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---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: wav2vec2-1b-npsc-nst
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# wav2vec2-1b-npsc-nst
This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0633
- Wer: 0.0358
## 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: 2e-05
- train_batch_size: 12
- eval_batch_size: 12
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 24
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 2000
- num_epochs: 40.0
- mixed_precision_training: Native AMP
### Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|:-------------:|:-----:|:------:|:---------------:|:------:|
| 3.2301 | 0.04 | 500 | 3.1633 | 0.9980 |
| 3.0299 | 0.08 | 1000 | 3.0472 | 0.9958 |
| 1.7041 | 0.12 | 1500 | 1.5009 | 0.7927 |
| 0.9346 | 0.16 | 2000 | 0.5483 | 0.4676 |
| 0.7126 | 0.2 | 2500 | 0.4635 | 0.3379 |
| 0.4732 | 0.24 | 3000 | 0.2517 | 0.2402 |
| 0.4312 | 0.28 | 3500 | 0.1964 | 0.1957 |
| 0.373 | 0.32 | 4000 | 0.1775 | 0.1739 |
| 0.3233 | 0.35 | 4500 | 0.1721 | 0.1597 |
| 0.2865 | 0.39 | 5000 | 0.1507 | 0.1551 |
| 0.2901 | 0.43 | 5500 | 0.1427 | 0.1413 |
| 0.2656 | 0.47 | 6000 | 0.1399 | 0.1377 |
| 0.2641 | 0.51 | 6500 | 0.1332 | 0.1310 |
| 0.2489 | 0.55 | 7000 | 0.1309 | 0.1317 |
| 0.2531 | 0.59 | 7500 | 0.1247 | 0.1291 |
| 0.2524 | 0.63 | 8000 | 0.1247 | 0.1232 |
| 0.2142 | 0.67 | 8500 | 0.1248 | 0.1270 |
| 0.2233 | 0.71 | 9000 | 0.1121 | 0.1201 |
| 0.2313 | 0.75 | 9500 | 0.1102 | 0.1161 |
| 0.2207 | 0.79 | 10000 | 0.1117 | 0.1200 |
| 0.2252 | 0.83 | 10500 | 0.1087 | 0.1162 |
| 0.208 | 0.87 | 11000 | 0.1036 | 0.1129 |
| 0.2054 | 0.91 | 11500 | 0.1009 | 0.1075 |
| 0.2008 | 0.95 | 12000 | 0.0986 | 0.1072 |
| 0.2019 | 0.98 | 12500 | 0.0983 | 0.1057 |
| 0.1957 | 1.02 | 13000 | 0.0959 | 0.1032 |
| 0.181 | 1.06 | 13500 | 0.0958 | 0.1031 |
| 0.1883 | 1.1 | 14000 | 0.0912 | 0.1013 |
| 0.1747 | 1.14 | 14500 | 0.0898 | 0.0995 |
| 0.1821 | 1.18 | 15000 | 0.0920 | 0.0990 |
| 0.1793 | 1.22 | 15500 | 0.0879 | 0.0960 |
| 0.1853 | 1.26 | 16000 | 0.0908 | 0.0953 |
| 0.1903 | 1.3 | 16500 | 0.0864 | 0.0959 |
| 0.1709 | 1.34 | 17000 | 0.0873 | 0.0970 |
| 0.1676 | 1.38 | 17500 | 0.0886 | 0.0950 |
| 0.1837 | 1.42 | 18000 | 0.0842 | 0.0932 |
| 0.1679 | 1.46 | 18500 | 0.0870 | 0.0922 |
| 0.1782 | 1.5 | 19000 | 0.0847 | 0.0908 |
| 0.1684 | 1.54 | 19500 | 0.0838 | 0.0897 |
| 0.1748 | 1.58 | 20000 | 0.0834 | 0.0874 |
| 0.1682 | 1.62 | 20500 | 0.0832 | 0.0876 |
| 0.1646 | 1.65 | 21000 | 0.0814 | 0.0884 |
| 0.1716 | 1.69 | 21500 | 0.0818 | 0.0874 |
| 0.1661 | 1.73 | 22000 | 0.0808 | 0.0865 |
| 0.1797 | 1.77 | 22500 | 0.0810 | 0.0866 |
| 0.1754 | 1.81 | 23000 | 0.0775 | 0.0854 |
| 0.1648 | 1.85 | 23500 | 0.0785 | 0.0855 |
| 0.1393 | 1.89 | 24000 | 0.0805 | 0.0873 |
| 0.1598 | 1.93 | 24500 | 0.0796 | 0.0861 |
| 0.1544 | 1.97 | 25000 | 0.0775 | 0.0844 |
| 0.1357 | 2.01 | 25500 | 0.0768 | 0.0815 |
| 0.1436 | 2.05 | 26000 | 0.0778 | 0.0820 |
| 0.1394 | 2.09 | 26500 | 0.0750 | 0.0815 |
| 0.1541 | 2.13 | 27000 | 0.0755 | 0.0806 |
| 0.1422 | 2.17 | 27500 | 0.0704 | 0.0771 |
| 0.1395 | 2.21 | 28000 | 0.0695 | 0.0744 |
| 0.1385 | 2.25 | 28500 | 0.0688 | 0.0720 |
| 0.1297 | 2.29 | 29000 | 0.0715 | 0.0735 |
| 0.1377 | 2.32 | 29500 | 0.0709 | 0.0722 |
| 0.1385 | 2.36 | 30000 | 0.0670 | 0.0718 |
| 0.154 | 2.4 | 30500 | 0.0678 | 0.0711 |
| 0.1316 | 2.44 | 31000 | 0.0664 | 0.0725 |
| 0.1413 | 2.48 | 31500 | 0.0673 | 0.0701 |
| 0.144 | 2.52 | 32000 | 0.0660 | 0.0694 |
| 0.1396 | 2.56 | 32500 | 0.0653 | 0.0687 |
| 0.1364 | 2.6 | 33000 | 0.0637 | 0.0691 |
| 0.1295 | 2.64 | 33500 | 0.0631 | 0.0688 |
| 0.1461 | 2.68 | 34000 | 0.0643 | 0.0674 |
| 0.1435 | 2.72 | 34500 | 0.0648 | 0.0681 |
| 0.1349 | 2.76 | 35000 | 0.0634 | 0.0669 |
| 0.124 | 2.8 | 35500 | 0.0643 | 0.0672 |
| 0.121 | 2.84 | 36000 | 0.0653 | 0.0677 |
| 0.1264 | 2.88 | 36500 | 0.0635 | 0.0680 |
| 0.1239 | 2.92 | 37000 | 0.0629 | 0.0655 |
| 0.1293 | 2.95 | 37500 | 0.0627 | 0.0663 |
| 0.1319 | 2.99 | 38000 | 0.0622 | 0.0669 |
| 0.121 | 3.03 | 38500 | 0.0628 | 0.0659 |
| 0.1258 | 3.07 | 39000 | 0.0615 | 0.0647 |
| 0.1312 | 3.11 | 39500 | 0.0611 | 0.0655 |
| 0.1246 | 3.15 | 40000 | 0.0635 | 0.0658 |
| 0.124 | 3.19 | 40500 | 0.0653 | 0.0673 |
| 0.1294 | 3.23 | 41000 | 0.0622 | 0.0645 |
| 0.1179 | 3.27 | 41500 | 0.0614 | 0.0639 |
| 0.1232 | 3.31 | 42000 | 0.0611 | 0.0640 |
| 0.1315 | 3.35 | 42500 | 0.0626 | 0.0638 |
| 0.2402 | 3.39 | 43000 | 0.0616 | 0.0633 |
| 0.1245 | 3.43 | 43500 | 0.0610 | 0.0639 |
| 0.1192 | 3.47 | 44000 | 0.0597 | 0.0642 |
| 0.1227 | 3.51 | 44500 | 0.0614 | 0.0644 |
| 0.1176 | 3.55 | 45000 | 0.0607 | 0.0625 |
| 0.1176 | 3.59 | 45500 | 0.0585 | 0.0620 |
| 0.1123 | 3.62 | 46000 | 0.0594 | 0.0624 |
| 0.1204 | 3.66 | 46500 | 0.0590 | 0.0635 |
| 0.1142 | 3.7 | 47000 | 0.0584 | 0.0633 |
| 0.1171 | 3.74 | 47500 | 0.0603 | 0.0624 |
| 0.1131 | 3.78 | 48000 | 0.0592 | 0.0619 |
| 0.1088 | 3.82 | 48500 | 0.0603 | 0.0615 |
| 0.1135 | 3.86 | 49000 | 0.0587 | 0.0611 |
| 0.1067 | 3.9 | 49500 | 0.0581 | 0.0620 |
| 0.1088 | 3.94 | 50000 | 0.0585 | 0.0601 |
| 0.1153 | 3.98 | 50500 | 0.0574 | 0.0618 |
| 0.1131 | 4.02 | 51000 | 0.0586 | 0.0611 |
| 0.1045 | 4.06 | 51500 | 0.0579 | 0.0605 |
| 0.1096 | 4.1 | 52000 | 0.0590 | 0.0601 |
| 0.102 | 4.14 | 52500 | 0.0590 | 0.0602 |
| 0.1019 | 4.18 | 53000 | 0.0579 | 0.0607 |
| 0.1098 | 4.22 | 53500 | 0.0591 | 0.0593 |
| 0.1105 | 4.25 | 54000 | 0.0587 | 0.0600 |
| 0.1079 | 4.29 | 54500 | 0.0585 | 0.0598 |
| 0.1017 | 4.33 | 55000 | 0.0593 | 0.0592 |
| 0.1095 | 4.37 | 55500 | 0.0569 | 0.0598 |
| 0.106 | 4.41 | 56000 | 0.0549 | 0.0597 |
| 0.1108 | 4.45 | 56500 | 0.0551 | 0.0601 |
| 0.2399 | 4.49 | 57000 | 0.0559 | 0.0585 |
| 0.1094 | 4.53 | 57500 | 0.0561 | 0.0594 |
| 0.1077 | 4.57 | 58000 | 0.0541 | 0.0598 |
| 0.1119 | 4.61 | 58500 | 0.0558 | 0.0595 |
| 0.1054 | 4.65 | 59000 | 0.0551 | 0.0601 |
| 0.1025 | 4.69 | 59500 | 0.0560 | 0.0584 |
| 0.1104 | 4.73 | 60000 | 0.0559 | 0.0591 |
| 0.1105 | 4.77 | 60500 | 0.0549 | 0.0574 |
| 0.0965 | 4.81 | 61000 | 0.0562 | 0.0576 |
| 0.1011 | 4.85 | 61500 | 0.0552 | 0.0579 |
| 0.1053 | 4.89 | 62000 | 0.0546 | 0.0576 |
| 0.1046 | 4.92 | 62500 | 0.0559 | 0.0570 |
| 0.0969 | 4.96 | 63000 | 0.0559 | 0.0579 |
| 0.1112 | 5.0 | 63500 | 0.0570 | 0.0580 |
| 0.1043 | 5.04 | 64000 | 0.0561 | 0.0570 |
| 0.0966 | 5.08 | 64500 | 0.0561 | 0.0580 |
| 0.0928 | 5.12 | 65000 | 0.0548 | 0.0573 |
| 0.0994 | 5.16 | 65500 | 0.0547 | 0.0570 |
| 0.0987 | 5.2 | 66000 | 0.0525 | 0.0590 |
| 0.1043 | 5.24 | 66500 | 0.0546 | 0.0572 |
| 0.0941 | 5.28 | 67000 | 0.0551 | 0.0573 |
| 0.1073 | 5.32 | 67500 | 0.0528 | 0.0577 |
| 0.0976 | 5.36 | 68000 | 0.0541 | 0.0579 |
| 0.0993 | 5.4 | 68500 | 0.0561 | 0.0574 |
| 0.1001 | 5.44 | 69000 | 0.0537 | 0.0568 |
| 0.0961 | 5.48 | 69500 | 0.0546 | 0.0578 |
| 0.0944 | 5.52 | 70000 | 0.0532 | 0.0564 |
| 0.0991 | 5.56 | 70500 | 0.0524 | 0.0567 |
| 0.1047 | 5.59 | 71000 | 0.0533 | 0.0575 |
| 0.0927 | 5.63 | 71500 | 0.0528 | 0.0572 |
| 0.1031 | 5.67 | 72000 | 0.0534 | 0.0556 |
| 0.102 | 5.71 | 72500 | 0.0528 | 0.0562 |
| 0.0936 | 5.75 | 73000 | 0.0528 | 0.0559 |
| 0.0954 | 5.79 | 73500 | 0.0512 | 0.0544 |
| 0.1025 | 5.83 | 74000 | 0.0534 | 0.0558 |
| 0.0934 | 5.87 | 74500 | 0.0519 | 0.0556 |
| 0.1 | 5.91 | 75000 | 0.0516 | 0.0554 |
| 0.0941 | 5.95 | 75500 | 0.0528 | 0.0553 |
| 0.0902 | 5.99 | 76000 | 0.0514 | 0.0551 |
| 0.0988 | 6.03 | 76500 | 0.0536 | 0.0550 |
| 0.0904 | 6.07 | 77000 | 0.0536 | 0.0554 |
| 0.0925 | 6.11 | 77500 | 0.0546 | 0.0553 |
| 0.0938 | 6.15 | 78000 | 0.0528 | 0.0548 |
| 0.0909 | 6.19 | 78500 | 0.0551 | 0.0549 |
| 0.0879 | 6.22 | 79000 | 0.0536 | 0.0549 |
| 0.0878 | 6.26 | 79500 | 0.0538 | 0.0556 |
| 0.0888 | 6.3 | 80000 | 0.0536 | 0.0549 |
| 0.0811 | 6.34 | 80500 | 0.0540 | 0.0565 |
| 0.0934 | 6.38 | 81000 | 0.0530 | 0.0553 |
| 0.0884 | 6.42 | 81500 | 0.0540 | 0.0547 |
| 0.0908 | 6.46 | 82000 | 0.0513 | 0.0539 |
| 0.0932 | 6.5 | 82500 | 0.0541 | 0.0547 |
| 0.097 | 6.54 | 83000 | 0.0519 | 0.0547 |
| 0.1023 | 6.58 | 83500 | 0.0527 | 0.0538 |
| 0.0862 | 6.62 | 84000 | 0.0516 | 0.0542 |
| 0.0882 | 6.66 | 84500 | 0.0532 | 0.0544 |
| 0.0947 | 6.7 | 85000 | 0.0520 | 0.0536 |
| 0.0891 | 6.74 | 85500 | 0.0524 | 0.0539 |
| 0.097 | 6.78 | 86000 | 0.0513 | 0.0535 |
| 0.0935 | 6.82 | 86500 | 0.0527 | 0.0541 |
| 0.0882 | 6.86 | 87000 | 0.0522 | 0.0539 |
| 0.0873 | 6.89 | 87500 | 0.0529 | 0.0532 |
| 0.0944 | 6.93 | 88000 | 0.0484 | 0.0530 |
| 0.0908 | 6.97 | 88500 | 0.0501 | 0.0542 |
| 0.0843 | 7.01 | 89000 | 0.0510 | 0.0537 |
| 0.0885 | 7.05 | 89500 | 0.0544 | 0.0536 |
| 0.0878 | 7.09 | 90000 | 0.0508 | 0.0529 |
| 0.083 | 7.13 | 90500 | 0.0500 | 0.0523 |
| 0.086 | 7.17 | 91000 | 0.0520 | 0.0531 |
| 0.0843 | 7.21 | 91500 | 0.0524 | 0.0544 |
| 0.079 | 7.25 | 92000 | 0.0517 | 0.0537 |
| 0.0806 | 7.29 | 92500 | 0.0513 | 0.0531 |
| 0.0758 | 7.33 | 93000 | 0.0518 | 0.0525 |
| 0.0865 | 7.37 | 93500 | 0.0518 | 0.0533 |
| 0.0872 | 7.41 | 94000 | 0.0515 | 0.0536 |
| 0.0795 | 7.45 | 94500 | 0.0518 | 0.0529 |
| 0.0939 | 7.49 | 95000 | 0.0504 | 0.0524 |
| 0.0856 | 7.52 | 95500 | 0.0519 | 0.0523 |
| 0.0894 | 7.56 | 96000 | 0.0506 | 0.0525 |
| 0.0794 | 7.6 | 96500 | 0.0520 | 0.0516 |
| 0.0839 | 7.64 | 97000 | 0.0527 | 0.0518 |
| 0.0873 | 7.68 | 97500 | 0.0518 | 0.0524 |
| 0.0793 | 7.72 | 98000 | 0.0509 | 0.0522 |
| 0.0762 | 7.76 | 98500 | 0.0517 | 0.0525 |
| 0.0881 | 7.8 | 99000 | 0.0502 | 0.0517 |
| 0.0832 | 7.84 | 99500 | 0.0504 | 0.0522 |
| 0.0777 | 7.88 | 100000 | 0.0502 | 0.0518 |
| 0.0844 | 7.92 | 100500 | 0.0512 | 0.0511 |
| 0.0848 | 7.96 | 101000 | 0.0493 | 0.0520 |
| 0.0926 | 8.0 | 101500 | 0.0478 | 0.0520 |
| 0.0767 | 8.04 | 102000 | 0.0492 | 0.0522 |
| 0.082 | 8.08 | 102500 | 0.0502 | 0.0514 |
| 0.0767 | 8.12 | 103000 | 0.0508 | 0.0509 |
| 0.072 | 8.16 | 103500 | 0.0510 | 0.0511 |
| 0.0813 | 8.19 | 104000 | 0.0503 | 0.0510 |
| 0.0737 | 8.23 | 104500 | 0.0488 | 0.0524 |
| 0.0782 | 8.27 | 105000 | 0.0494 | 0.0513 |
| 0.0763 | 8.31 | 105500 | 0.0498 | 0.0507 |
| 0.0789 | 8.35 | 106000 | 0.0505 | 0.0509 |
| 0.0755 | 8.39 | 106500 | 0.0508 | 0.0511 |
| 0.0718 | 8.43 | 107000 | 0.0513 | 0.0504 |
| 0.0784 | 8.47 | 107500 | 0.0492 | 0.0505 |
| 0.071 | 8.51 | 108000 | 0.0480 | 0.0504 |
| 0.0827 | 8.55 | 108500 | 0.0488 | 0.0506 |
| 0.0746 | 8.59 | 109000 | 0.0501 | 0.0510 |
| 0.0772 | 8.63 | 109500 | 0.0496 | 0.0501 |
| 0.0712 | 8.67 | 110000 | 0.0509 | 0.0509 |
| 0.0799 | 8.71 | 110500 | 0.0496 | 0.0511 |
| 0.0895 | 8.75 | 111000 | 0.0494 | 0.0508 |
| 0.0799 | 8.79 | 111500 | 0.0481 | 0.0507 |
| 0.084 | 8.83 | 112000 | 0.0488 | 0.0510 |
| 0.0811 | 8.86 | 112500 | 0.0489 | 0.0511 |
| 0.0842 | 8.9 | 113000 | 0.0490 | 0.0513 |
| 0.0701 | 8.94 | 113500 | 0.0489 | 0.0507 |
| 0.0893 | 8.98 | 114000 | 0.0473 | 0.0500 |
| 0.0654 | 9.02 | 114500 | 0.0500 | 0.0504 |
| 0.0774 | 9.06 | 115000 | 0.0501 | 0.0511 |
| 0.0691 | 9.1 | 115500 | 0.0513 | 0.0505 |
| 0.0724 | 9.14 | 116000 | 0.0506 | 0.0500 |
| 0.0721 | 9.18 | 116500 | 0.0502 | 0.0507 |
| 0.0715 | 9.22 | 117000 | 0.0501 | 0.0503 |
| 0.0768 | 9.26 | 117500 | 0.0496 | 0.0495 |
| 0.0758 | 9.3 | 118000 | 0.0491 | 0.0499 |
| 0.0681 | 9.34 | 118500 | 0.0484 | 0.0493 |
| 0.0835 | 9.38 | 119000 | 0.0504 | 0.0496 |
| 0.0775 | 9.42 | 119500 | 0.0500 | 0.0496 |
| 0.0797 | 9.46 | 120000 | 0.0492 | 0.0499 |
| 0.0736 | 9.49 | 120500 | 0.0502 | 0.0502 |
| 0.0704 | 9.53 | 121000 | 0.0497 | 0.0499 |
| 0.0735 | 9.57 | 121500 | 0.0505 | 0.0504 |
| 0.0712 | 9.61 | 122000 | 0.0489 | 0.0495 |
| 0.068 | 9.65 | 122500 | 0.0491 | 0.0496 |
| 0.0779 | 9.69 | 123000 | 0.0497 | 0.0493 |
| 0.0768 | 9.73 | 123500 | 0.0494 | 0.0496 |
| 0.0761 | 9.77 | 124000 | 0.0505 | 0.0498 |
| 0.0707 | 9.81 | 124500 | 0.0504 | 0.0493 |
| 0.0776 | 9.85 | 125000 | 0.0482 | 0.0494 |
| 0.0713 | 9.89 | 125500 | 0.0477 | 0.0490 |
| 0.0789 | 9.93 | 126000 | 0.0489 | 0.0499 |
| 0.0713 | 9.97 | 126500 | 0.0484 | 0.0497 |
| 0.0777 | 10.01 | 127000 | 0.0487 | 0.0493 |
| 0.0599 | 10.05 | 127500 | 0.0509 | 0.0496 |
| 0.0631 | 10.09 | 128000 | 0.0498 | 0.0501 |
| 0.0648 | 10.13 | 128500 | 0.0497 | 0.0493 |
| 0.0611 | 10.16 | 129000 | 0.0498 | 0.0490 |
| 0.0756 | 10.2 | 129500 | 0.0484 | 0.0492 |
| 0.0721 | 10.24 | 130000 | 0.0506 | 0.0489 |
| 0.0748 | 10.28 | 130500 | 0.0502 | 0.0487 |
| 0.0678 | 10.32 | 131000 | 0.0497 | 0.0490 |
| 0.0667 | 10.36 | 131500 | 0.0506 | 0.0489 |
| 0.0703 | 10.4 | 132000 | 0.0504 | 0.0485 |
| 0.0737 | 10.44 | 132500 | 0.0495 | 0.0491 |
| 0.0706 | 10.48 | 133000 | 0.0489 | 0.0492 |
| 0.0761 | 10.52 | 133500 | 0.0487 | 0.0492 |
| 0.0694 | 10.56 | 134000 | 0.0489 | 0.0485 |
| 0.0632 | 10.6 | 134500 | 0.0488 | 0.0487 |
| 0.0774 | 10.64 | 135000 | 0.0488 | 0.0480 |
| 0.0681 | 10.68 | 135500 | 0.0479 | 0.0482 |
| 0.0653 | 10.72 | 136000 | 0.0499 | 0.0486 |
| 0.0666 | 10.76 | 136500 | 0.0478 | 0.0488 |
| 0.0796 | 10.8 | 137000 | 0.0491 | 0.0481 |
| 0.0717 | 10.83 | 137500 | 0.0486 | 0.0481 |
| 0.0666 | 10.87 | 138000 | 0.0484 | 0.0493 |
| 0.0661 | 10.91 | 138500 | 0.0475 | 0.0480 |
| 0.0646 | 10.95 | 139000 | 0.0491 | 0.0486 |
| 0.0705 | 10.99 | 139500 | 0.0482 | 0.0487 |
| 0.0647 | 11.03 | 140000 | 0.0497 | 0.0477 |
| 0.0577 | 11.07 | 140500 | 0.0496 | 0.0478 |
| 0.0769 | 11.11 | 141000 | 0.0502 | 0.0482 |
| 0.0653 | 11.15 | 141500 | 0.0502 | 0.0474 |
| 0.0613 | 11.19 | 142000 | 0.0485 | 0.0473 |
| 0.0666 | 11.23 | 142500 | 0.0489 | 0.0479 |
| 0.0633 | 11.27 | 143000 | 0.0508 | 0.0478 |
| 0.0632 | 11.31 | 143500 | 0.0482 | 0.0480 |
| 0.0672 | 11.35 | 144000 | 0.0480 | 0.0487 |
| 0.0662 | 11.39 | 144500 | 0.0478 | 0.0476 |
| 0.0689 | 11.43 | 145000 | 0.0486 | 0.0473 |
| 0.0615 | 11.46 | 145500 | 0.0485 | 0.0470 |
| 0.0651 | 11.5 | 146000 | 0.0497 | 0.0485 |
| 0.0708 | 11.54 | 146500 | 0.0486 | 0.0474 |
| 0.0595 | 11.58 | 147000 | 0.0476 | 0.0473 |
| 0.0643 | 11.62 | 147500 | 0.0499 | 0.0482 |
| 0.0668 | 11.66 | 148000 | 0.0499 | 0.0473 |
| 0.0633 | 11.7 | 148500 | 0.0481 | 0.0471 |
| 0.0636 | 11.74 | 149000 | 0.0501 | 0.0477 |
| 0.0615 | 11.78 | 149500 | 0.0488 | 0.0476 |
| 0.0599 | 11.82 | 150000 | 0.0474 | 0.0469 |
| 0.0714 | 11.86 | 150500 | 0.0475 | 0.0477 |
| 0.0753 | 11.9 | 151000 | 0.0471 | 0.0463 |
| 0.061 | 11.94 | 151500 | 0.0472 | 0.0478 |
| 0.0692 | 11.98 | 152000 | 0.0472 | 0.0471 |
| 0.0682 | 12.02 | 152500 | 0.0484 | 0.0470 |
| 0.0643 | 12.06 | 153000 | 0.0480 | 0.0476 |
| 0.0651 | 12.1 | 153500 | 0.0470 | 0.0470 |
| 0.0616 | 12.13 | 154000 | 0.0502 | 0.0467 |
| 0.0545 | 12.17 | 154500 | 0.0491 | 0.0463 |
| 0.0547 | 12.21 | 155000 | 0.0492 | 0.0472 |
| 0.0574 | 12.25 | 155500 | 0.0498 | 0.0464 |
| 0.0585 | 12.29 | 156000 | 0.0482 | 0.0462 |
| 0.058 | 12.33 | 156500 | 0.0479 | 0.0460 |
| 0.067 | 12.37 | 157000 | 0.0468 | 0.0465 |
| 0.0656 | 12.41 | 157500 | 0.0487 | 0.0468 |
| 0.0591 | 12.45 | 158000 | 0.0489 | 0.0465 |
| 0.067 | 12.49 | 158500 | 0.0489 | 0.0467 |
| 0.0553 | 12.53 | 159000 | 0.0510 | 0.0463 |
| 0.0649 | 12.57 | 159500 | 0.0481 | 0.0465 |
| 0.0609 | 12.61 | 160000 | 0.0473 | 0.0460 |
| 0.063 | 12.65 | 160500 | 0.0471 | 0.0463 |
| 0.0602 | 12.69 | 161000 | 0.0468 | 0.0465 |
| 0.0631 | 12.73 | 161500 | 0.0470 | 0.0462 |
| 0.0603 | 12.76 | 162000 | 0.0481 | 0.0459 |
| 0.0607 | 12.8 | 162500 | 0.0485 | 0.0456 |
| 0.0571 | 12.84 | 163000 | 0.0492 | 0.0467 |
| 0.0636 | 12.88 | 163500 | 0.0484 | 0.0454 |
| 0.0614 | 12.92 | 164000 | 0.0493 | 0.0462 |
| 0.0601 | 12.96 | 164500 | 0.0481 | 0.0463 |
| 0.0647 | 13.0 | 165000 | 0.0499 | 0.0463 |
| 0.0551 | 13.04 | 165500 | 0.0487 | 0.0456 |
| 0.0531 | 13.08 | 166000 | 0.0503 | 0.0456 |
| 0.0526 | 13.12 | 166500 | 0.0475 | 0.0455 |
| 0.054 | 13.16 | 167000 | 0.0483 | 0.0463 |
| 0.0521 | 13.2 | 167500 | 0.0489 | 0.0459 |
| 0.0643 | 13.24 | 168000 | 0.0493 | 0.0463 |
| 0.0517 | 13.28 | 168500 | 0.0474 | 0.0459 |
| 0.0678 | 13.32 | 169000 | 0.0477 | 0.0462 |
| 0.0692 | 13.36 | 169500 | 0.0488 | 0.0456 |
| 0.0604 | 13.4 | 170000 | 0.0488 | 0.0459 |
| 0.0593 | 13.43 | 170500 | 0.0475 | 0.0463 |
| 0.0546 | 13.47 | 171000 | 0.0486 | 0.0461 |
| 0.0596 | 13.51 | 171500 | 0.0473 | 0.0463 |
| 0.058 | 13.55 | 172000 | 0.0490 | 0.0457 |
| 0.0601 | 13.59 | 172500 | 0.0498 | 0.0463 |
| 0.0523 | 13.63 | 173000 | 0.0492 | 0.0469 |
| 0.1803 | 13.67 | 173500 | 0.0475 | 0.0464 |
| 0.0542 | 13.71 | 174000 | 0.0486 | 0.0457 |
| 0.0579 | 13.75 | 174500 | 0.0489 | 0.0462 |
| 0.062 | 13.79 | 175000 | 0.0477 | 0.0462 |
| 0.0608 | 13.83 | 175500 | 0.0497 | 0.0458 |
| 0.059 | 13.87 | 176000 | 0.0484 | 0.0456 |
| 0.0588 | 13.91 | 176500 | 0.0489 | 0.0459 |
| 0.0633 | 13.95 | 177000 | 0.0490 | 0.0462 |
| 0.0522 | 13.99 | 177500 | 0.0474 | 0.0458 |
| 0.0464 | 14.03 | 178000 | 0.0483 | 0.0454 |
| 0.0546 | 14.07 | 178500 | 0.0485 | 0.0446 |
| 0.056 | 14.1 | 179000 | 0.0488 | 0.0454 |
| 0.0633 | 14.14 | 179500 | 0.0472 | 0.0458 |
| 0.0601 | 14.18 | 180000 | 0.0480 | 0.0450 |
| 0.0598 | 14.22 | 180500 | 0.0487 | 0.0447 |
| 0.0539 | 14.26 | 181000 | 0.0484 | 0.0455 |
| 0.058 | 14.3 | 181500 | 0.0483 | 0.0454 |
| 0.0557 | 14.34 | 182000 | 0.0490 | 0.0459 |
| 0.0569 | 14.38 | 182500 | 0.0491 | 0.0458 |
| 0.0614 | 14.42 | 183000 | 0.0503 | 0.0462 |
| 0.0596 | 14.46 | 183500 | 0.0493 | 0.0458 |
| 0.0547 | 14.5 | 184000 | 0.0491 | 0.0454 |
| 0.0536 | 14.54 | 184500 | 0.0497 | 0.0450 |
| 0.0598 | 14.58 | 185000 | 0.0483 | 0.0457 |
| 0.0555 | 14.62 | 185500 | 0.0486 | 0.0452 |
| 0.0634 | 14.66 | 186000 | 0.0468 | 0.0450 |
| 0.0649 | 14.7 | 186500 | 0.0493 | 0.0448 |
| 0.0646 | 14.73 | 187000 | 0.0481 | 0.0451 |
| 0.0551 | 14.77 | 187500 | 0.0505 | 0.0453 |
| 0.0649 | 14.81 | 188000 | 0.0482 | 0.0446 |
| 0.0664 | 14.85 | 188500 | 0.0484 | 0.0446 |
| 0.0544 | 14.89 | 189000 | 0.0483 | 0.0451 |
| 0.0579 | 14.93 | 189500 | 0.0476 | 0.0444 |
| 0.0554 | 14.97 | 190000 | 0.0475 | 0.0449 |
| 0.0498 | 15.01 | 190500 | 0.0504 | 0.0449 |
| 0.0508 | 15.05 | 191000 | 0.0491 | 0.0447 |
| 0.0568 | 15.09 | 191500 | 0.0482 | 0.0446 |
| 0.0572 | 15.13 | 192000 | 0.0479 | 0.0450 |
| 0.0527 | 15.17 | 192500 | 0.0492 | 0.0449 |
| 0.0515 | 15.21 | 193000 | 0.0499 | 0.0457 |
| 0.053 | 15.25 | 193500 | 0.0490 | 0.0446 |
| 0.0479 | 15.29 | 194000 | 0.0510 | 0.0449 |
| 0.0545 | 15.33 | 194500 | 0.0499 | 0.0448 |
| 0.0518 | 15.37 | 195000 | 0.0497 | 0.0444 |
| 0.0476 | 15.4 | 195500 | 0.0489 | 0.0446 |
| 0.054 | 15.44 | 196000 | 0.0494 | 0.0438 |
| 0.0562 | 15.48 | 196500 | 0.0491 | 0.0443 |
| 0.058 | 15.52 | 197000 | 0.0481 | 0.0439 |
| 0.0546 | 15.56 | 197500 | 0.0491 | 0.0447 |
| 0.0448 | 15.6 | 198000 | 0.0504 | 0.0445 |
| 0.0588 | 15.64 | 198500 | 0.0487 | 0.0438 |
| 0.0555 | 15.68 | 199000 | 0.0486 | 0.0438 |
| 0.052 | 15.72 | 199500 | 0.0491 | 0.0439 |
| 0.052 | 15.76 | 200000 | 0.0486 | 0.0442 |
| 0.0551 | 15.8 | 200500 | 0.0481 | 0.0441 |
| 0.0548 | 15.84 | 201000 | 0.0482 | 0.0442 |
| 0.0535 | 15.88 | 201500 | 0.0464 | 0.0445 |
| 0.0539 | 15.92 | 202000 | 0.0478 | 0.0443 |
| 0.0482 | 15.96 | 202500 | 0.0498 | 0.0440 |
| 0.0513 | 16.0 | 203000 | 0.0475 | 0.0441 |
| 0.051 | 16.03 | 203500 | 0.0485 | 0.0437 |
| 0.0524 | 16.07 | 204000 | 0.0500 | 0.0439 |
| 0.0578 | 16.11 | 204500 | 0.0478 | 0.0441 |
| 0.0528 | 16.15 | 205000 | 0.0480 | 0.0433 |
| 0.0515 | 16.19 | 205500 | 0.0490 | 0.0439 |
| 0.0516 | 16.23 | 206000 | 0.0490 | 0.0440 |
| 0.0476 | 16.27 | 206500 | 0.0488 | 0.0440 |
| 0.0504 | 16.31 | 207000 | 0.0485 | 0.0438 |
| 0.052 | 16.35 | 207500 | 0.0488 | 0.0447 |
| 0.1711 | 16.39 | 208000 | 0.0501 | 0.0444 |
| 0.0512 | 16.43 | 208500 | 0.0498 | 0.0443 |
| 0.0507 | 16.47 | 209000 | 0.0472 | 0.0443 |
| 0.0536 | 16.51 | 209500 | 0.0490 | 0.0438 |
| 0.0546 | 16.55 | 210000 | 0.0508 | 0.0436 |
| 0.046 | 16.59 | 210500 | 0.0482 | 0.0442 |
| 0.0504 | 16.63 | 211000 | 0.0474 | 0.0437 |
| 0.0584 | 16.67 | 211500 | 0.0480 | 0.0437 |
| 0.0525 | 16.7 | 212000 | 0.0487 | 0.0429 |
| 0.0482 | 16.74 | 212500 | 0.0479 | 0.0438 |
| 0.054 | 16.78 | 213000 | 0.0494 | 0.0435 |
| 0.0472 | 16.82 | 213500 | 0.0502 | 0.0436 |
| 0.0445 | 16.86 | 214000 | 0.0498 | 0.0446 |
| 0.0518 | 16.9 | 214500 | 0.0489 | 0.0436 |
| 0.0511 | 16.94 | 215000 | 0.0480 | 0.0435 |
| 0.049 | 16.98 | 215500 | 0.0497 | 0.0441 |
| 0.0448 | 17.02 | 216000 | 0.0496 | 0.0434 |
| 0.0489 | 17.06 | 216500 | 0.0488 | 0.0441 |
| 0.0516 | 17.1 | 217000 | 0.0489 | 0.0440 |
| 0.0486 | 17.14 | 217500 | 0.0511 | 0.0436 |
| 0.0525 | 17.18 | 218000 | 0.0495 | 0.0442 |
| 0.0491 | 17.22 | 218500 | 0.0512 | 0.0439 |
| 0.0469 | 17.26 | 219000 | 0.0512 | 0.0441 |
| 0.0469 | 17.3 | 219500 | 0.0485 | 0.0440 |
| 0.0575 | 17.34 | 220000 | 0.0490 | 0.0435 |
| 0.0439 | 17.37 | 220500 | 0.0515 | 0.0438 |
| 0.051 | 17.41 | 221000 | 0.0498 | 0.0442 |
| 0.0607 | 17.45 | 221500 | 0.0490 | 0.0440 |
| 0.0512 | 17.49 | 222000 | 0.0505 | 0.0441 |
| 0.0496 | 17.53 | 222500 | 0.0494 | 0.0442 |
| 0.0466 | 17.57 | 223000 | 0.0508 | 0.0438 |
| 0.0484 | 17.61 | 223500 | 0.0498 | 0.0434 |
| 0.0458 | 17.65 | 224000 | 0.0506 | 0.0432 |
| 0.0539 | 17.69 | 224500 | 0.0492 | 0.0432 |
| 0.0455 | 17.73 | 225000 | 0.0508 | 0.0432 |
| 0.0484 | 17.77 | 225500 | 0.0511 | 0.0430 |
| 0.0493 | 17.81 | 226000 | 0.0496 | 0.0428 |
| 0.0453 | 17.85 | 226500 | 0.0498 | 0.0431 |
| 0.0448 | 17.89 | 227000 | 0.0509 | 0.0429 |
| 0.0494 | 17.93 | 227500 | 0.0489 | 0.0433 |
| 0.0489 | 17.97 | 228000 | 0.0494 | 0.0431 |
| 0.0455 | 18.0 | 228500 | 0.0505 | 0.0427 |
| 0.0479 | 18.04 | 229000 | 0.0523 | 0.0423 |
| 0.0448 | 18.08 | 229500 | 0.0513 | 0.0427 |
| 0.0466 | 18.12 | 230000 | 0.0500 | 0.0424 |
| 0.0506 | 18.16 | 230500 | 0.0501 | 0.0429 |
| 0.051 | 18.2 | 231000 | 0.0488 | 0.0431 |
| 0.0455 | 18.24 | 231500 | 0.0525 | 0.0436 |
| 0.0446 | 18.28 | 232000 | 0.0513 | 0.0426 |
| 0.0427 | 18.32 | 232500 | 0.0493 | 0.0426 |
| 0.0499 | 18.36 | 233000 | 0.0511 | 0.0426 |
| 0.0558 | 18.4 | 233500 | 0.0521 | 0.0424 |
| 0.0412 | 18.44 | 234000 | 0.0501 | 0.0424 |
| 0.0472 | 18.48 | 234500 | 0.0495 | 0.0429 |
| 0.049 | 18.52 | 235000 | 0.0506 | 0.0425 |
| 0.0455 | 18.56 | 235500 | 0.0492 | 0.0426 |
| 0.0475 | 18.6 | 236000 | 0.0502 | 0.0430 |
| 0.0464 | 18.64 | 236500 | 0.0489 | 0.0424 |
| 0.047 | 18.67 | 237000 | 0.0477 | 0.0425 |
| 0.0523 | 18.71 | 237500 | 0.0499 | 0.0423 |
| 0.0458 | 18.75 | 238000 | 0.0492 | 0.0427 |
| 0.0443 | 18.79 | 238500 | 0.0486 | 0.0426 |
| 0.0446 | 18.83 | 239000 | 0.0503 | 0.0425 |
| 0.049 | 18.87 | 239500 | 0.0504 | 0.0425 |
| 0.049 | 18.91 | 240000 | 0.0496 | 0.0419 |
| 0.049 | 18.95 | 240500 | 0.0510 | 0.0423 |
| 0.0527 | 18.99 | 241000 | 0.0488 | 0.0423 |
| 0.041 | 19.03 | 241500 | 0.0518 | 0.0424 |
| 0.0449 | 19.07 | 242000 | 0.0516 | 0.0422 |
| 0.044 | 19.11 | 242500 | 0.0528 | 0.0423 |
| 0.0402 | 19.15 | 243000 | 0.0509 | 0.0419 |
| 0.0384 | 19.19 | 243500 | 0.0511 | 0.0424 |
| 0.0483 | 19.23 | 244000 | 0.0513 | 0.0423 |
| 0.0409 | 19.27 | 244500 | 0.0515 | 0.0429 |
| 0.0445 | 19.31 | 245000 | 0.0515 | 0.0421 |
| 0.0434 | 19.34 | 245500 | 0.0508 | 0.0428 |
| 0.0462 | 19.38 | 246000 | 0.0497 | 0.0424 |
| 0.0474 | 19.42 | 246500 | 0.0490 | 0.0421 |
| 0.0462 | 19.46 | 247000 | 0.0495 | 0.0425 |
| 0.0495 | 19.5 | 247500 | 0.0509 | 0.0429 |
| 0.0403 | 19.54 | 248000 | 0.0522 | 0.0428 |
| 0.0418 | 19.58 | 248500 | 0.0505 | 0.0421 |
| 0.0429 | 19.62 | 249000 | 0.0509 | 0.0424 |
| 0.0396 | 19.66 | 249500 | 0.0508 | 0.0419 |
| 0.0412 | 19.7 | 250000 | 0.0522 | 0.0420 |
| 0.041 | 19.74 | 250500 | 0.0513 | 0.0421 |
| 0.0471 | 19.78 | 251000 | 0.0495 | 0.0419 |
| 0.0426 | 19.82 | 251500 | 0.0490 | 0.0420 |
| 0.0484 | 19.86 | 252000 | 0.0483 | 0.0421 |
| 0.0456 | 19.9 | 252500 | 0.0511 | 0.0421 |
| 0.04 | 19.94 | 253000 | 0.0528 | 0.0417 |
| 0.0434 | 19.97 | 253500 | 0.0509 | 0.0415 |
| 0.0413 | 20.01 | 254000 | 0.0510 | 0.0419 |
| 0.0397 | 20.05 | 254500 | 0.0514 | 0.0420 |
| 0.0395 | 20.09 | 255000 | 0.0529 | 0.0419 |
| 0.0427 | 20.13 | 255500 | 0.0514 | 0.0420 |
| 0.0393 | 20.17 | 256000 | 0.0524 | 0.0423 |
| 0.0409 | 20.21 | 256500 | 0.0524 | 0.0421 |
| 0.0438 | 20.25 | 257000 | 0.0533 | 0.0422 |
| 0.0393 | 20.29 | 257500 | 0.0518 | 0.0421 |
| 0.0434 | 20.33 | 258000 | 0.0526 | 0.0420 |
| 0.043 | 20.37 | 258500 | 0.0517 | 0.0423 |
| 0.0464 | 20.41 | 259000 | 0.0518 | 0.0425 |
| 0.0392 | 20.45 | 259500 | 0.0520 | 0.0417 |
| 0.0438 | 20.49 | 260000 | 0.0523 | 0.0417 |
| 0.0437 | 20.53 | 260500 | 0.0514 | 0.0416 |
| 0.0461 | 20.57 | 261000 | 0.0524 | 0.0418 |
| 0.0456 | 20.61 | 261500 | 0.0515 | 0.0423 |
| 0.0426 | 20.64 | 262000 | 0.0517 | 0.0422 |
| 0.0403 | 20.68 | 262500 | 0.0515 | 0.0418 |
| 0.0385 | 20.72 | 263000 | 0.0522 | 0.0421 |
| 0.0397 | 20.76 | 263500 | 0.0512 | 0.0420 |
| 0.1716 | 20.8 | 264000 | 0.0508 | 0.0422 |
| 0.0378 | 20.84 | 264500 | 0.0521 | 0.0419 |
| 0.0398 | 20.88 | 265000 | 0.0517 | 0.0418 |
| 0.0444 | 20.92 | 265500 | 0.0492 | 0.0416 |
| 0.0385 | 20.96 | 266000 | 0.0518 | 0.0413 |
| 0.0462 | 21.0 | 266500 | 0.0506 | 0.0416 |
| 0.0386 | 21.04 | 267000 | 0.0520 | 0.0411 |
| 0.0345 | 21.08 | 267500 | 0.0538 | 0.0415 |
| 0.0435 | 21.12 | 268000 | 0.0567 | 0.0416 |
| 0.038 | 21.16 | 268500 | 0.0547 | 0.0416 |
| 0.0399 | 21.2 | 269000 | 0.0531 | 0.0415 |
| 0.0453 | 21.24 | 269500 | 0.0525 | 0.0415 |
| 0.037 | 21.27 | 270000 | 0.0541 | 0.0415 |
| 0.0404 | 21.31 | 270500 | 0.0543 | 0.0410 |
| 0.0418 | 21.35 | 271000 | 0.0548 | 0.0412 |
| 0.0384 | 21.39 | 271500 | 0.0548 | 0.0414 |
| 0.0439 | 21.43 | 272000 | 0.0526 | 0.0412 |
| 0.0398 | 21.47 | 272500 | 0.0520 | 0.0416 |
| 0.0396 | 21.51 | 273000 | 0.0525 | 0.0409 |
| 0.0427 | 21.55 | 273500 | 0.0529 | 0.0416 |
| 0.0448 | 21.59 | 274000 | 0.0514 | 0.0412 |
| 0.0384 | 21.63 | 274500 | 0.0531 | 0.0416 |
| 0.0432 | 21.67 | 275000 | 0.0526 | 0.0412 |
| 0.0361 | 21.71 | 275500 | 0.0530 | 0.0413 |
| 0.0416 | 21.75 | 276000 | 0.0500 | 0.0412 |
| 0.0374 | 21.79 | 276500 | 0.0511 | 0.0414 |
| 0.0373 | 21.83 | 277000 | 0.0522 | 0.0413 |
| 0.0399 | 21.87 | 277500 | 0.0533 | 0.0416 |
| 0.0409 | 21.91 | 278000 | 0.0517 | 0.0416 |
| 0.0391 | 21.94 | 278500 | 0.0497 | 0.0411 |
| 0.0424 | 21.98 | 279000 | 0.0520 | 0.0414 |
| 0.0426 | 22.02 | 279500 | 0.0547 | 0.0414 |
| 0.0434 | 22.06 | 280000 | 0.0509 | 0.0429 |
| 0.0368 | 22.1 | 280500 | 0.0527 | 0.0415 |
| 0.0411 | 22.14 | 281000 | 0.0546 | 0.0428 |
| 0.0398 | 22.18 | 281500 | 0.0553 | 0.0427 |
| 0.0455 | 22.22 | 282000 | 0.0541 | 0.0432 |
| 0.0402 | 22.26 | 282500 | 0.0554 | 0.0423 |
| 0.0404 | 22.3 | 283000 | 0.0541 | 0.0419 |
| 0.0369 | 22.34 | 283500 | 0.0529 | 0.0419 |
| 0.0386 | 22.38 | 284000 | 0.0532 | 0.0413 |
| 0.0343 | 22.42 | 284500 | 0.0540 | 0.0408 |
| 0.0357 | 22.46 | 285000 | 0.0523 | 0.0416 |
| 0.0447 | 22.5 | 285500 | 0.0531 | 0.0415 |
| 0.0363 | 22.54 | 286000 | 0.0555 | 0.0416 |
| 0.0332 | 22.58 | 286500 | 0.0538 | 0.0412 |
| 0.0347 | 22.61 | 287000 | 0.0537 | 0.0413 |
| 0.0405 | 22.65 | 287500 | 0.0518 | 0.0418 |
| 0.0342 | 22.69 | 288000 | 0.0545 | 0.0411 |
| 0.0382 | 22.73 | 288500 | 0.0529 | 0.0416 |
| 0.0341 | 22.77 | 289000 | 0.0534 | 0.0412 |
| 0.038 | 22.81 | 289500 | 0.0535 | 0.0408 |
| 0.0386 | 22.85 | 290000 | 0.0545 | 0.0412 |
| 0.0388 | 22.89 | 290500 | 0.0518 | 0.0416 |
| 0.0394 | 22.93 | 291000 | 0.0537 | 0.0412 |
| 0.035 | 22.97 | 291500 | 0.0545 | 0.0421 |
| 0.0337 | 23.01 | 292000 | 0.0541 | 0.0410 |
| 0.0381 | 23.05 | 292500 | 0.0538 | 0.0408 |
| 0.0377 | 23.09 | 293000 | 0.0549 | 0.0415 |
| 0.0359 | 23.13 | 293500 | 0.0545 | 0.0412 |
| 0.0389 | 23.17 | 294000 | 0.0538 | 0.0413 |
| 0.0327 | 23.21 | 294500 | 0.0539 | 0.0410 |
| 0.0444 | 23.24 | 295000 | 0.0526 | 0.0409 |
| 0.0386 | 23.28 | 295500 | 0.0538 | 0.0416 |
| 0.0375 | 23.32 | 296000 | 0.0524 | 0.0411 |
| 0.0388 | 23.36 | 296500 | 0.0542 | 0.0416 |
| 0.0314 | 23.4 | 297000 | 0.0539 | 0.0407 |
| 0.0371 | 23.44 | 297500 | 0.0533 | 0.0411 |
| 0.0431 | 23.48 | 298000 | 0.0533 | 0.0411 |
| 0.0297 | 23.52 | 298500 | 0.0551 | 0.0406 |
| 0.0385 | 23.56 | 299000 | 0.0536 | 0.0406 |
| 0.0379 | 23.6 | 299500 | 0.0531 | 0.0410 |
| 0.0359 | 23.64 | 300000 | 0.0552 | 0.0415 |
| 0.0353 | 23.68 | 300500 | 0.0552 | 0.0411 |
| 0.0432 | 23.72 | 301000 | 0.0517 | 0.0408 |
| 0.0346 | 23.76 | 301500 | 0.0536 | 0.0404 |
| 0.0332 | 23.8 | 302000 | 0.0552 | 0.0406 |
| 0.0417 | 23.84 | 302500 | 0.0510 | 0.0401 |
| 0.0326 | 23.88 | 303000 | 0.0540 | 0.0403 |
| 0.0367 | 23.91 | 303500 | 0.0527 | 0.0395 |
| 0.0346 | 23.95 | 304000 | 0.0522 | 0.0400 |
| 0.0373 | 23.99 | 304500 | 0.0526 | 0.0403 |
| 0.0308 | 24.03 | 305000 | 0.0544 | 0.0404 |
| 0.0361 | 24.07 | 305500 | 0.0550 | 0.0404 |
| 0.0332 | 24.11 | 306000 | 0.0546 | 0.0404 |
| 0.034 | 24.15 | 306500 | 0.0546 | 0.0405 |
| 0.0382 | 24.19 | 307000 | 0.0534 | 0.0402 |
| 0.0436 | 24.23 | 307500 | 0.0530 | 0.0404 |
| 0.0349 | 24.27 | 308000 | 0.0530 | 0.0405 |
| 0.0282 | 24.31 | 308500 | 0.0538 | 0.0403 |
| 0.0355 | 24.35 | 309000 | 0.0521 | 0.0400 |
| 0.0372 | 24.39 | 309500 | 0.0542 | 0.0401 |
| 0.036 | 24.43 | 310000 | 0.0553 | 0.0405 |
| 0.0354 | 24.47 | 310500 | 0.0546 | 0.0407 |
| 0.0368 | 24.51 | 311000 | 0.0537 | 0.0407 |
| 0.0358 | 24.54 | 311500 | 0.0525 | 0.0399 |
| 0.0376 | 24.58 | 312000 | 0.0561 | 0.0403 |
| 0.0365 | 24.62 | 312500 | 0.0551 | 0.0406 |
| 0.041 | 24.66 | 313000 | 0.0537 | 0.0399 |
| 0.0359 | 24.7 | 313500 | 0.0545 | 0.0404 |
| 0.0414 | 24.74 | 314000 | 0.0546 | 0.0405 |
| 0.0307 | 24.78 | 314500 | 0.0562 | 0.0405 |
| 0.0384 | 24.82 | 315000 | 0.0547 | 0.0409 |
| 0.0304 | 24.86 | 315500 | 0.0550 | 0.0407 |
| 0.0364 | 24.9 | 316000 | 0.0547 | 0.0405 |
| 0.0345 | 24.94 | 316500 | 0.0539 | 0.0411 |
| 0.037 | 24.98 | 317000 | 0.0518 | 0.0409 |
| 0.0328 | 25.02 | 317500 | 0.0554 | 0.0402 |
| 0.0336 | 25.06 | 318000 | 0.0551 | 0.0401 |
| 0.033 | 25.1 | 318500 | 0.0569 | 0.0402 |
| 0.0323 | 25.14 | 319000 | 0.0545 | 0.0401 |
| 0.0312 | 25.18 | 319500 | 0.0543 | 0.0398 |
| 0.0284 | 25.21 | 320000 | 0.0536 | 0.0397 |
| 0.0319 | 25.25 | 320500 | 0.0532 | 0.0399 |
| 0.0336 | 25.29 | 321000 | 0.0559 | 0.0395 |
| 0.0347 | 25.33 | 321500 | 0.0551 | 0.0400 |
| 0.0344 | 25.37 | 322000 | 0.0565 | 0.0401 |
| 0.0403 | 25.41 | 322500 | 0.0536 | 0.0397 |
| 0.0318 | 25.45 | 323000 | 0.0549 | 0.0402 |
| 0.0321 | 25.49 | 323500 | 0.0540 | 0.0400 |
| 0.0318 | 25.53 | 324000 | 0.0549 | 0.0397 |
| 0.0327 | 25.57 | 324500 | 0.0556 | 0.0398 |
| 0.0349 | 25.61 | 325000 | 0.0537 | 0.0404 |
| 0.0319 | 25.65 | 325500 | 0.0554 | 0.0402 |
| 0.0341 | 25.69 | 326000 | 0.0557 | 0.0399 |
| 0.035 | 25.73 | 326500 | 0.0539 | 0.0399 |
| 0.031 | 25.77 | 327000 | 0.0533 | 0.0398 |
| 0.0298 | 25.81 | 327500 | 0.0538 | 0.0401 |
| 0.032 | 25.85 | 328000 | 0.0549 | 0.0398 |
| 0.0337 | 25.88 | 328500 | 0.0545 | 0.0395 |
| 0.0349 | 25.92 | 329000 | 0.0543 | 0.0394 |
| 0.0348 | 25.96 | 329500 | 0.0558 | 0.0400 |
| 0.0299 | 26.0 | 330000 | 0.0560 | 0.0393 |
| 0.0302 | 26.04 | 330500 | 0.0569 | 0.0398 |
| 0.0298 | 26.08 | 331000 | 0.0580 | 0.0396 |
| 0.0319 | 26.12 | 331500 | 0.0554 | 0.0394 |
| 0.0325 | 26.16 | 332000 | 0.0554 | 0.0393 |
| 0.035 | 26.2 | 332500 | 0.0562 | 0.0394 |
| 0.0297 | 26.24 | 333000 | 0.0567 | 0.0394 |
| 0.0312 | 26.28 | 333500 | 0.0570 | 0.0397 |
| 0.03 | 26.32 | 334000 | 0.0566 | 0.0399 |
| 0.0309 | 26.36 | 334500 | 0.0553 | 0.0394 |
| 0.0317 | 26.4 | 335000 | 0.0568 | 0.0392 |
| 0.0314 | 26.44 | 335500 | 0.0564 | 0.0398 |
| 0.0327 | 26.48 | 336000 | 0.0567 | 0.0394 |
| 0.0297 | 26.51 | 336500 | 0.0567 | 0.0389 |
| 0.0355 | 26.55 | 337000 | 0.0553 | 0.0395 |
| 0.0368 | 26.59 | 337500 | 0.0551 | 0.0394 |
| 0.0326 | 26.63 | 338000 | 0.0563 | 0.0393 |
| 0.0329 | 26.67 | 338500 | 0.0558 | 0.0400 |
| 0.031 | 26.71 | 339000 | 0.0565 | 0.0398 |
| 0.0302 | 26.75 | 339500 | 0.0568 | 0.0392 |
| 0.0262 | 26.79 | 340000 | 0.0577 | 0.0395 |
| 0.0259 | 26.83 | 340500 | 0.0560 | 0.0394 |
| 0.0304 | 26.87 | 341000 | 0.0558 | 0.0397 |
| 0.0308 | 26.91 | 341500 | 0.0557 | 0.0397 |
| 0.0308 | 26.95 | 342000 | 0.0563 | 0.0393 |
| 0.0392 | 26.99 | 342500 | 0.0540 | 0.0390 |
| 0.031 | 27.03 | 343000 | 0.0556 | 0.0395 |
| 0.0284 | 27.07 | 343500 | 0.0586 | 0.0395 |
| 0.0275 | 27.11 | 344000 | 0.0574 | 0.0393 |
| 0.0302 | 27.15 | 344500 | 0.0571 | 0.0393 |
| 0.0323 | 27.18 | 345000 | 0.0570 | 0.0391 |
| 0.0312 | 27.22 | 345500 | 0.0556 | 0.0394 |
| 0.0291 | 27.26 | 346000 | 0.0567 | 0.0396 |
| 0.0332 | 27.3 | 346500 | 0.0580 | 0.0390 |
| 0.0321 | 27.34 | 347000 | 0.0566 | 0.0392 |
| 0.0323 | 27.38 | 347500 | 0.0572 | 0.0389 |
| 0.0308 | 27.42 | 348000 | 0.0576 | 0.0389 |
| 0.0318 | 27.46 | 348500 | 0.0561 | 0.0393 |
| 0.0297 | 27.5 | 349000 | 0.0569 | 0.0391 |
| 0.0303 | 27.54 | 349500 | 0.0564 | 0.0393 |
| 0.0306 | 27.58 | 350000 | 0.0580 | 0.0388 |
| 0.029 | 27.62 | 350500 | 0.0582 | 0.0391 |
| 0.031 | 27.66 | 351000 | 0.0577 | 0.0390 |
| 0.0314 | 27.7 | 351500 | 0.0574 | 0.0390 |
| 0.0364 | 27.74 | 352000 | 0.0589 | 0.0391 |
| 0.0337 | 27.78 | 352500 | 0.0552 | 0.0390 |
| 0.0301 | 27.81 | 353000 | 0.0567 | 0.0385 |
| 0.0285 | 27.85 | 353500 | 0.0564 | 0.0385 |
| 0.0323 | 27.89 | 354000 | 0.0553 | 0.0385 |
| 0.027 | 27.93 | 354500 | 0.0573 | 0.0385 |
| 0.0301 | 27.97 | 355000 | 0.0550 | 0.0386 |
| 0.0249 | 28.01 | 355500 | 0.0578 | 0.0387 |
| 0.026 | 28.05 | 356000 | 0.0585 | 0.0387 |
| 0.0292 | 28.09 | 356500 | 0.0562 | 0.0390 |
| 0.0343 | 28.13 | 357000 | 0.0580 | 0.0391 |
| 0.0314 | 28.17 | 357500 | 0.0579 | 0.0390 |
| 0.0283 | 28.21 | 358000 | 0.0598 | 0.0390 |
| 0.0283 | 28.25 | 358500 | 0.0573 | 0.0386 |
| 0.033 | 28.29 | 359000 | 0.0561 | 0.0387 |
| 0.0241 | 28.33 | 359500 | 0.0572 | 0.0386 |
| 0.0291 | 28.37 | 360000 | 0.0564 | 0.0386 |
| 0.0294 | 28.41 | 360500 | 0.0589 | 0.0386 |
| 0.0301 | 28.45 | 361000 | 0.0579 | 0.0388 |
| 0.0303 | 28.48 | 361500 | 0.0569 | 0.0385 |
| 0.0284 | 28.52 | 362000 | 0.0573 | 0.0382 |
| 0.0298 | 28.56 | 362500 | 0.0569 | 0.0385 |
| 0.0271 | 28.6 | 363000 | 0.0575 | 0.0382 |
| 0.0285 | 28.64 | 363500 | 0.0572 | 0.0384 |
| 0.0275 | 28.68 | 364000 | 0.0570 | 0.0380 |
| 0.0312 | 28.72 | 364500 | 0.0578 | 0.0381 |
| 0.0248 | 28.76 | 365000 | 0.0573 | 0.0384 |
| 0.0297 | 28.8 | 365500 | 0.0594 | 0.0382 |
| 0.0326 | 28.84 | 366000 | 0.0567 | 0.0384 |
| 0.0237 | 28.88 | 366500 | 0.0577 | 0.0384 |
| 0.027 | 28.92 | 367000 | 0.0569 | 0.0384 |
| 0.0271 | 28.96 | 367500 | 0.0561 | 0.0385 |
| 0.0294 | 29.0 | 368000 | 0.0569 | 0.0383 |
| 0.0272 | 29.04 | 368500 | 0.0563 | 0.0379 |
| 0.0269 | 29.08 | 369000 | 0.0577 | 0.0382 |
| 0.0267 | 29.12 | 369500 | 0.0583 | 0.0385 |
| 0.0313 | 29.15 | 370000 | 0.0586 | 0.0381 |
| 0.0239 | 29.19 | 370500 | 0.0599 | 0.0378 |
| 0.0258 | 29.23 | 371000 | 0.0569 | 0.0384 |
| 0.0318 | 29.27 | 371500 | 0.0550 | 0.0380 |
| 0.024 | 29.31 | 372000 | 0.0582 | 0.0382 |
| 0.0304 | 29.35 | 372500 | 0.0585 | 0.0382 |
| 0.0285 | 29.39 | 373000 | 0.0567 | 0.0382 |
| 0.0262 | 29.43 | 373500 | 0.0572 | 0.0383 |
| 0.0254 | 29.47 | 374000 | 0.0581 | 0.0379 |
| 0.0325 | 29.51 | 374500 | 0.0576 | 0.0384 |
| 0.0282 | 29.55 | 375000 | 0.0578 | 0.0381 |
| 0.0282 | 29.59 | 375500 | 0.0592 | 0.0382 |
| 0.0274 | 29.63 | 376000 | 0.0593 | 0.0379 |
| 0.031 | 29.67 | 376500 | 0.0593 | 0.0382 |
| 0.0242 | 29.71 | 377000 | 0.0600 | 0.0380 |
| 0.0242 | 29.75 | 377500 | 0.0571 | 0.0377 |
| 0.0278 | 29.78 | 378000 | 0.0573 | 0.0379 |
| 0.0275 | 29.82 | 378500 | 0.0584 | 0.0377 |
| 0.0238 | 29.86 | 379000 | 0.0602 | 0.0377 |
| 0.0291 | 29.9 | 379500 | 0.0585 | 0.0377 |
| 0.0275 | 29.94 | 380000 | 0.0571 | 0.0374 |
| 0.0249 | 29.98 | 380500 | 0.0575 | 0.0377 |
| 0.026 | 30.02 | 381000 | 0.0579 | 0.0374 |
| 0.0253 | 30.06 | 381500 | 0.0584 | 0.0378 |
| 0.0258 | 30.1 | 382000 | 0.0593 | 0.0377 |
| 0.0276 | 30.14 | 382500 | 0.0601 | 0.0378 |
| 0.0279 | 30.18 | 383000 | 0.0589 | 0.0379 |
| 0.0335 | 30.22 | 383500 | 0.0583 | 0.0376 |
| 0.0243 | 30.26 | 384000 | 0.0608 | 0.0377 |
| 0.0257 | 30.3 | 384500 | 0.0583 | 0.0376 |
| 0.0289 | 30.34 | 385000 | 0.0583 | 0.0379 |
| 0.027 | 30.38 | 385500 | 0.0597 | 0.0382 |
| 0.0305 | 30.42 | 386000 | 0.0595 | 0.0381 |
| 0.0303 | 30.45 | 386500 | 0.0592 | 0.0374 |
| 0.0258 | 30.49 | 387000 | 0.0580 | 0.0375 |
| 0.0311 | 30.53 | 387500 | 0.0595 | 0.0372 |
| 0.0252 | 30.57 | 388000 | 0.0598 | 0.0376 |
| 0.0329 | 30.61 | 388500 | 0.0591 | 0.0374 |
| 0.034 | 30.65 | 389000 | 0.0580 | 0.0378 |
| 0.0296 | 30.69 | 389500 | 0.0584 | 0.0379 |
| 0.0248 | 30.73 | 390000 | 0.0580 | 0.0377 |
| 0.0312 | 30.77 | 390500 | 0.0579 | 0.0378 |
| 0.0255 | 30.81 | 391000 | 0.0594 | 0.0379 |
| 0.0233 | 30.85 | 391500 | 0.0592 | 0.0375 |
| 0.0256 | 30.89 | 392000 | 0.0587 | 0.0377 |
| 0.0269 | 30.93 | 392500 | 0.0570 | 0.0375 |
| 0.0278 | 30.97 | 393000 | 0.0581 | 0.0376 |
| 0.0272 | 31.01 | 393500 | 0.0573 | 0.0375 |
| 0.0268 | 31.05 | 394000 | 0.0589 | 0.0371 |
| 0.0281 | 31.09 | 394500 | 0.0604 | 0.0373 |
| 0.0289 | 31.12 | 395000 | 0.0580 | 0.0377 |
| 0.0219 | 31.16 | 395500 | 0.0586 | 0.0375 |
| 0.0255 | 31.2 | 396000 | 0.0585 | 0.0376 |
| 0.0278 | 31.24 | 396500 | 0.0592 | 0.0374 |
| 0.0252 | 31.28 | 397000 | 0.0603 | 0.0377 |
| 0.0274 | 31.32 | 397500 | 0.0602 | 0.0376 |
| 0.0204 | 31.36 | 398000 | 0.0619 | 0.0375 |
| 0.0255 | 31.4 | 398500 | 0.0608 | 0.0373 |
| 0.0217 | 31.44 | 399000 | 0.0608 | 0.0376 |
| 0.0222 | 31.48 | 399500 | 0.0597 | 0.0377 |
| 0.023 | 31.52 | 400000 | 0.0599 | 0.0374 |
| 0.0248 | 31.56 | 400500 | 0.0613 | 0.0378 |
| 0.0238 | 31.6 | 401000 | 0.0604 | 0.0375 |
| 0.0238 | 31.64 | 401500 | 0.0597 | 0.0375 |
| 0.0263 | 31.68 | 402000 | 0.0596 | 0.0374 |
| 0.0216 | 31.72 | 402500 | 0.0594 | 0.0374 |
| 0.0278 | 31.75 | 403000 | 0.0584 | 0.0377 |
| 0.0239 | 31.79 | 403500 | 0.0605 | 0.0375 |
| 0.0282 | 31.83 | 404000 | 0.0586 | 0.0374 |
| 0.0264 | 31.87 | 404500 | 0.0584 | 0.0378 |
| 0.0264 | 31.91 | 405000 | 0.0599 | 0.0374 |
| 0.0264 | 31.95 | 405500 | 0.0609 | 0.0373 |
| 0.0249 | 31.99 | 406000 | 0.0600 | 0.0371 |
| 0.0252 | 32.03 | 406500 | 0.0610 | 0.0373 |
| 0.0261 | 32.07 | 407000 | 0.0610 | 0.0375 |
| 0.0251 | 32.11 | 407500 | 0.0598 | 0.0379 |
| 0.0245 | 32.15 | 408000 | 0.0616 | 0.0375 |
| 0.0243 | 32.19 | 408500 | 0.0611 | 0.0375 |
| 0.0236 | 32.23 | 409000 | 0.0615 | 0.0374 |
| 0.0279 | 32.27 | 409500 | 0.0591 | 0.0381 |
| 0.032 | 32.31 | 410000 | 0.0603 | 0.0379 |
| 0.0293 | 32.35 | 410500 | 0.0615 | 0.0380 |
| 0.0242 | 32.39 | 411000 | 0.0624 | 0.0387 |
| 0.0211 | 32.42 | 411500 | 0.0605 | 0.0386 |
| 0.0248 | 32.46 | 412000 | 0.0613 | 0.0383 |
| 0.0225 | 32.5 | 412500 | 0.0604 | 0.0383 |
| 0.0238 | 32.54 | 413000 | 0.0603 | 0.0385 |
| 0.0222 | 32.58 | 413500 | 0.0608 | 0.0386 |
| 0.0248 | 32.62 | 414000 | 0.0600 | 0.0382 |
| 0.0227 | 32.66 | 414500 | 0.0612 | 0.0377 |
| 0.0254 | 32.7 | 415000 | 0.0595 | 0.0375 |
| 0.0233 | 32.74 | 415500 | 0.0611 | 0.0375 |
| 0.0272 | 32.78 | 416000 | 0.0601 | 0.0380 |
| 0.0244 | 32.82 | 416500 | 0.0604 | 0.0377 |
| 0.0253 | 32.86 | 417000 | 0.0604 | 0.0378 |
| 0.0267 | 32.9 | 417500 | 0.0589 | 0.0373 |
| 0.0268 | 32.94 | 418000 | 0.0600 | 0.0371 |
| 0.0239 | 32.98 | 418500 | 0.0598 | 0.0372 |
| 0.0258 | 33.02 | 419000 | 0.0589 | 0.0371 |
| 0.0216 | 33.05 | 419500 | 0.0612 | 0.0372 |
| 0.024 | 33.09 | 420000 | 0.0620 | 0.0370 |
| 0.0251 | 33.13 | 420500 | 0.0614 | 0.0371 |
| 0.0224 | 33.17 | 421000 | 0.0617 | 0.0374 |
| 0.024 | 33.21 | 421500 | 0.0629 | 0.0371 |
| 0.0256 | 33.25 | 422000 | 0.0613 | 0.0372 |
| 0.0252 | 33.29 | 422500 | 0.0612 | 0.0370 |
| 0.0265 | 33.33 | 423000 | 0.0600 | 0.0370 |
| 0.0227 | 33.37 | 423500 | 0.0611 | 0.0371 |
| 0.0403 | 33.41 | 424000 | 0.0613 | 0.0373 |
| 0.0278 | 33.45 | 424500 | 0.0612 | 0.0372 |
| 0.0275 | 33.49 | 425000 | 0.0611 | 0.0377 |
| 0.0231 | 33.53 | 425500 | 0.0604 | 0.0378 |
| 0.0245 | 33.57 | 426000 | 0.0620 | 0.0377 |
| 0.023 | 33.61 | 426500 | 0.0606 | 0.0376 |
| 0.0263 | 33.65 | 427000 | 0.0599 | 0.0378 |
| 0.0198 | 33.69 | 427500 | 0.0631 | 0.0377 |
| 0.0222 | 33.72 | 428000 | 0.0615 | 0.0379 |
| 0.0216 | 33.76 | 428500 | 0.0624 | 0.0376 |
| 0.0235 | 33.8 | 429000 | 0.0596 | 0.0374 |
| 0.0232 | 33.84 | 429500 | 0.0611 | 0.0368 |
| 0.0211 | 33.88 | 430000 | 0.0605 | 0.0372 |
| 0.0236 | 33.92 | 430500 | 0.0601 | 0.0366 |
| 0.029 | 33.96 | 431000 | 0.0596 | 0.0368 |
| 0.0287 | 34.0 | 431500 | 0.0594 | 0.0368 |
| 0.0264 | 34.04 | 432000 | 0.0614 | 0.0368 |
| 0.0218 | 34.08 | 432500 | 0.0620 | 0.0369 |
| 0.0261 | 34.12 | 433000 | 0.0603 | 0.0366 |
| 0.0228 | 34.16 | 433500 | 0.0594 | 0.0368 |
| 0.0217 | 34.2 | 434000 | 0.0609 | 0.0367 |
| 0.0234 | 34.24 | 434500 | 0.0613 | 0.0366 |
| 0.0196 | 34.28 | 435000 | 0.0621 | 0.0365 |
| 0.0265 | 34.32 | 435500 | 0.0606 | 0.0367 |
| 0.0276 | 34.36 | 436000 | 0.0606 | 0.0364 |
| 0.0254 | 34.39 | 436500 | 0.0604 | 0.0364 |
| 0.0234 | 34.43 | 437000 | 0.0611 | 0.0365 |
| 0.0216 | 34.47 | 437500 | 0.0617 | 0.0364 |
| 0.0246 | 34.51 | 438000 | 0.0608 | 0.0366 |
| 0.0318 | 34.55 | 438500 | 0.0619 | 0.0364 |
| 0.0247 | 34.59 | 439000 | 0.0604 | 0.0364 |
| 0.0223 | 34.63 | 439500 | 0.0617 | 0.0365 |
| 0.0216 | 34.67 | 440000 | 0.0612 | 0.0366 |
| 0.025 | 34.71 | 440500 | 0.0619 | 0.0364 |
| 0.0178 | 34.75 | 441000 | 0.0625 | 0.0365 |
| 0.0213 | 34.79 | 441500 | 0.0614 | 0.0362 |
| 0.0223 | 34.83 | 442000 | 0.0605 | 0.0364 |
| 0.0285 | 34.87 | 442500 | 0.0611 | 0.0362 |
| 0.0212 | 34.91 | 443000 | 0.0620 | 0.0364 |
| 0.0233 | 34.95 | 443500 | 0.0615 | 0.0363 |
| 0.0245 | 34.99 | 444000 | 0.0620 | 0.0364 |
| 0.0238 | 35.02 | 444500 | 0.0632 | 0.0361 |
| 0.0217 | 35.06 | 445000 | 0.0622 | 0.0364 |
| 0.0259 | 35.1 | 445500 | 0.0611 | 0.0362 |
| 0.0196 | 35.14 | 446000 | 0.0620 | 0.0363 |
| 0.023 | 35.18 | 446500 | 0.0616 | 0.0364 |
| 0.0244 | 35.22 | 447000 | 0.0618 | 0.0366 |
| 0.0225 | 35.26 | 447500 | 0.0610 | 0.0366 |
| 0.0222 | 35.3 | 448000 | 0.0618 | 0.0366 |
| 0.0268 | 35.34 | 448500 | 0.0603 | 0.0367 |
| 0.0232 | 35.38 | 449000 | 0.0610 | 0.0362 |
| 0.025 | 35.42 | 449500 | 0.0610 | 0.0360 |
| 0.0205 | 35.46 | 450000 | 0.0617 | 0.0362 |
| 0.0259 | 35.5 | 450500 | 0.0604 | 0.0365 |
| 0.0211 | 35.54 | 451000 | 0.0603 | 0.0365 |
| 0.025 | 35.58 | 451500 | 0.0613 | 0.0366 |
| 0.0209 | 35.62 | 452000 | 0.0617 | 0.0367 |
| 0.0232 | 35.66 | 452500 | 0.0627 | 0.0362 |
| 0.0256 | 35.69 | 453000 | 0.0615 | 0.0364 |
| 0.0258 | 35.73 | 453500 | 0.0603 | 0.0364 |
| 0.0242 | 35.77 | 454000 | 0.0615 | 0.0363 |
| 0.0256 | 35.81 | 454500 | 0.0618 | 0.0365 |
| 0.0232 | 35.85 | 455000 | 0.0619 | 0.0366 |
| 0.0217 | 35.89 | 455500 | 0.0610 | 0.0366 |
| 0.0214 | 35.93 | 456000 | 0.0624 | 0.0363 |
| 0.0183 | 35.97 | 456500 | 0.0624 | 0.0361 |
| 0.0209 | 36.01 | 457000 | 0.0623 | 0.0361 |
| 0.0237 | 36.05 | 457500 | 0.0613 | 0.0364 |
| 0.0179 | 36.09 | 458000 | 0.0622 | 0.0364 |
| 0.0239 | 36.13 | 458500 | 0.0615 | 0.0367 |
| 0.0203 | 36.17 | 459000 | 0.0610 | 0.0367 |
| 0.0213 | 36.21 | 459500 | 0.0625 | 0.0365 |
| 0.0162 | 36.25 | 460000 | 0.0631 | 0.0365 |
| 0.0225 | 36.29 | 460500 | 0.0622 | 0.0364 |
| 0.0198 | 36.32 | 461000 | 0.0616 | 0.0362 |
| 0.0184 | 36.36 | 461500 | 0.0622 | 0.0362 |
| 0.0232 | 36.4 | 462000 | 0.0616 | 0.0363 |
| 0.0247 | 36.44 | 462500 | 0.0612 | 0.0367 |
| 0.0208 | 36.48 | 463000 | 0.0622 | 0.0370 |
| 0.0299 | 36.52 | 463500 | 0.0624 | 0.0374 |
| 0.0231 | 36.56 | 464000 | 0.0617 | 0.0368 |
| 0.0202 | 36.6 | 464500 | 0.0627 | 0.0367 |
| 0.0224 | 36.64 | 465000 | 0.0608 | 0.0369 |
| 0.0227 | 36.68 | 465500 | 0.0630 | 0.0367 |
| 0.0177 | 36.72 | 466000 | 0.0628 | 0.0365 |
| 0.0179 | 36.76 | 466500 | 0.0629 | 0.0363 |
| 0.0216 | 36.8 | 467000 | 0.0627 | 0.0363 |
| 0.0193 | 36.84 | 467500 | 0.0623 | 0.0360 |
| 0.0195 | 36.88 | 468000 | 0.0621 | 0.0363 |
| 0.0199 | 36.92 | 468500 | 0.0621 | 0.0362 |
| 0.0182 | 36.96 | 469000 | 0.0619 | 0.0361 |
| 0.0228 | 36.99 | 469500 | 0.0620 | 0.0361 |
| 0.022 | 37.03 | 470000 | 0.0624 | 0.0361 |
| 0.0167 | 37.07 | 470500 | 0.0621 | 0.0360 |
| 0.0191 | 37.11 | 471000 | 0.0633 | 0.0361 |
| 0.0214 | 37.15 | 471500 | 0.0623 | 0.0361 |
| 0.0217 | 37.19 | 472000 | 0.0623 | 0.0361 |
| 0.0184 | 37.23 | 472500 | 0.0629 | 0.0358 |
| 0.0198 | 37.27 | 473000 | 0.0632 | 0.0358 |
| 0.0183 | 37.31 | 473500 | 0.0628 | 0.0359 |
| 0.0225 | 37.35 | 474000 | 0.0626 | 0.0358 |
| 0.0229 | 37.39 | 474500 | 0.0625 | 0.0359 |
| 0.0203 | 37.43 | 475000 | 0.0624 | 0.0361 |
| 0.0189 | 37.47 | 475500 | 0.0626 | 0.0360 |
| 0.0222 | 37.51 | 476000 | 0.0628 | 0.0362 |
| 0.0168 | 37.55 | 476500 | 0.0625 | 0.0363 |
| 0.019 | 37.59 | 477000 | 0.0624 | 0.0361 |
| 0.0198 | 37.63 | 477500 | 0.0621 | 0.0361 |
| 0.0196 | 37.66 | 478000 | 0.0618 | 0.0360 |
| 0.0212 | 37.7 | 478500 | 0.0624 | 0.0362 |
| 0.0177 | 37.74 | 479000 | 0.0635 | 0.0360 |
| 0.0178 | 37.78 | 479500 | 0.0634 | 0.0360 |
| 0.0195 | 37.82 | 480000 | 0.0633 | 0.0360 |
| 0.0199 | 37.86 | 480500 | 0.0633 | 0.0357 |
| 0.0178 | 37.9 | 481000 | 0.0640 | 0.0359 |
| 0.0197 | 37.94 | 481500 | 0.0632 | 0.0359 |
| 0.0203 | 37.98 | 482000 | 0.0629 | 0.0358 |
| 0.019 | 38.02 | 482500 | 0.0633 | 0.0358 |
| 0.02 | 38.06 | 483000 | 0.0632 | 0.0359 |
| 0.022 | 38.1 | 483500 | 0.0635 | 0.0359 |
| 0.0185 | 38.14 | 484000 | 0.0642 | 0.0358 |
| 0.0198 | 38.18 | 484500 | 0.0642 | 0.0358 |
| 0.0209 | 38.22 | 485000 | 0.0631 | 0.0358 |
| 0.0178 | 38.26 | 485500 | 0.0637 | 0.0359 |
| 0.0209 | 38.29 | 486000 | 0.0637 | 0.0360 |
| 0.0185 | 38.33 | 486500 | 0.0631 | 0.0360 |
| 0.0212 | 38.37 | 487000 | 0.0634 | 0.0359 |
| 0.0204 | 38.41 | 487500 | 0.0634 | 0.0359 |
| 0.0223 | 38.45 | 488000 | 0.0634 | 0.0360 |
| 0.0209 | 38.49 | 488500 | 0.0632 | 0.0361 |
| 0.0191 | 38.53 | 489000 | 0.0629 | 0.0362 |
| 0.02 | 38.57 | 489500 | 0.0631 | 0.0360 |
| 0.0184 | 38.61 | 490000 | 0.0636 | 0.0361 |
| 0.0253 | 38.65 | 490500 | 0.0637 | 0.0362 |
| 0.0171 | 38.69 | 491000 | 0.0630 | 0.0363 |
| 0.0226 | 38.73 | 491500 | 0.0636 | 0.0362 |
| 0.0209 | 38.77 | 492000 | 0.0635 | 0.0362 |
| 0.0218 | 38.81 | 492500 | 0.0632 | 0.0363 |
| 0.0193 | 38.85 | 493000 | 0.0633 | 0.0362 |
| 0.0178 | 38.89 | 493500 | 0.0640 | 0.0362 |
| 0.0198 | 38.93 | 494000 | 0.0638 | 0.0364 |
| 0.0178 | 38.96 | 494500 | 0.0638 | 0.0363 |
| 0.0205 | 39.0 | 495000 | 0.0635 | 0.0363 |
| 0.0196 | 39.04 | 495500 | 0.0633 | 0.0362 |
| 0.0264 | 39.08 | 496000 | 0.0634 | 0.0362 |
| 0.0214 | 39.12 | 496500 | 0.0635 | 0.0362 |
| 0.0171 | 39.16 | 497000 | 0.0638 | 0.0361 |
| 0.0214 | 39.2 | 497500 | 0.0635 | 0.0361 |
| 0.0207 | 39.24 | 498000 | 0.0635 | 0.0361 |
| 0.0207 | 39.28 | 498500 | 0.0636 | 0.0361 |
| 0.0196 | 39.32 | 499000 | 0.0636 | 0.0360 |
| 0.0194 | 39.36 | 499500 | 0.0634 | 0.0360 |
| 0.0178 | 39.4 | 500000 | 0.0634 | 0.0359 |
| 0.0226 | 39.44 | 500500 | 0.0635 | 0.0359 |
| 0.0203 | 39.48 | 501000 | 0.0632 | 0.0359 |
| 0.0228 | 39.52 | 501500 | 0.0631 | 0.0359 |
| 0.0184 | 39.56 | 502000 | 0.0636 | 0.0359 |
| 0.0207 | 39.59 | 502500 | 0.0635 | 0.0359 |
| 0.019 | 39.63 | 503000 | 0.0634 | 0.0359 |
| 0.016 | 39.67 | 503500 | 0.0634 | 0.0359 |
| 0.0215 | 39.71 | 504000 | 0.0633 | 0.0359 |
| 0.0188 | 39.75 | 504500 | 0.0633 | 0.0359 |
| 0.0231 | 39.79 | 505000 | 0.0632 | 0.0359 |
| 0.0191 | 39.83 | 505500 | 0.0633 | 0.0359 |
| 0.0172 | 39.87 | 506000 | 0.0633 | 0.0358 |
| 0.017 | 39.91 | 506500 | 0.0633 | 0.0358 |
| 0.0212 | 39.95 | 507000 | 0.0633 | 0.0358 |
| 0.0188 | 39.99 | 507500 | 0.0633 | 0.0358 |
### Framework versions
- Transformers 4.18.0
- Pytorch 1.11.0+cu113
- Datasets 2.1.0
- Tokenizers 0.12.1
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