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# wav2vec2-1b-npsc-nst

This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0633
- Wer: 0.0358

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 12
- eval_batch_size: 12
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 24
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 2000
- num_epochs: 40.0
- mixed_precision_training: Native AMP

### Training results

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


### Framework versions

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

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "base_model": "facebook/wav2vec2-xls-r-1b", "model-index": [{"name": "wav2vec2-1b-npsc-nst", "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
====================


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: 0.0633
* Wer: 0.0358


Model description
-----------------


More information needed


Intended uses & limitations
---------------------------


More information needed


Training and evaluation data
----------------------------


More information needed


Training procedure
------------------


### Training hyperparameters


The following hyperparameters were used during training:


* learning\_rate: 2e-05
* train\_batch\_size: 12
* eval\_batch\_size: 12
* seed: 42
* gradient\_accumulation\_steps: 2
* total\_train\_batch\_size: 24
* optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
* lr\_scheduler\_type: linear
* lr\_scheduler\_warmup\_steps: 2000
* num\_epochs: 40.0
* mixed\_precision\_training: Native AMP


### Training results



### 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