | 0.6105 | 0.6023 | nan | 0.5629 | 0.6581 | 0.0 | 0.5502 | 0.6550 |
0.0387 | 163.99 | 46900 | 0.1577 | 0.4043 | 0.6149 | 0.6082 | nan | 0.5762 | 0.6536 | 0.0 | 0.5624 | 0.6506 |
0.0225 | 164.06 | 46920 | 0.1571 | 0.4024 | 0.6114 | 0.6025 | nan | 0.5600 | 0.6628 | 0.0 | 0.5482 | 0.6590 |
0.0187 | 164.13 | 46940 | 0.1548 | 0.4052 | 0.6157 | 0.6063 | nan | 0.5616 | 0.6698 | 0.0 | 0.5506 | 0.6651 |
0.0508 | 164.2 | 46960 | 0.1540 | 0.4002 | 0.6080 | 0.5978 | nan | 0.5489 | 0.6671 | 0.0 | 0.5380 | 0.6626 |
0.0309 | 164.27 | 46980 | 0.1558 | 0.4058 | 0.6170 | 0.6089 | nan | 0.5704 | 0.6635 | 0.0 | 0.5579 | 0.6594 |
0.0504 | 164.34 | 47000 | 0.1537 | 0.4082 | 0.6204 | 0.6119 | nan | 0.5712 | 0.6697 | 0.0 | 0.5594 | 0.6652 |
0.0302 | 164.41 | 47020 | 0.1520 | 0.4010 | 0.6091 | 0.5982 | nan | 0.5463 | 0.6719 | 0.0 | 0.5355 | 0.6675 |
0.0522 | 164.48 | 47040 | 0.1521 | 0.4049 | 0.6153 | 0.6068 | nan | 0.5658 | 0.6648 | 0.0 | 0.5536 | 0.6611 |
0.0422 | 164.55 | 47060 | 0.1503 | 0.4075 | 0.6193 | 0.6092 | nan | 0.5610 | 0.6776 | 0.0 | 0.5496 | 0.6731 |
0.0513 | 164.62 | 47080 | 0.1505 | 0.4060 | 0.6171 | 0.6078 | nan | 0.5638 | 0.6703 | 0.0 | 0.5526 | 0.6655 |
0.0213 | 164.69 | 47100 | 0.1537 | 0.4049 | 0.6155 | 0.6071 | nan | 0.5667 | 0.6644 | 0.0 | 0.5546 | 0.6601 |
0.055 | 164.76 | 47120 | 0.1553 | 0.4060 | 0.6171 | 0.6092 | nan | 0.5713 | 0.6630 | 0.0 | 0.5590 | 0.6589 |
0.0471 | 164.83 | 47140 | 0.1543 | 0.4065 | 0.6178 | 0.6094 | nan | 0.5693 | 0.6664 | 0.0 | 0.5571 | 0.6625 |
0.0356 | 164.9 | 47160 | 0.1558 | 0.4002 | 0.6081 | 0.5997 | nan | 0.5595 | 0.6567 | 0.0 | 0.5471 | 0.6533 |
0.0331 | 164.97 | 47180 | 0.1579 | 0.4015 | 0.6103 | 0.6028 | nan | 0.5670 | 0.6536 | 0.0 | 0.5542 | 0.6502 |
0.0318 | 165.03 | 47200 | 0.1541 | 0.4054 | 0.6164 | 0.6078 | nan | 0.5671 | 0.6656 | 0.0 | 0.5545 | 0.6619 |
0.0352 | 165.1 | 47220 | 0.1567 | 0.4054 | 0.6166 | 0.6093 | nan | 0.5744 | 0.6588 | 0.0 | 0.5607 | 0.6556 |
0.0319 | 165.17 | 47240 | 0.1559 | 0.4064 | 0.6177 | 0.6092 | nan | 0.5683 | 0.6671 | 0.0 | 0.5563 | 0.6630 |
0.0567 | 165.24 | 47260 | 0.1607 | 0.3999 | 0.6077 | 0.5998 | nan | 0.5621 | 0.6533 | 0.0 | 0.5504 | 0.6493 |
0.0314 | 165.31 | 47280 | 0.1604 | 0.4020 | 0.6112 | 0.6043 | nan | 0.5713 | 0.6510 | 0.0 | 0.5579 | 0.6480 |
0.0484 | 165.38 | 47300 | 0.1561 | 0.4037 | 0.6136 | 0.6055 | nan | 0.5666 | 0.6605 | 0.0 | 0.5540 | 0.6571 |
0.0373 | 165.45 | 47320 | 0.1606 | 0.4043 | 0.6150 | 0.6094 | nan | 0.5828 | 0.6471 | 0.0 | 0.5685 | 0.6443 |
0.0424 | 165.52 | 47340 | 0.1598 | 0.4005 | 0.6091 | 0.6024 | nan | 0.5704 | 0.6478 | 0.0 | 0.5563 | 0.6453 |
0.0573 | 165.59 | 47360 | 0.1620 | 0.3956 | 0.6014 | 0.5937 | nan | 0.5566 | 0.6462 | 0.0 | 0.5436 | 0.6433 |
0.0423 | 165.66 | 47380 | 0.1615 | 0.3972 | 0.6040 | 0.5968 | nan | 0.5622 | 0.6458 | 0.0 | 0.5485 | 0.6430 |
0.0376 | 165.73 | 47400 | 0.1594 | 0.3996 | 0.6079 | 0.6016 | nan | 0.5717 | 0.6441 | 0.0 | 0.5577 | 0.6412 |
0.0549 | 165.8 | 47420 | 0.1591 | 0.3993 | 0.6075 | 0.6010 | nan | 0.5703 | 0.6446 | 0.0 | 0.5561 | 0.6419 |
0.0606 | 165.87 | 47440 | 0.1613 | 0.3989 | 0.6067 | 0.5999 | nan | 0.5675 | 0.6460 | 0.0 | 0.5537 | 0.6431 |
0.0651 | 165.94 | 47460 | 0.1575 | 0.4045 | 0.6146 | 0.6055 | nan | 0.5623 | 0.6669 | 0.0 | 0.5505 | 0.6629 |
0.0489 | 166.01 | 47480 | 0.1539 | 0.4062 | 0.6175 | 0.6094 | nan | 0.5705 | 0.6646 | 0.0 | 0.5585 | 0.6601 |
0.0394 | 166.08 | 47500 | 0.1597 | 0.4010 | 0.6098 | 0.6025 | nan | 0.5677 | 0.6520 | 0.0 | 0.5558 | 0.6472 |
0.0463 | 166.15 | 47520 | 0.1602 | 0.4006 | 0.6091 | 0.6019 | nan | 0.5673 | 0.6509 | 0.0 | 0.5551 | 0.6466 |
0.031 | 166.22 | 47540 | 0.1581 | 0.4007 | 0.6093 | 0.6026 | nan | 0.5706 | 0.6480 | 0.0 | 0.5578 | 0.6442 |
0.0264 | 166.29 | 47560 | 0.1614 | 0.3975 | 0.6042 | 0.5967 | nan | 0.5604 | 0.6481 | 0.0 | 0.5482 | 0.6442 |
0.0402 | 166.36 | 47580 | 0.1625 | 0.3968 | 0.6030 | 0.5948 | nan | 0.5556 | 0.6505 | 0.0 | 0.5435 | 0.6467 |
0.0564 | 166.43 | 47600 | 0.1604 | 0.3998 | 0.6079 | 0.5998 | nan | 0.5608 | 0.6550 | 0.0 | 0.5483 | 0.6513 |
0.0257 | 166.5 | 47620 | 0.1590 | 0.3985 | 0.6060 | 0.5981 | nan | 0.5608 | 0.6511 | 0.0 | 0.5478 | 0.6476 |
0.03 | 166.57 | 47640 | 0.1620 | 0.3999 | 0.6082 | 0.6024 | nan | 0.5748 | 0.6416 | 0.0 | 0.5614 | 0.6381 |
0.0242 | 166.64 | 47660 | 0.1589 | 0.3979 | 0.6048 | 0.5962 | nan | 0.5549 | 0.6547 | 0.0 | 0.5434 | 0.6502 |
0.0579 | 166.71 | 47680 | 0.1575 | 0.4017 | 0.6108 | 0.6038 | nan | 0.5703 | 0.6514 | 0.0 | 0.5583 | 0.6467 |
0.032 | 166.78 | 47700 | 0.1594 | 0.4024 | 0.6123 | 0.6057 | nan | 0.5741 | 0.6506 | 0.0 | 0.5607 | 0.6466 |
0.0369 | 166.85 | 47720 | 0.1591 | 0.3980 | 0.6053 | 0.5974 | nan | 0.5596 | 0.6511 | 0.0 | 0.5464 | 0.6475 |
0.0404 | 166.92 | 47740 | 0.1600 | 0.3961 | 0.6030 | 0.5963 | nan | 0.5646 | 0.6414 | 0.0 | 0.5502 | 0.6382 |
0.0389 | 166.99 | 47760 | 0.1620 | 0.3961 | 0.6030 | 0.5981 | nan | 0.5746 | 0.6315 | 0.0 | 0.5602 | 0.6280 |
0.0193 | 167.06 | 47780 | 0.1592 | 0.3963 | 0.6031 | 0.5957 | nan | 0.5603 | 0.6459 | 0.0 | 0.5468 | 0.6422 |
0.0352 | 167.13 | 47800 | 0.1607 | 0.3979 | 0.6055 | 0.5986 | nan | 0.5655 | 0.6455 | 0.0 | 0.5518 | 0.6418 |
0.036 | 167.2 | 47820 | 0.1609 | 0.3980 | 0.6058 | 0.5994 | nan | 0.5687 | 0.6429 | 0.0 | 0.5547 | 0.6394 |
0.038 | 167.27 | 47840 | 0.1588 | 0.3976 | 0.6048 | 0.5976 | nan | 0.5631 | 0.6464 | 0.0 | 0.5500 | 0.6427 |
0.0273 | 167.34 | 47860 | 0.1575 | 0.4013 | 0.6107 | 0.6035 | nan | 0.5693 | 0.6521 | 0.0 | 0.5556 | 0.6482 |
0.0337 | 167.41 | 47880 | 0.1580 | 0.4014 | 0.6111 | 0.6047 | nan | 0.5742 | 0.6480 | 0.0 | 0.5594 | 0.6449 |
0.037 | 167.48 | 47900 | 0.1598 | 0.3976 | 0.6049 | 0.5982 | nan | 0.5662 | 0.6437 | 0.0 | 0.5525 | 0.6404 |
0.0265 | 167.55 | 47920 | 0.1614 | 0.3957 | 0.6020 | 0.5942 | nan | 0.5567 | 0.6473 | 0.0 | 0.5430 | 0.6440 |
0.0267 | 167.62 | 47940 | 0.1629 | 0.3958 | 0.6029 | 0.5987 | nan | 0.5782 | 0.6276 | 0.0 | 0.5626 | 0.6248 |
0.0351 | 167.69 | 47960 | 0.1659 | 0.3923 | 0.5970 | 0.5914 | nan | 0.5648 | 0.6293 | 0.0 | 0.5507 | 0.6262 |
0.0314 | 167.76 | 47980 | 0.1612 | 0.3994 | 0.6077 | 0.6014 | nan | 0.5713 | 0.6441 | 0.0 | 0.5582 | 0.6400 |
0.0423 | 167.83 | 48000 | 0.1593 | 0.4004 | 0.6090 | 0.6023 | nan | 0.5701 | 0.6480 | 0.0 | 0.5573 | 0.6440 |
0.0373 | 167.9 | 48020 | 0.1596 | 0.3969 | 0.6036 | 0.5962 | nan | 0.5605 | 0.6468 | 0.0 | 0.5475 | 0.6432 |
0.0383 | 167.97 | 48040 | 0.1591 | 0.4017 | 0.6113 | 0.6048 | nan | 0.5741 | 0.6485 | 0.0 | 0.5599 | 0.6451 |
0.0341 | 168.04 | 48060 | 0.1617 | 0.3970 | 0.6039 | 0.5972 | nan | 0.5653 | 0.6425 | 0.0 | 0.5518 | 0.6393 |
0.0409 | 168.11 | 48080 | 0.1590 | 0.4032 | 0.6134 | 0.6063 | nan | 0.5725 | 0.6544 | 0.0 | 0.5590 | 0.6505 |
0.0353 | 168.18 | 48100 | 0.1590 | 0.4017 | 0.6111 | 0.6051 | nan | 0.5763 | 0.6459 | 0.0 | 0.5623 | 0.6427 |
0.0436 | 168.25 | 48120 | 0.1617 | 0.3985 | 0.6067 | 0.6013 | nan | 0.5752 | 0.6383 | 0.0 | 0.5600 | 0.6355 |
0.0306 | 168.32 | 48140 | 0.1618 | 0.3957 | 0.6019 | 0.5952 | nan | 0.5632 | 0.6406 | 0.0 | 0.5497 | 0.6374 |
0.0351 | 168.39 | 48160 | 0.1614 | 0.3969 | 0.6036 | 0.5965 | nan | 0.5621 | 0.6452 | 0.0 | 0.5490 | 0.6418 |
0.0523 | 168.46 | 48180 | 0.1599 | 0.3969 | 0.6037 | 0.5968 | nan | 0.5643 | 0.6430 | 0.0 | 0.5508 | 0.6399 |
0.0519 | 168.53 | 48200 | 0.1585 | 0.4017 | 0.6109 | 0.6032 | nan | 0.5668 | 0.6550 | 0.0 | 0.5533 | 0.6519 |
0.0465 | 168.6 | 48220 | 0.1611 | 0.4007 | 0.6097 | 0.6035 | nan | 0.5740 | 0.6454 | 0.0 | 0.5595 | 0.6428 |
0.0614 | 168.67 | 48240 | 0.1586 | 0.4001 | 0.6089 | 0.6030 | nan | 0.5753 | 0.6425 | 0.0 | 0.5605 | 0.6397 |
0.0252 | 168.74 | 48260 | 0.1587 | 0.3985 | 0.6063 | 0.5990 | nan | 0.5640 | 0.6486 | 0.0 | 0.5503 | 0.6453 |
0.0531 | 168.81 | 48280 | 0.1608 | 0.3995 | 0.6079 | 0.6021 | nan | 0.5744 | 0.6414 | 0.0 | 0.5601 | 0.6384 |
0.0386 | 168.88 | 48300 | 0.1614 | 0.3988 | 0.6069 | 0.6019 | nan | 0.5777 | 0.6362 | 0.0 | 0.5634 | 0.6332 |
0.035 | 168.95 | 48320 | 0.1618 | 0.3952 | 0.6011 | 0.5956 | nan | 0.5691 | 0.6331 | 0.0 | 0.5552 | 0.6303 |
0.0289 | 169.02 | 48340 | 0.1599 | 0.3978 | 0.6053 | 0.5993 | nan | 0.5708 | 0.6398 | 0.0 | 0.5565 | 0.6370 |
0.0353 | 169.09 | 48360 | 0.1606 | 0.3976 | 0.6046 | 0.5976 | nan | 0.5638 | 0.6455 | 0.0 | 0.5504 | 0.6424 |
0.024 | 169.16 | 48380 | 0.1623 | 0.3970 | 0.6036 | 0.5962 | nan | 0.5609 | 0.6462 | 0.0 | 0.5477 | 0.6432 |
0.0332 | 169.23 | 48400 | 0.1593 | 0.4006 | 0.6091 | 0.6021 | nan | 0.5685 | 0.6498 | 0.0 | 0.5552 | 0.6465 |
0.023 | 169.3 | 48420 | 0.1577 | 0.4005 | 0.6089 | 0.6013 | nan | 0.5649 | 0.6530 | 0.0 | 0.5518 | 0.6496 |
0.0342 | 169.37 | 48440 | 0.1587 | 0.4004 | 0.6086 | 0.6013 | nan | 0.5664 | 0.6508 | 0.0 | 0.5541 | 0.6471 |
0.047 | 169.44 | 48460 | 0.1589 | 0.4026 | 0.6120 | 0.6040 | nan | 0.5657 | 0.6584 | 0.0 | 0.5538 | 0.6540 |
0.0402 | 169.51 | 48480 | 0.1575 | 0.3979 | 0.6047 | 0.5954 | nan | 0.5514 | 0.6579 | 0.0 | 0.5399 | 0.6539 |
0.0516 | 169.58 | 48500 | 0.1585 | 0.4024 | 0.6120 | 0.6047 | nan | 0.5698 | 0.6542 | 0.0 | 0.5567 | 0.6506 |
0.0577 | 169.65 | 48520 | 0.1585 | 0.4003 | 0.6088 | 0.6009 | nan | 0.5635 | 0.6541 | 0.0 | 0.5505 | 0.6505 |
0.0328 | 169.72 | 48540 | 0.1583 | 0.4048 | 0.6158 | 0.6102 | nan | 0.5834 | 0.6482 | 0.0 | 0.5692 | 0.6451 |
0.0377 | 169.79 | 48560 | 0.1614 | 0.3930 | 0.5972 | 0.5891 | nan | 0.5507 | 0.6436 | 0.0 | 0.5385 | 0.6404 |
0.0314 | 169.86 | 48580 | 0.1591 | 0.4026 | 0.6122 | 0.6053 | nan | 0.5724 | 0.6520 | 0.0 | 0.5591 | 0.6486 |
0.0443 | 169.93 | 48600 | 0.1586 | 0.4021 | 0.6115 | 0.6036 | nan | 0.5661 | 0.6568 | 0.0 | 0.5532 | 0.6532 |
0.0502 | 170.0 | 48620 | 0.1580 | 0.4012 | 0.6102 | 0.6030 | nan | 0.5685 | 0.6520 | 0.0 | 0.5549 | 0.6487 |
0.0387 | 170.07 | 48640 | 0.1579 | 0.4013 | 0.6103 | 0.6028 | nan | 0.5666 | 0.6541 | 0.0 | 0.5532 | 0.6507 |
0.0492 | 170.14 | 48660 | 0.1585 | 0.4043 | 0.6152 | 0.6086 | nan | 0.5774 | 0.6530 | 0.0 | 0.5633 | 0.6497 |
0.0544 | 170.21 | 48680 | 0.1595 | 0.3992 | 0.6069 | 0.5997 | nan | 0.5651 | 0.6488 | 0.0 | 0.5521 | 0.6454 |
0.0489 | 170.28 | 48700 | 0.1582 | 0.3990 | 0.6066 | 0.5988 | nan | 0.5620 | 0.6511 | 0.0 | 0.5496 | 0.6475 |
0.0482 | 170.35 | 48720 | 0.1568 | 0.4027 | 0.6122 | 0.6033 | nan | 0.5608 | 0.6635 | 0.0 | 0.5503 | 0.6577 |
0.0322 | 170.42 | 48740 | 0.1596 | 0.3987 | 0.6063 | 0.5982 | nan | 0.5593 | 0.6533 | 0.0 | 0.5481 | 0.6481 |
0.0423 | 170.49 | 48760 | 0.1582 | 0.4047 | 0.6156 | 0.6091 | nan | 0.5779 | 0.6533 | 0.0 | 0.5652 | 0.6488 |
0.0307 | 170.56 | 48780 | 0.1615 | 0.3967 | 0.6028 | 0.5937 | nan | 0.5502 | 0.6554 | 0.0 | 0.5393 | 0.6508 |
0.0453 | 170.63 | 48800 | 0.1604 | 0.4015 | 0.6103 | 0.6031 | nan | 0.5685 | 0.6521 | 0.0 | 0.5565 | 0.6479 |
0.0294 | 170.7 | 48820 | 0.1602 | 0.4022 | 0.6116 | 0.6054 | nan | 0.5761 | 0.6471 | 0.0 | 0.5635 | 0.6430 |
0.0519 | 170.77 | 48840 | 0.1555 | 0.4037 | 0.6134 | 0.6051 | nan | 0.5651 | 0.6618 | 0.0 | 0.5538 | 0.6574 |
0.0466 | 170.84 | 48860 | 0.1555 | 0.4013 | 0.6094 | 0.5999 | nan | 0.5542 | 0.6646 | 0.0 | 0.5433 | 0.6605 |
0.0512 | 170.91 | 48880 | 0.1557 | 0.4010 | 0.6094 | 0.6018 | nan | 0.5655 | 0.6533 | 0.0 | 0.5534 | 0.6496 |
0.0638 | 170.98 | 48900 | 0.1596 | 0.4014 | 0.6099 | 0.6018 | nan | 0.5631 | 0.6568 | 0.0 | 0.5513 | 0.6528 |
0.0374 | 171.05 | 48920 | 0.1579 | 0.4023 | 0.6115 | 0.6032 | nan | 0.5639 | 0.6591 | 0.0 | 0.5517 | 0.6551 |
0.0357 | 171.12 | 48940 | 0.1601 | 0.4056 | 0.6171 | 0.6117 | nan | 0.5858 | 0.6484 | 0.0 | 0.5720 | 0.6449 |
0.0557 | 171.19 | 48960 | 0.1608 | 0.3996 | 0.6075 | 0.6000 | nan | 0.5642 | 0.6508 | 0.0 | 0.5516 | 0.6473 |
0.0451 | 171.26 | 48980 | 0.1598 | 0.4014 | 0.6104 | 0.6039 | nan | 0.5729 | 0.6479 | 0.0 | 0.5596 | 0.6445 |
0.0486 | 171.33 | 49000 | 0.1652 | 0.3948 | 0.6003 | 0.5946 | nan | 0.5675 | 0.6331 | 0.0 | 0.5543 | 0.6301 |
0.0367 | 171.4 | 49020 | 0.1612 | 0.3989 | 0.6066 | 0.6001 | nan | 0.5688 | 0.6444 | 0.0 | 0.5555 | 0.6411 |
0.0243 | 171.47 | 49040 | 0.1601 | 0.4029 | 0.6127 | 0.6056 | nan | 0.5712 | 0.6543 | 0.0 | 0.5580 | 0.6507 |
0.0456 | 171.54 | 49060 | 0.1609 | 0.4008 | 0.6096 | 0.6030 | nan | 0.5712 | 0.6481 | 0.0 | 0.5576 | 0.6447 |
0.0299 | 171.61 | 49080 | 0.1611 | 0.3999 | 0.6082 | 0.6011 | nan | 0.5671 | 0.6493 | 0.0 | 0.5539 | 0.6459 |
0.0376 | 171.68 | 49100 | 0.1630 | 0.3976 | 0.6045 | 0.5974 | nan | 0.5631 | 0.6460 | 0.0 | 0.5501 | 0.6427 |
0.0469 | 171.75 | 49120 | 0.1610 | 0.3988 | 0.6065 | 0.5998 | nan | 0.5678 | 0.6453 | 0.0 | 0.5544 | 0.6420 |
0.0296 | 171.82 | 49140 | 0.1612 | 0.4024 | 0.6123 | 0.6060 | nan | 0.5760 | 0.6485 | 0.0 | 0.5623 | 0.6450 |
0.0282 | 171.89 | 49160 | 0.1614 | 0.4014 | 0.6108 | 0.6048 | nan | 0.5765 | 0.6451 | 0.0 | 0.5625 | 0.6417 |
0.0467 | 171.96 | 49180 | 0.1633 | 0.3990 | 0.6067 | 0.5998 | nan | 0.5669 | 0.6465 | 0.0 | 0.5534 | 0.6435 |
0.0538 | 172.03 | 49200 | 0.1637 | 0.3965 | 0.6029 | 0.5961 | nan | 0.5632 | 0.6427 | 0.0 | 0.5497 | 0.6397 |
0.0423 | 172.1 | 49220 | 0.1617 | 0.3988 | 0.6067 | 0.5999 | nan | 0.5677 | 0.6457 | 0.0 | 0.5540 | 0.6424 |
0.0407 | 172.17 | 49240 | 0.1640 | 0.3929 | 0.5974 | 0.5898 | nan | 0.5535 | 0.6414 | 0.0 | 0.5406 | 0.6381 |
0.0461 | 172.24 | 49260 | 0.1637 | 0.3995 | 0.6077 | 0.6015 | nan | 0.5716 | 0.6439 | 0.0 | 0.5575 | 0.6408 |
0.0485 | 172.31 | 49280 | 0.1633 | 0.3963 | 0.6030 | 0.5971 | nan | 0.5692 | 0.6367 | 0.0 | 0.5548 | 0.6340 |
0.0463 | 172.38 | 49300 | 0.1633 | 0.3961 | 0.6025 | 0.5955 | nan | 0.5620 | 0.6430 | 0.0 | 0.5484 | 0.6399 |
0.0352 | 172.45 | 49320 | 0.1612 | 0.4005 | 0.6094 | 0.6026 | nan | 0.5704 | 0.6484 | 0.0 | 0.5564 | 0.6452 |
0.0319 | 172.52 | 49340 | 0.1627 | 0.3963 | 0.6027 | 0.5953 | nan | 0.5598 | 0.6456 | 0.0 | 0.5463 | 0.6427 |
0.0358 | 172.59 | 49360 | 0.1624 | 0.3997 | 0.6083 | 0.6027 | nan | 0.5763 | 0.6403 | 0.0 | 0.5614 | 0.6376 |
0.0355 | 172.66 | 49380 | 0.1651 | 0.3955 | 0.6017 | 0.5960 | nan | 0.5686 | 0.6348 | 0.0 | 0.5543 | 0.6321 |
0.0628 | 172.73 | 49400 | 0.1657 | 0.3965 | 0.6033 | 0.5974 | nan | 0.5689 | 0.6378 | 0.0 | 0.5544 | 0.6350 |
0.0369 | 172.8 | 49420 | 0.1666 | 0.3970 | 0.6042 | 0.5984 | nan | 0.5710 | 0.6374 | 0.0 | 0.5565 | 0.6344 |
0.0377 | 172.87 | 49440 | 0.1651 | 0.3935 | 0.5987 | 0.5924 | nan | 0.5624 | 0.6349 | 0.0 | 0.5484 | 0.6322 |
0.0602 | 172.94 | 49460 | 0.1617 | 0.3993 | 0.6072 | 0.5990 | nan | 0.5598 | 0.6545 | 0.0 | 0.5474 | 0.6506 |
0.0189 | 173.01 | 49480 | 0.1594 | 0.4012 | 0.6101 | 0.6030 | nan | 0.5689 | 0.6513 | 0.0 | 0.5562 | 0.6475 |
0.0331 | 173.08 | 49500 | 0.1617 | 0.3993 | 0.6069 | 0.5991 | nan | 0.5618 | 0.6519 | 0.0 | 0.5494 | 0.6484 |
0.0355 | 173.15 | 49520 | 0.1606 | 0.4029 | 0.6128 | 0.6071 | nan | 0.5797 | 0.6458 | 0.0 | 0.5660 | 0.6426 |
0.0399 | 173.22 | 49540 | 0.1634 | 0.3986 | 0.6062 | 0.5996 | nan | 0.5680 | 0.6445 | 0.0 | 0.5546 | 0.6413 |
0.0535 | 173.29 | 49560 | 0.1624 | 0.3953 | 0.6013 | 0.5938 | nan | 0.5580 | 0.6445 | 0.0 | 0.5447 | 0.6412 |
0.0507 | 173.36 | 49580 | 0.1622 | 0.3995 | 0.6079 | 0.6011 | nan | 0.5685 | 0.6473 | 0.0 | 0.5549 | 0.6435 |
0.0319 | 173.43 | 49600 | 0.1610 | 0.4040 | 0.6149 | 0.6098 | nan | 0.5850 | 0.6448 | 0.0 | 0.5706 | 0.6413 |
0.0298 | 173.5 | 49620 | 0.1615 | 0.3952 | 0.6010 | 0.5939 | nan | 0.5601 | 0.6420 | 0.0 | 0.5471 | 0.6385 |
0.0262 | 173.57 | 49640 | 0.1600 | 0.3996 | 0.6079 | 0.6013 | nan | 0.5699 | 0.6459 | 0.0 | 0.5564 | 0.6425 |
0.0344 | 173.64 | 49660 | 0.1596 | 0.3988 | 0.6063 | 0.5985 | nan | 0.5610 | 0.6517 | 0.0 | 0.5488 | 0.6477 |
0.0756 | 173.71 | 49680 | 0.1587 | 0.4005 | 0.6089 | 0.6013 | nan | 0.5650 | 0.6527 | 0.0 | 0.5526 | 0.6488 |
0.0351 | 173.78 | 49700 | 0.1579 | 0.4032 | 0.6134 | 0.6064 | nan | 0.5730 | 0.6537 | 0.0 | 0.5598 | 0.6498 |
0.0392 | 173.85 | 49720 | 0.1627 | 0.3981 | 0.6056 | 0.5982 | nan | 0.5625 | 0.6487 | 0.0 | 0.5491 | 0.6453 |
0.0251 | 173.92 | 49740 | 0.1633 | 0.3994 | 0.6078 | 0.6016 | nan | 0.5718 | 0.6439 | 0.0 | 0.5574 | 0.6407 |
0.0425 | 173.99 | 49760 | 0.1596 | 0.4023 | 0.6123 | 0.6062 | nan | 0.5769 | 0.6478 | 0.0 | 0.5623 | 0.6447 |
0.035 | 174.06 | 49780 | 0.1595 | 0.4014 | 0.6106 | 0.6030 | nan | 0.5667 | 0.6544 | 0.0 | 0.5530 | 0.6511 |
0.0434 | 174.13 | 49800 | 0.1600 | 0.3991 | 0.6069 | 0.5987 | nan | 0.5600 | 0.6537 | 0.0 | 0.5468 | 0.6503 |
0.0294 | 174.2 | 49820 | 0.1603 | 0.4025 | 0.6121 | 0.6050 | nan | 0.5711 | 0.6530 | 0.0 | 0.5578 | 0.6496 |
0.0524 | 174.27 | 49840 | 0.1600 | 0.4039 | 0.6146 | 0.6085 | nan | 0.5796 | 0.6495 | 0.0 | 0.5655 | 0.6463 |
0.0348 | 174.34 | 49860 | 0.1614 | 0.3999 | 0.6084 | 0.6017 | nan | 0.5695 | 0.6473 | 0.0 | 0.5554 | 0.6443 |
0.026 | 174.41 | 49880 | 0.1590 | 0.4025 | 0.6126 | 0.6064 | nan | 0.5767 | 0.6485 | 0.0 | 0.5623 | 0.6454 |
0.064 | 174.48 | 49900 | 0.1595 | 0.3990 | 0.6067 | 0.5988 | nan | 0.5609 | 0.6525 | 0.0 | 0.5483 | 0.6487 |
0.0497 | 174.55 | 49920 | 0.1577 | 0.4033 | 0.6134 | 0.6058 | nan | 0.5695 | 0.6572 | 0.0 | 0.5567 | 0.6533 |
0.0587 | 174.62 | 49940 | 0.1607 | 0.3986 | 0.6062 | 0.5981 | nan | 0.5598 | 0.6526 | 0.0 | 0.5468 | 0.6490 |
0.0416 | 174.69 | 49960 | 0.1620 | 0.3985 | 0.6061 | 0.5989 | nan | 0.5647 | 0.6475 | 0.0 | 0.5515 | 0.6441 |
0.0435 | 174.76 | 49980 | 0.1623 | 0.4011 | 0.6102 | 0.6044 | nan | 0.5768 | 0.6436 | 0.0 | 0.5629 | 0.6406 |
0.0342 | 174.83 | 50000 | 0.1619 | 0.4008 | 0.6095 | 0.6026 | nan | 0.5698 | 0.6491 | 0.0 | 0.5566 | 0.6457 |
0.0371 | 174.9 | 50020 | 0.1629 | 0.3957 | 0.6016 | 0.5940 | nan | 0.5581 | 0.6450 | 0.0 | 0.5455 | 0.6415 |
0.0385 | 174.97 | 50040 | 0.1632 | 0.3991 | 0.6068 | 0.5998 | nan | 0.5660 | 0.6477 | 0.0 | 0.5532 | 0.6440 |
0.0436 | 175.03 | 50060 | 0.1618 | 0.3992 | 0.6070 | 0.5996 | nan | 0.5642 | 0.6498 | 0.0 | 0.5519 | 0.6458 |
0.0413 | 175.1 | 50080 | 0.1624 | 0.4001 | 0.6085 | 0.6012 | nan | 0.5666 | 0.6503 | 0.0 | 0.5536 | 0.6467 |
0.0331 | 175.17 | 50100 | 0.1644 | 0.3974 | 0.6047 | 0.5983 | nan | 0.5679 | 0.6415 | 0.0 | 0.5540 | 0.6384 |
0.0468 | 175.24 | 50120 | 0.1648 | 0.3992 | 0.6076 | 0.6015 | nan | 0.5728 | 0.6423 | 0.0 | 0.5586 | 0.6390 |
0.0474 | 175.31 | 50140 | 0.1677 | 0.3947 | 0.6007 | 0.5947 | nan | 0.5663 | 0.6351 | 0.0 | 0.5521 | 0.6319 |
0.0502 | 175.38 | 50160 | 0.1651 | 0.3949 | 0.6011 | 0.5952 | nan | 0.5673 | 0.6349 | 0.0 | 0.5529 | 0.6318 |
0.0261 | 175.45 | 50180 | 0.1635 | 0.3985 | 0.6066 | 0.6017 | nan | 0.5780 | 0.6353 | 0.0 | 0.5632 | 0.6322 |
0.0491 | 175.52 | 50200 | 0.1635 | 0.3979 | 0.6056 | 0.5999 | nan | 0.5727 | 0.6386 | 0.0 | 0.5582 | 0.6355 |
0.0418 | 175.59 | 50220 | 0.1614 | 0.4002 | 0.6093 | 0.6033 | nan | 0.5749 | 0.6437 | 0.0 | 0.5599 | 0.6406 |
0.036 | 175.66 | 50240 | 0.1628 | 0.3991 | 0.6072 | 0.6002 | nan | 0.5666 | 0.6479 | 0.0 | 0.5529 | 0.6445 |
0.0777 | 175.73 | 50260 | 0.1599 | 0.4040 | 0.6148 | 0.6075 | nan | 0.5723 | 0.6573 | 0.0 | 0.5585 | 0.6536 |
0.0435 | 175.8 | 50280 | 0.1611 | 0.4018 | 0.6110 | 0.6029 | nan | 0.5640 | 0.6580 | 0.0 | 0.5513 | 0.6540 |
0.0318 | 175.87 | 50300 | 0.1614 | 0.4012 | 0.6100 | 0.6021 | nan | 0.5642 | 0.6558 | 0.0 | 0.5514 | 0.6523 |
0.0322 | 175.94 | 50320 | 0.1635 | 0.4010 | 0.6098 | 0.6031 | nan | 0.5713 | 0.6483 | 0.0 | 0.5574 | 0.6455 |
0.0314 | 176.01 | 50340 | 0.1647 | 0.3972 | 0.6039 | 0.5970 | nan | 0.5637 | 0.6441 | 0.0 | 0.5503 | 0.6412 |
0.0623 | 176.08 | 50360 | 0.1629 | 0.3984 | 0.6058 | 0.5992 | nan | 0.5675 | 0.6441 | 0.0 | 0.5537 | 0.6413 |
0.0537 | 176.15 | 50380 | 0.1651 | 0.3992 | 0.6072 | 0.6010 | nan | 0.5715 | 0.6430 | 0.0 | 0.5576 | 0.6399 |
0.0581 | 176.22 | 50400 | 0.1641 | 0.4040 | 0.6150 | 0.6099 | nan | 0.5857 | 0.6443 | 0.0 | 0.5710 | 0.6410 |
0.0285 | 176.29 | 50420 | 0.1616 | 0.3990 | 0.6071 | 0.6006 | nan | 0.5695 | 0.6447 | 0.0 | 0.5553 | 0.6416 |
0.027 | 176.36 | 50440 | 0.1616 | 0.3999 | 0.6084 | 0.6019 | nan | 0.5704 | 0.6465 | 0.0 | 0.5567 | 0.6430 |
0.0293 | 176.43 | 50460 | 0.1647 | 0.3982 | 0.6058 | 0.5994 | nan | 0.5689 | 0.6427 | 0.0 | 0.5552 | 0.6395 |
0.0413 | 176.5 | 50480 | 0.1634 | 0.3961 | 0.6024 | 0.5962 | nan | 0.5664 | 0.6384 | 0.0 | 0.5528 | 0.6354 |
0.0301 | 176.57 | 50500 | 0.1634 | 0.3983 | 0.6057 | 0.5987 | nan | 0.5649 | 0.6466 | 0.0 | 0.5516 | 0.6434 |
0.0551 | 176.64 | 50520 | 0.1635 | 0.3981 | 0.6054 | 0.5985 | nan | 0.5656 | 0.6452 | 0.0 | 0.5523 | 0.6420 |
0.0496 | 176.71 | 50540 | 0.1644 | 0.3982 | 0.6057 | 0.5992 | nan | 0.5683 | 0.6431 | 0.0 | 0.5550 | 0.6398 |
0.0339 | 176.78 | 50560 | 0.1609 | 0.4014 | 0.6105 | 0.6037 | nan | 0.5712 | 0.6499 | 0.0 | 0.5579 | 0.6463 |
0.0427 | 176.85 | 50580 | 0.1649 | 0.3966 | 0.6030 | 0.5952 | nan | 0.5580 | 0.6480 | 0.0 | 0.5449 | 0.6447 |
0.0514 | 176.92 | 50600 | 0.1633 | 0.3996 | 0.6078 | 0.6016 | nan | 0.5721 | 0.6436 | 0.0 | 0.5584 | 0.6404 |
0.0513 | 176.99 | 50620 | 0.1626 | 0.3993 | 0.6073 | 0.6000 | nan | 0.5653 | 0.6492 | 0.0 | 0.5519 | 0.6460 |
0.0485 | 177.06 | 50640 | 0.1637 | 0.4010 | 0.6098 | 0.6025 | nan | 0.5676 | 0.6520 | 0.0 | 0.5545 | 0.6485 |
0.0559 | 177.13 | 50660 | 0.1610 | 0.4012 | 0.6101 | 0.6024 | nan | 0.5657 | 0.6546 | 0.0 | 0.5529 | 0.6508 |
0.0633 | 177.2 | 50680 | 0.1609 | 0.4006 | 0.6091 | 0.6010 | nan | 0.5621 | 0.6561 | 0.0 | 0.5498 | 0.6521 |
0.034 | 177.27 | 50700 | 0.1614 | 0.4003 | 0.6086 | 0.6008 | nan | 0.5634 | 0.6538 | 0.0 | 0.5510 | 0.6499 |
0.0388 | 177.34 | 50720 | 0.1605 | 0.3992 | 0.6070 | 0.5996 | nan | 0.5644 | 0.6496 | 0.0 | 0.5516 | 0.6459 |
0.0599 | 177.41 | 50740 | 0.1627 | 0.4003 | 0.6088 | 0.6022 | nan | 0.5704 | 0.6473 | 0.0 | 0.5573 | 0.6437 |
0.0377 | 177.48 | 50760 | 0.1646 | 0.3997 | 0.6079 | 0.6009 | nan | 0.5672 | 0.6487 | 0.0 | 0.5537 | 0.6455 |
0.0519 | 177.55 | 50780 | 0.1634 | 0.3992 | 0.6071 | 0.5993 | nan | 0.5623 | 0.6518 | 0.0 | 0.5489 | 0.6487 |
0.0507 | 177.62 | 50800 | 0.1632 | 0.3998 | 0.6083 | 0.6021 | nan | 0.5725 | 0.6442 | 0.0 | 0.5584 | 0.6411 |
0.0383 | 177.69 | 50820 | 0.1641 | 0.4050 | 0.6163 | 0.6108 | nan | 0.5845 | 0.6481 | 0.0 | 0.5701 | 0.6449 |
0.0316 | 177.76 | 50840 | 0.1622 | 0.4021 | 0.6116 | 0.6046 | nan | 0.5710 | 0.6523 | 0.0 | 0.5574 | 0.6489 |
0.0504 | 177.83 | 50860 | 0.1661 | 0.3979 | 0.6051 | 0.5988 | nan | 0.5684 | 0.6419 | 0.0 | 0.5547 | 0.6390 |
0.0327 | 177.9 | 50880 | 0.1625 | 0.4013 | 0.6104 | 0.6038 | nan | 0.5723 | 0.6486 | 0.0 | 0.5583 | 0.6456 |
0.0279 | 177.97 | 50900 | 0.1615 | 0.4016 | 0.6110 | 0.6048 | nan | 0.5750 | 0.6470 | 0.0 | 0.5608 | 0.6440 |
0.0472 | 178.04 | 50920 | 0.1660 | 0.3967 | 0.6033 | 0.5966 | nan | 0.5645 | 0.6421 | 0.0 | 0.5509 | 0.6391 |
0.0275 | 178.11 | 50940 | 0.1648 | 0.3980 | 0.6053 | 0.5992 | nan | 0.5703 | 0.6403 | 0.0 | 0.5563 | 0.6375 |
0.0668 | 178.18 | 50960 | 0.1609 | 0.4022 | 0.6118 | 0.6052 | nan | 0.5738 | 0.6498 | 0.0 | 0.5602 | 0.6465 |
0.0349 | 178.25 | 50980 | 0.1642 | 0.3987 | 0.6062 | 0.5994 | nan | 0.5667 | 0.6457 | 0.0 | 0.5537 | 0.6423 |
0.0373 | 178.32 | 51000 | 0.1640 | 0.3984 | 0.6058 | 0.5993 | nan | 0.5684 | 0.6431 | 0.0 | 0.5554 | 0.6397 |
0.0329 | 178.39 | 51020 | 0.1622 | 0.4001 | 0.6084 | 0.6018 | nan | 0.5706 | 0.6462 | 0.0 | 0.5575 | 0.6427 |
0.0407 | 178.46 | 51040 | 0.1624 | 0.3986 | 0.6061 | 0.5993 | nan | 0.5673 | 0.6448 | 0.0 | 0.5542 | 0.6415 |
0.0377 | 178.53 | 51060 | 0.1640 | 0.3976 | 0.6047 | 0.5981 | nan | 0.5664 | 0.6430 | 0.0 | 0.5531 | 0.6397 |
0.0322 | 178.6 | 51080 | 0.1634 | 0.4030 | 0.6130 | 0.6064 | nan | 0.5751 | 0.6509 | 0.0 | 0.5618 | 0.6473 |
0.0564 | 178.67 | 51100 | 0.1627 | 0.4027 | 0.6125 | 0.6057 | nan | 0.5734 | 0.6515 | 0.0 | 0.5603 | 0.6478 |
0.0444 | 178.74 | 51120 | 0.1620 | 0.3988 | 0.6062 | 0.5989 | nan | 0.5640 | 0.6485 | 0.0 | 0.5517 | 0.6447 |
0.0631 | 178.81 | 51140 | 0.1634 | 0.3998 | 0.6079 | 0.6013 | nan | 0.5701 | 0.6456 | 0.0 | 0.5575 | 0.6419 |
0.0417 | 178.88 | 51160 | 0.1613 | 0.4020 | 0.6112 | 0.6040 | nan | 0.5696 | 0.6527 | 0.0 | 0.5571 | 0.6488 |
0.0448 | 178.95 | 51180 | 0.1639 | 0.3972 | 0.6037 | 0.5947 | nan | 0.5518 | 0.6556 | 0.0 | 0.5400 | 0.6518 |
0.0298 | 179.02 | 51200 | 0.1593 | 0.4042 | 0.6146 | 0.6069 | nan | 0.5700 | 0.6592 | 0.0 | 0.5572 | 0.6553 |
0.0484 | 179.09 | 51220 | 0.1591 | 0.4055 | 0.6166 | 0.6095 | nan | 0.5758 | 0.6574 | 0.0 | 0.5628 | 0.6537 |
0.0419 | 179.16 | 51240 | 0.1658 | 0.3988 | 0.6064 | 0.5995 | nan | 0.5665 | 0.6464 | 0.0 | 0.5530 | 0.6434 |
0.0416 | 179.23 | 51260 | 0.1617 | 0.4060 | 0.6173 | 0.6101 | nan | 0.5756 | 0.6589 | 0.0 | 0.5624 | 0.6556 |
0.0438 | 179.3 | 51280 | 0.1616 | 0.4010 | 0.6092 | 0.6004 | nan | 0.5582 | 0.6602 | 0.0 | 0.5466 | 0.6563 |
0.0363 | 179.37 | 51300 | 0.1598 | 0.4088 | 0.6214 | 0.6141 | nan | 0.5790 | 0.6639 | 0.0 | 0.5667 | 0.6597 |
0.0367 | 179.44 | 51320 | 0.1611 | 0.4031 | 0.6125 | 0.6035 | nan | 0.5605 | 0.6644 | 0.0 | 0.5497 | 0.6597 |
0.0291 | 179.51 | 51340 | 0.1586 | 0.4057 | 0.6165 | 0.6089 | nan | 0.5723 | 0.6608 | 0.0 | 0.5604 | 0.6567 |
0.0527 | 179.58 | 51360 | 0.1609 | 0.4018 | 0.6106 | 0.6028 | nan | 0.5652 | 0.6560 | 0.0 | 0.5534 | 0.6522 |
0.0405 | 179.65 | 51380 | 0.1633 | 0.3990 | 0.6062 | 0.5985 | nan | 0.5616 | 0.6508 | 0.0 | 0.5495 | 0.6474 |
0.0301 | 179.72 | 51400 | 0.1632 | 0.4040 | 0.6143 | 0.6077 | nan | 0.5766 | 0.6519 | 0.0 | 0.5634 | 0.6485 |
0.037 | 179.79 | 51420 | 0.1627 | 0.4012 | 0.6101 | 0.6034 | nan | 0.5713 | 0.6489 | 0.0 | 0.5581 | 0.6455 |
0.0429 | 179.86 | 51440 | 0.1645 | 0.3986 | 0.6062 | 0.5995 | nan | 0.5677 | 0.6448 | 0.0 | 0.5543 | 0.6416 |
0.0341 | 179.93 | 51460 | 0.1658 | 0.3949 | 0.6003 | 0.5932 | nan | 0.5592 | 0.6415 | 0.0 | 0.5461 | 0.6387 |
0.0147 | 180.0 | 51480 | 0.1638 | 0.3998 | 0.6080 | 0.6020 | nan | 0.5731 | 0.6428 | 0.0 | 0.5594 | 0.6400 |
0.0421 | 180.07 | 51500 | 0.1652 | 0.3957 | 0.6016 | 0.5943 | nan | 0.5590 | 0.6443 | 0.0 | 0.5460 | 0.6412 |
0.0351 | 180.14 | 51520 | 0.1616 | 0.4022 | 0.6116 | 0.6054 | nan | 0.5755 | 0.6478 | 0.0 | 0.5621 | 0.6445 |
0.0594 | 180.21 | 51540 | 0.1617 | 0.4007 | 0.6092 | 0.6023 | nan | 0.5694 | 0.6489 | 0.0 | 0.5564 | 0.6457 |
0.0591 | 180.28 | 51560 | 0.1641 | 0.3976 | 0.6045 | 0.5978 | nan | 0.5660 | 0.6430 | 0.0 | 0.5527 | 0.6401 |
0.0649 | 180.35 | 51580 | 0.1665 | 0.3970 | 0.6033 | 0.5962 | nan | 0.5624 | 0.6442 | 0.0 | 0.5497 | 0.6414 |
0.025 | 180.42 | 51600 | 0.1641 | 0.3980 | 0.6050 | 0.5986 | nan | 0.5683 | 0.6416 | 0.0 | 0.5551 | 0.6389 |
0.0317 | 180.49 | 51620 | 0.1608 | 0.3993 | 0.6069 | 0.5998 | nan | 0.5657 | 0.6482 | 0.0 | 0.5527 | 0.6451 |
0.0449 | 180.56 | 51640 | 0.1625 | 0.4005 | 0.6087 | 0.6011 | nan | 0.5646 | 0.6529 | 0.0 | 0.5522 | 0.6493 |
0.0476 | 180.63 | 51660 | 0.1612 | 0.4021 | 0.6113 | 0.6044 | nan | 0.5715 | 0.6511 | 0.0 | 0.5588 | 0.6476 |
0.0406 | 180.7 | 51680 | 0.1613 | 0.4023 | 0.6116 | 0.6049 | nan | 0.5730 | 0.6501 | 0.0 | 0.5602 | 0.6467 |
0.0477 | 180.77 | 51700 | 0.1661 | 0.3982 | 0.6053 | 0.5994 | nan | 0.5711 | 0.6396 | 0.0 | 0.5578 | 0.6367 |
0.0307 | 180.84 | 51720 | 0.1641 | 0.3988 | 0.6065 | 0.5999 | nan | 0.5682 | 0.6448 | 0.0 | 0.5546 | 0.6418 |
0.0359 | 180.91 | 51740 | 0.1623 | 0.4004 | 0.6089 | 0.6023 | nan | 0.5709 | 0.6468 | 0.0 | 0.5575 | 0.6436 |
0.0368 | 180.98 | 51760 | 0.1622 | 0.3994 | 0.6072 | 0.6009 | nan | 0.5707 | 0.6437 | 0.0 | 0.5577 | 0.6404 |
0.0275 | 181.05 | 51780 | 0.1630 | 0.3963 | 0.6024 | 0.5954 | nan | 0.5619 | 0.6428 | 0.0 | 0.5496 | 0.6394 |
0.0492 | 181.12 | 51800 | 0.1631 | 0.3978 | 0.6050 | 0.5987 | nan | 0.5683 | 0.6417 | 0.0 | 0.5548 | 0.6387 |
0.0153 | 181.19 | 51820 | 0.1636 | 0.4014 | 0.6105 | 0.6040 | nan | 0.5730 | 0.6480 | 0.0 | 0.5594 | 0.6449 |
0.0676 | 181.26 | 51840 | 0.1603 | 0.4013 | 0.6103 | 0.6041 | nan | 0.5745 | 0.6461 | 0.0 | 0.5607 | 0.6432 |
0.0557 | 181.33 | 51860 | 0.1614 | 0.3986 | 0.6058 | 0.5985 | nan | 0.5636 | 0.6480 | 0.0 | 0.5508 | 0.6448 |
0.0369 | 181.4 | 51880 | 0.1628 | 0.4010 | 0.6100 | 0.6042 | nan | 0.5766 | 0.6434 | 0.0 | 0.5625 | 0.6404 |
0.0277 | 181.47 | 51900 | 0.1632 | 0.3975 | 0.6045 | 0.5978 | nan | 0.5660 | 0.6430 | 0.0 | 0.5526 | 0.6400 |
0.0443 | 181.54 | 51920 | 0.1646 | 0.3991 | 0.6068 | 0.6000 | nan | 0.5678 | 0.6457 | 0.0 | 0.5547 | 0.6426 |
0.0273 | 181.61 | 51940 | 0.1630 | 0.3988 | 0.6066 | 0.6003 | nan | 0.5704 | 0.6428 | 0.0 | 0.5567 | 0.6397 |
0.0283 | 181.68 | 51960 | 0.1613 | 0.4009 | 0.6098 | 0.6032 | nan | 0.5717 | 0.6478 | 0.0 | 0.5582 | 0.6445 |
0.0567 | 181.75 | 51980 | 0.1630 | 0.3976 | 0.6046 | 0.5971 | nan | 0.5616 | 0.6475 | 0.0 | 0.5487 | 0.6441 |
0.0417 | 181.82 | 52000 | 0.1617 | 0.4018 | 0.6111 | 0.6048 | nan | 0.5750 | 0.6472 | 0.0 | 0.5615 | 0.6438 |
0.0339 | 181.89 | 52020 | 0.1612 | 0.4018 | 0.6111 | 0.6043 | nan | 0.5719 | 0.6503 | 0.0 | 0.5586 | 0.6468 |
0.0359 | 181.96 | 52040 | 0.1617 | 0.4018 | 0.6113 | 0.6054 | nan | 0.5774 | 0.6452 | 0.0 | 0.5635 | 0.6419 |
0.0483 | 182.03 | 52060 | 0.1638 | 0.3976 | 0.6047 | 0.5975 | nan | 0.5631 | 0.6463 | 0.0 | 0.5501 | 0.6426 |
0.0653 | 182.1 | 52080 | 0.1635 | 0.4001 | 0.6084 | 0.6008 | nan | 0.5645 | 0.6523 | 0.0 | 0.5518 | 0.6484 |
0.0671 | 182.17 | 52100 | 0.1622 | 0.4007 | 0.6095 | 0.6023 | nan | 0.5682 | 0.6508 | 0.0 | 0.5548 | 0.6472 |
0.0425 | 182.24 | 52120 | 0.1616 | 0.3984 | 0.6059 | 0.5987 | nan | 0.5644 | 0.6475 | 0.0 | 0.5512 | 0.6440 |
0.0518 | 182.31 | 52140 | 0.1615 | 0.4028 | 0.6128 | 0.6065 | nan | 0.5765 | 0.6491 | 0.0 | 0.5627 | 0.6457 |
0.0266 | 182.38 | 52160 | 0.1600 | 0.4014 | 0.6103 | 0.6026 | nan | 0.5656 | 0.6550 | 0.0 | 0.5529 | 0.6513 |
0.063 | 182.45 | 52180 | 0.1592 | 0.4038 | 0.6142 | 0.6071 | nan | 0.5730 | 0.6554 | 0.0 | 0.5599 | 0.6516 |
0.045 | 182.52 | 52200 | 0.1598 | 0.4014 | 0.6105 | 0.6032 | nan | 0.5681 | 0.6529 | 0.0 | 0.5549 | 0.6493 |
0.0641 | 182.59 | 52220 | 0.1629 | 0.4005 | 0.6092 | 0.6027 | nan | 0.5716 | 0.6468 | 0.0 | 0.5583 | 0.6434 |
0.0495 | 182.66 | 52240 | 0.1605 | 0.4028 | 0.6126 | 0.6057 | nan | 0.5730 | 0.6521 | 0.0 | 0.5600 | 0.6484 |
0.0391 | 182.73 | 52260 | 0.1613 | 0.3990 | 0.6065 | 0.5980 | nan | 0.5571 | 0.6560 | 0.0 | 0.5450 | 0.6518 |
0.0331 | 182.8 | 52280 | 0.1610 | 0.4015 | 0.6107 | 0.6037 | nan | 0.5700 | 0.6515 | 0.0 | 0.5569 | 0.6476 |
0.0407 | 182.87 | 52300 | 0.1625 | 0.4001 | 0.6086 | 0.6016 | nan | 0.5684 | 0.6488 | 0.0 | 0.5554 | 0.6450 |
0.0248 | 182.94 | 52320 | 0.1653 | 0.3995 | 0.6074 | 0.5997 | nan | 0.5632 | 0.6516 | 0.0 | 0.5508 | 0.6476 |
0.0261 | 183.01 | 52340 | 0.1656 | 0.4008 | 0.6095 | 0.6025 | nan | 0.5693 | 0.6497 | 0.0 | 0.5562 | 0.6461 |
0.0246 | 183.08 | 52360 | 0.1651 | 0.3955 | 0.6016 | 0.5950 | nan | 0.5635 | 0.6398 | 0.0 | 0.5499 | 0.6366 |
0.0643 | 183.15 | 52380 | 0.1644 | 0.3978 | 0.6050 | 0.5984 | nan | 0.5666 | 0.6435 | 0.0 | 0.5529 | 0.6404 |
0.0501 | 183.22 | 52400 | 0.1660 | 0.3973 | 0.6043 | 0.5979 | nan | 0.5674 | 0.6412 | 0.0 | 0.5539 | 0.6381 |
0.0454 | 183.29 | 52420 | 0.1637 | 0.4008 | 0.6095 | 0.6028 | nan | 0.5707 | 0.6483 | 0.0 | 0.5575 | 0.6450 |
0.0524 | 183.36 | 52440 | 0.1624 | 0.4018 | 0.6106 | 0.6024 | nan | 0.5636 | 0.6576 | 0.0 | 0.5516 | 0.6537 |
0.0398 | 183.43 | 52460 | 0.1606 | 0.4044 | 0.6150 | 0.6083 | nan | 0.5766 | 0.6533 | 0.0 | 0.5636 | 0.6497 |
0.0361 | 183.5 | 52480 | 0.1634 | 0.4001 | 0.6082 | 0.6006 | nan | 0.5643 | 0.6521 | 0.0 | 0.5519 | 0.6485 |
0.0587 | 183.57 | 52500 | 0.1630 | 0.4032 | 0.6133 | 0.6071 | nan | 0.5773 | 0.6493 | 0.0 | 0.5638 | 0.6459 |
0.0415 | 183.64 | 52520 | 0.1647 | 0.4001 | 0.6083 | 0.6014 | nan | 0.5683 | 0.6483 | 0.0 | 0.5552 | 0.6450 |
0.0288 | 183.71 | 52540 | 0.1634 | 0.4037 | 0.6140 | 0.6073 | nan | 0.5756 | 0.6523 | 0.0 | 0.5624 | 0.6488 |
0.0336 | 183.78 | 52560 | 0.1609 | 0.4029 | 0.6122 | 0.6039 | nan | 0.5643 | 0.6601 | 0.0 | 0.5528 | 0.6558 |
0.0247 | 183.85 | 52580 | 0.1591 | 0.4046 | 0.6151 | 0.6076 | nan | 0.5722 | 0.6580 | 0.0 | 0.5599 | 0.6539 |
0.0268 | 183.92 | 52600 | 0.1595 | 0.4032 | 0.6127 | 0.6047 | nan | 0.5665 | 0.6590 | 0.0 | 0.5551 | 0.6546 |
0.074 | 183.99 | 52620 | 0.1612 | 0.4011 | 0.6093 | 0.6010 | nan | 0.5613 | 0.6574 | 0.0 | 0.5500 | 0.6532 |
0.0386 | 184.06 | 52640 | 0.1611 | 0.4027 | 0.6120 | 0.6038 | nan | 0.5647 | 0.6594 | 0.0 | 0.5530 | 0.6552 |
0.0276 | 184.13 | 52660 | 0.1626 | 0.3976 | 0.6043 | 0.5970 | nan | 0.5618 | 0.6468 | 0.0 | 0.5493 | 0.6436 |
0.0509 | 184.2 | 52680 | 0.1633 | 0.3990 | 0.6064 | 0.5990 | nan | 0.5635 | 0.6494 | 0.0 | 0.5509 | 0.6460 |
0.0355 | 184.27 | 52700 | 0.1635 | 0.3984 | 0.6055 | 0.5984 | nan | 0.5641 | 0.6470 | 0.0 | 0.5515 | 0.6437 |
0.0396 | 184.34 | 52720 | 0.1662 | 0.3992 | 0.6068 | 0.5998 | nan | 0.5668 | 0.6468 | 0.0 | 0.5540 | 0.6435 |
0.0558 | 184.41 | 52740 | 0.1650 | 0.4015 | 0.6104 | 0.6042 | nan | 0.5741 | 0.6468 | 0.0 | 0.5610 | 0.6436 |
0.0345 | 184.48 | 52760 | 0.1645 | 0.4035 | 0.6136 | 0.6080 | nan | 0.5814 | 0.6457 | 0.0 | 0.5680 | 0.6424 |
0.034 | 184.55 | 52780 | 0.1638 | 0.3996 | 0.6074 | 0.6005 | nan | 0.5679 | 0.6469 | 0.0 | 0.5552 | 0.6436 |
0.0374 | 184.62 | 52800 | 0.1656 | 0.3957 | 0.6013 | 0.5943 | nan | 0.5608 | 0.6419 | 0.0 | 0.5482 | 0.6390 |
0.0321 | 184.69 | 52820 | 0.1639 | 0.3996 | 0.6075 | 0.6015 | nan | 0.5725 | 0.6425 | 0.0 | 0.5590 | 0.6397 |
0.0377 | 184.76 | 52840 | 0.1633 | 0.3973 | 0.6039 | 0.5974 | nan | 0.5659 | 0.6420 | 0.0 | 0.5526 | 0.6391 |
0.0537 | 184.83 | 52860 | 0.1607 | 0.4022 | 0.6117 | 0.6055 | nan | 0.5756 | 0.6478 | 0.0 | 0.5621 | 0.6446 |
0.0501 | 184.9 | 52880 | 0.1628 | 0.3997 | 0.6077 | 0.6006 | nan | 0.5664 | 0.6490 | 0.0 | 0.5536 | 0.6455 |
0.0491 | 184.97 | 52900 | 0.1603 | 0.4002 | 0.6084 | 0.6011 | nan | 0.5665 | 0.6503 | 0.0 | 0.5539 | 0.6467 |
0.0402 | 185.03 | 52920 | 0.1614 | 0.4019 | 0.6110 | 0.6037 | nan | 0.5689 | 0.6532 | 0.0 | 0.5562 | 0.6495 |
0.0423 | 185.1 | 52940 | 0.1610 | 0.4039 | 0.6142 | 0.6074 | nan | 0.5751 | 0.6533 | 0.0 | 0.5620 | 0.6498 |
0.0357 | 185.17 | 52960 | 0.1638 | 0.3989 | 0.6065 | 0.5992 | nan | 0.5641 | 0.6489 | 0.0 | 0.5513 | 0.6455 |
0.0377 | 185.24 | 52980 | 0.1634 | 0.4018 | 0.6111 | 0.6044 | nan | 0.5727 | 0.6494 | 0.0 | 0.5594 | 0.6462 |
0.0543 | 185.31 | 53000 | 0.1621 | 0.3969 | 0.6032 | 0.5956 | nan | 0.5591 | 0.6474 | 0.0 | 0.5465 | 0.6441 |
0.0631 | 185.38 | 53020 | 0.1619 | 0.4007 | 0.6092 | 0.6021 | nan | 0.5683 | 0.6502 | 0.0 | 0.5554 | 0.6466 |
0.0247 | 185.45 | 53040 | 0.1625 | 0.4022 | 0.6116 | 0.6048 | nan | 0.5723 | 0.6510 | 0.0 | 0.5591 | 0.6475 |
0.053 | 185.52 | 53060 | 0.1617 | 0.4010 | 0.6096 | 0.6022 | nan | 0.5668 | 0.6525 | 0.0 | 0.5540 | 0.6489 |
0.034 | 185.59 | 53080 | 0.1620 | 0.4021 | 0.6114 | 0.6044 | nan | 0.5713 | 0.6514 | 0.0 | 0.5581 | 0.6481 |
0.0326 | 185.66 | 53100 | 0.1641 | 0.4014 | 0.6102 | 0.6030 | nan | 0.5687 | 0.6517 | 0.0 | 0.5560 | 0.6481 |
0.0248 | 185.73 | 53120 | 0.1629 | 0.3997 | 0.6076 | 0.5997 | nan | 0.5617 | 0.6536 | 0.0 | 0.5493 | 0.6500 |
0.055 | 185.8 | 53140 | 0.1629 | 0.4019 | 0.6110 | 0.6038 | nan | 0.5693 | 0.6527 | 0.0 | 0.5564 | 0.6493 |
0.0469 | 185.87 | 53160 | 0.1622 | 0.4023 | 0.6117 | 0.6049 | nan | 0.5724 | 0.6511 | 0.0 | 0.5589 | 0.6479 |
0.0753 | 185.94 | 53180 | 0.1643 | 0.3992 | 0.6070 | 0.6000 | nan | 0.5665 | 0.6475 | 0.0 | 0.5531 | 0.6445 |
0.0495 | 186.01 | 53200 | 0.1643 | 0.4006 | 0.6094 | 0.6032 | nan | 0.5737 | 0.6450 | 0.0 | 0.5599 | 0.6420 |
0.0403 | 186.08 | 53220 | 0.1637 | 0.3981 | 0.6054 | 0.5989 | nan | 0.5679 | 0.6430 | 0.0 | 0.5545 | 0.6398 |
0.0418 | 186.15 | 53240 | 0.1644 | 0.3985 | 0.6058 | 0.5988 | nan | 0.5654 | 0.6463 | 0.0 | 0.5525 | 0.6430 |
0.0464 | 186.22 | 53260 | 0.1642 | 0.4029 | 0.6127 | 0.6061 | nan | 0.5743 | 0.6512 | 0.0 | 0.5611 | 0.6477 |
0.0275 | 186.29 | 53280 | 0.1645 | 0.3998 | 0.6078 | 0.6002 | nan | 0.5641 | 0.6514 | 0.0 | 0.5512 | 0.6481 |
0.03 | 186.36 | 53300 | 0.1647 | 0.4046 | 0.6155 | 0.6093 | nan | 0.5801 | 0.6509 | 0.0 | 0.5659 | 0.6478 |
0.0574 | 186.43 | 53320 | 0.1648 | 0.4008 | 0.6094 | 0.6029 | nan | 0.5720 | 0.6467 | 0.0 | 0.5586 | 0.6437 |
0.0351 | 186.5 | 53340 | 0.1629 | 0.3988 | 0.6063 | 0.5996 | nan | 0.5674 | 0.6452 | 0.0 | 0.5540 | 0.6422 |
0.0428 | 186.57 | 53360 | 0.1641 | 0.4005 | 0.6090 | 0.6025 | nan | 0.5716 | 0.6464 | 0.0 | 0.5580 | 0.6434 |
0.029 | 186.64 | 53380 | 0.1642 | 0.4007 | 0.6094 | 0.6029 | nan | 0.5721 | 0.6466 | 0.0 | 0.5585 | 0.6436 |
0.039 | 186.71 | 53400 | 0.1646 | 0.3992 | 0.6070 | 0.6004 | nan | 0.5689 | 0.6451 | 0.0 | 0.5555 | 0.6421 |
0.034 | 186.78 | 53420 | 0.1641 | 0.4019 | 0.6113 | 0.6059 | nan | 0.5800 | 0.6426 | 0.0 | 0.5658 | 0.6398 |
0.0455 | 186.85 | 53440 | 0.1663 | 0.3957 | 0.6016 | 0.5952 | nan | 0.5647 | 0.6386 | 0.0 | 0.5513 | 0.6358 |
0.0256 | 186.92 | 53460 | 0.1655 | 0.3992 | 0.6071 | 0.6012 | nan | 0.5731 | 0.6410 | 0.0 | 0.5591 | 0.6383 |
0.0313 | 186.99 | 53480 | 0.1646 | 0.3986 | 0.6061 | 0.5994 | nan | 0.5674 | 0.6448 | 0.0 | 0.5539 | 0.6420 |
0.0566 | 187.06 | 53500 | 0.1648 | 0.3980 | 0.6050 | 0.5979 | nan | 0.5640 | 0.6459 | 0.0 | 0.5510 | 0.6430 |
0.0317 | 187.13 | 53520 | 0.1600 | 0.4048 | 0.6158 | 0.6103 | nan | 0.5838 | 0.6479 | 0.0 | 0.5696 | 0.6449 |
0.036 | 187.2 | 53540 | 0.1643 | 0.3951 | 0.6004 | 0.5924 | nan | 0.5541 | 0.6466 | 0.0 | 0.5418 | 0.6435 |
0.0255 | 187.27 | 53560 | 0.1635 | 0.4027 | 0.6122 | 0.6057 | nan | 0.5746 | 0.6499 | 0.0 | 0.5614 | 0.6467 |
0.0279 | 187.34 | 53580 | 0.1643 | 0.4014 | 0.6102 | 0.6033 | nan | 0.5702 | 0.6502 | 0.0 | 0.5573 | 0.6470 |
0.0252 | 187.41 | 53600 | 0.1633 | 0.3990 | 0.6064 | 0.5994 | nan | 0.5661 | 0.6466 | 0.0 | 0.5533 | 0.6435 |
0.0377 | 187.48 | 53620 | 0.1651 | 0.3989 | 0.6061 | 0.5987 | nan | 0.5633 | 0.6488 | 0.0 | 0.5514 | 0.6453 |
0.0577 | 187.55 | 53640 | 0.1647 | 0.3992 | 0.6067 | 0.5994 | nan | 0.5645 | 0.6489 | 0.0 | 0.5523 | 0.6454 |
0.0354 | 187.62 | 53660 | 0.1627 | 0.4030 | 0.6126 | 0.6058 | nan | 0.5729 | 0.6523 | 0.0 | 0.5600 | 0.6489 |
0.0411 | 187.69 | 53680 | 0.1619 | 0.4008 | 0.6092 | 0.6019 | nan | 0.5670 | 0.6514 | 0.0 | 0.5544 | 0.6481 |
0.0615 | 187.76 | 53700 | 0.1600 | 0.4059 | 0.6169 | 0.6090 | nan | 0.5713 | 0.6625 | 0.0 | 0.5592 | 0.6586 |
0.0414 | 187.83 | 53720 | 0.1591 | 0.4049 | 0.6154 | 0.6078 | nan | 0.5717 | 0.6592 | 0.0 | 0.5593 | 0.6555 |
0.0269 | 187.9 | 53740 | 0.1622 | 0.4000 | 0.6077 | 0.6001 | nan | 0.5639 | 0.6516 | 0.0 | 0.5517 | 0.6482 |
0.0655 | 187.97 | 53760 | 0.1620 | 0.4028 | 0.6121 | 0.6048 | nan | 0.5697 | 0.6546 | 0.0 | 0.5574 | 0.6511 |
0.0333 | 188.04 | 53780 | 0.1623 | 0.4043 | 0.6146 | 0.6080 | nan | 0.5765 | 0.6526 | 0.0 | 0.5636 | 0.6492 |
0.04 | 188.11 | 53800 | 0.1635 | 0.4019 | 0.6109 | 0.6040 | nan | 0.5710 | 0.6508 | 0.0 | 0.5582 | 0.6474 |
0.0398 | 188.18 | 53820 | 0.1629 | 0.4003 | 0.6085 | 0.6010 | nan | 0.5652 | 0.6518 | 0.0 | 0.5526 | 0.6484 |
0.0267 | 188.25 | 53840 | 0.1633 | 0.4014 | 0.6102 | 0.6031 | nan | 0.5692 | 0.6512 | 0.0 | 0.5564 | 0.6477 |
0.0505 | 188.32 | 53860 | 0.1599 | 0.4028 | 0.6122 | 0.6049 | nan | 0.5702 | 0.6543 | 0.0 | 0.5577 | 0.6506 |
0.0305 | 188.39 | 53880 | 0.1620 | 0.4022 | 0.6113 | 0.6038 | nan | 0.5680 | 0.6547 | 0.0 | 0.5557 | 0.6510 |
0.0601 | 188.46 | 53900 | 0.1617 | 0.4035 | 0.6134 | 0.6062 | nan | 0.5721 | 0.6547 | 0.0 | 0.5593 | 0.6512 |
0.0331 | 188.53 | 53920 | 0.1609 | 0.4013 | 0.6099 | 0.6023 | nan | 0.5657 | 0.6542 | 0.0 | 0.5530 | 0.6508 |
0.0361 | 188.6 | 53940 | 0.1618 | 0.4018 | 0.6108 | 0.6034 | nan | 0.5684 | 0.6532 | 0.0 | 0.5556 | 0.6498 |
0.0467 | 188.67 | 53960 | 0.1609 | 0.4040 | 0.6143 | 0.6075 | nan | 0.5750 | 0.6535 | 0.0 | 0.5618 | 0.6503 |
0.0321 | 188.74 | 53980 | 0.1608 | 0.4032 | 0.6129 | 0.6054 | nan | 0.5691 | 0.6567 | 0.0 | 0.5566 | 0.6532 |
0.0436 | 188.81 | 54000 | 0.1633 | 0.4012 | 0.6097 | 0.6016 | nan | 0.5632 | 0.6562 | 0.0 | 0.5511 | 0.6526 |
0.0534 | 188.88 | 54020 | 0.1608 | 0.4054 | 0.6164 | 0.6098 | nan | 0.5782 | 0.6546 | 0.0 | 0.5652 | 0.6511 |
0.0379 | 188.95 | 54040 | 0.1617 | 0.4008 | 0.6091 | 0.6013 | nan | 0.5644 | 0.6537 | 0.0 | 0.5520 | 0.6502 |
0.0332 | 189.02 | 54060 | 0.1626 | 0.4001 | 0.6083 | 0.6012 | nan | 0.5676 | 0.6490 | 0.0 | 0.5545 | 0.6458 |
0.0466 | 189.09 | 54080 | 0.1632 | 0.4020 | 0.6111 | 0.6040 | nan | 0.5703 | 0.6519 | 0.0 | 0.5575 | 0.6485 |
0.0335 | 189.16 | 54100 | 0.1620 | 0.4008 | 0.6094 | 0.6026 | nan | 0.5702 | 0.6486 | 0.0 | 0.5570 | 0.6455 |
0.062 | 189.23 | 54120 | 0.1631 | 0.3989 | 0.6064 | 0.5995 | nan | 0.5666 | 0.6463 | 0.0 | 0.5535 | 0.6432 |
0.0408 | 189.3 | 54140 | 0.1637 | 0.4011 | 0.6096 | 0.6023 | nan | 0.5672 | 0.6521 | 0.0 | 0.5545 | 0.6487 |
0.0387 | 189.37 | 54160 | 0.1643 | 0.4039 | 0.6142 | 0.6076 | nan | 0.5765 | 0.6518 | 0.0 | 0.5633 | 0.6485 |
0.0454 | 189.44 | 54180 | 0.1621 | 0.4015 | 0.6104 | 0.6032 | nan | 0.5688 | 0.6519 | 0.0 | 0.5559 | 0.6487 |
0.0308 | 189.51 | 54200 | 0.1627 | 0.4031 | 0.6126 | 0.6053 | nan | 0.5705 | 0.6547 | 0.0 | 0.5580 | 0.6512 |
0.0342 | 189.58 | 54220 | 0.1632 | 0.3992 | 0.6067 | 0.5996 | nan | 0.5657 | 0.6477 | 0.0 | 0.5531 | 0.6445 |
0.0484 | 189.65 | 54240 | 0.1624 | 0.4011 | 0.6097 | 0.6029 | nan | 0.5702 | 0.6492 | 0.0 | 0.5573 | 0.6459 |
0.0357 | 189.72 | 54260 | 0.1628 | 0.4013 | 0.6100 | 0.6024 | nan | 0.5661 | 0.6538 | 0.0 | 0.5539 | 0.6501 |
0.0617 | 189.79 | 54280 | 0.1627 | 0.4001 | 0.6082 | 0.6012 | nan | 0.5677 | 0.6487 | 0.0 | 0.5551 | 0.6453 |
0.0466 | 189.86 | 54300 | 0.1621 | 0.4034 | 0.6133 | 0.6064 | nan | 0.5734 | 0.6532 | 0.0 | 0.5605 | 0.6497 |
0.0396 | 189.93 | 54320 | 0.1637 | 0.4006 | 0.6090 | 0.6016 | nan | 0.5662 | 0.6518 | 0.0 | 0.5537 | 0.6483 |
0.0389 | 190.0 | 54340 | 0.1613 | 0.4019 | 0.6110 | 0.6040 | nan | 0.5707 | 0.6514 | 0.0 | 0.5578 | 0.6479 |
0.0438 | 190.07 | 54360 | 0.1631 | 0.4010 | 0.6096 | 0.6022 | nan | 0.5668 | 0.6523 | 0.0 | 0.5544 | 0.6487 |
0.0502 | 190.14 | 54380 | 0.1610 | 0.4009 | 0.6095 | 0.6020 | nan | 0.5666 | 0.6523 | 0.0 | 0.5540 | 0.6488 |
0.0261 | 190.21 | 54400 | 0.1630 | 0.4038 | 0.6139 | 0.6068 | nan | 0.5732 | 0.6545 | 0.0 | 0.5605 | 0.6509 |
0.0491 | 190.28 | 54420 | 0.1634 | 0.4033 | 0.6130 | 0.6056 | nan | 0.5705 | 0.6554 | 0.0 | 0.5582 | 0.6517 |
0.0377 | 190.35 | 54440 | 0.1628 | 0.4011 | 0.6096 | 0.6025 | nan | 0.5685 | 0.6508 | 0.0 | 0.5560 | 0.6472 |
0.0546 | 190.42 | 54460 | 0.1622 | 0.4012 | 0.6099 | 0.6029 | nan | 0.5692 | 0.6507 | 0.0 | 0.5566 | 0.6472 |
0.043 | 190.49 | 54480 | 0.1640 | 0.4006 | 0.6089 | 0.6017 | nan | 0.5676 | 0.6502 | 0.0 | 0.5550 | 0.6467 |
0.0285 | 190.56 | 54500 | 0.1652 | 0.4013 | 0.6100 | 0.6031 | nan | 0.5702 | 0.6498 | 0.0 | 0.5575 | 0.6464 |
0.0486 | 190.63 | 54520 | 0.1637 | 0.4015 | 0.6104 | 0.6039 | nan | 0.5727 | 0.6481 | 0.0 | 0.5597 | 0.6449 |
0.0636 | 190.7 | 54540 | 0.1659 | 0.3985 | 0.6054 | 0.5972 | nan | 0.5581 | 0.6527 | 0.0 | 0.5466 | 0.6490 |
0.0449 | 190.77 | 54560 | 0.1633 | 0.3998 | 0.6076 | 0.6006 | nan | 0.5669 | 0.6483 | 0.0 | 0.5544 | 0.6449 |
0.0223 | 190.84 | 54580 | 0.1622 | 0.4024 | 0.6117 | 0.6049 | nan | 0.5724 | 0.6510 | 0.0 | 0.5599 | 0.6472 |
0.0343 | 190.91 | 54600 | 0.1633 | 0.3998 | 0.6076 | 0.5996 | nan | 0.5616 | 0.6536 | 0.0 | 0.5498 | 0.6497 |
0.0239 | 190.98 | 54620 | 0.1641 | 0.4033 | 0.6130 | 0.6054 | nan | 0.5694 | 0.6565 | 0.0 | 0.5573 | 0.6526 |
0.0474 | 191.05 | 54640 | 0.1620 | 0.4015 | 0.6102 | 0.6023 | nan | 0.5647 | 0.6557 | 0.0 | 0.5525 | 0.6520 |
0.0395 | 191.12 | 54660 | 0.1607 | 0.4061 | 0.6173 | 0.6100 | nan | 0.5749 | 0.6597 | 0.0 | 0.5622 | 0.6561 |
0.0453 | 191.19 | 54680 | 0.1628 | 0.4033 | 0.6129 | 0.6052 | nan | 0.5682 | 0.6576 | 0.0 | 0.5559 | 0.6540 |
0.0376 | 191.26 | 54700 | 0.1613 | 0.4033 | 0.6129 | 0.6050 | nan | 0.5673 | 0.6585 | 0.0 | 0.5549 | 0.6549 |
0.0374 | 191.33 | 54720 | 0.1624 | 0.4036 | 0.6134 | 0.6058 | nan | 0.5691 | 0.6578 | 0.0 | 0.5564 | 0.6543 |
0.0325 | 191.4 | 54740 | 0.1610 | 0.4028 | 0.6122 | 0.6045 | nan | 0.5677 | 0.6566 | 0.0 | 0.5554 | 0.6530 |
0.0426 | 191.47 | 54760 | 0.1616 | 0.4028 | 0.6122 | 0.6046 | nan | 0.5684 | 0.6560 | 0.0 | 0.5558 | 0.6525 |
0.0346 | 191.54 | 54780 | 0.1622 | 0.4014 | 0.6101 | 0.6019 | nan | 0.5629 | 0.6574 | 0.0 | 0.5506 | 0.6537 |
0.0452 | 191.61 | 54800 | 0.1622 | 0.4036 | 0.6134 | 0.6056 | nan | 0.5679 | 0.6590 | 0.0 | 0.5554 | 0.6552 |
0.0408 | 191.68 | 54820 | 0.1605 | 0.4035 | 0.6134 | 0.6056 | nan | 0.5683 | 0.6586 | 0.0 | 0.5557 | 0.6549 |
0.0501 | 191.75 | 54840 | 0.1615 | 0.4037 | 0.6136 | 0.6058 | nan | 0.5686 | 0.6586 | 0.0 | 0.5563 | 0.6547 |
0.0446 | 191.82 | 54860 | 0.1614 | 0.4023 | 0.6114 | 0.6035 | nan | 0.5656 | 0.6572 | 0.0 | 0.5536 | 0.6532 |
0.0511 | 191.89 | 54880 | 0.1619 | 0.4025 | 0.6118 | 0.6043 | nan | 0.5683 | 0.6553 | 0.0 | 0.5560 | 0.6514 |
0.0384 | 191.96 | 54900 | 0.1632 | 0.4032 | 0.6129 | 0.6056 | nan | 0.5711 | 0.6547 | 0.0 | 0.5586 | 0.6509 |
0.0437 | 192.03 | 54920 | 0.1647 | 0.4011 | 0.6097 | 0.6025 | nan | 0.5682 | 0.6513 | 0.0 | 0.5555 | 0.6478 |
0.0264 | 192.1 | 54940 | 0.1626 | 0.4026 | 0.6120 | 0.6045 | nan | 0.5689 | 0.6551 | 0.0 | 0.5563 | 0.6514 |
0.0477 | 192.17 | 54960 | 0.1619 | 0.4043 | 0.6148 | 0.6076 | nan | 0.5730 | 0.6566 | 0.0 | 0.5601 | 0.6530 |
0.0177 | 192.24 | 54980 | 0.1609 | 0.4028 | 0.6124 | 0.6051 | nan | 0.5703 | 0.6545 | 0.0 | 0.5574 | 0.6509 |
0.0508 | 192.31 | 55000 | 0.1607 | 0.4033 | 0.6131 | 0.6053 | nan | 0.5679 | 0.6582 | 0.0 | 0.5558 | 0.6542 |
0.0624 | 192.38 | 55020 | 0.1613 | 0.4026 | 0.6120 | 0.6045 | nan | 0.5687 | 0.6553 | 0.0 | 0.5563 | 0.6516 |
0.0209 | 192.45 | 55040 | 0.1605 | 0.4020 | 0.6111 | 0.6038 | nan | 0.5693 | 0.6529 | 0.0 | 0.5565 | 0.6494 |
0.0388 | 192.52 | 55060 | 0.1616 | 0.4054 | 0.6164 | 0.6091 | nan | 0.5740 | 0.6588 | 0.0 | 0.5613 | 0.6550 |
0.0396 | 192.59 | 55080 | 0.1643 | 0.4044 | 0.6148 | 0.6070 | nan | 0.5698 | 0.6597 | 0.0 | 0.5572 | 0.6559 |
0.0345 | 192.66 | 55100 | 0.1620 | 0.4046 | 0.6152 | 0.6079 | nan | 0.5726 | 0.6578 | 0.0 | 0.5598 | 0.6541 |
0.0537 | 192.73 | 55120 | 0.1638 | 0.4007 | 0.6092 | 0.6013 | nan | 0.5638 | 0.6546 | 0.0 | 0.5512 | 0.6510 |
0.0378 | 192.8 | 55140 | 0.1608 | 0.4025 | 0.6120 | 0.6049 | nan | 0.5713 | 0.6526 | 0.0 | 0.5583 | 0.6491 |
0.0332 | 192.87 | 55160 | 0.1628 | 0.4022 | 0.6114 | 0.6037 | nan | 0.5671 | 0.6557 | 0.0 | 0.5546 | 0.6520 |
0.0426 | 192.94 | 55180 | 0.1614 | 0.4024 | 0.6117 | 0.6042 | nan | 0.5685 | 0.6548 | 0.0 | 0.5560 | 0.6511 |
0.0393 | 193.01 | 55200 | 0.1630 | 0.4025 | 0.6119 | 0.6048 | nan | 0.5706 | 0.6532 | 0.0 | 0.5580 | 0.6495 |
0.0478 | 193.08 | 55220 | 0.1618 | 0.4019 | 0.6109 | 0.6037 | nan | 0.5694 | 0.6525 | 0.0 | 0.5568 | 0.6488 |
0.0322 | 193.15 | 55240 | 0.1623 | 0.4009 | 0.6094 | 0.6021 | nan | 0.5672 | 0.6517 | 0.0 | 0.5546 | 0.6481 |
0.0538 | 193.22 | 55260 | 0.1632 | 0.4029 | 0.6125 | 0.6052 | nan | 0.5699 | 0.6551 | 0.0 | 0.5571 | 0.6516 |
0.0305 | 193.29 | 55280 | 0.1615 | 0.4022 | 0.6116 | 0.6044 | nan | 0.5701 | 0.6531 | 0.0 | 0.5571 | 0.6495 |
0.069 | 193.36 | 55300 | 0.1622 | 0.4024 | 0.6118 | 0.6042 | nan | 0.5676 | 0.6560 | 0.0 | 0.5550 | 0.6522 |
0.0338 | 193.43 | 55320 | 0.1630 | 0.4018 | 0.6108 | 0.6032 | nan | 0.5668 | 0.6548 | 0.0 | 0.5541 | 0.6512 |
0.0292 | 193.5 | 55340 | 0.1613 | 0.4026 | 0.6120 | 0.6046 | nan | 0.5688 | 0.6552 | 0.0 | 0.5561 | 0.6516 |
0.0358 | 193.57 | 55360 | 0.1638 | 0.4006 | 0.6090 | 0.6012 | nan | 0.5640 | 0.6540 | 0.0 | 0.5514 | 0.6505 |
0.0696 | 193.64 | 55380 | 0.1635 | 0.4012 | 0.6097 | 0.6017 | nan | 0.5633 | 0.6562 | 0.0 | 0.5510 | 0.6525 |
0.0393 | 193.71 | 55400 | 0.1620 | 0.4040 | 0.6142 | 0.6070 | nan | 0.5728 | 0.6556 | 0.0 | 0.5597 | 0.6522 |
0.0407 | 193.78 | 55420 | 0.1634 | 0.4037 | 0.6138 | 0.6064 | nan | 0.5715 | 0.6561 | 0.0 | 0.5584 | 0.6526 |
0.0474 | 193.85 | 55440 | 0.1643 | 0.4013 | 0.6100 | 0.6019 | nan | 0.5635 | 0.6564 | 0.0 | 0.5511 | 0.6528 |
0.0386 | 193.92 | 55460 | 0.1628 | 0.4017 | 0.6107 | 0.6030 | nan | 0.5665 | 0.6549 | 0.0 | 0.5538 | 0.6514 |
0.0261 | 193.99 | 55480 | 0.1621 | 0.4015 | 0.6106 | 0.6035 | nan | 0.5700 | 0.6512 | 0.0 | 0.5568 | 0.6479 |
0.0309 | 194.06 | 55500 | 0.1622 | 0.4001 | 0.6082 | 0.6003 | nan | 0.5629 | 0.6535 | 0.0 | 0.5503 | 0.6500 |
0.0536 | 194.13 | 55520 | 0.1593 | 0.4031 | 0.6128 | 0.6054 | nan | 0.5699 | 0.6557 | 0.0 | 0.5571 | 0.6521 |
0.0486 | 194.2 | 55540 | 0.1630 | 0.4041 | 0.6143 | 0.6069 | nan | 0.5716 | 0.6571 | 0.0 | 0.5590 | 0.6534 |
0.0573 | 194.27 | 55560 | 0.1627 | 0.4030 | 0.6126 | 0.6052 | nan | 0.5700 | 0.6552 | 0.0 | 0.5573 | 0.6517 |
0.0245 | 194.34 | 55580 | 0.1621 | 0.4014 | 0.6102 | 0.6024 | nan | 0.5649 | 0.6555 | 0.0 | 0.5523 | 0.6520 |
0.0472 | 194.41 | 55600 | 0.1625 | 0.4037 | 0.6138 | 0.6066 | nan | 0.5726 | 0.6549 | 0.0 | 0.5597 | 0.6514 |
0.0593 | 194.48 | 55620 | 0.1628 | 0.4025 | 0.6118 | 0.6042 | nan | 0.5676 | 0.6561 | 0.0 | 0.5549 | 0.6526 |
0.022 | 194.55 | 55640 | 0.1650 | 0.4018 | 0.6108 | 0.6031 | nan | 0.5665 | 0.6551 | 0.0 | 0.5539 | 0.6516 |
0.0478 | 194.62 | 55660 | 0.1624 | 0.4027 | 0.6122 | 0.6045 | nan | 0.5678 | 0.6565 | 0.0 | 0.5552 | 0.6530 |
0.0375 | 194.69 | 55680 | 0.1619 | 0.4032 | 0.6129 | 0.6052 | nan | 0.5682 | 0.6577 | 0.0 | 0.5556 | 0.6540 |
0.0375 | 194.76 | 55700 | 0.1620 | 0.4033 | 0.6130 | 0.6052 | nan | 0.5681 | 0.6579 | 0.0 | 0.5556 | 0.6542 |
0.0487 | 194.83 | 55720 | 0.1611 | 0.4035 | 0.6134 | 0.6054 | nan | 0.5670 | 0.6598 | 0.0 | 0.5546 | 0.6560 |
0.0363 | 194.9 | 55740 | 0.1623 | 0.4041 | 0.6143 | 0.6068 | nan | 0.5708 | 0.6579 | 0.0 | 0.5580 | 0.6542 |
0.0543 | 194.97 | 55760 | 0.1631 | 0.4035 | 0.6134 | 0.6058 | nan | 0.5691 | 0.6578 | 0.0 | 0.5564 | 0.6542 |
0.0427 | 195.03 | 55780 | 0.1640 | 0.4029 | 0.6126 | 0.6051 | nan | 0.5694 | 0.6559 | 0.0 | 0.5565 | 0.6524 |
0.0257 | 195.1 | 55800 | 0.1627 | 0.4041 | 0.6143 | 0.6071 | nan | 0.5727 | 0.6559 | 0.0 | 0.5597 | 0.6524 |
0.0268 | 195.17 | 55820 | 0.1635 | 0.4025 | 0.6118 | 0.6046 | nan | 0.5702 | 0.6535 | 0.0 | 0.5572 | 0.6502 |
0.0403 | 195.24 | 55840 | 0.1643 | 0.3999 | 0.6079 | 0.6005 | nan | 0.5651 | 0.6507 | 0.0 | 0.5522 | 0.6475 |
0.0375 | 195.31 | 55860 | 0.1632 | 0.4028 | 0.6125 | 0.6053 | nan | 0.5709 | 0.6540 | 0.0 | 0.5579 | 0.6506 |
0.0376 | 195.38 | 55880 | 0.1647 | 0.4009 | 0.6094 | 0.6019 | nan | 0.5660 | 0.6528 | 0.0 | 0.5534 | 0.6493 |
0.0324 | 195.45 | 55900 | 0.1671 | 0.4016 | 0.6105 | 0.6034 | nan | 0.5693 | 0.6516 | 0.0 | 0.5564 | 0.6483 |
0.048 | 195.52 | 55920 | 0.1677 | 0.4013 | 0.6101 | 0.6029 | nan | 0.5685 | 0.6517 | 0.0 | 0.5557 | 0.6483 |
0.0272 | 195.59 | 55940 | 0.1653 | 0.4014 | 0.6104 | 0.6036 | nan | 0.5710 | 0.6498 | 0.0 | 0.5578 | 0.6466 |
0.0483 | 195.66 | 55960 | 0.1639 | 0.4011 | 0.6099 | 0.6026 | nan | 0.5680 | 0.6518 | 0.0 | 0.5550 | 0.6485 |
0.0322 | 195.73 | 55980 | 0.1649 | 0.4014 | 0.6102 | 0.6031 | nan | 0.5694 | 0.6510 | 0.0 | 0.5564 | 0.6477 |
0.0511 | 195.8 | 56000 | 0.1635 | 0.4014 | 0.6103 | 0.6034 | nan | 0.5706 | 0.6500 | 0.0 | 0.5575 | 0.6467 |
0.043 | 195.87 | 56020 | 0.1625 | 0.4034 | 0.6133 | 0.6064 | nan | 0.5732 | 0.6534 | 0.0 | 0.5600 | 0.6500 |
0.036 | 195.94 | 56040 | 0.1633 | 0.4020 | 0.6112 | 0.6040 | nan | 0.5697 | 0.6527 | 0.0 | 0.5567 | 0.6493 |
0.0541 | 196.01 | 56060 | 0.1647 | 0.4026 | 0.6122 | 0.6052 | nan | 0.5719 | 0.6524 | 0.0 | 0.5587 | 0.6490 |
0.0357 | 196.08 | 56080 | 0.1640 | 0.4016 | 0.6105 | 0.6029 | nan | 0.5665 | 0.6545 | 0.0 | 0.5540 | 0.6509 |
0.0456 | 196.15 | 56100 | 0.1658 | 0.4031 | 0.6128 | 0.6057 | nan | 0.5720 | 0.6535 | 0.0 | 0.5592 | 0.6500 |
0.0299 | 196.22 | 56120 | 0.1637 | 0.4024 | 0.6117 | 0.6047 | nan | 0.5710 | 0.6524 | 0.0 | 0.5582 | 0.6490 |
0.053 | 196.29 | 56140 | 0.1650 | 0.4013 | 0.6100 | 0.6028 | nan | 0.5681 | 0.6519 | 0.0 | 0.5553 | 0.6485 |
0.0569 | 196.36 | 56160 | 0.1632 | 0.4006 | 0.6090 | 0.6018 | nan | 0.5678 | 0.6501 | 0.0 | 0.5549 | 0.6468 |
0.0555 | 196.43 | 56180 | 0.1615 | 0.3999 | 0.6079 | 0.6010 | nan | 0.5676 | 0.6483 | 0.0 | 0.5544 | 0.6452 |
0.0226 | 196.5 | 56200 | 0.1645 | 0.3993 | 0.6071 | 0.5997 | nan | 0.5645 | 0.6497 | 0.0 | 0.5516 | 0.6464 |
0.0363 | 196.57 | 56220 | 0.1630 | 0.3998 | 0.6078 | 0.6003 | nan | 0.5644 | 0.6512 | 0.0 | 0.5516 | 0.6478 |
0.0569 | 196.64 | 56240 | 0.1631 | 0.4024 | 0.6116 | 0.6041 | nan | 0.5683 | 0.6550 | 0.0 | 0.5556 | 0.6515 |
0.0272 | 196.71 | 56260 | 0.1638 | 0.4017 | 0.6107 | 0.6037 | nan | 0.5700 | 0.6514 | 0.0 | 0.5570 | 0.6481 |
0.0462 | 196.78 | 56280 | 0.1636 | 0.4034 | 0.6134 | 0.6068 | nan | 0.5751 | 0.6517 | 0.0 | 0.5619 | 0.6484 |
0.052 | 196.85 | 56300 | 0.1639 | 0.3998 | 0.6078 | 0.6005 | nan | 0.5660 | 0.6496 | 0.0 | 0.5533 | 0.6463 |
0.0412 | 196.92 | 56320 | 0.1639 | 0.4006 | 0.6089 | 0.6016 | nan | 0.5665 | 0.6513 | 0.0 | 0.5539 | 0.6480 |
0.0802 | 196.99 | 56340 | 0.1637 | 0.3998 | 0.6077 | 0.6002 | nan | 0.5644 | 0.6510 | 0.0 | 0.5518 | 0.6477 |
0.0398 | 197.06 | 56360 | 0.1636 | 0.4004 | 0.6086 | 0.6013 | nan | 0.5666 | 0.6505 | 0.0 | 0.5538 | 0.6473 |
0.0521 | 197.13 | 56380 | 0.1643 | 0.4022 | 0.6114 | 0.6043 | nan | 0.5706 | 0.6522 | 0.0 | 0.5576 | 0.6489 |
0.0282 | 197.2 | 56400 | 0.1629 | 0.4013 | 0.6100 | 0.6027 | nan | 0.5679 | 0.6521 | 0.0 | 0.5551 | 0.6488 |
0.0327 | 197.27 | 56420 | 0.1629 | 0.4030 | 0.6127 | 0.6060 | nan | 0.5740 | 0.6513 | 0.0 | 0.5608 | 0.6481 |
0.0216 | 197.34 | 56440 | 0.1637 | 0.4017 | 0.6106 | 0.6035 | nan | 0.5696 | 0.6516 | 0.0 | 0.5567 | 0.6483 |
0.054 | 197.41 | 56460 | 0.1649 | 0.4021 | 0.6113 | 0.6043 | nan | 0.5709 | 0.6517 | 0.0 | 0.5580 | 0.6483 |
0.0445 | 197.48 | 56480 | 0.1653 | 0.4004 | 0.6087 | 0.6015 | nan | 0.5668 | 0.6507 | 0.0 | 0.5540 | 0.6473 |
0.0449 | 197.55 | 56500 | 0.1637 | 0.4006 | 0.6089 | 0.6016 | nan | 0.5668 | 0.6509 | 0.0 | 0.5542 | 0.6475 |
0.0416 | 197.62 | 56520 | 0.1650 | 0.4000 | 0.6080 | 0.6007 | nan | 0.5659 | 0.6501 | 0.0 | 0.5533 | 0.6468 |
0.0365 | 197.69 | 56540 | 0.1637 | 0.4018 | 0.6108 | 0.6036 | nan | 0.5695 | 0.6521 | 0.0 | 0.5566 | 0.6488 |
0.0412 | 197.76 | 56560 | 0.1632 | 0.4009 | 0.6093 | 0.6019 | nan | 0.5660 | 0.6527 | 0.0 | 0.5534 | 0.6493 |
0.0386 | 197.83 | 56580 | 0.1651 | 0.4027 | 0.6121 | 0.6050 | nan | 0.5708 | 0.6535 | 0.0 | 0.5580 | 0.6500 |
0.0592 | 197.9 | 56600 | 0.1637 | 0.3998 | 0.6077 | 0.6001 | nan | 0.5640 | 0.6513 | 0.0 | 0.5515 | 0.6480 |
0.0456 | 197.97 | 56620 | 0.1635 | 0.4017 | 0.6106 | 0.6035 | nan | 0.5695 | 0.6517 | 0.0 | 0.5566 | 0.6484 |
0.0449 | 198.04 | 56640 | 0.1630 | 0.4011 | 0.6097 | 0.6021 | nan | 0.5658 | 0.6535 | 0.0 | 0.5532 | 0.6501 |
0.0412 | 198.11 | 56660 | 0.1642 | 0.4015 | 0.6103 | 0.6027 | nan | 0.5661 | 0.6545 | 0.0 | 0.5537 | 0.6509 |
0.051 | 198.18 | 56680 | 0.1641 | 0.4023 | 0.6117 | 0.6045 | nan | 0.5701 | 0.6532 | 0.0 | 0.5573 | 0.6497 |
0.0392 | 198.25 | 56700 | 0.1631 | 0.4027 | 0.6122 | 0.6053 | nan | 0.5723 | 0.6521 | 0.0 | 0.5593 | 0.6487 |
0.0264 | 198.32 | 56720 | 0.1644 | 0.4004 | 0.6086 | 0.6009 | nan | 0.5641 | 0.6531 | 0.0 | 0.5515 | 0.6496 |
0.022 | 198.39 | 56740 | 0.1629 | 0.4007 | 0.6093 | 0.6027 | nan | 0.5709 | 0.6478 | 0.0 | 0.5578 | 0.6445 |
0.0434 | 198.46 | 56760 | 0.1634 | 0.4008 | 0.6093 | 0.6019 | nan | 0.5665 | 0.6521 | 0.0 | 0.5539 | 0.6486 |
0.0362 | 198.53 | 56780 | 0.1633 | 0.4022 | 0.6114 | 0.6041 | nan | 0.5692 | 0.6536 | 0.0 | 0.5565 | 0.6500 |
0.0429 | 198.6 | 56800 | 0.1617 | 0.4042 | 0.6146 | 0.6075 | nan | 0.5738 | 0.6554 | 0.0 | 0.5609 | 0.6517 |
0.0509 | 198.67 | 56820 | 0.1629 | 0.4029 | 0.6126 | 0.6056 | nan | 0.5720 | 0.6532 | 0.0 | 0.5590 | 0.6497 |
0.0231 | 198.74 | 56840 | 0.1634 | 0.4023 | 0.6116 | 0.6046 | nan | 0.5713 | 0.6519 | 0.0 | 0.5584 | 0.6485 |
0.0285 | 198.81 | 56860 | 0.1640 | 0.4014 | 0.6103 | 0.6032 | nan | 0.5695 | 0.6510 | 0.0 | 0.5567 | 0.6476 |
0.0389 | 198.88 | 56880 | 0.1629 | 0.4011 | 0.6097 | 0.6025 | nan | 0.5678 | 0.6516 | 0.0 | 0.5552 | 0.6481 |
0.0367 | 198.95 | 56900 | 0.1652 | 0.4032 | 0.6130 | 0.6060 | nan | 0.5723 | 0.6538 | 0.0 | 0.5595 | 0.6502 |
0.0329 | 199.02 | 56920 | 0.1658 | 0.4019 | 0.6109 | 0.6039 | nan | 0.5701 | 0.6518 | 0.0 | 0.5573 | 0.6483 |
0.0354 | 199.09 | 56940 | 0.1651 | 0.4016 | 0.6105 | 0.6031 | nan | 0.5681 | 0.6529 | 0.0 | 0.5554 | 0.6494 |
0.0381 | 199.16 | 56960 | 0.1618 | 0.4000 | 0.6080 | 0.6007 | nan | 0.5657 | 0.6503 | 0.0 | 0.5530 | 0.6469 |
0.0522 | 199.23 | 56980 | 0.1636 | 0.4035 | 0.6134 | 0.6064 | nan | 0.5729 | 0.6539 | 0.0 | 0.5601 | 0.6504 |
0.0456 | 199.3 | 57000 | 0.1622 | 0.4012 | 0.6099 | 0.6028 | nan | 0.5688 | 0.6510 | 0.0 | 0.5558 | 0.6476 |
0.0521 | 199.37 | 57020 | 0.1648 | 0.4018 | 0.6108 | 0.6034 | nan | 0.5681 | 0.6534 | 0.0 | 0.5556 | 0.6498 |
0.0326 | 199.44 | 57040 | 0.1633 | 0.4013 | 0.6102 | 0.6033 | nan | 0.5706 | 0.6498 | 0.0 | 0.5575 | 0.6465 |
0.0381 | 199.51 | 57060 | 0.1642 | 0.4023 | 0.6117 | 0.6047 | nan | 0.5712 | 0.6521 | 0.0 | 0.5584 | 0.6486 |
0.0582 | 199.58 | 57080 | 0.1632 | 0.4006 | 0.6090 | 0.6014 | nan | 0.5651 | 0.6529 | 0.0 | 0.5525 | 0.6493 |
0.0555 | 199.65 | 57100 | 0.1642 | 0.4023 | 0.6116 | 0.6042 | nan | 0.5690 | 0.6541 | 0.0 | 0.5565 | 0.6505 |
0.0309 | 199.72 | 57120 | 0.1646 | 0.4016 | 0.6105 | 0.6033 | nan | 0.5686 | 0.6524 | 0.0 | 0.5561 | 0.6488 |
0.0437 | 199.79 | 57140 | 0.1641 | 0.4017 | 0.6106 | 0.6033 | nan | 0.5686 | 0.6526 | 0.0 | 0.5561 | 0.6490 |
0.0473 | 199.86 | 57160 | 0.1637 | 0.4015 | 0.6103 | 0.6032 | nan | 0.5695 | 0.6511 | 0.0 | 0.5568 | 0.6476 |
0.0392 | 199.93 | 57180 | 0.1619 | 0.4018 | 0.6108 | 0.6035 | nan | 0.5684 | 0.6532 | 0.0 | 0.5557 | 0.6497 |
0.064 | 200.0 | 57200 | 0.1645 | 0.4027 | 0.6121 | 0.6048 | nan | 0.5696 | 0.6546 | 0.0 | 0.5571 | 0.6510 |
Framework versions
- Transformers 4.29.2
- Pytorch 2.0.0+cu117
- Datasets 2.12.0
- Tokenizers 0.13.3