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# 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

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "base_model": "facebook/wav2vec2-xls-r-1b", "model-index": [{"name": "wav2vec2-1b-npsc-nst-bokmaal", "results": []}]}
transformers pytorch wav2vec2 automatic-speech-recognition generated_from_trainer base_model:facebook/wav2vec2-xls-r-1b license:apache-2.0 endpoints_compatible region:us
TAGS
#transformers #pytorch #wav2vec2 #automatic-speech-recognition #generated_from_trainer #base_model-facebook/wav2vec2-xls-r-1b #license-apache-2.0 #endpoints_compatible #region-us 

wav2vec2-1b-npsc-nst-bokmaal
============================


This model is a fine-tuned version of 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



### Framework versions


* Transformers 4.18.0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1



### 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 ### Framework versions


* Transformers 4.18.0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1
TAGS
#transformers #pytorch #wav2vec2 #automatic-speech-recognition #generated_from_trainer #base_model-facebook/wav2vec2-xls-r-1b #license-apache-2.0 #endpoints_compatible #region-us 
 ### 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 ### Framework versions


* Transformers 4.18.0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1
passage: TAGS
#transformers #pytorch #wav2vec2 #automatic-speech-recognition #generated_from_trainer #base_model-facebook/wav2vec2-xls-r-1b #license-apache-2.0 #endpoints_compatible #region-us 
### 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### Framework versions


* Transformers 4.18.0
* Pytorch 1.11.0+cu113
* Datasets 2.1.0
* Tokenizers 0.12.1