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---
license: apache-2.0
tags:
- generated_from_trainer
model-index:
- name: wav2vec2-1b-npsc-nst-bokmaal
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-bokmaal
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: 0.0636
- Wer: 0.0345
## 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 |
|:-------------:|:-----:|:------:|:---------------:|:------:|
| 2.9289 | 0.04 | 500 | 2.7971 | 1.0 |
| 0.7651 | 0.08 | 1000 | 0.5766 | 0.5701 |
| 0.518 | 0.12 | 1500 | 0.3660 | 0.3564 |
| 0.5481 | 0.16 | 2000 | 0.2730 | 0.2557 |
| 0.4286 | 0.2 | 2500 | 0.2282 | 0.2385 |
| 0.4543 | 0.24 | 3000 | 0.1852 | 0.1843 |
| 0.4064 | 0.28 | 3500 | 0.1574 | 0.1544 |
| 0.3308 | 0.32 | 4000 | 0.1558 | 0.1404 |
| 0.3005 | 0.36 | 4500 | 0.1417 | 0.1349 |
| 0.2898 | 0.4 | 5000 | 0.1304 | 0.1301 |
| 0.2739 | 0.44 | 5500 | 0.1316 | 0.1258 |
| 0.2429 | 0.48 | 6000 | 0.1222 | 0.1221 |
| 0.2405 | 0.52 | 6500 | 0.1224 | 0.1147 |
| 0.2681 | 0.56 | 7000 | 0.1162 | 0.1119 |
| 0.2382 | 0.6 | 7500 | 0.1251 | 0.1338 |
| 0.2193 | 0.64 | 8000 | 0.1121 | 0.1087 |
| 0.2235 | 0.68 | 8500 | 0.1058 | 0.1059 |
| 0.2124 | 0.72 | 9000 | 0.1106 | 0.1060 |
| 0.2076 | 0.76 | 9500 | 0.1023 | 0.1003 |
| 0.2082 | 0.8 | 10000 | 0.0985 | 0.1037 |
| 0.2272 | 0.84 | 10500 | 0.0990 | 0.1019 |
| 0.1903 | 0.88 | 11000 | 0.0982 | 0.0978 |
| 0.2044 | 0.92 | 11500 | 0.0966 | 0.0991 |
| 0.1976 | 0.96 | 12000 | 0.0925 | 0.0958 |
| 0.1966 | 1.0 | 12500 | 0.0924 | 0.0929 |
| 0.1959 | 1.04 | 13000 | 0.0888 | 0.0918 |
| 0.1727 | 1.08 | 13500 | 0.0901 | 0.0943 |
| 0.1853 | 1.12 | 14000 | 0.0934 | 0.0890 |
| 0.1791 | 1.16 | 14500 | 0.0935 | 0.0914 |
| 0.1872 | 1.2 | 15000 | 0.0851 | 0.0883 |
| 0.1821 | 1.24 | 15500 | 0.0857 | 0.0873 |
| 0.1756 | 1.28 | 16000 | 0.0884 | 0.0890 |
| 0.1666 | 1.32 | 16500 | 0.0871 | 0.0849 |
| 0.1708 | 1.36 | 17000 | 0.0837 | 0.0863 |
| 0.1653 | 1.4 | 17500 | 0.0831 | 0.0849 |
| 0.1734 | 1.44 | 18000 | 0.0808 | 0.0850 |
| 0.1643 | 1.48 | 18500 | 0.0814 | 0.0835 |
| 0.1635 | 1.52 | 19000 | 0.0810 | 0.0816 |
| 0.1611 | 1.56 | 19500 | 0.0827 | 0.0829 |
| 0.1633 | 1.6 | 20000 | 0.0797 | 0.0820 |
| 0.1626 | 1.64 | 20500 | 0.0789 | 0.0820 |
| 0.1618 | 1.68 | 21000 | 0.0766 | 0.0817 |
| 0.1634 | 1.72 | 21500 | 0.0783 | 0.0832 |
| 0.1761 | 1.76 | 22000 | 0.0787 | 0.0817 |
| 0.1518 | 1.8 | 22500 | 0.0775 | 0.0817 |
| 0.1492 | 1.84 | 23000 | 0.0785 | 0.0802 |
| 0.1652 | 1.88 | 23500 | 0.0759 | 0.0783 |
| 0.1545 | 1.92 | 24000 | 0.0758 | 0.0788 |
| 0.1548 | 1.96 | 24500 | 0.0774 | 0.0816 |
| 0.1641 | 2.0 | 25000 | 0.0734 | 0.0780 |
| 0.1506 | 2.04 | 25500 | 0.0718 | 0.0748 |
| 0.1474 | 2.08 | 26000 | 0.0748 | 0.0746 |
| 0.137 | 2.12 | 26500 | 0.0736 | 0.0744 |
| 0.1483 | 2.16 | 27000 | 0.0744 | 0.0763 |
| 0.1472 | 2.2 | 27500 | 0.0728 | 0.0736 |
| 0.143 | 2.24 | 28000 | 0.0708 | 0.0767 |
| 0.1467 | 2.28 | 28500 | 0.0721 | 0.0737 |
| 0.1286 | 2.32 | 29000 | 0.0701 | 0.0748 |
| 0.1407 | 2.36 | 29500 | 0.0695 | 0.0740 |
| 0.1377 | 2.4 | 30000 | 0.0674 | 0.0725 |
| 0.1344 | 2.44 | 30500 | 0.0696 | 0.0711 |
| 0.1337 | 2.48 | 31000 | 0.0686 | 0.0733 |
| 0.1384 | 2.52 | 31500 | 0.0686 | 0.0710 |
| 0.1355 | 2.56 | 32000 | 0.0667 | 0.0721 |
| 0.1334 | 2.6 | 32500 | 0.0665 | 0.0712 |
| 0.1401 | 2.64 | 33000 | 0.0694 | 0.0719 |
| 0.1368 | 2.68 | 33500 | 0.0689 | 0.0692 |
| 0.1259 | 2.72 | 34000 | 0.0669 | 0.0701 |
| 0.1354 | 2.76 | 34500 | 0.0672 | 0.0691 |
| 0.1319 | 2.8 | 35000 | 0.0707 | 0.0702 |
| 0.1408 | 2.84 | 35500 | 0.0650 | 0.0685 |
| 0.1355 | 2.88 | 36000 | 0.0671 | 0.0696 |
| 0.1252 | 2.92 | 36500 | 0.0655 | 0.0671 |
| 0.155 | 2.96 | 37000 | 0.0662 | 0.0679 |
| 0.1266 | 3.0 | 37500 | 0.0654 | 0.0669 |
| 0.1183 | 3.04 | 38000 | 0.0655 | 0.0664 |
| 0.1213 | 3.08 | 38500 | 0.0668 | 0.0665 |
| 0.1099 | 3.12 | 39000 | 0.0662 | 0.0660 |
| 0.1196 | 3.16 | 39500 | 0.0652 | 0.0657 |
| 0.1253 | 3.2 | 40000 | 0.0674 | 0.0655 |
| 0.1172 | 3.24 | 40500 | 0.0656 | 0.0654 |
| 0.1207 | 3.28 | 41000 | 0.0640 | 0.0660 |
| 0.1228 | 3.32 | 41500 | 0.0668 | 0.0658 |
| 0.1203 | 3.36 | 42000 | 0.0640 | 0.0642 |
| 0.1284 | 3.4 | 42500 | 0.0650 | 0.0664 |
| 0.1058 | 3.44 | 43000 | 0.0618 | 0.0648 |
| 0.1236 | 3.48 | 43500 | 0.0638 | 0.0649 |
| 0.1149 | 3.52 | 44000 | 0.0636 | 0.0653 |
| 0.1203 | 3.56 | 44500 | 0.0633 | 0.0644 |
| 0.114 | 3.6 | 45000 | 0.0624 | 0.0635 |
| 0.1201 | 3.64 | 45500 | 0.0608 | 0.0638 |
| 0.121 | 3.68 | 46000 | 0.0610 | 0.0631 |
| 0.1125 | 3.72 | 46500 | 0.0603 | 0.0634 |
| 0.1149 | 3.76 | 47000 | 0.0616 | 0.0644 |
| 0.1119 | 3.8 | 47500 | 0.0623 | 0.0638 |
| 0.124 | 3.84 | 48000 | 0.0610 | 0.0629 |
| 0.1113 | 3.88 | 48500 | 0.0612 | 0.0616 |
| 0.116 | 3.92 | 49000 | 0.0607 | 0.0641 |
| 0.1096 | 3.96 | 49500 | 0.0603 | 0.0626 |
| 0.1144 | 4.0 | 50000 | 0.0607 | 0.0617 |
| 0.1052 | 4.04 | 50500 | 0.0597 | 0.0612 |
| 0.1163 | 4.08 | 51000 | 0.0607 | 0.0631 |
| 0.1031 | 4.12 | 51500 | 0.0605 | 0.0609 |
| 0.1087 | 4.16 | 52000 | 0.0617 | 0.0621 |
| 0.1132 | 4.2 | 52500 | 0.0618 | 0.0611 |
| 0.0956 | 4.24 | 53000 | 0.0619 | 0.0615 |
| 0.1055 | 4.28 | 53500 | 0.0602 | 0.0607 |
| 0.1088 | 4.32 | 54000 | 0.0608 | 0.0595 |
| 0.1153 | 4.36 | 54500 | 0.0598 | 0.0605 |
| 0.0997 | 4.4 | 55000 | 0.0590 | 0.0605 |
| 0.1092 | 4.44 | 55500 | 0.0597 | 0.0606 |
| 0.1112 | 4.48 | 56000 | 0.0602 | 0.0594 |
| 0.0959 | 4.52 | 56500 | 0.0595 | 0.0591 |
| 0.1072 | 4.56 | 57000 | 0.0592 | 0.0602 |
| 0.1068 | 4.6 | 57500 | 0.0586 | 0.0594 |
| 0.111 | 4.64 | 58000 | 0.0570 | 0.0587 |
| 0.1 | 4.68 | 58500 | 0.0594 | 0.0596 |
| 0.1082 | 4.72 | 59000 | 0.0589 | 0.0590 |
| 0.1023 | 4.76 | 59500 | 0.0574 | 0.0590 |
| 0.1053 | 4.8 | 60000 | 0.0575 | 0.0588 |
| 0.0984 | 4.84 | 60500 | 0.0575 | 0.0583 |
| 0.0995 | 4.88 | 61000 | 0.0597 | 0.0591 |
| 0.0955 | 4.92 | 61500 | 0.0560 | 0.0590 |
| 0.1186 | 4.96 | 62000 | 0.0591 | 0.0577 |
| 0.0976 | 5.0 | 62500 | 0.0573 | 0.0585 |
| 0.1049 | 5.04 | 63000 | 0.0578 | 0.0572 |
| 0.0953 | 5.08 | 63500 | 0.0587 | 0.0574 |
| 0.0976 | 5.12 | 64000 | 0.0567 | 0.0589 |
| 0.1019 | 5.16 | 64500 | 0.0583 | 0.0582 |
| 0.0986 | 5.2 | 65000 | 0.0577 | 0.0571 |
| 0.0985 | 5.24 | 65500 | 0.0572 | 0.0577 |
| 0.103 | 5.28 | 66000 | 0.0581 | 0.0593 |
| 0.101 | 5.32 | 66500 | 0.0575 | 0.0579 |
| 0.1085 | 5.36 | 67000 | 0.0582 | 0.0583 |
| 0.1029 | 5.4 | 67500 | 0.0565 | 0.0581 |
| 0.0954 | 5.44 | 68000 | 0.0560 | 0.0582 |
| 0.0974 | 5.48 | 68500 | 0.0565 | 0.0577 |
| 0.0929 | 5.52 | 69000 | 0.0573 | 0.0575 |
| 0.099 | 5.56 | 69500 | 0.0565 | 0.0561 |
| 0.1009 | 5.6 | 70000 | 0.0566 | 0.0563 |
| 0.2268 | 5.64 | 70500 | 0.0564 | 0.0569 |
| 0.0974 | 5.68 | 71000 | 0.0565 | 0.0567 |
| 0.1101 | 5.72 | 71500 | 0.0573 | 0.0559 |
| 0.088 | 5.76 | 72000 | 0.0576 | 0.0551 |
| 0.1106 | 5.8 | 72500 | 0.0553 | 0.0559 |
| 0.0934 | 5.84 | 73000 | 0.0548 | 0.0561 |
| 0.0949 | 5.88 | 73500 | 0.0552 | 0.0560 |
| 0.0906 | 5.92 | 74000 | 0.0538 | 0.0570 |
| 0.1038 | 5.96 | 74500 | 0.0563 | 0.0563 |
| 0.1056 | 6.0 | 75000 | 0.0564 | 0.0556 |
| 0.0983 | 6.04 | 75500 | 0.0570 | 0.0560 |
| 0.0917 | 6.08 | 76000 | 0.0563 | 0.0560 |
| 0.096 | 6.12 | 76500 | 0.0558 | 0.0549 |
| 0.0971 | 6.16 | 77000 | 0.0569 | 0.0564 |
| 0.0917 | 6.2 | 77500 | 0.0569 | 0.0552 |
| 0.0896 | 6.24 | 78000 | 0.0568 | 0.0550 |
| 0.0886 | 6.28 | 78500 | 0.0550 | 0.0550 |
| 0.0917 | 6.32 | 79000 | 0.0554 | 0.0562 |
| 0.0839 | 6.36 | 79500 | 0.0551 | 0.0570 |
| 0.0856 | 6.4 | 80000 | 0.0533 | 0.0545 |
| 0.0939 | 6.44 | 80500 | 0.0564 | 0.0545 |
| 0.0868 | 6.48 | 81000 | 0.0556 | 0.0557 |
| 0.0882 | 6.52 | 81500 | 0.0547 | 0.0544 |
| 0.0925 | 6.56 | 82000 | 0.0577 | 0.0557 |
| 0.0866 | 6.6 | 82500 | 0.0534 | 0.0555 |
| 0.091 | 6.64 | 83000 | 0.0565 | 0.0552 |
| 0.1033 | 6.68 | 83500 | 0.0539 | 0.0551 |
| 0.0953 | 6.72 | 84000 | 0.0527 | 0.0545 |
| 0.0866 | 6.76 | 84500 | 0.0547 | 0.0546 |
| 0.0912 | 6.8 | 85000 | 0.0547 | 0.0557 |
| 0.0901 | 6.84 | 85500 | 0.0533 | 0.0544 |
| 0.0859 | 6.88 | 86000 | 0.0556 | 0.0540 |
| 0.2118 | 6.92 | 86500 | 0.0527 | 0.0545 |
| 0.0868 | 6.96 | 87000 | 0.0546 | 0.0537 |
| 0.097 | 7.0 | 87500 | 0.0520 | 0.0557 |
| 0.0835 | 7.04 | 88000 | 0.0542 | 0.0538 |
| 0.084 | 7.08 | 88500 | 0.0545 | 0.0543 |
| 0.0983 | 7.12 | 89000 | 0.0528 | 0.0557 |
| 0.09 | 7.16 | 89500 | 0.0542 | 0.0540 |
| 0.0879 | 7.2 | 90000 | 0.0559 | 0.0533 |
| 0.0818 | 7.24 | 90500 | 0.0546 | 0.0529 |
| 0.0849 | 7.28 | 91000 | 0.0535 | 0.0533 |
| 0.0777 | 7.32 | 91500 | 0.0548 | 0.0544 |
| 0.0887 | 7.36 | 92000 | 0.0545 | 0.0533 |
| 0.0886 | 7.4 | 92500 | 0.0545 | 0.0527 |
| 0.0752 | 7.44 | 93000 | 0.0552 | 0.0531 |
| 0.0819 | 7.48 | 93500 | 0.0525 | 0.0532 |
| 0.0753 | 7.52 | 94000 | 0.0522 | 0.0515 |
| 0.0834 | 7.56 | 94500 | 0.0521 | 0.0525 |
| 0.0895 | 7.6 | 95000 | 0.0540 | 0.0537 |
| 0.0865 | 7.64 | 95500 | 0.0532 | 0.0530 |
| 0.0828 | 7.68 | 96000 | 0.0532 | 0.0528 |
| 0.0836 | 7.72 | 96500 | 0.0545 | 0.0532 |
| 0.0852 | 7.76 | 97000 | 0.0555 | 0.0515 |
| 0.0853 | 7.8 | 97500 | 0.0536 | 0.0523 |
| 0.0854 | 7.85 | 98000 | 0.0517 | 0.0523 |
| 0.0729 | 7.89 | 98500 | 0.0541 | 0.0523 |
| 0.0831 | 7.93 | 99000 | 0.0541 | 0.0520 |
| 0.0884 | 7.97 | 99500 | 0.0526 | 0.0525 |
| 0.0796 | 8.01 | 100000 | 0.0545 | 0.0521 |
| 0.0797 | 8.05 | 100500 | 0.0513 | 0.0513 |
| 0.0792 | 8.09 | 101000 | 0.0531 | 0.0518 |
| 0.0816 | 8.13 | 101500 | 0.0517 | 0.0516 |
| 0.0761 | 8.17 | 102000 | 0.0522 | 0.0514 |
| 0.0752 | 8.21 | 102500 | 0.0538 | 0.0524 |
| 0.0801 | 8.25 | 103000 | 0.0520 | 0.0519 |
| 0.0734 | 8.29 | 103500 | 0.0525 | 0.0513 |
| 0.0752 | 8.33 | 104000 | 0.0532 | 0.0514 |
| 0.0792 | 8.37 | 104500 | 0.0513 | 0.0525 |
| 0.0776 | 8.41 | 105000 | 0.0527 | 0.0514 |
| 0.0741 | 8.45 | 105500 | 0.0520 | 0.0516 |
| 0.0843 | 8.49 | 106000 | 0.0546 | 0.0511 |
| 0.0801 | 8.53 | 106500 | 0.0511 | 0.0513 |
| 0.1934 | 8.57 | 107000 | 0.0505 | 0.0513 |
| 0.0747 | 8.61 | 107500 | 0.0524 | 0.0507 |
| 0.0721 | 8.65 | 108000 | 0.0536 | 0.0505 |
| 0.0798 | 8.69 | 108500 | 0.0519 | 0.0520 |
| 0.0721 | 8.73 | 109000 | 0.0532 | 0.0501 |
| 0.0771 | 8.77 | 109500 | 0.0515 | 0.0509 |
| 0.0771 | 8.81 | 110000 | 0.0549 | 0.0507 |
| 0.0836 | 8.85 | 110500 | 0.0519 | 0.0501 |
| 0.0832 | 8.89 | 111000 | 0.0509 | 0.0505 |
| 0.0769 | 8.93 | 111500 | 0.0506 | 0.0502 |
| 0.0767 | 8.97 | 112000 | 0.0500 | 0.0507 |
| 0.0814 | 9.01 | 112500 | 0.0503 | 0.0495 |
| 0.0734 | 9.05 | 113000 | 0.0518 | 0.0501 |
| 0.0792 | 9.09 | 113500 | 0.0527 | 0.0501 |
| 0.0733 | 9.13 | 114000 | 0.0516 | 0.0497 |
| 0.0666 | 9.17 | 114500 | 0.0539 | 0.0503 |
| 0.0676 | 9.21 | 115000 | 0.0524 | 0.0506 |
| 0.0681 | 9.25 | 115500 | 0.0526 | 0.0502 |
| 0.0732 | 9.29 | 116000 | 0.0535 | 0.0502 |
| 0.07 | 9.33 | 116500 | 0.0511 | 0.0501 |
| 0.0744 | 9.37 | 117000 | 0.0518 | 0.0501 |
| 0.0675 | 9.41 | 117500 | 0.0522 | 0.0495 |
| 0.0808 | 9.45 | 118000 | 0.0515 | 0.0496 |
| 0.0748 | 9.49 | 118500 | 0.0535 | 0.0506 |
| 0.073 | 9.53 | 119000 | 0.0524 | 0.0496 |
| 0.0726 | 9.57 | 119500 | 0.0530 | 0.0497 |
| 0.0644 | 9.61 | 120000 | 0.0518 | 0.0506 |
| 0.0699 | 9.65 | 120500 | 0.0507 | 0.0499 |
| 0.0669 | 9.69 | 121000 | 0.0522 | 0.0502 |
| 0.0754 | 9.73 | 121500 | 0.0512 | 0.0491 |
| 0.0754 | 9.77 | 122000 | 0.0503 | 0.0493 |
| 0.0732 | 9.81 | 122500 | 0.0511 | 0.0488 |
| 0.0753 | 9.85 | 123000 | 0.0496 | 0.0491 |
| 0.0674 | 9.89 | 123500 | 0.0511 | 0.0489 |
| 0.076 | 9.93 | 124000 | 0.0494 | 0.0492 |
| 0.0763 | 9.97 | 124500 | 0.0513 | 0.0492 |
| 0.0718 | 10.01 | 125000 | 0.0505 | 0.0496 |
| 0.0651 | 10.05 | 125500 | 0.0504 | 0.0490 |
| 0.0686 | 10.09 | 126000 | 0.0521 | 0.0494 |
| 0.1797 | 10.13 | 126500 | 0.0493 | 0.0491 |
| 0.0744 | 10.17 | 127000 | 0.0537 | 0.0486 |
| 0.0726 | 10.21 | 127500 | 0.0509 | 0.0485 |
| 0.0727 | 10.25 | 128000 | 0.0508 | 0.0489 |
| 0.0639 | 10.29 | 128500 | 0.0498 | 0.0483 |
| 0.0717 | 10.33 | 129000 | 0.0506 | 0.0486 |
| 0.0698 | 10.37 | 129500 | 0.0507 | 0.0483 |
| 0.0684 | 10.41 | 130000 | 0.0521 | 0.0485 |
| 0.0652 | 10.45 | 130500 | 0.0495 | 0.0481 |
| 0.0695 | 10.49 | 131000 | 0.0512 | 0.0483 |
| 0.0699 | 10.53 | 131500 | 0.0500 | 0.0478 |
| 0.0697 | 10.57 | 132000 | 0.0502 | 0.0479 |
| 0.0722 | 10.61 | 132500 | 0.0515 | 0.0491 |
| 0.0629 | 10.65 | 133000 | 0.0518 | 0.0485 |
| 0.0781 | 10.69 | 133500 | 0.0507 | 0.0475 |
| 0.0638 | 10.73 | 134000 | 0.0495 | 0.0477 |
| 0.0653 | 10.77 | 134500 | 0.0520 | 0.0480 |
| 0.0615 | 10.81 | 135000 | 0.0505 | 0.0482 |
| 0.0776 | 10.85 | 135500 | 0.0521 | 0.0483 |
| 0.0653 | 10.89 | 136000 | 0.0526 | 0.0476 |
| 0.0776 | 10.93 | 136500 | 0.0503 | 0.0480 |
| 0.0749 | 10.97 | 137000 | 0.0512 | 0.0483 |
| 0.069 | 11.01 | 137500 | 0.0507 | 0.0474 |
| 0.0667 | 11.05 | 138000 | 0.0521 | 0.0477 |
| 0.0644 | 11.09 | 138500 | 0.0504 | 0.0480 |
| 0.0596 | 11.13 | 139000 | 0.0541 | 0.0479 |
| 0.0674 | 11.17 | 139500 | 0.0499 | 0.0482 |
| 0.0705 | 11.21 | 140000 | 0.0502 | 0.0477 |
| 0.0708 | 11.25 | 140500 | 0.0507 | 0.0484 |
| 0.0678 | 11.29 | 141000 | 0.0506 | 0.0482 |
| 0.0616 | 11.33 | 141500 | 0.0501 | 0.0478 |
| 0.0742 | 11.37 | 142000 | 0.0509 | 0.0477 |
| 0.0634 | 11.41 | 142500 | 0.0518 | 0.0483 |
| 0.0619 | 11.45 | 143000 | 0.0528 | 0.0472 |
| 0.0634 | 11.49 | 143500 | 0.0512 | 0.0473 |
| 0.0686 | 11.53 | 144000 | 0.0507 | 0.0475 |
| 0.0688 | 11.57 | 144500 | 0.0522 | 0.0472 |
| 0.068 | 11.61 | 145000 | 0.0518 | 0.0477 |
| 0.0663 | 11.65 | 145500 | 0.0509 | 0.0471 |
| 0.0665 | 11.69 | 146000 | 0.0505 | 0.0471 |
| 0.0612 | 11.73 | 146500 | 0.0518 | 0.0472 |
| 0.0661 | 11.77 | 147000 | 0.0493 | 0.0470 |
| 0.0658 | 11.81 | 147500 | 0.0485 | 0.0477 |
| 0.0615 | 11.85 | 148000 | 0.0515 | 0.0469 |
| 0.0679 | 11.89 | 148500 | 0.0491 | 0.0472 |
| 0.0731 | 11.93 | 149000 | 0.0494 | 0.0468 |
| 0.0616 | 11.97 | 149500 | 0.0507 | 0.0472 |
| 0.0765 | 12.01 | 150000 | 0.0514 | 0.0474 |
| 0.0615 | 12.05 | 150500 | 0.0517 | 0.0464 |
| 0.0619 | 12.09 | 151000 | 0.0523 | 0.0466 |
| 0.0589 | 12.13 | 151500 | 0.0529 | 0.0477 |
| 0.0586 | 12.17 | 152000 | 0.0506 | 0.0472 |
| 0.0599 | 12.21 | 152500 | 0.0514 | 0.0475 |
| 0.1774 | 12.25 | 153000 | 0.0531 | 0.0460 |
| 0.065 | 12.29 | 153500 | 0.0499 | 0.0468 |
| 0.0633 | 12.33 | 154000 | 0.0501 | 0.0460 |
| 0.0618 | 12.37 | 154500 | 0.0500 | 0.0469 |
| 0.0672 | 12.41 | 155000 | 0.0511 | 0.0466 |
| 0.0595 | 12.45 | 155500 | 0.0517 | 0.0458 |
| 0.0618 | 12.49 | 156000 | 0.0523 | 0.0464 |
| 0.0644 | 12.53 | 156500 | 0.0504 | 0.0459 |
| 0.0566 | 12.57 | 157000 | 0.0523 | 0.0467 |
| 0.0597 | 12.61 | 157500 | 0.0531 | 0.0464 |
| 0.0567 | 12.65 | 158000 | 0.0517 | 0.0457 |
| 0.0621 | 12.69 | 158500 | 0.0500 | 0.0467 |
| 0.0631 | 12.73 | 159000 | 0.0505 | 0.0466 |
| 0.0601 | 12.77 | 159500 | 0.0502 | 0.0457 |
| 0.0579 | 12.81 | 160000 | 0.0504 | 0.0463 |
| 0.0736 | 12.85 | 160500 | 0.0493 | 0.0466 |
| 0.0679 | 12.89 | 161000 | 0.0494 | 0.0472 |
| 0.0619 | 12.93 | 161500 | 0.0486 | 0.0466 |
| 0.0583 | 12.97 | 162000 | 0.0494 | 0.0459 |
| 0.0554 | 13.01 | 162500 | 0.0485 | 0.0462 |
| 0.0496 | 13.05 | 163000 | 0.0499 | 0.0463 |
| 0.0588 | 13.09 | 163500 | 0.0498 | 0.0466 |
| 0.0552 | 13.13 | 164000 | 0.0523 | 0.0462 |
| 0.0548 | 13.17 | 164500 | 0.0501 | 0.0468 |
| 0.0617 | 13.21 | 165000 | 0.0507 | 0.0459 |
| 0.057 | 13.25 | 165500 | 0.0512 | 0.0460 |
| 0.0599 | 13.29 | 166000 | 0.0511 | 0.0454 |
| 0.0546 | 13.33 | 166500 | 0.0527 | 0.0452 |
| 0.0556 | 13.37 | 167000 | 0.0516 | 0.0460 |
| 0.0627 | 13.41 | 167500 | 0.0510 | 0.0458 |
| 0.0569 | 13.45 | 168000 | 0.0511 | 0.0456 |
| 0.0611 | 13.49 | 168500 | 0.0514 | 0.0458 |
| 0.0613 | 13.53 | 169000 | 0.0515 | 0.0461 |
| 0.0534 | 13.57 | 169500 | 0.0502 | 0.0455 |
| 0.0549 | 13.61 | 170000 | 0.0496 | 0.0473 |
| 0.0571 | 13.65 | 170500 | 0.0486 | 0.0456 |
| 0.0634 | 13.69 | 171000 | 0.0502 | 0.0454 |
| 0.0629 | 13.73 | 171500 | 0.0505 | 0.0460 |
| 0.0641 | 13.77 | 172000 | 0.0497 | 0.0455 |
| 0.0609 | 13.81 | 172500 | 0.0524 | 0.0456 |
| 0.0512 | 13.85 | 173000 | 0.0515 | 0.0446 |
| 0.0604 | 13.89 | 173500 | 0.0497 | 0.0458 |
| 0.0564 | 13.93 | 174000 | 0.0515 | 0.0452 |
| 0.0565 | 13.97 | 174500 | 0.0492 | 0.0452 |
| 0.058 | 14.01 | 175000 | 0.0522 | 0.0450 |
| 0.0578 | 14.05 | 175500 | 0.0517 | 0.0453 |
| 0.0531 | 14.09 | 176000 | 0.0523 | 0.0454 |
| 0.0592 | 14.13 | 176500 | 0.0535 | 0.0453 |
| 0.057 | 14.17 | 177000 | 0.0519 | 0.0448 |
| 0.06 | 14.21 | 177500 | 0.0530 | 0.0452 |
| 0.058 | 14.25 | 178000 | 0.0524 | 0.0458 |
| 0.0558 | 14.29 | 178500 | 0.0522 | 0.0447 |
| 0.0592 | 14.33 | 179000 | 0.0489 | 0.0451 |
| 0.0579 | 14.37 | 179500 | 0.0493 | 0.0448 |
| 0.0556 | 14.41 | 180000 | 0.0497 | 0.0449 |
| 0.0605 | 14.45 | 180500 | 0.0498 | 0.0449 |
| 0.0527 | 14.49 | 181000 | 0.0486 | 0.0445 |
| 0.0643 | 14.53 | 181500 | 0.0504 | 0.0446 |
| 0.0603 | 14.57 | 182000 | 0.0489 | 0.0449 |
| 0.0518 | 14.61 | 182500 | 0.0495 | 0.0445 |
| 0.0638 | 14.65 | 183000 | 0.0482 | 0.0446 |
| 0.0518 | 14.69 | 183500 | 0.0496 | 0.0445 |
| 0.0569 | 14.73 | 184000 | 0.0517 | 0.0445 |
| 0.061 | 14.77 | 184500 | 0.0503 | 0.0443 |
| 0.057 | 14.81 | 185000 | 0.0504 | 0.0447 |
| 0.0461 | 14.85 | 185500 | 0.0498 | 0.0447 |
| 0.0626 | 14.89 | 186000 | 0.0481 | 0.0443 |
| 0.0554 | 14.93 | 186500 | 0.0491 | 0.0436 |
| 0.0532 | 14.97 | 187000 | 0.0494 | 0.0435 |
| 0.0552 | 15.01 | 187500 | 0.0499 | 0.0440 |
| 0.0567 | 15.05 | 188000 | 0.0503 | 0.0446 |
| 0.0487 | 15.09 | 188500 | 0.0520 | 0.0440 |
| 0.0526 | 15.13 | 189000 | 0.0508 | 0.0446 |
| 0.0482 | 15.17 | 189500 | 0.0492 | 0.0436 |
| 0.0523 | 15.21 | 190000 | 0.0494 | 0.0435 |
| 0.0509 | 15.25 | 190500 | 0.0482 | 0.0437 |
| 0.0573 | 15.29 | 191000 | 0.0498 | 0.0431 |
| 0.0482 | 15.33 | 191500 | 0.0494 | 0.0434 |
| 0.0576 | 15.37 | 192000 | 0.0495 | 0.0437 |
| 0.0555 | 15.41 | 192500 | 0.0484 | 0.0442 |
| 0.0634 | 15.45 | 193000 | 0.0495 | 0.0440 |
| 0.0521 | 15.49 | 193500 | 0.0496 | 0.0434 |
| 0.0473 | 15.53 | 194000 | 0.0523 | 0.0435 |
| 0.0506 | 15.57 | 194500 | 0.0502 | 0.0442 |
| 0.0509 | 15.61 | 195000 | 0.0498 | 0.0430 |
| 0.0493 | 15.65 | 195500 | 0.0507 | 0.0437 |
| 0.0542 | 15.69 | 196000 | 0.0500 | 0.0437 |
| 0.0532 | 15.73 | 196500 | 0.0506 | 0.0434 |
| 0.0599 | 15.77 | 197000 | 0.0500 | 0.0438 |
| 0.0572 | 15.81 | 197500 | 0.0479 | 0.0433 |
| 0.0497 | 15.85 | 198000 | 0.0495 | 0.0441 |
| 0.0546 | 15.89 | 198500 | 0.0500 | 0.0440 |
| 0.0615 | 15.93 | 199000 | 0.0482 | 0.0441 |
| 0.047 | 15.97 | 199500 | 0.0505 | 0.0437 |
| 0.0473 | 16.01 | 200000 | 0.0512 | 0.0436 |
| 0.0523 | 16.05 | 200500 | 0.0505 | 0.0434 |
| 0.0575 | 16.09 | 201000 | 0.0510 | 0.0436 |
| 0.0478 | 16.13 | 201500 | 0.0523 | 0.0441 |
| 0.0532 | 16.17 | 202000 | 0.0509 | 0.0440 |
| 0.0501 | 16.21 | 202500 | 0.0498 | 0.0432 |
| 0.0515 | 16.25 | 203000 | 0.0506 | 0.0434 |
| 0.0459 | 16.29 | 203500 | 0.0498 | 0.0439 |
| 0.1558 | 16.33 | 204000 | 0.0504 | 0.0435 |
| 0.0591 | 16.37 | 204500 | 0.0494 | 0.0432 |
| 0.0422 | 16.41 | 205000 | 0.0492 | 0.0433 |
| 0.0499 | 16.45 | 205500 | 0.0507 | 0.0431 |
| 0.0468 | 16.49 | 206000 | 0.0516 | 0.0436 |
| 0.049 | 16.53 | 206500 | 0.0499 | 0.0429 |
| 0.0485 | 16.57 | 207000 | 0.0506 | 0.0435 |
| 0.0482 | 16.61 | 207500 | 0.0504 | 0.0437 |
| 0.047 | 16.65 | 208000 | 0.0489 | 0.0430 |
| 0.0474 | 16.69 | 208500 | 0.0503 | 0.0432 |
| 0.0519 | 16.73 | 209000 | 0.0488 | 0.0433 |
| 0.0514 | 16.77 | 209500 | 0.0520 | 0.0433 |
| 0.0556 | 16.81 | 210000 | 0.0494 | 0.0434 |
| 0.0443 | 16.85 | 210500 | 0.0509 | 0.0429 |
| 0.0456 | 16.89 | 211000 | 0.0508 | 0.0427 |
| 0.0543 | 16.93 | 211500 | 0.0503 | 0.0430 |
| 0.0519 | 16.97 | 212000 | 0.0506 | 0.0426 |
| 0.0422 | 17.01 | 212500 | 0.0505 | 0.0428 |
| 0.045 | 17.05 | 213000 | 0.0505 | 0.0430 |
| 0.0479 | 17.09 | 213500 | 0.0516 | 0.0429 |
| 0.0484 | 17.13 | 214000 | 0.0486 | 0.0426 |
| 0.0437 | 17.17 | 214500 | 0.0506 | 0.0429 |
| 0.0469 | 17.21 | 215000 | 0.0500 | 0.0426 |
| 0.0451 | 17.25 | 215500 | 0.0510 | 0.0423 |
| 0.0469 | 17.29 | 216000 | 0.0484 | 0.0427 |
| 0.0515 | 17.33 | 216500 | 0.0503 | 0.0429 |
| 0.0481 | 17.37 | 217000 | 0.0510 | 0.0430 |
| 0.042 | 17.41 | 217500 | 0.0496 | 0.0434 |
| 0.0432 | 17.45 | 218000 | 0.0512 | 0.0429 |
| 0.0445 | 17.49 | 218500 | 0.0523 | 0.0424 |
| 0.0502 | 17.53 | 219000 | 0.0510 | 0.0427 |
| 0.0511 | 17.57 | 219500 | 0.0519 | 0.0427 |
| 0.044 | 17.61 | 220000 | 0.0500 | 0.0421 |
| 0.0483 | 17.65 | 220500 | 0.0490 | 0.0427 |
| 0.0464 | 17.69 | 221000 | 0.0515 | 0.0421 |
| 0.0489 | 17.73 | 221500 | 0.0512 | 0.0424 |
| 0.0497 | 17.77 | 222000 | 0.0512 | 0.0430 |
| 0.048 | 17.81 | 222500 | 0.0511 | 0.0422 |
| 0.052 | 17.85 | 223000 | 0.0501 | 0.0422 |
| 0.048 | 17.89 | 223500 | 0.0510 | 0.0419 |
| 0.0543 | 17.93 | 224000 | 0.0519 | 0.0419 |
| 0.0478 | 17.97 | 224500 | 0.0499 | 0.0421 |
| 0.0463 | 18.01 | 225000 | 0.0499 | 0.0428 |
| 0.0481 | 18.05 | 225500 | 0.0508 | 0.0421 |
| 0.0438 | 18.09 | 226000 | 0.0528 | 0.0424 |
| 0.0425 | 18.13 | 226500 | 0.0527 | 0.0425 |
| 0.0404 | 18.17 | 227000 | 0.0516 | 0.0423 |
| 0.0458 | 18.21 | 227500 | 0.0532 | 0.0423 |
| 0.0468 | 18.25 | 228000 | 0.0508 | 0.0423 |
| 0.0462 | 18.29 | 228500 | 0.0517 | 0.0417 |
| 0.0501 | 18.33 | 229000 | 0.0515 | 0.0420 |
| 0.043 | 18.37 | 229500 | 0.0520 | 0.0418 |
| 0.048 | 18.41 | 230000 | 0.0505 | 0.0422 |
| 0.0429 | 18.45 | 230500 | 0.0526 | 0.0422 |
| 0.0459 | 18.49 | 231000 | 0.0514 | 0.0428 |
| 0.051 | 18.53 | 231500 | 0.0509 | 0.0422 |
| 0.045 | 18.57 | 232000 | 0.0519 | 0.0420 |
| 0.0437 | 18.61 | 232500 | 0.0515 | 0.0426 |
| 0.0505 | 18.65 | 233000 | 0.0487 | 0.0417 |
| 0.0402 | 18.69 | 233500 | 0.0503 | 0.0418 |
| 0.0465 | 18.73 | 234000 | 0.0503 | 0.0420 |
| 0.0482 | 18.77 | 234500 | 0.0516 | 0.0420 |
| 0.0439 | 18.81 | 235000 | 0.0511 | 0.0419 |
| 0.0472 | 18.85 | 235500 | 0.0518 | 0.0419 |
| 0.0432 | 18.89 | 236000 | 0.0503 | 0.0423 |
| 0.0525 | 18.93 | 236500 | 0.0503 | 0.0415 |
| 0.0516 | 18.97 | 237000 | 0.0510 | 0.0421 |
| 0.0412 | 19.01 | 237500 | 0.0509 | 0.0415 |
| 0.0426 | 19.05 | 238000 | 0.0513 | 0.0418 |
| 0.044 | 19.09 | 238500 | 0.0502 | 0.0418 |
| 0.0473 | 19.13 | 239000 | 0.0499 | 0.0416 |
| 0.0414 | 19.17 | 239500 | 0.0521 | 0.0413 |
| 0.0454 | 19.21 | 240000 | 0.0504 | 0.0413 |
| 0.0394 | 19.25 | 240500 | 0.0523 | 0.0410 |
| 0.0506 | 19.29 | 241000 | 0.0512 | 0.0416 |
| 0.0477 | 19.33 | 241500 | 0.0533 | 0.0416 |
| 0.0441 | 19.37 | 242000 | 0.0506 | 0.0414 |
| 0.0479 | 19.41 | 242500 | 0.0508 | 0.0419 |
| 0.0423 | 19.45 | 243000 | 0.0532 | 0.0414 |
| 0.0425 | 19.49 | 243500 | 0.0526 | 0.0409 |
| 0.0399 | 19.53 | 244000 | 0.0519 | 0.0419 |
| 0.044 | 19.57 | 244500 | 0.0532 | 0.0416 |
| 0.0462 | 19.61 | 245000 | 0.0516 | 0.0414 |
| 0.0395 | 19.65 | 245500 | 0.0544 | 0.0410 |
| 0.0403 | 19.69 | 246000 | 0.0533 | 0.0411 |
| 0.046 | 19.73 | 246500 | 0.0525 | 0.0409 |
| 0.0449 | 19.77 | 247000 | 0.0496 | 0.0424 |
| 0.0455 | 19.81 | 247500 | 0.0527 | 0.0413 |
| 0.0501 | 19.85 | 248000 | 0.0518 | 0.0413 |
| 0.0415 | 19.89 | 248500 | 0.0519 | 0.0413 |
| 0.0517 | 19.93 | 249000 | 0.0519 | 0.0415 |
| 0.045 | 19.97 | 249500 | 0.0510 | 0.0415 |
| 0.0398 | 20.01 | 250000 | 0.0514 | 0.0412 |
| 0.0379 | 20.05 | 250500 | 0.0528 | 0.0414 |
| 0.0384 | 20.09 | 251000 | 0.0516 | 0.0417 |
| 0.0427 | 20.13 | 251500 | 0.0526 | 0.0413 |
| 0.0444 | 20.17 | 252000 | 0.0526 | 0.0409 |
| 0.0397 | 20.21 | 252500 | 0.0523 | 0.0412 |
| 0.0359 | 20.25 | 253000 | 0.0526 | 0.0416 |
| 0.0391 | 20.29 | 253500 | 0.0522 | 0.0411 |
| 0.0357 | 20.33 | 254000 | 0.0520 | 0.0417 |
| 0.0406 | 20.37 | 254500 | 0.0531 | 0.0418 |
| 0.0392 | 20.41 | 255000 | 0.0540 | 0.0411 |
| 0.0398 | 20.45 | 255500 | 0.0505 | 0.0414 |
| 0.041 | 20.49 | 256000 | 0.0517 | 0.0413 |
| 0.0458 | 20.53 | 256500 | 0.0511 | 0.0418 |
| 0.0473 | 20.57 | 257000 | 0.0521 | 0.0411 |
| 0.0484 | 20.61 | 257500 | 0.0509 | 0.0409 |
| 0.0413 | 20.65 | 258000 | 0.0520 | 0.0411 |
| 0.0411 | 20.69 | 258500 | 0.0514 | 0.0411 |
| 0.0462 | 20.73 | 259000 | 0.0500 | 0.0406 |
| 0.0341 | 20.77 | 259500 | 0.0510 | 0.0418 |
| 0.0388 | 20.81 | 260000 | 0.0508 | 0.0412 |
| 0.0452 | 20.85 | 260500 | 0.0494 | 0.0410 |
| 0.0412 | 20.89 | 261000 | 0.0517 | 0.0414 |
| 0.0383 | 20.93 | 261500 | 0.0516 | 0.0406 |
| 0.0381 | 20.97 | 262000 | 0.0503 | 0.0409 |
| 0.0356 | 21.01 | 262500 | 0.0531 | 0.0405 |
| 0.0406 | 21.05 | 263000 | 0.0519 | 0.0407 |
| 0.0332 | 21.09 | 263500 | 0.0525 | 0.0408 |
| 0.0407 | 21.13 | 264000 | 0.0529 | 0.0406 |
| 0.0426 | 21.17 | 264500 | 0.0523 | 0.0408 |
| 0.0377 | 21.21 | 265000 | 0.0546 | 0.0409 |
| 0.042 | 21.25 | 265500 | 0.0513 | 0.0405 |
| 0.0379 | 21.29 | 266000 | 0.0551 | 0.0408 |
| 0.0428 | 21.33 | 266500 | 0.0534 | 0.0411 |
| 0.0425 | 21.37 | 267000 | 0.0529 | 0.0455 |
| 0.0321 | 21.41 | 267500 | 0.0535 | 0.0410 |
| 0.0447 | 21.45 | 268000 | 0.0515 | 0.0406 |
| 0.0458 | 21.49 | 268500 | 0.0500 | 0.0405 |
| 0.0334 | 21.53 | 269000 | 0.0525 | 0.0406 |
| 0.0403 | 21.57 | 269500 | 0.0510 | 0.0409 |
| 0.0381 | 21.61 | 270000 | 0.0521 | 0.0405 |
| 0.0391 | 21.65 | 270500 | 0.0524 | 0.0405 |
| 0.0446 | 21.69 | 271000 | 0.0514 | 0.0408 |
| 0.0376 | 21.73 | 271500 | 0.0517 | 0.0404 |
| 0.0411 | 21.77 | 272000 | 0.0523 | 0.0402 |
| 0.0378 | 21.81 | 272500 | 0.0536 | 0.0406 |
| 0.0438 | 21.85 | 273000 | 0.0521 | 0.0403 |
| 0.0372 | 21.89 | 273500 | 0.0528 | 0.0402 |
| 0.0449 | 21.93 | 274000 | 0.0532 | 0.0403 |
| 0.0413 | 21.97 | 274500 | 0.0530 | 0.0401 |
| 0.038 | 22.01 | 275000 | 0.0525 | 0.0404 |
| 0.0357 | 22.05 | 275500 | 0.0531 | 0.0407 |
| 0.0385 | 22.09 | 276000 | 0.0525 | 0.0406 |
| 0.0368 | 22.13 | 276500 | 0.0545 | 0.0405 |
| 0.0414 | 22.17 | 277000 | 0.0534 | 0.0405 |
| 0.0441 | 22.21 | 277500 | 0.0522 | 0.0403 |
| 0.0383 | 22.25 | 278000 | 0.0538 | 0.0402 |
| 0.0348 | 22.29 | 278500 | 0.0530 | 0.0407 |
| 0.0376 | 22.33 | 279000 | 0.0528 | 0.0401 |
| 0.0366 | 22.37 | 279500 | 0.0528 | 0.0408 |
| 0.0474 | 22.41 | 280000 | 0.0521 | 0.0400 |
| 0.0368 | 22.45 | 280500 | 0.0537 | 0.0403 |
| 0.0379 | 22.49 | 281000 | 0.0542 | 0.0403 |
| 0.0353 | 22.53 | 281500 | 0.0531 | 0.0405 |
| 0.0387 | 22.57 | 282000 | 0.0520 | 0.0406 |
| 0.0402 | 22.61 | 282500 | 0.0529 | 0.0405 |
| 0.0396 | 22.65 | 283000 | 0.0538 | 0.0401 |
| 0.0362 | 22.69 | 283500 | 0.0528 | 0.0402 |
| 0.0378 | 22.73 | 284000 | 0.0551 | 0.0405 |
| 0.0419 | 22.77 | 284500 | 0.0533 | 0.0403 |
| 0.0441 | 22.81 | 285000 | 0.0541 | 0.0401 |
| 0.0405 | 22.85 | 285500 | 0.0525 | 0.0402 |
| 0.0421 | 22.89 | 286000 | 0.0525 | 0.0402 |
| 0.0389 | 22.93 | 286500 | 0.0530 | 0.0399 |
| 0.0341 | 22.97 | 287000 | 0.0526 | 0.0399 |
| 0.0405 | 23.01 | 287500 | 0.0528 | 0.0399 |
| 0.0348 | 23.05 | 288000 | 0.0536 | 0.0397 |
| 0.0411 | 23.09 | 288500 | 0.0563 | 0.0396 |
| 0.0375 | 23.13 | 289000 | 0.0536 | 0.0395 |
| 0.0331 | 23.17 | 289500 | 0.0546 | 0.0399 |
| 0.0367 | 23.21 | 290000 | 0.0549 | 0.0398 |
| 0.0358 | 23.25 | 290500 | 0.0552 | 0.0403 |
| 0.0363 | 23.29 | 291000 | 0.0539 | 0.0397 |
| 0.0373 | 23.33 | 291500 | 0.0537 | 0.0399 |
| 0.0431 | 23.37 | 292000 | 0.0532 | 0.0396 |
| 0.0366 | 23.41 | 292500 | 0.0554 | 0.0401 |
| 0.0357 | 23.46 | 293000 | 0.0558 | 0.0400 |
| 0.0357 | 23.5 | 293500 | 0.0557 | 0.0403 |
| 0.0345 | 23.54 | 294000 | 0.0564 | 0.0398 |
| 0.0414 | 23.58 | 294500 | 0.0536 | 0.0398 |
| 0.038 | 23.62 | 295000 | 0.0565 | 0.0398 |
| 0.0375 | 23.66 | 295500 | 0.0538 | 0.0396 |
| 0.0335 | 23.7 | 296000 | 0.0551 | 0.0401 |
| 0.0312 | 23.74 | 296500 | 0.0558 | 0.0395 |
| 0.0349 | 23.78 | 297000 | 0.0567 | 0.0396 |
| 0.0431 | 23.82 | 297500 | 0.0537 | 0.0398 |
| 0.0412 | 23.86 | 298000 | 0.0538 | 0.0396 |
| 0.0365 | 23.9 | 298500 | 0.0556 | 0.0398 |
| 0.0392 | 23.94 | 299000 | 0.0530 | 0.0399 |
| 0.0399 | 23.98 | 299500 | 0.0524 | 0.0398 |
| 0.0309 | 24.02 | 300000 | 0.0535 | 0.0393 |
| 0.0379 | 24.06 | 300500 | 0.0526 | 0.0398 |
| 0.0327 | 24.1 | 301000 | 0.0548 | 0.0394 |
| 0.0338 | 24.14 | 301500 | 0.0548 | 0.0393 |
| 0.0356 | 24.18 | 302000 | 0.0547 | 0.0393 |
| 0.0303 | 24.22 | 302500 | 0.0559 | 0.0395 |
| 0.0346 | 24.26 | 303000 | 0.0570 | 0.0390 |
| 0.0326 | 24.3 | 303500 | 0.0547 | 0.0396 |
| 0.0314 | 24.34 | 304000 | 0.0552 | 0.0397 |
| 0.0375 | 24.38 | 304500 | 0.0551 | 0.0394 |
| 0.0342 | 24.42 | 305000 | 0.0555 | 0.0399 |
| 0.0351 | 24.46 | 305500 | 0.0548 | 0.0399 |
| 0.0324 | 24.5 | 306000 | 0.0537 | 0.0393 |
| 0.0349 | 24.54 | 306500 | 0.0562 | 0.0392 |
| 0.0367 | 24.58 | 307000 | 0.0548 | 0.0393 |
| 0.0372 | 24.62 | 307500 | 0.0555 | 0.0389 |
| 0.0363 | 24.66 | 308000 | 0.0542 | 0.0400 |
| 0.0366 | 24.7 | 308500 | 0.0553 | 0.0396 |
| 0.0356 | 24.74 | 309000 | 0.0557 | 0.0398 |
| 0.0315 | 24.78 | 309500 | 0.0560 | 0.0393 |
| 0.0362 | 24.82 | 310000 | 0.0551 | 0.0389 |
| 0.0357 | 24.86 | 310500 | 0.0547 | 0.0391 |
| 0.0391 | 24.9 | 311000 | 0.0545 | 0.0387 |
| 0.0379 | 24.94 | 311500 | 0.0535 | 0.0392 |
| 0.0327 | 24.98 | 312000 | 0.0527 | 0.0389 |
| 0.0369 | 25.02 | 312500 | 0.0547 | 0.0388 |
| 0.0323 | 25.06 | 313000 | 0.0555 | 0.0394 |
| 0.033 | 25.1 | 313500 | 0.0565 | 0.0390 |
| 0.0288 | 25.14 | 314000 | 0.0549 | 0.0389 |
| 0.0344 | 25.18 | 314500 | 0.0533 | 0.0391 |
| 0.0307 | 25.22 | 315000 | 0.0561 | 0.0386 |
| 0.0413 | 25.26 | 315500 | 0.0540 | 0.0393 |
| 0.0393 | 25.3 | 316000 | 0.0548 | 0.0386 |
| 0.0359 | 25.34 | 316500 | 0.0541 | 0.0386 |
| 0.0303 | 25.38 | 317000 | 0.0556 | 0.0384 |
| 0.034 | 25.42 | 317500 | 0.0537 | 0.0389 |
| 0.0303 | 25.46 | 318000 | 0.0565 | 0.0387 |
| 0.0359 | 25.5 | 318500 | 0.0547 | 0.0393 |
| 0.0315 | 25.54 | 319000 | 0.0561 | 0.0384 |
| 0.0269 | 25.58 | 319500 | 0.0581 | 0.0386 |
| 0.0299 | 25.62 | 320000 | 0.0560 | 0.0391 |
| 0.0321 | 25.66 | 320500 | 0.0554 | 0.0385 |
| 0.0341 | 25.7 | 321000 | 0.0552 | 0.0387 |
| 0.031 | 25.74 | 321500 | 0.0559 | 0.0382 |
| 0.0318 | 25.78 | 322000 | 0.0564 | 0.0383 |
| 0.0288 | 25.82 | 322500 | 0.0554 | 0.0389 |
| 0.0333 | 25.86 | 323000 | 0.0551 | 0.0388 |
| 0.0309 | 25.9 | 323500 | 0.0550 | 0.0383 |
| 0.0288 | 25.94 | 324000 | 0.0555 | 0.0389 |
| 0.0392 | 25.98 | 324500 | 0.0548 | 0.0388 |
| 0.0297 | 26.02 | 325000 | 0.0573 | 0.0389 |
| 0.0266 | 26.06 | 325500 | 0.0588 | 0.0390 |
| 0.0324 | 26.1 | 326000 | 0.0562 | 0.0385 |
| 0.0303 | 26.14 | 326500 | 0.0565 | 0.0389 |
| 0.0297 | 26.18 | 327000 | 0.0571 | 0.0390 |
| 0.0317 | 26.22 | 327500 | 0.0579 | 0.0385 |
| 0.0322 | 26.26 | 328000 | 0.0577 | 0.0386 |
| 0.0289 | 26.3 | 328500 | 0.0587 | 0.0388 |
| 0.036 | 26.34 | 329000 | 0.0570 | 0.0385 |
| 0.032 | 26.38 | 329500 | 0.0572 | 0.0390 |
| 0.0358 | 26.42 | 330000 | 0.0571 | 0.0390 |
| 0.0329 | 26.46 | 330500 | 0.0567 | 0.0386 |
| 0.0386 | 26.5 | 331000 | 0.0572 | 0.0385 |
| 0.0309 | 26.54 | 331500 | 0.0588 | 0.0388 |
| 0.0257 | 26.58 | 332000 | 0.0587 | 0.0387 |
| 0.0362 | 26.62 | 332500 | 0.0572 | 0.0390 |
| 0.0315 | 26.66 | 333000 | 0.0570 | 0.0381 |
| 0.0326 | 26.7 | 333500 | 0.0568 | 0.0384 |
| 0.0327 | 26.74 | 334000 | 0.0570 | 0.0383 |
| 0.0325 | 26.78 | 334500 | 0.0573 | 0.0382 |
| 0.0303 | 26.82 | 335000 | 0.0586 | 0.0384 |
| 0.0262 | 26.86 | 335500 | 0.0579 | 0.0381 |
| 0.0282 | 26.9 | 336000 | 0.0580 | 0.0380 |
| 0.0335 | 26.94 | 336500 | 0.0591 | 0.0380 |
| 0.0313 | 26.98 | 337000 | 0.0569 | 0.0380 |
| 0.0332 | 27.02 | 337500 | 0.0582 | 0.0382 |
| 0.0305 | 27.06 | 338000 | 0.0560 | 0.0381 |
| 0.0353 | 27.1 | 338500 | 0.0569 | 0.0382 |
| 0.0283 | 27.14 | 339000 | 0.0579 | 0.0382 |
| 0.0288 | 27.18 | 339500 | 0.0555 | 0.0380 |
| 0.0322 | 27.22 | 340000 | 0.0565 | 0.0379 |
| 0.0368 | 27.26 | 340500 | 0.0553 | 0.0379 |
| 0.0266 | 27.3 | 341000 | 0.0593 | 0.0379 |
| 0.0311 | 27.34 | 341500 | 0.0558 | 0.0383 |
| 0.0249 | 27.38 | 342000 | 0.0566 | 0.0387 |
| 0.034 | 27.42 | 342500 | 0.0568 | 0.0380 |
| 0.0311 | 27.46 | 343000 | 0.0566 | 0.0380 |
| 0.0283 | 27.5 | 343500 | 0.0563 | 0.0385 |
| 0.0253 | 27.54 | 344000 | 0.0589 | 0.0380 |
| 0.0283 | 27.58 | 344500 | 0.0569 | 0.0382 |
| 0.0267 | 27.62 | 345000 | 0.0582 | 0.0378 |
| 0.0288 | 27.66 | 345500 | 0.0566 | 0.0380 |
| 0.029 | 27.7 | 346000 | 0.0576 | 0.0383 |
| 0.0304 | 27.74 | 346500 | 0.0561 | 0.0381 |
| 0.0305 | 27.78 | 347000 | 0.0585 | 0.0380 |
| 0.0315 | 27.82 | 347500 | 0.0583 | 0.0380 |
| 0.0285 | 27.86 | 348000 | 0.0588 | 0.0379 |
| 0.0284 | 27.9 | 348500 | 0.0561 | 0.0382 |
| 0.0328 | 27.94 | 349000 | 0.0558 | 0.0379 |
| 0.0315 | 27.98 | 349500 | 0.0560 | 0.0380 |
| 0.0345 | 28.02 | 350000 | 0.0584 | 0.0378 |
| 0.0271 | 28.06 | 350500 | 0.0581 | 0.0376 |
| 0.0326 | 28.1 | 351000 | 0.0586 | 0.0379 |
| 0.0393 | 28.14 | 351500 | 0.0573 | 0.0376 |
| 0.0292 | 28.18 | 352000 | 0.0576 | 0.0378 |
| 0.0284 | 28.22 | 352500 | 0.0590 | 0.0378 |
| 0.0296 | 28.26 | 353000 | 0.0579 | 0.0377 |
| 0.0315 | 28.3 | 353500 | 0.0578 | 0.0376 |
| 0.0304 | 28.34 | 354000 | 0.0581 | 0.0381 |
| 0.0278 | 28.38 | 354500 | 0.0595 | 0.0378 |
| 0.0337 | 28.42 | 355000 | 0.0577 | 0.0376 |
| 0.0278 | 28.46 | 355500 | 0.0571 | 0.0378 |
| 0.026 | 28.5 | 356000 | 0.0579 | 0.0376 |
| 0.0256 | 28.54 | 356500 | 0.0597 | 0.0380 |
| 0.0256 | 28.58 | 357000 | 0.0610 | 0.0373 |
| 0.0291 | 28.62 | 357500 | 0.0596 | 0.0377 |
| 0.0253 | 28.66 | 358000 | 0.0581 | 0.0378 |
| 0.0252 | 28.7 | 358500 | 0.0575 | 0.0379 |
| 0.027 | 28.74 | 359000 | 0.0588 | 0.0374 |
| 0.0355 | 28.78 | 359500 | 0.0579 | 0.0377 |
| 0.0277 | 28.82 | 360000 | 0.0576 | 0.0373 |
| 0.0255 | 28.86 | 360500 | 0.0588 | 0.0377 |
| 0.0271 | 28.9 | 361000 | 0.0579 | 0.0376 |
| 0.031 | 28.94 | 361500 | 0.0578 | 0.0374 |
| 0.031 | 28.98 | 362000 | 0.0563 | 0.0376 |
| 0.0287 | 29.02 | 362500 | 0.0582 | 0.0371 |
| 0.0273 | 29.06 | 363000 | 0.0583 | 0.0377 |
| 0.0249 | 29.1 | 363500 | 0.0581 | 0.0372 |
| 0.0263 | 29.14 | 364000 | 0.0580 | 0.0375 |
| 0.0269 | 29.18 | 364500 | 0.0596 | 0.0374 |
| 0.0304 | 29.22 | 365000 | 0.0581 | 0.0375 |
| 0.0301 | 29.26 | 365500 | 0.0598 | 0.0372 |
| 0.0291 | 29.3 | 366000 | 0.0598 | 0.0374 |
| 0.0287 | 29.34 | 366500 | 0.0587 | 0.0376 |
| 0.0322 | 29.38 | 367000 | 0.0571 | 0.0375 |
| 0.0309 | 29.42 | 367500 | 0.0582 | 0.0375 |
| 0.0283 | 29.46 | 368000 | 0.0605 | 0.0375 |
| 0.032 | 29.5 | 368500 | 0.0578 | 0.0376 |
| 0.026 | 29.54 | 369000 | 0.0598 | 0.0372 |
| 0.0276 | 29.58 | 369500 | 0.0592 | 0.0372 |
| 0.0285 | 29.62 | 370000 | 0.0585 | 0.0370 |
| 0.0287 | 29.66 | 370500 | 0.0599 | 0.0370 |
| 0.0322 | 29.7 | 371000 | 0.0594 | 0.0374 |
| 0.0291 | 29.74 | 371500 | 0.0585 | 0.0373 |
| 0.0285 | 29.78 | 372000 | 0.0590 | 0.0372 |
| 0.0359 | 29.82 | 372500 | 0.0595 | 0.0369 |
| 0.0227 | 29.86 | 373000 | 0.0597 | 0.0373 |
| 0.0256 | 29.9 | 373500 | 0.0602 | 0.0375 |
| 0.0318 | 29.94 | 374000 | 0.0586 | 0.0372 |
| 0.0345 | 29.98 | 374500 | 0.0585 | 0.0371 |
| 0.0266 | 30.02 | 375000 | 0.0597 | 0.0371 |
| 0.0249 | 30.06 | 375500 | 0.0604 | 0.0372 |
| 0.028 | 30.1 | 376000 | 0.0611 | 0.0372 |
| 0.0235 | 30.14 | 376500 | 0.0591 | 0.0371 |
| 0.0275 | 30.18 | 377000 | 0.0600 | 0.0368 |
| 0.0233 | 30.22 | 377500 | 0.0606 | 0.0371 |
| 0.0325 | 30.26 | 378000 | 0.0584 | 0.0372 |
| 0.0268 | 30.3 | 378500 | 0.0609 | 0.0375 |
| 0.0188 | 30.34 | 379000 | 0.0606 | 0.0373 |
| 0.0338 | 30.38 | 379500 | 0.0585 | 0.0371 |
| 0.0269 | 30.42 | 380000 | 0.0592 | 0.0373 |
| 0.0286 | 30.46 | 380500 | 0.0592 | 0.0376 |
| 0.0284 | 30.5 | 381000 | 0.0604 | 0.0376 |
| 0.0307 | 30.54 | 381500 | 0.0602 | 0.0371 |
| 0.0257 | 30.58 | 382000 | 0.0592 | 0.0370 |
| 0.0333 | 30.62 | 382500 | 0.0585 | 0.0372 |
| 0.0257 | 30.66 | 383000 | 0.0605 | 0.0370 |
| 0.0287 | 30.7 | 383500 | 0.0604 | 0.0371 |
| 0.0234 | 30.74 | 384000 | 0.0624 | 0.0370 |
| 0.0303 | 30.78 | 384500 | 0.0606 | 0.0368 |
| 0.0284 | 30.82 | 385000 | 0.0595 | 0.0368 |
| 0.0274 | 30.86 | 385500 | 0.0610 | 0.0368 |
| 0.026 | 30.9 | 386000 | 0.0615 | 0.0369 |
| 0.029 | 30.94 | 386500 | 0.0594 | 0.0373 |
| 0.0257 | 30.98 | 387000 | 0.0608 | 0.0367 |
| 0.0276 | 31.02 | 387500 | 0.0608 | 0.0370 |
| 0.0248 | 31.06 | 388000 | 0.0613 | 0.0370 |
| 0.0241 | 31.1 | 388500 | 0.0613 | 0.0369 |
| 0.0274 | 31.14 | 389000 | 0.0600 | 0.0369 |
| 0.0229 | 31.18 | 389500 | 0.0616 | 0.0371 |
| 0.0275 | 31.22 | 390000 | 0.0607 | 0.0370 |
| 0.0299 | 31.26 | 390500 | 0.0608 | 0.0368 |
| 0.0267 | 31.3 | 391000 | 0.0605 | 0.0370 |
| 0.0274 | 31.34 | 391500 | 0.0598 | 0.0369 |
| 0.0231 | 31.38 | 392000 | 0.0606 | 0.0366 |
| 0.0234 | 31.42 | 392500 | 0.0606 | 0.0364 |
| 0.026 | 31.46 | 393000 | 0.0610 | 0.0370 |
| 0.0225 | 31.5 | 393500 | 0.0592 | 0.0367 |
| 0.0321 | 31.54 | 394000 | 0.0585 | 0.0363 |
| 0.0245 | 31.58 | 394500 | 0.0595 | 0.0368 |
| 0.0264 | 31.62 | 395000 | 0.0584 | 0.0363 |
| 0.0288 | 31.66 | 395500 | 0.0601 | 0.0364 |
| 0.0271 | 31.7 | 396000 | 0.0597 | 0.0369 |
| 0.0245 | 31.74 | 396500 | 0.0610 | 0.0364 |
| 0.0264 | 31.78 | 397000 | 0.0604 | 0.0364 |
| 0.026 | 31.82 | 397500 | 0.0604 | 0.0364 |
| 0.0262 | 31.86 | 398000 | 0.0596 | 0.0360 |
| 0.0258 | 31.9 | 398500 | 0.0600 | 0.0366 |
| 0.0293 | 31.94 | 399000 | 0.0603 | 0.0365 |
| 0.0268 | 31.98 | 399500 | 0.0598 | 0.0364 |
| 0.0238 | 32.02 | 400000 | 0.0605 | 0.0365 |
| 0.0249 | 32.06 | 400500 | 0.0614 | 0.0362 |
| 0.0227 | 32.1 | 401000 | 0.0605 | 0.0361 |
| 0.024 | 32.14 | 401500 | 0.0610 | 0.0362 |
| 0.0293 | 32.18 | 402000 | 0.0602 | 0.0363 |
| 0.0236 | 32.22 | 402500 | 0.0609 | 0.0364 |
| 0.0249 | 32.26 | 403000 | 0.0614 | 0.0364 |
| 0.0248 | 32.3 | 403500 | 0.0608 | 0.0364 |
| 0.0266 | 32.34 | 404000 | 0.0594 | 0.0363 |
| 0.0228 | 32.38 | 404500 | 0.0605 | 0.0363 |
| 0.0225 | 32.42 | 405000 | 0.0612 | 0.0364 |
| 0.0239 | 32.46 | 405500 | 0.0614 | 0.0363 |
| 0.0271 | 32.5 | 406000 | 0.0598 | 0.0365 |
| 0.0221 | 32.54 | 406500 | 0.0599 | 0.0363 |
| 0.0255 | 32.58 | 407000 | 0.0605 | 0.0364 |
| 0.0294 | 32.62 | 407500 | 0.0600 | 0.0362 |
| 0.028 | 32.66 | 408000 | 0.0611 | 0.0363 |
| 0.0229 | 32.7 | 408500 | 0.0609 | 0.0363 |
| 0.026 | 32.74 | 409000 | 0.0625 | 0.0365 |
| 0.0217 | 32.78 | 409500 | 0.0608 | 0.0364 |
| 0.0283 | 32.82 | 410000 | 0.0603 | 0.0363 |
| 0.0243 | 32.86 | 410500 | 0.0597 | 0.0364 |
| 0.0268 | 32.9 | 411000 | 0.0609 | 0.0365 |
| 0.0229 | 32.94 | 411500 | 0.0622 | 0.0366 |
| 0.0242 | 32.98 | 412000 | 0.0609 | 0.0363 |
| 0.0249 | 33.02 | 412500 | 0.0601 | 0.0365 |
| 0.0249 | 33.06 | 413000 | 0.0612 | 0.0363 |
| 0.0232 | 33.1 | 413500 | 0.0609 | 0.0366 |
| 0.0253 | 33.14 | 414000 | 0.0610 | 0.0364 |
| 0.0268 | 33.18 | 414500 | 0.0616 | 0.0363 |
| 0.022 | 33.22 | 415000 | 0.0606 | 0.0363 |
| 0.0212 | 33.26 | 415500 | 0.0612 | 0.0364 |
| 0.0254 | 33.3 | 416000 | 0.0600 | 0.0364 |
| 0.0243 | 33.34 | 416500 | 0.0598 | 0.0360 |
| 0.0235 | 33.38 | 417000 | 0.0602 | 0.0362 |
| 0.0273 | 33.42 | 417500 | 0.0612 | 0.0362 |
| 0.0286 | 33.46 | 418000 | 0.0604 | 0.0363 |
| 0.0268 | 33.5 | 418500 | 0.0606 | 0.0361 |
| 0.0272 | 33.54 | 419000 | 0.0598 | 0.0359 |
| 0.025 | 33.58 | 419500 | 0.0599 | 0.0363 |
| 0.0231 | 33.62 | 420000 | 0.0600 | 0.0361 |
| 0.0212 | 33.66 | 420500 | 0.0603 | 0.0360 |
| 0.0228 | 33.7 | 421000 | 0.0622 | 0.0360 |
| 0.0208 | 33.74 | 421500 | 0.0606 | 0.0360 |
| 0.0255 | 33.78 | 422000 | 0.0618 | 0.0362 |
| 0.0239 | 33.82 | 422500 | 0.0613 | 0.0360 |
| 0.0259 | 33.86 | 423000 | 0.0598 | 0.0360 |
| 0.0209 | 33.9 | 423500 | 0.0606 | 0.0359 |
| 0.0262 | 33.94 | 424000 | 0.0609 | 0.0361 |
| 0.0222 | 33.98 | 424500 | 0.0599 | 0.0360 |
| 0.0217 | 34.02 | 425000 | 0.0607 | 0.0358 |
| 0.026 | 34.06 | 425500 | 0.0595 | 0.0360 |
| 0.0211 | 34.1 | 426000 | 0.0616 | 0.0359 |
| 0.0239 | 34.14 | 426500 | 0.0602 | 0.0358 |
| 0.0232 | 34.18 | 427000 | 0.0613 | 0.0357 |
| 0.0242 | 34.22 | 427500 | 0.0621 | 0.0358 |
| 0.0224 | 34.26 | 428000 | 0.0611 | 0.0355 |
| 0.0216 | 34.3 | 428500 | 0.0623 | 0.0358 |
| 0.0199 | 34.34 | 429000 | 0.0616 | 0.0357 |
| 0.0227 | 34.38 | 429500 | 0.0619 | 0.0360 |
| 0.0244 | 34.42 | 430000 | 0.0611 | 0.0357 |
| 0.0247 | 34.46 | 430500 | 0.0607 | 0.0360 |
| 0.0236 | 34.5 | 431000 | 0.0613 | 0.0358 |
| 0.0214 | 34.54 | 431500 | 0.0602 | 0.0358 |
| 0.0221 | 34.58 | 432000 | 0.0599 | 0.0358 |
| 0.0209 | 34.62 | 432500 | 0.0602 | 0.0357 |
| 0.0246 | 34.66 | 433000 | 0.0609 | 0.0357 |
| 0.022 | 34.7 | 433500 | 0.0612 | 0.0356 |
| 0.0225 | 34.74 | 434000 | 0.0609 | 0.0360 |
| 0.023 | 34.78 | 434500 | 0.0611 | 0.0357 |
| 0.0245 | 34.82 | 435000 | 0.0605 | 0.0357 |
| 0.0254 | 34.86 | 435500 | 0.0609 | 0.0358 |
| 0.0236 | 34.9 | 436000 | 0.0617 | 0.0355 |
| 0.0227 | 34.94 | 436500 | 0.0611 | 0.0356 |
| 0.0299 | 34.98 | 437000 | 0.0610 | 0.0355 |
| 0.018 | 35.02 | 437500 | 0.0619 | 0.0355 |
| 0.0209 | 35.06 | 438000 | 0.0623 | 0.0354 |
| 0.0201 | 35.1 | 438500 | 0.0623 | 0.0355 |
| 0.0264 | 35.14 | 439000 | 0.0614 | 0.0354 |
| 0.0211 | 35.18 | 439500 | 0.0620 | 0.0353 |
| 0.0249 | 35.22 | 440000 | 0.0623 | 0.0354 |
| 0.0225 | 35.26 | 440500 | 0.0624 | 0.0355 |
| 0.0225 | 35.3 | 441000 | 0.0615 | 0.0354 |
| 0.0215 | 35.34 | 441500 | 0.0619 | 0.0356 |
| 0.0225 | 35.38 | 442000 | 0.0618 | 0.0352 |
| 0.0223 | 35.42 | 442500 | 0.0622 | 0.0354 |
| 0.023 | 35.46 | 443000 | 0.0619 | 0.0355 |
| 0.0209 | 35.5 | 443500 | 0.0619 | 0.0353 |
| 0.019 | 35.54 | 444000 | 0.0613 | 0.0355 |
| 0.0256 | 35.58 | 444500 | 0.0606 | 0.0355 |
| 0.0182 | 35.62 | 445000 | 0.0603 | 0.0357 |
| 0.0229 | 35.66 | 445500 | 0.0604 | 0.0356 |
| 0.0203 | 35.7 | 446000 | 0.0613 | 0.0356 |
| 0.0228 | 35.74 | 446500 | 0.0603 | 0.0356 |
| 0.0239 | 35.78 | 447000 | 0.0601 | 0.0354 |
| 0.0252 | 35.82 | 447500 | 0.0607 | 0.0355 |
| 0.0231 | 35.86 | 448000 | 0.0604 | 0.0353 |
| 0.0205 | 35.9 | 448500 | 0.0605 | 0.0354 |
| 0.0209 | 35.94 | 449000 | 0.0609 | 0.0353 |
| 0.0235 | 35.98 | 449500 | 0.0611 | 0.0353 |
| 0.0196 | 36.02 | 450000 | 0.0611 | 0.0354 |
| 0.0213 | 36.06 | 450500 | 0.0622 | 0.0352 |
| 0.0226 | 36.1 | 451000 | 0.0622 | 0.0353 |
| 0.022 | 36.14 | 451500 | 0.0620 | 0.0353 |
| 0.0191 | 36.18 | 452000 | 0.0623 | 0.0353 |
| 0.0228 | 36.22 | 452500 | 0.0610 | 0.0353 |
| 0.0233 | 36.26 | 453000 | 0.0620 | 0.0352 |
| 0.0227 | 36.3 | 453500 | 0.0606 | 0.0352 |
| 0.0173 | 36.34 | 454000 | 0.0618 | 0.0352 |
| 0.0217 | 36.38 | 454500 | 0.0616 | 0.0352 |
| 0.0204 | 36.42 | 455000 | 0.0623 | 0.0351 |
| 0.0229 | 36.46 | 455500 | 0.0612 | 0.0351 |
| 0.0235 | 36.5 | 456000 | 0.0621 | 0.0351 |
| 0.0213 | 36.54 | 456500 | 0.0619 | 0.0351 |
| 0.0286 | 36.58 | 457000 | 0.0616 | 0.0351 |
| 0.0235 | 36.62 | 457500 | 0.0619 | 0.0351 |
| 0.0222 | 36.66 | 458000 | 0.0617 | 0.0351 |
| 0.0185 | 36.7 | 458500 | 0.0624 | 0.0350 |
| 0.019 | 36.74 | 459000 | 0.0626 | 0.0350 |
| 0.0249 | 36.78 | 459500 | 0.0617 | 0.0352 |
| 0.0199 | 36.82 | 460000 | 0.0616 | 0.0351 |
| 0.0202 | 36.86 | 460500 | 0.0616 | 0.0350 |
| 0.0205 | 36.9 | 461000 | 0.0607 | 0.0349 |
| 0.0232 | 36.94 | 461500 | 0.0617 | 0.0348 |
| 0.0215 | 36.98 | 462000 | 0.0614 | 0.0350 |
| 0.0247 | 37.02 | 462500 | 0.0618 | 0.0350 |
| 0.0205 | 37.06 | 463000 | 0.0621 | 0.0350 |
| 0.0219 | 37.1 | 463500 | 0.0630 | 0.0349 |
| 0.0197 | 37.14 | 464000 | 0.0635 | 0.0350 |
| 0.021 | 37.18 | 464500 | 0.0630 | 0.0350 |
| 0.0188 | 37.22 | 465000 | 0.0632 | 0.0349 |
| 0.0201 | 37.26 | 465500 | 0.0619 | 0.0349 |
| 0.0231 | 37.3 | 466000 | 0.0617 | 0.0350 |
| 0.0218 | 37.34 | 466500 | 0.0624 | 0.0350 |
| 0.0257 | 37.38 | 467000 | 0.0631 | 0.0347 |
| 0.0203 | 37.42 | 467500 | 0.0631 | 0.0348 |
| 0.0188 | 37.46 | 468000 | 0.0630 | 0.0349 |
| 0.0204 | 37.5 | 468500 | 0.0632 | 0.0349 |
| 0.0215 | 37.54 | 469000 | 0.0633 | 0.0349 |
| 0.0247 | 37.58 | 469500 | 0.0632 | 0.0349 |
| 0.0224 | 37.62 | 470000 | 0.0630 | 0.0349 |
| 0.0187 | 37.66 | 470500 | 0.0628 | 0.0349 |
| 0.0199 | 37.7 | 471000 | 0.0634 | 0.0350 |
| 0.02 | 37.74 | 471500 | 0.0638 | 0.0348 |
| 0.0221 | 37.78 | 472000 | 0.0632 | 0.0348 |
| 0.0197 | 37.82 | 472500 | 0.0630 | 0.0349 |
| 0.0233 | 37.86 | 473000 | 0.0631 | 0.0349 |
| 0.0213 | 37.9 | 473500 | 0.0630 | 0.0349 |
| 0.0177 | 37.94 | 474000 | 0.0633 | 0.0347 |
| 0.0195 | 37.98 | 474500 | 0.0634 | 0.0348 |
| 0.0214 | 38.02 | 475000 | 0.0627 | 0.0349 |
| 0.018 | 38.06 | 475500 | 0.0633 | 0.0348 |
| 0.0207 | 38.1 | 476000 | 0.0633 | 0.0348 |
| 0.0189 | 38.14 | 476500 | 0.0631 | 0.0349 |
| 0.0203 | 38.18 | 477000 | 0.0640 | 0.0349 |
| 0.0198 | 38.22 | 477500 | 0.0639 | 0.0348 |
| 0.0219 | 38.26 | 478000 | 0.0634 | 0.0348 |
| 0.0204 | 38.3 | 478500 | 0.0633 | 0.0348 |
| 0.0185 | 38.34 | 479000 | 0.0638 | 0.0347 |
| 0.0166 | 38.38 | 479500 | 0.0631 | 0.0347 |
| 0.0237 | 38.42 | 480000 | 0.0631 | 0.0347 |
| 0.026 | 38.46 | 480500 | 0.0631 | 0.0347 |
| 0.0193 | 38.5 | 481000 | 0.0629 | 0.0348 |
| 0.0187 | 38.54 | 481500 | 0.0631 | 0.0346 |
| 0.0145 | 38.58 | 482000 | 0.0635 | 0.0348 |
| 0.0212 | 38.62 | 482500 | 0.0634 | 0.0348 |
| 0.0186 | 38.66 | 483000 | 0.0634 | 0.0348 |
| 0.0205 | 38.7 | 483500 | 0.0631 | 0.0347 |
| 0.0218 | 38.74 | 484000 | 0.0632 | 0.0347 |
| 0.0196 | 38.78 | 484500 | 0.0634 | 0.0347 |
| 0.0165 | 38.82 | 485000 | 0.0630 | 0.0347 |
| 0.0178 | 38.86 | 485500 | 0.0631 | 0.0346 |
| 0.0232 | 38.9 | 486000 | 0.0629 | 0.0346 |
| 0.0194 | 38.94 | 486500 | 0.0629 | 0.0346 |
| 0.0175 | 38.98 | 487000 | 0.0631 | 0.0346 |
| 0.0202 | 39.02 | 487500 | 0.0631 | 0.0346 |
| 0.0205 | 39.07 | 488000 | 0.0632 | 0.0345 |
| 0.0202 | 39.11 | 488500 | 0.0635 | 0.0345 |
| 0.022 | 39.15 | 489000 | 0.0635 | 0.0345 |
| 0.0211 | 39.19 | 489500 | 0.0632 | 0.0345 |
| 0.0204 | 39.23 | 490000 | 0.0634 | 0.0345 |
| 0.0173 | 39.27 | 490500 | 0.0632 | 0.0345 |
| 0.0199 | 39.31 | 491000 | 0.0636 | 0.0345 |
| 0.0255 | 39.35 | 491500 | 0.0638 | 0.0345 |
| 0.0197 | 39.39 | 492000 | 0.0636 | 0.0346 |
| 0.0168 | 39.43 | 492500 | 0.0635 | 0.0346 |
| 0.0204 | 39.47 | 493000 | 0.0635 | 0.0346 |
| 0.0189 | 39.51 | 493500 | 0.0634 | 0.0346 |
| 0.0206 | 39.55 | 494000 | 0.0634 | 0.0345 |
| 0.0187 | 39.59 | 494500 | 0.0634 | 0.0345 |
| 0.0187 | 39.63 | 495000 | 0.0635 | 0.0345 |
| 0.0214 | 39.67 | 495500 | 0.0635 | 0.0345 |
| 0.0198 | 39.71 | 496000 | 0.0637 | 0.0345 |
| 0.0186 | 39.75 | 496500 | 0.0637 | 0.0345 |
| 0.0177 | 39.79 | 497000 | 0.0637 | 0.0345 |
| 0.0188 | 39.83 | 497500 | 0.0637 | 0.0346 |
| 0.0174 | 39.87 | 498000 | 0.0636 | 0.0345 |
| 0.0188 | 39.91 | 498500 | 0.0637 | 0.0345 |
| 0.0181 | 39.95 | 499000 | 0.0636 | 0.0345 |
| 0.0203 | 39.99 | 499500 | 0.0636 | 0.0345 |
### Framework versions
- Transformers 4.18.0
- Pytorch 1.11.0+cu113
- Datasets 2.1.0
- Tokenizers 0.12.1
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