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# wav2vec2-1b-npsc-nst-bokmaal-repaired

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: 0.0666
- Wer: 0.0349

## 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    |
|:-------------:|:-----:|:------:|:---------------:|:------:|
| 2.9199        | 0.04  | 500    | 2.7695          | 1.0    |
| 0.7529        | 0.08  | 1000   | 0.6234          | 0.6100 |
| 0.541         | 0.12  | 1500   | 0.4089          | 0.3949 |
| 0.5274        | 0.16  | 2000   | 0.2323          | 0.2240 |
| 0.4434        | 0.2   | 2500   | 0.1954          | 0.1917 |
| 0.4111        | 0.24  | 3000   | 0.1781          | 0.1677 |
| 0.403         | 0.28  | 3500   | 0.1509          | 0.1466 |
| 0.3725        | 0.32  | 4000   | 0.1433          | 0.1369 |
| 0.3868        | 0.36  | 4500   | 0.1436          | 0.1279 |
| 0.3078        | 0.39  | 5000   | 0.1359          | 0.1316 |
| 0.2742        | 0.43  | 5500   | 0.1301          | 0.1241 |
| 0.2695        | 0.47  | 6000   | 0.1246          | 0.1173 |
| 0.2477        | 0.51  | 6500   | 0.1177          | 0.1129 |
| 0.2458        | 0.55  | 7000   | 0.1199          | 0.1125 |
| 0.2469        | 0.59  | 7500   | 0.1128          | 0.1103 |
| 0.2313        | 0.63  | 8000   | 0.1072          | 0.1050 |
| 0.242         | 0.67  | 8500   | 0.1096          | 0.1055 |
| 0.247         | 0.71  | 9000   | 0.1013          | 0.1018 |
| 0.2093        | 0.75  | 9500   | 0.1052          | 0.1009 |
| 0.2048        | 0.79  | 10000  | 0.1036          | 0.1002 |
| 0.2308        | 0.83  | 10500  | 0.1048          | 0.0987 |
| 0.1979        | 0.87  | 11000  | 0.1007          | 0.0945 |
| 0.1944        | 0.91  | 11500  | 0.1009          | 0.0967 |
| 0.2147        | 0.95  | 12000  | 0.0954          | 0.0924 |
| 0.2053        | 0.99  | 12500  | 0.0972          | 0.1032 |
| 0.1723        | 1.03  | 13000  | 0.0950          | 0.0908 |
| 0.1679        | 1.07  | 13500  | 0.0923          | 0.0871 |
| 0.1839        | 1.11  | 14000  | 0.0924          | 0.0879 |
| 0.1822        | 1.14  | 14500  | 0.0902          | 0.0874 |
| 0.1774        | 1.18  | 15000  | 0.0894          | 0.0859 |
| 0.1924        | 1.22  | 15500  | 0.0859          | 0.0829 |
| 0.1668        | 1.26  | 16000  | 0.0855          | 0.0829 |
| 0.1733        | 1.3   | 16500  | 0.0841          | 0.0810 |
| 0.1813        | 1.34  | 17000  | 0.0838          | 0.0808 |
| 0.1764        | 1.38  | 17500  | 0.0840          | 0.0812 |
| 0.1923        | 1.42  | 18000  | 0.0825          | 0.0815 |
| 0.1664        | 1.46  | 18500  | 0.0818          | 0.0823 |
| 0.171         | 1.5   | 19000  | 0.0814          | 0.0802 |
| 0.1603        | 1.54  | 19500  | 0.0812          | 0.0804 |
| 0.1691        | 1.58  | 20000  | 0.0784          | 0.0790 |
| 0.1611        | 1.62  | 20500  | 0.0810          | 0.0790 |
| 0.1583        | 1.66  | 21000  | 0.0818          | 0.0780 |
| 0.1644        | 1.7   | 21500  | 0.0777          | 0.0785 |
| 0.1619        | 1.74  | 22000  | 0.0781          | 0.0775 |
| 0.1701        | 1.78  | 22500  | 0.0740          | 0.0792 |
| 0.1672        | 1.82  | 23000  | 0.0775          | 0.0772 |
| 0.1652        | 1.86  | 23500  | 0.0777          | 0.0771 |
| 0.1526        | 1.89  | 24000  | 0.0782          | 0.0781 |
| 0.1529        | 1.93  | 24500  | 0.0751          | 0.0758 |
| 0.1645        | 1.97  | 25000  | 0.0746          | 0.0764 |
| 0.1389        | 2.01  | 25500  | 0.0751          | 0.0753 |
| 0.146         | 2.05  | 26000  | 0.0735          | 0.0740 |
| 0.1528        | 2.09  | 26500  | 0.0743          | 0.0731 |
| 0.1483        | 2.13  | 27000  | 0.0787          | 0.0751 |
| 0.1393        | 2.17  | 27500  | 0.0760          | 0.0735 |
| 0.1427        | 2.21  | 28000  | 0.0765          | 0.0747 |
| 0.1399        | 2.25  | 28500  | 0.0727          | 0.0727 |
| 0.1546        | 2.29  | 29000  | 0.0716          | 0.0731 |
| 0.1427        | 2.33  | 29500  | 0.0720          | 0.0717 |
| 0.1402        | 2.37  | 30000  | 0.0723          | 0.0716 |
| 0.1389        | 2.41  | 30500  | 0.0735          | 0.0723 |
| 0.1322        | 2.45  | 31000  | 0.0713          | 0.0708 |
| 0.1394        | 2.49  | 31500  | 0.0712          | 0.0708 |
| 0.1395        | 2.53  | 32000  | 0.0711          | 0.0734 |
| 0.1316        | 2.57  | 32500  | 0.0693          | 0.0693 |
| 0.1302        | 2.61  | 33000  | 0.0695          | 0.0700 |
| 0.1344        | 2.64  | 33500  | 0.0702          | 0.0700 |
| 0.1342        | 2.68  | 34000  | 0.0703          | 0.0699 |
| 0.1231        | 2.72  | 34500  | 0.0706          | 0.0707 |
| 0.126         | 2.76  | 35000  | 0.0698          | 0.0703 |
| 0.1311        | 2.8   | 35500  | 0.0689          | 0.0698 |
| 0.1379        | 2.84  | 36000  | 0.0701          | 0.0697 |
| 0.1271        | 2.88  | 36500  | 0.0695          | 0.0693 |
| 0.132         | 2.92  | 37000  | 0.0689          | 0.0705 |
| 0.1329        | 2.96  | 37500  | 0.0686          | 0.0688 |
| 0.1293        | 3.0   | 38000  | 0.0675          | 0.0689 |
| 0.1435        | 3.04  | 38500  | 0.0672          | 0.0685 |
| 0.1166        | 3.08  | 39000  | 0.0712          | 0.0706 |
| 0.1226        | 3.12  | 39500  | 0.0669          | 0.0691 |
| 0.1173        | 3.16  | 40000  | 0.0667          | 0.0668 |
| 0.1198        | 3.2   | 40500  | 0.0675          | 0.0675 |
| 0.1123        | 3.24  | 41000  | 0.0691          | 0.0685 |
| 0.1145        | 3.28  | 41500  | 0.0682          | 0.0692 |
| 0.1226        | 3.32  | 42000  | 0.0667          | 0.0678 |
| 0.1196        | 3.36  | 42500  | 0.0659          | 0.0667 |
| 0.1167        | 3.39  | 43000  | 0.0715          | 0.0672 |
| 0.1226        | 3.43  | 43500  | 0.0663          | 0.0653 |
| 0.2398        | 3.47  | 44000  | 0.0654          | 0.0656 |
| 0.1217        | 3.51  | 44500  | 0.0669          | 0.0670 |
| 0.1301        | 3.55  | 45000  | 0.0633          | 0.0659 |
| 0.1136        | 3.59  | 45500  | 0.0658          | 0.0664 |
| 0.1244        | 3.63  | 46000  | 0.0656          | 0.0648 |
| 0.1301        | 3.67  | 46500  | 0.0652          | 0.0652 |
| 0.1132        | 3.71  | 47000  | 0.0644          | 0.0645 |
| 0.1211        | 3.75  | 47500  | 0.0656          | 0.0663 |
| 0.1192        | 3.79  | 48000  | 0.0676          | 0.0652 |
| 0.1275        | 3.83  | 48500  | 0.0644          | 0.0663 |
| 0.1117        | 3.87  | 49000  | 0.0620          | 0.0650 |
| 0.1129        | 3.91  | 49500  | 0.0629          | 0.0649 |
| 0.1044        | 3.95  | 50000  | 0.0657          | 0.0642 |
| 0.1256        | 3.99  | 50500  | 0.0617          | 0.0631 |
| 0.1163        | 4.03  | 51000  | 0.0644          | 0.0643 |
| 0.1017        | 4.07  | 51500  | 0.0635          | 0.0630 |
| 0.1114        | 4.11  | 52000  | 0.0650          | 0.0639 |
| 0.1282        | 4.14  | 52500  | 0.0631          | 0.0629 |
| 0.1159        | 4.18  | 53000  | 0.0624          | 0.0624 |
| 0.1096        | 4.22  | 53500  | 0.0642          | 0.0628 |
| 0.1182        | 4.26  | 54000  | 0.0635          | 0.0630 |
| 0.1027        | 4.3   | 54500  | 0.0624          | 0.0623 |
| 0.1067        | 4.34  | 55000  | 0.0643          | 0.0622 |
| 0.1076        | 4.38  | 55500  | 0.0624          | 0.0634 |
| 0.1105        | 4.42  | 56000  | 0.0609          | 0.0625 |
| 0.101         | 4.46  | 56500  | 0.0625          | 0.0626 |
| 0.1127        | 4.5   | 57000  | 0.0612          | 0.0618 |
| 0.1141        | 4.54  | 57500  | 0.0611          | 0.0619 |
| 0.1069        | 4.58  | 58000  | 0.0600          | 0.0623 |
| 0.2266        | 4.62  | 58500  | 0.0612          | 0.0607 |
| 0.1025        | 4.66  | 59000  | 0.0603          | 0.0604 |
| 0.1036        | 4.7   | 59500  | 0.0620          | 0.0624 |
| 0.1113        | 4.74  | 60000  | 0.0604          | 0.0599 |
| 0.1093        | 4.78  | 60500  | 0.0609          | 0.0601 |
| 0.1142        | 4.82  | 61000  | 0.0608          | 0.0598 |
| 0.1109        | 4.86  | 61500  | 0.0603          | 0.0602 |
| 0.0985        | 4.89  | 62000  | 0.0628          | 0.0606 |
| 0.1056        | 4.93  | 62500  | 0.0619          | 0.0597 |
| 0.1054        | 4.97  | 63000  | 0.0590          | 0.0581 |
| 0.0888        | 5.01  | 63500  | 0.0571          | 0.0593 |
| 0.0959        | 5.05  | 64000  | 0.0592          | 0.0596 |
| 0.0951        | 5.09  | 64500  | 0.0597          | 0.0593 |
| 0.1064        | 5.13  | 65000  | 0.0625          | 0.0591 |
| 0.1079        | 5.17  | 65500  | 0.0596          | 0.0587 |
| 0.0946        | 5.21  | 66000  | 0.0587          | 0.0588 |
| 0.0964        | 5.25  | 66500  | 0.0613          | 0.0597 |
| 0.0964        | 5.29  | 67000  | 0.0591          | 0.0581 |
| 0.1016        | 5.33  | 67500  | 0.0578          | 0.0578 |
| 0.1051        | 5.37  | 68000  | 0.0572          | 0.0581 |
| 0.1008        | 5.41  | 68500  | 0.0599          | 0.0586 |
| 0.1041        | 5.45  | 69000  | 0.0607          | 0.0576 |
| 0.1011        | 5.49  | 69500  | 0.0587          | 0.0579 |
| 0.0994        | 5.53  | 70000  | 0.0565          | 0.0584 |
| 0.1           | 5.57  | 70500  | 0.0590          | 0.0575 |
| 0.0931        | 5.61  | 71000  | 0.0608          | 0.0580 |
| 0.104         | 5.64  | 71500  | 0.0576          | 0.0578 |
| 0.1099        | 5.68  | 72000  | 0.0586          | 0.0589 |
| 0.0994        | 5.72  | 72500  | 0.0591          | 0.0577 |
| 0.1011        | 5.76  | 73000  | 0.0601          | 0.0591 |
| 0.1098        | 5.8   | 73500  | 0.0561          | 0.0594 |
| 0.0889        | 5.84  | 74000  | 0.0584          | 0.0582 |
| 0.1097        | 5.88  | 74500  | 0.0573          | 0.0577 |
| 0.1075        | 5.92  | 75000  | 0.0579          | 0.0586 |
| 0.0947        | 5.96  | 75500  | 0.0573          | 0.0571 |
| 0.098         | 6.0   | 76000  | 0.0579          | 0.0566 |
| 0.0811        | 6.04  | 76500  | 0.0585          | 0.0585 |
| 0.083         | 6.08  | 77000  | 0.0608          | 0.0588 |
| 0.09          | 6.12  | 77500  | 0.0624          | 0.0571 |
| 0.0929        | 6.16  | 78000  | 0.0631          | 0.0582 |
| 0.0908        | 6.2   | 78500  | 0.0596          | 0.0597 |
| 0.0909        | 6.24  | 79000  | 0.0564          | 0.0571 |
| 0.0877        | 6.28  | 79500  | 0.0573          | 0.0624 |
| 0.0902        | 6.32  | 80000  | 0.0602          | 0.0577 |
| 0.0898        | 6.36  | 80500  | 0.0569          | 0.0560 |
| 0.0916        | 6.39  | 81000  | 0.0583          | 0.0577 |
| 0.0945        | 6.43  | 81500  | 0.0558          | 0.0573 |
| 0.0856        | 6.47  | 82000  | 0.0574          | 0.0568 |
| 0.1024        | 6.51  | 82500  | 0.0612          | 0.0573 |
| 0.0881        | 6.55  | 83000  | 0.0574          | 0.0571 |
| 0.1           | 6.59  | 83500  | 0.0562          | 0.0564 |
| 0.0945        | 6.63  | 84000  | 0.0580          | 0.0561 |
| 0.0907        | 6.67  | 84500  | 0.0570          | 0.0556 |
| 0.0942        | 6.71  | 85000  | 0.0569          | 0.0573 |
| 0.0959        | 6.75  | 85500  | 0.0556          | 0.0571 |
| 0.0972        | 6.79  | 86000  | 0.0578          | 0.0552 |
| 0.0854        | 6.83  | 86500  | 0.0569          | 0.0567 |
| 0.0819        | 6.87  | 87000  | 0.0572          | 0.0550 |
| 0.0928        | 6.91  | 87500  | 0.0567          | 0.0559 |
| 0.0912        | 6.95  | 88000  | 0.0540          | 0.0543 |
| 0.0928        | 6.99  | 88500  | 0.0574          | 0.0542 |
| 0.0876        | 7.03  | 89000  | 0.0549          | 0.0540 |
| 0.0809        | 7.07  | 89500  | 0.0565          | 0.0546 |
| 0.0834        | 7.11  | 90000  | 0.0565          | 0.0560 |
| 0.0865        | 7.14  | 90500  | 0.0562          | 0.0555 |
| 0.0825        | 7.18  | 91000  | 0.0569          | 0.0562 |
| 0.0827        | 7.22  | 91500  | 0.0577          | 0.0541 |
| 0.0861        | 7.26  | 92000  | 0.0573          | 0.0551 |
| 0.0925        | 7.3   | 92500  | 0.0560          | 0.0540 |
| 0.0808        | 7.34  | 93000  | 0.0564          | 0.0534 |
| 0.0948        | 7.38  | 93500  | 0.0552          | 0.0530 |
| 0.091         | 7.42  | 94000  | 0.0557          | 0.0539 |
| 0.0751        | 7.46  | 94500  | 0.0582          | 0.0531 |
| 0.0996        | 7.5   | 95000  | 0.0566          | 0.0541 |
| 0.0966        | 7.54  | 95500  | 0.0558          | 0.0547 |
| 0.0845        | 7.58  | 96000  | 0.0551          | 0.0551 |
| 0.0827        | 7.62  | 96500  | 0.0559          | 0.0536 |
| 0.083         | 7.66  | 97000  | 0.0555          | 0.0536 |
| 0.0753        | 7.7   | 97500  | 0.0556          | 0.0540 |
| 0.0918        | 7.74  | 98000  | 0.0554          | 0.0530 |
| 0.089         | 7.78  | 98500  | 0.0557          | 0.0530 |
| 0.081         | 7.82  | 99000  | 0.0536          | 0.0526 |
| 0.0775        | 7.86  | 99500  | 0.0554          | 0.0535 |
| 0.0845        | 7.89  | 100000 | 0.0535          | 0.0538 |
| 0.0841        | 7.93  | 100500 | 0.0561          | 0.0531 |
| 0.0877        | 7.97  | 101000 | 0.0546          | 0.0529 |
| 0.0745        | 8.01  | 101500 | 0.0524          | 0.0522 |
| 0.0858        | 8.05  | 102000 | 0.0545          | 0.0519 |
| 0.0908        | 8.09  | 102500 | 0.0531          | 0.0529 |
| 0.075         | 8.13  | 103000 | 0.0570          | 0.0533 |
| 0.0794        | 8.17  | 103500 | 0.0537          | 0.0530 |
| 0.0891        | 8.21  | 104000 | 0.0545          | 0.0526 |
| 0.0764        | 8.25  | 104500 | 0.0536          | 0.0519 |
| 0.0824        | 8.29  | 105000 | 0.0533          | 0.0518 |
| 0.0806        | 8.33  | 105500 | 0.0542          | 0.0531 |
| 0.0843        | 8.37  | 106000 | 0.0537          | 0.0534 |
| 0.0829        | 8.41  | 106500 | 0.0546          | 0.0532 |
| 0.0802        | 8.45  | 107000 | 0.0524          | 0.0524 |
| 0.0794        | 8.49  | 107500 | 0.0546          | 0.0522 |
| 0.0774        | 8.53  | 108000 | 0.0539          | 0.0527 |
| 0.0759        | 8.57  | 108500 | 0.0539          | 0.0525 |
| 0.0781        | 8.61  | 109000 | 0.0550          | 0.0516 |
| 0.0778        | 8.64  | 109500 | 0.0543          | 0.0523 |
| 0.0817        | 8.68  | 110000 | 0.0552          | 0.0521 |
| 0.0787        | 8.72  | 110500 | 0.0543          | 0.0516 |
| 0.0834        | 8.76  | 111000 | 0.0518          | 0.0527 |
| 0.0739        | 8.8   | 111500 | 0.0543          | 0.0520 |
| 0.0818        | 8.84  | 112000 | 0.0537          | 0.0517 |
| 0.0709        | 8.88  | 112500 | 0.0541          | 0.0516 |
| 0.0765        | 8.92  | 113000 | 0.0532          | 0.0512 |
| 0.0757        | 8.96  | 113500 | 0.0515          | 0.0520 |
| 0.0753        | 9.0   | 114000 | 0.0531          | 0.0512 |
| 0.0727        | 9.04  | 114500 | 0.0532          | 0.0514 |
| 0.0694        | 9.08  | 115000 | 0.0557          | 0.0525 |
| 0.0773        | 9.12  | 115500 | 0.0527          | 0.0542 |
| 0.0708        | 9.16  | 116000 | 0.0563          | 0.0515 |
| 0.0706        | 9.2   | 116500 | 0.0535          | 0.0509 |
| 0.0756        | 9.24  | 117000 | 0.0551          | 0.0504 |
| 0.0788        | 9.28  | 117500 | 0.0533          | 0.0515 |
| 0.0725        | 9.32  | 118000 | 0.0511          | 0.0500 |
| 0.0683        | 9.36  | 118500 | 0.0545          | 0.0504 |
| 0.0764        | 9.39  | 119000 | 0.0543          | 0.0515 |
| 0.0747        | 9.43  | 119500 | 0.0538          | 0.0515 |
| 0.0764        | 9.47  | 120000 | 0.0545          | 0.0515 |
| 0.0695        | 9.51  | 120500 | 0.0542          | 0.0511 |
| 0.0688        | 9.55  | 121000 | 0.0547          | 0.0507 |
| 0.0794        | 9.59  | 121500 | 0.0556          | 0.0508 |
| 0.0669        | 9.63  | 122000 | 0.0530          | 0.0517 |
| 0.0682        | 9.67  | 122500 | 0.0541          | 0.0509 |
| 0.0761        | 9.71  | 123000 | 0.0554          | 0.0518 |
| 0.0782        | 9.75  | 123500 | 0.0529          | 0.0511 |
| 0.0749        | 9.79  | 124000 | 0.0526          | 0.0501 |
| 0.07          | 9.83  | 124500 | 0.0525          | 0.0496 |
| 0.0745        | 9.87  | 125000 | 0.0526          | 0.0498 |
| 0.0797        | 9.91  | 125500 | 0.0555          | 0.0500 |
| 0.0776        | 9.95  | 126000 | 0.0516          | 0.0501 |
| 0.0782        | 9.99  | 126500 | 0.0510          | 0.0506 |
| 0.0692        | 10.03 | 127000 | 0.0541          | 0.0499 |
| 0.0683        | 10.07 | 127500 | 0.0544          | 0.0505 |
| 0.0644        | 10.1  | 128000 | 0.0526          | 0.0500 |
| 0.0616        | 10.14 | 128500 | 0.0524          | 0.0498 |
| 0.0658        | 10.18 | 129000 | 0.0540          | 0.0500 |
| 0.0708        | 10.22 | 129500 | 0.0517          | 0.0505 |
| 0.0656        | 10.26 | 130000 | 0.0539          | 0.0502 |
| 0.0666        | 10.3  | 130500 | 0.0544          | 0.0509 |
| 0.0739        | 10.34 | 131000 | 0.0527          | 0.0495 |
| 0.0665        | 10.38 | 131500 | 0.0530          | 0.0505 |
| 0.0722        | 10.42 | 132000 | 0.0539          | 0.0500 |
| 0.0697        | 10.46 | 132500 | 0.0536          | 0.0503 |
| 0.0713        | 10.5  | 133000 | 0.0528          | 0.0502 |
| 0.0715        | 10.54 | 133500 | 0.0536          | 0.0501 |
| 0.0718        | 10.58 | 134000 | 0.0542          | 0.0507 |
| 0.0727        | 10.62 | 134500 | 0.0517          | 0.0504 |
| 0.0742        | 10.66 | 135000 | 0.0518          | 0.0494 |
| 0.0739        | 10.7  | 135500 | 0.0524          | 0.0498 |
| 0.0619        | 10.74 | 136000 | 0.0522          | 0.0492 |
| 0.072         | 10.78 | 136500 | 0.0505          | 0.0509 |
| 0.0668        | 10.82 | 137000 | 0.0498          | 0.0489 |
| 0.0656        | 10.85 | 137500 | 0.0529          | 0.0488 |
| 0.0723        | 10.89 | 138000 | 0.0513          | 0.0487 |
| 0.0797        | 10.93 | 138500 | 0.0507          | 0.0496 |
| 0.2205        | 10.97 | 139000 | 0.0529          | 0.0489 |
| 0.0678        | 11.01 | 139500 | 0.0536          | 0.0485 |
| 0.0723        | 11.05 | 140000 | 0.0523          | 0.0488 |
| 0.0621        | 11.09 | 140500 | 0.0531          | 0.0485 |
| 0.0656        | 11.13 | 141000 | 0.0532          | 0.0487 |
| 0.0657        | 11.17 | 141500 | 0.0519          | 0.0490 |
| 0.0633        | 11.21 | 142000 | 0.0562          | 0.0498 |
| 0.0677        | 11.25 | 142500 | 0.0556          | 0.0488 |
| 0.0655        | 11.29 | 143000 | 0.0546          | 0.0501 |
| 0.0638        | 11.33 | 143500 | 0.0560          | 0.0497 |
| 0.061         | 11.37 | 144000 | 0.0537          | 0.0494 |
| 0.0628        | 11.41 | 144500 | 0.0547          | 0.0493 |
| 0.066         | 11.45 | 145000 | 0.0534          | 0.0484 |
| 0.0681        | 11.49 | 145500 | 0.0543          | 0.0486 |
| 0.0645        | 11.53 | 146000 | 0.0533          | 0.0485 |
| 0.0659        | 11.57 | 146500 | 0.0516          | 0.0482 |
| 0.0644        | 11.6  | 147000 | 0.0521          | 0.0483 |
| 0.064         | 11.64 | 147500 | 0.0536          | 0.0484 |
| 0.07          | 11.68 | 148000 | 0.0532          | 0.0482 |
| 0.0668        | 11.72 | 148500 | 0.0545          | 0.0479 |
| 0.0736        | 11.76 | 149000 | 0.0510          | 0.0481 |
| 0.0635        | 11.8  | 149500 | 0.0521          | 0.0478 |
| 0.0689        | 11.84 | 150000 | 0.0517          | 0.0475 |
| 0.0637        | 11.88 | 150500 | 0.0512          | 0.0483 |
| 0.0665        | 11.92 | 151000 | 0.0513          | 0.0477 |
| 0.0623        | 11.96 | 151500 | 0.0507          | 0.0475 |
| 0.0646        | 12.0  | 152000 | 0.0510          | 0.0484 |
| 0.0635        | 12.04 | 152500 | 0.0520          | 0.0479 |
| 0.0637        | 12.08 | 153000 | 0.0527          | 0.0476 |
| 0.0662        | 12.12 | 153500 | 0.0527          | 0.0481 |
| 0.0595        | 12.16 | 154000 | 0.0524          | 0.0480 |
| 0.0629        | 12.2  | 154500 | 0.0532          | 0.0468 |
| 0.0571        | 12.24 | 155000 | 0.0552          | 0.0479 |
| 0.0698        | 12.28 | 155500 | 0.0546          | 0.0476 |
| 0.0594        | 12.32 | 156000 | 0.0540          | 0.0477 |
| 0.0643        | 12.35 | 156500 | 0.0526          | 0.0474 |
| 0.0596        | 12.39 | 157000 | 0.0544          | 0.0474 |
| 0.0627        | 12.43 | 157500 | 0.0507          | 0.0465 |
| 0.063         | 12.47 | 158000 | 0.0519          | 0.0468 |
| 0.0735        | 12.51 | 158500 | 0.0543          | 0.0473 |
| 0.0627        | 12.55 | 159000 | 0.0507          | 0.0467 |
| 0.063         | 12.59 | 159500 | 0.0513          | 0.0466 |
| 0.059         | 12.63 | 160000 | 0.0515          | 0.0463 |
| 0.0655        | 12.67 | 160500 | 0.0517          | 0.0466 |
| 0.0595        | 12.71 | 161000 | 0.0522          | 0.0468 |
| 0.0633        | 12.75 | 161500 | 0.0503          | 0.0461 |
| 0.0603        | 12.79 | 162000 | 0.0509          | 0.0467 |
| 0.0672        | 12.83 | 162500 | 0.0523          | 0.0474 |
| 0.0678        | 12.87 | 163000 | 0.0510          | 0.0463 |
| 0.064         | 12.91 | 163500 | 0.0521          | 0.0460 |
| 0.0646        | 12.95 | 164000 | 0.0505          | 0.0463 |
| 0.0627        | 12.99 | 164500 | 0.0539          | 0.0463 |
| 0.0529        | 13.03 | 165000 | 0.0525          | 0.0468 |
| 0.0567        | 13.07 | 165500 | 0.0520          | 0.0461 |
| 0.0616        | 13.1  | 166000 | 0.0510          | 0.0461 |
| 0.0662        | 13.14 | 166500 | 0.0512          | 0.0459 |
| 0.0663        | 13.18 | 167000 | 0.0514          | 0.0461 |
| 0.0597        | 13.22 | 167500 | 0.0531          | 0.0464 |
| 0.0592        | 13.26 | 168000 | 0.0528          | 0.0469 |
| 0.07          | 13.3  | 168500 | 0.0526          | 0.0464 |
| 0.0531        | 13.34 | 169000 | 0.0508          | 0.0467 |
| 0.0554        | 13.38 | 169500 | 0.0533          | 0.0468 |
| 0.0574        | 13.42 | 170000 | 0.0531          | 0.0460 |
| 0.061         | 13.46 | 170500 | 0.0519          | 0.0464 |
| 0.0576        | 13.5  | 171000 | 0.0524          | 0.0461 |
| 0.0557        | 13.54 | 171500 | 0.0525          | 0.0466 |
| 0.0549        | 13.58 | 172000 | 0.0534          | 0.0453 |
| 0.0594        | 13.62 | 172500 | 0.0507          | 0.0460 |
| 0.0526        | 13.66 | 173000 | 0.0539          | 0.0465 |
| 0.0581        | 13.7  | 173500 | 0.0529          | 0.0461 |
| 0.0577        | 13.74 | 174000 | 0.0528          | 0.0459 |
| 0.0561        | 13.78 | 174500 | 0.0528          | 0.0460 |
| 0.0573        | 13.82 | 175000 | 0.0520          | 0.0462 |
| 0.0632        | 13.85 | 175500 | 0.0506          | 0.0460 |
| 0.0597        | 13.89 | 176000 | 0.0505          | 0.0459 |
| 0.056         | 13.93 | 176500 | 0.0510          | 0.0463 |
| 0.0574        | 13.97 | 177000 | 0.0504          | 0.0457 |
| 0.0544        | 14.01 | 177500 | 0.0524          | 0.0459 |
| 0.0565        | 14.05 | 178000 | 0.0534          | 0.0462 |
| 0.0506        | 14.09 | 178500 | 0.0545          | 0.0463 |
| 0.0657        | 14.13 | 179000 | 0.0534          | 0.0462 |
| 0.057         | 14.17 | 179500 | 0.0509          | 0.0461 |
| 0.0559        | 14.21 | 180000 | 0.0536          | 0.0462 |
| 0.0521        | 14.25 | 180500 | 0.0537          | 0.0458 |
| 0.0596        | 14.29 | 181000 | 0.0516          | 0.0462 |
| 0.0501        | 14.33 | 181500 | 0.0533          | 0.0460 |
| 0.0578        | 14.37 | 182000 | 0.0517          | 0.0461 |
| 0.0533        | 14.41 | 182500 | 0.0533          | 0.0457 |
| 0.0526        | 14.45 | 183000 | 0.0525          | 0.0457 |
| 0.0544        | 14.49 | 183500 | 0.0520          | 0.0459 |
| 0.0582        | 14.53 | 184000 | 0.0526          | 0.0450 |
| 0.0622        | 14.57 | 184500 | 0.0521          | 0.0455 |
| 0.0503        | 14.6  | 185000 | 0.0525          | 0.0450 |
| 0.0586        | 14.64 | 185500 | 0.0525          | 0.0457 |
| 0.0547        | 14.68 | 186000 | 0.0526          | 0.0452 |
| 0.0537        | 14.72 | 186500 | 0.0536          | 0.0452 |
| 0.055         | 14.76 | 187000 | 0.0529          | 0.0448 |
| 0.0634        | 14.8  | 187500 | 0.0502          | 0.0451 |
| 0.055         | 14.84 | 188000 | 0.0539          | 0.0452 |
| 0.0546        | 14.88 | 188500 | 0.0516          | 0.0447 |
| 0.0532        | 14.92 | 189000 | 0.0503          | 0.0444 |
| 0.0592        | 14.96 | 189500 | 0.0508          | 0.0455 |
| 0.0602        | 15.0  | 190000 | 0.0509          | 0.0455 |
| 0.0538        | 15.04 | 190500 | 0.0529          | 0.0452 |
| 0.058         | 15.08 | 191000 | 0.0514          | 0.0458 |
| 0.057         | 15.12 | 191500 | 0.0525          | 0.0454 |
| 0.0528        | 15.16 | 192000 | 0.0539          | 0.0447 |
| 0.0501        | 15.2  | 192500 | 0.0529          | 0.0445 |
| 0.0576        | 15.24 | 193000 | 0.0526          | 0.0448 |
| 0.0463        | 15.28 | 193500 | 0.0537          | 0.0444 |
| 0.0523        | 15.32 | 194000 | 0.0530          | 0.0454 |
| 0.0567        | 15.35 | 194500 | 0.0528          | 0.0451 |
| 0.0536        | 15.39 | 195000 | 0.0525          | 0.0447 |
| 0.0458        | 15.43 | 195500 | 0.0558          | 0.0453 |
| 0.0529        | 15.47 | 196000 | 0.0513          | 0.0446 |
| 0.0508        | 15.51 | 196500 | 0.0500          | 0.0446 |
| 0.0513        | 15.55 | 197000 | 0.0511          | 0.0448 |
| 0.058         | 15.59 | 197500 | 0.0538          | 0.0444 |
| 0.0492        | 15.63 | 198000 | 0.0520          | 0.0448 |
| 0.0574        | 15.67 | 198500 | 0.0541          | 0.0446 |
| 0.0589        | 15.71 | 199000 | 0.0524          | 0.0440 |
| 0.0498        | 15.75 | 199500 | 0.0527          | 0.0441 |
| 0.0507        | 15.79 | 200000 | 0.0511          | 0.0440 |
| 0.0531        | 15.83 | 200500 | 0.0520          | 0.0443 |
| 0.0529        | 15.87 | 201000 | 0.0515          | 0.0444 |
| 0.0566        | 15.91 | 201500 | 0.0511          | 0.0447 |
| 0.0527        | 15.95 | 202000 | 0.0505          | 0.0442 |
| 0.0554        | 15.99 | 202500 | 0.0526          | 0.0442 |
| 0.0466        | 16.03 | 203000 | 0.0528          | 0.0443 |
| 0.0475        | 16.07 | 203500 | 0.0523          | 0.0441 |
| 0.0437        | 16.1  | 204000 | 0.0540          | 0.0442 |
| 0.05          | 16.14 | 204500 | 0.0534          | 0.0444 |
| 0.0503        | 16.18 | 205000 | 0.0533          | 0.0443 |
| 0.0425        | 16.22 | 205500 | 0.0541          | 0.0441 |
| 0.0584        | 16.26 | 206000 | 0.0526          | 0.0443 |
| 0.0452        | 16.3  | 206500 | 0.0540          | 0.0437 |
| 0.0507        | 16.34 | 207000 | 0.0532          | 0.0446 |
| 0.0466        | 16.38 | 207500 | 0.0532          | 0.0449 |
| 0.0484        | 16.42 | 208000 | 0.0523          | 0.0440 |
| 0.0499        | 16.46 | 208500 | 0.0531          | 0.0441 |
| 0.0496        | 16.5  | 209000 | 0.0531          | 0.0439 |
| 0.0513        | 16.54 | 209500 | 0.0528          | 0.0439 |
| 0.0472        | 16.58 | 210000 | 0.0524          | 0.0443 |
| 0.0482        | 16.62 | 210500 | 0.0528          | 0.0444 |
| 0.0543        | 16.66 | 211000 | 0.0529          | 0.0440 |
| 0.0521        | 16.7  | 211500 | 0.0524          | 0.0444 |
| 0.0471        | 16.74 | 212000 | 0.0541          | 0.0440 |
| 0.0519        | 16.78 | 212500 | 0.0523          | 0.0443 |
| 0.0465        | 16.82 | 213000 | 0.0553          | 0.0449 |
| 0.047         | 16.85 | 213500 | 0.0532          | 0.0446 |
| 0.0513        | 16.89 | 214000 | 0.0526          | 0.0444 |
| 0.0497        | 16.93 | 214500 | 0.0538          | 0.0437 |
| 0.0425        | 16.97 | 215000 | 0.0534          | 0.0435 |
| 0.0467        | 17.01 | 215500 | 0.0554          | 0.0438 |
| 0.0517        | 17.05 | 216000 | 0.0567          | 0.0443 |
| 0.0545        | 17.09 | 216500 | 0.0547          | 0.0437 |
| 0.0484        | 17.13 | 217000 | 0.0554          | 0.0436 |
| 0.048         | 17.17 | 217500 | 0.0535          | 0.0438 |
| 0.0524        | 17.21 | 218000 | 0.0546          | 0.0444 |
| 0.0491        | 17.25 | 218500 | 0.0556          | 0.0440 |
| 0.048         | 17.29 | 219000 | 0.0541          | 0.0438 |
| 0.0418        | 17.33 | 219500 | 0.0542          | 0.0447 |
| 0.0437        | 17.37 | 220000 | 0.0558          | 0.0438 |
| 0.0461        | 17.41 | 220500 | 0.0532          | 0.0447 |
| 0.044         | 17.45 | 221000 | 0.0542          | 0.0440 |
| 0.0435        | 17.49 | 221500 | 0.0545          | 0.0440 |
| 0.0473        | 17.53 | 222000 | 0.0544          | 0.0442 |
| 0.0472        | 17.57 | 222500 | 0.0540          | 0.0438 |
| 0.0487        | 17.6  | 223000 | 0.0538          | 0.0436 |
| 0.0505        | 17.64 | 223500 | 0.0529          | 0.0431 |
| 0.0483        | 17.68 | 224000 | 0.0546          | 0.0431 |
| 0.0472        | 17.72 | 224500 | 0.0548          | 0.0436 |
| 0.0502        | 17.76 | 225000 | 0.0517          | 0.0439 |
| 0.0562        | 17.8  | 225500 | 0.0538          | 0.0435 |
| 0.0529        | 17.84 | 226000 | 0.0531          | 0.0435 |
| 0.046         | 17.88 | 226500 | 0.0534          | 0.0433 |
| 0.0459        | 17.92 | 227000 | 0.0552          | 0.0435 |
| 0.0489        | 17.96 | 227500 | 0.0524          | 0.0434 |
| 0.0484        | 18.0  | 228000 | 0.0520          | 0.0436 |
| 0.0447        | 18.04 | 228500 | 0.0550          | 0.0437 |
| 0.0472        | 18.08 | 229000 | 0.0552          | 0.0434 |
| 0.0458        | 18.12 | 229500 | 0.0541          | 0.0436 |
| 0.0435        | 18.16 | 230000 | 0.0541          | 0.0435 |
| 0.0528        | 18.2  | 230500 | 0.0516          | 0.0432 |
| 0.0432        | 18.24 | 231000 | 0.0557          | 0.0430 |
| 0.0451        | 18.28 | 231500 | 0.0545          | 0.0437 |
| 0.0435        | 18.32 | 232000 | 0.0566          | 0.0431 |
| 0.0496        | 18.35 | 232500 | 0.0537          | 0.0435 |
| 0.0473        | 18.39 | 233000 | 0.0531          | 0.0430 |
| 0.0444        | 18.43 | 233500 | 0.0532          | 0.0425 |
| 0.0525        | 18.47 | 234000 | 0.0533          | 0.0431 |
| 0.0467        | 18.51 | 234500 | 0.0539          | 0.0433 |
| 0.0455        | 18.55 | 235000 | 0.0539          | 0.0438 |
| 0.0496        | 18.59 | 235500 | 0.0533          | 0.0429 |
| 0.046         | 18.63 | 236000 | 0.0523          | 0.0430 |
| 0.0421        | 18.67 | 236500 | 0.0544          | 0.0429 |
| 0.0484        | 18.71 | 237000 | 0.0552          | 0.0424 |
| 0.0445        | 18.75 | 237500 | 0.0562          | 0.0428 |
| 0.0465        | 18.79 | 238000 | 0.0517          | 0.0430 |
| 0.0449        | 18.83 | 238500 | 0.0535          | 0.0431 |
| 0.0435        | 18.87 | 239000 | 0.0538          | 0.0431 |
| 0.0493        | 18.91 | 239500 | 0.0536          | 0.0426 |
| 0.0481        | 18.95 | 240000 | 0.0531          | 0.0422 |
| 0.0448        | 18.99 | 240500 | 0.0542          | 0.0425 |
| 0.0459        | 19.03 | 241000 | 0.0538          | 0.0428 |
| 0.0404        | 19.07 | 241500 | 0.0539          | 0.0424 |
| 0.0409        | 19.1  | 242000 | 0.0549          | 0.0426 |
| 0.0399        | 19.14 | 242500 | 0.0543          | 0.0421 |
| 0.0466        | 19.18 | 243000 | 0.0521          | 0.0425 |
| 0.0457        | 19.22 | 243500 | 0.0544          | 0.0424 |
| 0.046         | 19.26 | 244000 | 0.0530          | 0.0421 |
| 0.0412        | 19.3  | 244500 | 0.0536          | 0.0425 |
| 0.0472        | 19.34 | 245000 | 0.0544          | 0.0431 |
| 0.0403        | 19.38 | 245500 | 0.0555          | 0.0425 |
| 0.0436        | 19.42 | 246000 | 0.0544          | 0.0427 |
| 0.0374        | 19.46 | 246500 | 0.0559          | 0.0425 |
| 0.0429        | 19.5  | 247000 | 0.0551          | 0.0421 |
| 0.0422        | 19.54 | 247500 | 0.0555          | 0.0426 |
| 0.0412        | 19.58 | 248000 | 0.0533          | 0.0424 |
| 0.04          | 19.62 | 248500 | 0.0531          | 0.0428 |
| 0.0479        | 19.66 | 249000 | 0.0525          | 0.0424 |
| 0.0418        | 19.7  | 249500 | 0.0537          | 0.0419 |
| 0.0437        | 19.74 | 250000 | 0.0545          | 0.0422 |
| 0.0554        | 19.78 | 250500 | 0.0540          | 0.0421 |
| 0.0423        | 19.82 | 251000 | 0.0546          | 0.0418 |
| 0.0451        | 19.85 | 251500 | 0.0536          | 0.0422 |
| 0.0398        | 19.89 | 252000 | 0.0529          | 0.0423 |
| 0.0433        | 19.93 | 252500 | 0.0557          | 0.0423 |
| 0.037         | 19.97 | 253000 | 0.0530          | 0.0417 |
| 0.0461        | 20.01 | 253500 | 0.0557          | 0.0417 |
| 0.0403        | 20.05 | 254000 | 0.0550          | 0.0424 |
| 0.0399        | 20.09 | 254500 | 0.0560          | 0.0420 |
| 0.0424        | 20.13 | 255000 | 0.0559          | 0.0420 |
| 0.044         | 20.17 | 255500 | 0.0566          | 0.0420 |
| 0.0423        | 20.21 | 256000 | 0.0555          | 0.0415 |
| 0.0459        | 20.25 | 256500 | 0.0536          | 0.0428 |
| 0.0417        | 20.29 | 257000 | 0.0567          | 0.0419 |
| 0.0458        | 20.33 | 257500 | 0.0546          | 0.0422 |
| 0.0374        | 20.37 | 258000 | 0.0560          | 0.0416 |
| 0.0386        | 20.41 | 258500 | 0.0561          | 0.0419 |
| 0.04          | 20.45 | 259000 | 0.0559          | 0.0418 |
| 0.0457        | 20.49 | 259500 | 0.0544          | 0.0425 |
| 0.0406        | 20.53 | 260000 | 0.0559          | 0.0420 |
| 0.0381        | 20.57 | 260500 | 0.0556          | 0.0416 |
| 0.0419        | 20.6  | 261000 | 0.0562          | 0.0417 |
| 0.0398        | 20.64 | 261500 | 0.0533          | 0.0420 |
| 0.0412        | 20.68 | 262000 | 0.0555          | 0.0418 |
| 0.048         | 20.72 | 262500 | 0.0533          | 0.0414 |
| 0.0429        | 20.76 | 263000 | 0.0547          | 0.0413 |
| 0.0463        | 20.8  | 263500 | 0.0528          | 0.0414 |
| 0.0402        | 20.84 | 264000 | 0.0550          | 0.0415 |
| 0.0396        | 20.88 | 264500 | 0.0551          | 0.0411 |
| 0.0407        | 20.92 | 265000 | 0.0542          | 0.0412 |
| 0.0416        | 20.96 | 265500 | 0.0538          | 0.0407 |
| 0.0383        | 21.0  | 266000 | 0.0554          | 0.0412 |
| 0.0424        | 21.04 | 266500 | 0.0549          | 0.0407 |
| 0.0422        | 21.08 | 267000 | 0.0558          | 0.0420 |
| 0.0428        | 21.12 | 267500 | 0.0550          | 0.0415 |
| 0.0387        | 21.16 | 268000 | 0.0561          | 0.0414 |
| 0.0433        | 21.2  | 268500 | 0.0561          | 0.0411 |
| 0.0418        | 21.24 | 269000 | 0.0564          | 0.0409 |
| 0.0326        | 21.28 | 269500 | 0.0554          | 0.0417 |
| 0.0393        | 21.32 | 270000 | 0.0557          | 0.0413 |
| 0.0361        | 21.35 | 270500 | 0.0551          | 0.0416 |
| 0.0443        | 21.39 | 271000 | 0.0550          | 0.0414 |
| 0.0443        | 21.43 | 271500 | 0.0559          | 0.0418 |
| 0.0425        | 21.47 | 272000 | 0.0562          | 0.0415 |
| 0.041         | 21.51 | 272500 | 0.0565          | 0.0411 |
| 0.0357        | 21.55 | 273000 | 0.0556          | 0.0413 |
| 0.0405        | 21.59 | 273500 | 0.0569          | 0.0406 |
| 0.0469        | 21.63 | 274000 | 0.0552          | 0.0408 |
| 0.0341        | 21.67 | 274500 | 0.0562          | 0.0415 |
| 0.041         | 21.71 | 275000 | 0.0573          | 0.0409 |
| 0.0391        | 21.75 | 275500 | 0.0547          | 0.0409 |
| 0.037         | 21.79 | 276000 | 0.0538          | 0.0410 |
| 0.0417        | 21.83 | 276500 | 0.0556          | 0.0414 |
| 0.04          | 21.87 | 277000 | 0.0558          | 0.0413 |
| 0.041         | 21.91 | 277500 | 0.0570          | 0.0412 |
| 0.0382        | 21.95 | 278000 | 0.0555          | 0.0411 |
| 0.0444        | 21.99 | 278500 | 0.0551          | 0.0409 |
| 0.0416        | 22.03 | 279000 | 0.0556          | 0.0408 |
| 0.0359        | 22.07 | 279500 | 0.0568          | 0.0410 |
| 0.0355        | 22.1  | 280000 | 0.0577          | 0.0410 |
| 0.0411        | 22.14 | 280500 | 0.0581          | 0.0412 |
| 0.0421        | 22.18 | 281000 | 0.0568          | 0.0409 |
| 0.0375        | 22.22 | 281500 | 0.0612          | 0.0407 |
| 0.0376        | 22.26 | 282000 | 0.0565          | 0.0406 |
| 0.0438        | 22.3  | 282500 | 0.0556          | 0.0408 |
| 0.0344        | 22.34 | 283000 | 0.0573          | 0.0407 |
| 0.0384        | 22.38 | 283500 | 0.0568          | 0.0409 |
| 0.0393        | 22.42 | 284000 | 0.0580          | 0.0414 |
| 0.0434        | 22.46 | 284500 | 0.0567          | 0.0407 |
| 0.0351        | 22.5  | 285000 | 0.0564          | 0.0409 |
| 0.0344        | 22.54 | 285500 | 0.0569          | 0.0406 |
| 0.0355        | 22.58 | 286000 | 0.0563          | 0.0409 |
| 0.0408        | 22.62 | 286500 | 0.0568          | 0.0411 |
| 0.041         | 22.66 | 287000 | 0.0561          | 0.0407 |
| 0.0359        | 22.7  | 287500 | 0.0578          | 0.0411 |
| 0.0383        | 22.74 | 288000 | 0.0571          | 0.0408 |
| 0.0342        | 22.78 | 288500 | 0.0572          | 0.0410 |
| 0.036         | 22.82 | 289000 | 0.0574          | 0.0412 |
| 0.0358        | 22.85 | 289500 | 0.0551          | 0.0408 |
| 0.0416        | 22.89 | 290000 | 0.0564          | 0.0409 |
| 0.0396        | 22.93 | 290500 | 0.0573          | 0.0408 |
| 0.0376        | 22.97 | 291000 | 0.0574          | 0.0406 |
| 0.0368        | 23.01 | 291500 | 0.0571          | 0.0403 |
| 0.0313        | 23.05 | 292000 | 0.0579          | 0.0408 |
| 0.0383        | 23.09 | 292500 | 0.0576          | 0.0408 |
| 0.0318        | 23.13 | 293000 | 0.0573          | 0.0405 |
| 0.0408        | 23.17 | 293500 | 0.0577          | 0.0403 |
| 0.0383        | 23.21 | 294000 | 0.0573          | 0.0401 |
| 0.0373        | 23.25 | 294500 | 0.0579          | 0.0403 |
| 0.0409        | 23.29 | 295000 | 0.0582          | 0.0403 |
| 0.0366        | 23.33 | 295500 | 0.0573          | 0.0402 |
| 0.0403        | 23.37 | 296000 | 0.0560          | 0.0402 |
| 0.0384        | 23.41 | 296500 | 0.0569          | 0.0404 |
| 0.0405        | 23.45 | 297000 | 0.0571          | 0.0403 |
| 0.039         | 23.49 | 297500 | 0.0564          | 0.0401 |
| 0.0403        | 23.53 | 298000 | 0.0562          | 0.0407 |
| 0.0397        | 23.57 | 298500 | 0.0575          | 0.0403 |
| 0.0342        | 23.6  | 299000 | 0.0584          | 0.0405 |
| 0.0343        | 23.64 | 299500 | 0.0567          | 0.0405 |
| 0.035         | 23.68 | 300000 | 0.0567          | 0.0409 |
| 0.0311        | 23.72 | 300500 | 0.0561          | 0.0402 |
| 0.03          | 23.76 | 301000 | 0.0579          | 0.0404 |
| 0.0363        | 23.8  | 301500 | 0.0562          | 0.0404 |
| 0.1685        | 23.84 | 302000 | 0.0587          | 0.0402 |
| 0.033         | 23.88 | 302500 | 0.0570          | 0.0405 |
| 0.0342        | 23.92 | 303000 | 0.0564          | 0.0402 |
| 0.0345        | 23.96 | 303500 | 0.0588          | 0.0401 |
| 0.0358        | 24.0  | 304000 | 0.0562          | 0.0400 |
| 0.0295        | 24.04 | 304500 | 0.0601          | 0.0399 |
| 0.0332        | 24.08 | 305000 | 0.0585          | 0.0399 |
| 0.0343        | 24.12 | 305500 | 0.0594          | 0.0397 |
| 0.0348        | 24.16 | 306000 | 0.0590          | 0.0405 |
| 0.0378        | 24.2  | 306500 | 0.0575          | 0.0399 |
| 0.0302        | 24.24 | 307000 | 0.0583          | 0.0404 |
| 0.0372        | 24.28 | 307500 | 0.0569          | 0.0398 |
| 0.0368        | 24.32 | 308000 | 0.0574          | 0.0394 |
| 0.0289        | 24.35 | 308500 | 0.0577          | 0.0398 |
| 0.0341        | 24.39 | 309000 | 0.0578          | 0.0401 |
| 0.0347        | 24.43 | 309500 | 0.0589          | 0.0402 |
| 0.0359        | 24.47 | 310000 | 0.0569          | 0.0404 |
| 0.0346        | 24.51 | 310500 | 0.0572          | 0.0403 |
| 0.0401        | 24.55 | 311000 | 0.0568          | 0.0399 |
| 0.0326        | 24.59 | 311500 | 0.0580          | 0.0396 |
| 0.0384        | 24.63 | 312000 | 0.0561          | 0.0399 |
| 0.0308        | 24.67 | 312500 | 0.0576          | 0.0398 |
| 0.0334        | 24.71 | 313000 | 0.0569          | 0.0399 |
| 0.034         | 24.75 | 313500 | 0.0582          | 0.0401 |
| 0.0304        | 24.79 | 314000 | 0.0567          | 0.0394 |
| 0.0324        | 24.83 | 314500 | 0.0569          | 0.0393 |
| 0.0394        | 24.87 | 315000 | 0.0585          | 0.0398 |
| 0.0341        | 24.91 | 315500 | 0.0576          | 0.0397 |
| 0.0387        | 24.95 | 316000 | 0.0581          | 0.0400 |
| 0.0371        | 24.99 | 316500 | 0.0572          | 0.0397 |
| 0.0347        | 25.03 | 317000 | 0.0568          | 0.0405 |
| 0.0333        | 25.07 | 317500 | 0.0600          | 0.0399 |
| 0.0287        | 25.1  | 318000 | 0.0601          | 0.0398 |
| 0.0309        | 25.14 | 318500 | 0.0582          | 0.0398 |
| 0.0354        | 25.18 | 319000 | 0.0586          | 0.0396 |
| 0.0394        | 25.22 | 319500 | 0.0567          | 0.0401 |
| 0.0336        | 25.26 | 320000 | 0.0575          | 0.0397 |
| 0.033         | 25.3  | 320500 | 0.0587          | 0.0399 |
| 0.0389        | 25.34 | 321000 | 0.0582          | 0.0395 |
| 0.0359        | 25.38 | 321500 | 0.0581          | 0.0396 |
| 0.0323        | 25.42 | 322000 | 0.0596          | 0.0396 |
| 0.0366        | 25.46 | 322500 | 0.0592          | 0.0395 |
| 0.0323        | 25.5  | 323000 | 0.0573          | 0.0394 |
| 0.0347        | 25.54 | 323500 | 0.0590          | 0.0392 |
| 0.0346        | 25.58 | 324000 | 0.0580          | 0.0394 |
| 0.0333        | 25.62 | 324500 | 0.0574          | 0.0398 |
| 0.0335        | 25.66 | 325000 | 0.0566          | 0.0397 |
| 0.0318        | 25.7  | 325500 | 0.0579          | 0.0390 |
| 0.0302        | 25.74 | 326000 | 0.0581          | 0.0393 |
| 0.0371        | 25.78 | 326500 | 0.0573          | 0.0397 |
| 0.0316        | 25.82 | 327000 | 0.0578          | 0.0397 |
| 0.0375        | 25.85 | 327500 | 0.0571          | 0.0395 |
| 0.0304        | 25.89 | 328000 | 0.0578          | 0.0398 |
| 0.0366        | 25.93 | 328500 | 0.0565          | 0.0396 |
| 0.0363        | 25.97 | 329000 | 0.0570          | 0.0394 |
| 0.0381        | 26.01 | 329500 | 0.0578          | 0.0396 |
| 0.0289        | 26.05 | 330000 | 0.0574          | 0.0391 |
| 0.0331        | 26.09 | 330500 | 0.0578          | 0.0391 |
| 0.0334        | 26.13 | 331000 | 0.0592          | 0.0390 |
| 0.029         | 26.17 | 331500 | 0.0594          | 0.0394 |
| 0.0345        | 26.21 | 332000 | 0.0570          | 0.0398 |
| 0.0297        | 26.25 | 332500 | 0.0576          | 0.0393 |
| 0.0301        | 26.29 | 333000 | 0.0593          | 0.0394 |
| 0.1631        | 26.33 | 333500 | 0.0588          | 0.0393 |
| 0.0336        | 26.37 | 334000 | 0.0599          | 0.0394 |
| 0.0323        | 26.41 | 334500 | 0.0603          | 0.0391 |
| 0.0299        | 26.45 | 335000 | 0.0595          | 0.0397 |
| 0.0328        | 26.49 | 335500 | 0.0577          | 0.0390 |
| 0.0337        | 26.53 | 336000 | 0.0602          | 0.0391 |
| 0.0309        | 26.57 | 336500 | 0.0585          | 0.0392 |
| 0.0385        | 26.6  | 337000 | 0.0586          | 0.0391 |
| 0.03          | 26.64 | 337500 | 0.0593          | 0.0390 |
| 0.0326        | 26.68 | 338000 | 0.0589          | 0.0394 |
| 0.0351        | 26.72 | 338500 | 0.0603          | 0.0394 |
| 0.0311        | 26.76 | 339000 | 0.0586          | 0.0389 |
| 0.0351        | 26.8  | 339500 | 0.0590          | 0.0396 |
| 0.0288        | 26.84 | 340000 | 0.0596          | 0.0395 |
| 0.0336        | 26.88 | 340500 | 0.0594          | 0.0390 |
| 0.0291        | 26.92 | 341000 | 0.0592          | 0.0388 |
| 0.0323        | 26.96 | 341500 | 0.0581          | 0.0389 |
| 0.0321        | 27.0  | 342000 | 0.0590          | 0.0391 |
| 0.026         | 27.04 | 342500 | 0.0594          | 0.0389 |
| 0.0314        | 27.08 | 343000 | 0.0590          | 0.0387 |
| 0.0268        | 27.12 | 343500 | 0.0602          | 0.0388 |
| 0.0286        | 27.16 | 344000 | 0.0603          | 0.0388 |
| 0.0324        | 27.2  | 344500 | 0.0591          | 0.0385 |
| 0.0323        | 27.24 | 345000 | 0.0595          | 0.0390 |
| 0.0295        | 27.28 | 345500 | 0.0592          | 0.0387 |
| 0.0284        | 27.32 | 346000 | 0.0593          | 0.0391 |
| 0.0329        | 27.35 | 346500 | 0.0592          | 0.0388 |
| 0.033         | 27.39 | 347000 | 0.0612          | 0.0389 |
| 0.0302        | 27.43 | 347500 | 0.0609          | 0.0389 |
| 0.0306        | 27.47 | 348000 | 0.0600          | 0.0390 |
| 0.0281        | 27.51 | 348500 | 0.0599          | 0.0391 |
| 0.0272        | 27.55 | 349000 | 0.0605          | 0.0387 |
| 0.0314        | 27.59 | 349500 | 0.0601          | 0.0388 |
| 0.0284        | 27.63 | 350000 | 0.0630          | 0.0389 |
| 0.0311        | 27.67 | 350500 | 0.0616          | 0.0388 |
| 0.0331        | 27.71 | 351000 | 0.0606          | 0.0391 |
| 0.0281        | 27.75 | 351500 | 0.0594          | 0.0393 |
| 0.1508        | 27.79 | 352000 | 0.0589          | 0.0395 |
| 0.0312        | 27.83 | 352500 | 0.0604          | 0.0387 |
| 0.0259        | 27.87 | 353000 | 0.0610          | 0.0387 |
| 0.0355        | 27.91 | 353500 | 0.0600          | 0.0387 |
| 0.0315        | 27.95 | 354000 | 0.0608          | 0.0382 |
| 0.0297        | 27.99 | 354500 | 0.0603          | 0.0383 |
| 0.0279        | 28.03 | 355000 | 0.0606          | 0.0382 |
| 0.0262        | 28.07 | 355500 | 0.0611          | 0.0388 |
| 0.0306        | 28.1  | 356000 | 0.0605          | 0.0385 |
| 0.0307        | 28.14 | 356500 | 0.0620          | 0.0386 |
| 0.0322        | 28.18 | 357000 | 0.0610          | 0.0389 |
| 0.031         | 28.22 | 357500 | 0.0633          | 0.0384 |
| 0.0271        | 28.26 | 358000 | 0.0618          | 0.0385 |
| 0.0237        | 28.3  | 358500 | 0.0639          | 0.0385 |
| 0.0237        | 28.34 | 359000 | 0.0631          | 0.0383 |
| 0.0279        | 28.38 | 359500 | 0.0608          | 0.0384 |
| 0.0272        | 28.42 | 360000 | 0.0624          | 0.0386 |
| 0.0305        | 28.46 | 360500 | 0.0598          | 0.0387 |
| 0.0243        | 28.5  | 361000 | 0.0614          | 0.0385 |
| 0.0307        | 28.54 | 361500 | 0.0601          | 0.0385 |
| 0.0287        | 28.58 | 362000 | 0.0607          | 0.0384 |
| 0.0325        | 28.62 | 362500 | 0.0621          | 0.0389 |
| 0.0279        | 28.66 | 363000 | 0.0603          | 0.0382 |
| 0.0305        | 28.7  | 363500 | 0.0609          | 0.0387 |
| 0.0285        | 28.74 | 364000 | 0.0631          | 0.0385 |
| 0.0269        | 28.78 | 364500 | 0.0621          | 0.0386 |
| 0.029         | 28.81 | 365000 | 0.0607          | 0.0381 |
| 0.0296        | 28.85 | 365500 | 0.0634          | 0.0382 |
| 0.0296        | 28.89 | 366000 | 0.0612          | 0.0384 |
| 0.0291        | 28.93 | 366500 | 0.0608          | 0.0384 |
| 0.0274        | 28.97 | 367000 | 0.0605          | 0.0381 |
| 0.0282        | 29.01 | 367500 | 0.0611          | 0.0381 |
| 0.0262        | 29.05 | 368000 | 0.0632          | 0.0383 |
| 0.0264        | 29.09 | 368500 | 0.0621          | 0.0379 |
| 0.0274        | 29.13 | 369000 | 0.0612          | 0.0381 |
| 0.03          | 29.17 | 369500 | 0.0627          | 0.0384 |
| 0.0277        | 29.21 | 370000 | 0.0620          | 0.0380 |
| 0.0267        | 29.25 | 370500 | 0.0614          | 0.0382 |
| 0.0291        | 29.29 | 371000 | 0.0611          | 0.0380 |
| 0.0253        | 29.33 | 371500 | 0.0614          | 0.0381 |
| 0.0278        | 29.37 | 372000 | 0.0611          | 0.0382 |
| 0.0274        | 29.41 | 372500 | 0.0611          | 0.0380 |
| 0.027         | 29.45 | 373000 | 0.0616          | 0.0380 |
| 0.0256        | 29.49 | 373500 | 0.0616          | 0.0380 |
| 0.0334        | 29.53 | 374000 | 0.0619          | 0.0377 |
| 0.0309        | 29.56 | 374500 | 0.0616          | 0.0378 |
| 0.0275        | 29.6  | 375000 | 0.0610          | 0.0377 |
| 0.0263        | 29.64 | 375500 | 0.0630          | 0.0377 |
| 0.0261        | 29.68 | 376000 | 0.0613          | 0.0378 |
| 0.0276        | 29.72 | 376500 | 0.0610          | 0.0378 |
| 0.0274        | 29.76 | 377000 | 0.0607          | 0.0378 |
| 0.0239        | 29.8  | 377500 | 0.0621          | 0.0380 |
| 0.0328        | 29.84 | 378000 | 0.0612          | 0.0380 |
| 0.0291        | 29.88 | 378500 | 0.0625          | 0.0380 |
| 0.0287        | 29.92 | 379000 | 0.0616          | 0.0381 |
| 0.0324        | 29.96 | 379500 | 0.0617          | 0.0378 |
| 0.0273        | 30.0  | 380000 | 0.0611          | 0.0377 |
| 0.0272        | 30.04 | 380500 | 0.0625          | 0.0378 |
| 0.0286        | 30.08 | 381000 | 0.0624          | 0.0377 |
| 0.0267        | 30.12 | 381500 | 0.0626          | 0.0377 |
| 0.0308        | 30.16 | 382000 | 0.0636          | 0.0376 |
| 0.0287        | 30.2  | 382500 | 0.0629          | 0.0378 |
| 0.0275        | 30.24 | 383000 | 0.0613          | 0.0376 |
| 0.0234        | 30.28 | 383500 | 0.0620          | 0.0375 |
| 0.027         | 30.31 | 384000 | 0.0632          | 0.0379 |
| 0.0259        | 30.35 | 384500 | 0.0631          | 0.0377 |
| 0.0271        | 30.39 | 385000 | 0.0617          | 0.0378 |
| 0.0277        | 30.43 | 385500 | 0.0627          | 0.0373 |
| 0.0295        | 30.47 | 386000 | 0.0594          | 0.0374 |
| 0.0272        | 30.51 | 386500 | 0.0630          | 0.0376 |
| 0.0299        | 30.55 | 387000 | 0.0610          | 0.0376 |
| 0.0269        | 30.59 | 387500 | 0.0619          | 0.0377 |
| 0.0334        | 30.63 | 388000 | 0.0615          | 0.0377 |
| 0.0275        | 30.67 | 388500 | 0.0634          | 0.0377 |
| 0.0271        | 30.71 | 389000 | 0.0624          | 0.0376 |
| 0.0272        | 30.75 | 389500 | 0.0625          | 0.0374 |
| 0.0267        | 30.79 | 390000 | 0.0624          | 0.0373 |
| 0.0275        | 30.83 | 390500 | 0.0608          | 0.0373 |
| 0.0247        | 30.87 | 391000 | 0.0621          | 0.0373 |
| 0.0298        | 30.91 | 391500 | 0.0614          | 0.0376 |
| 0.0248        | 30.95 | 392000 | 0.0621          | 0.0378 |
| 0.0266        | 30.99 | 392500 | 0.0609          | 0.0374 |
| 0.0225        | 31.03 | 393000 | 0.0630          | 0.0374 |
| 0.0224        | 31.06 | 393500 | 0.0629          | 0.0374 |
| 0.0281        | 31.1  | 394000 | 0.0623          | 0.0375 |
| 0.0293        | 31.14 | 394500 | 0.0616          | 0.0376 |
| 0.0279        | 31.18 | 395000 | 0.0625          | 0.0373 |
| 0.0244        | 31.22 | 395500 | 0.0635          | 0.0373 |
| 0.022         | 31.26 | 396000 | 0.0642          | 0.0374 |
| 0.025         | 31.3  | 396500 | 0.0644          | 0.0371 |
| 0.0274        | 31.34 | 397000 | 0.0623          | 0.0374 |
| 0.0252        | 31.38 | 397500 | 0.0636          | 0.0371 |
| 0.0253        | 31.42 | 398000 | 0.0634          | 0.0371 |
| 0.025         | 31.46 | 398500 | 0.0641          | 0.0371 |
| 0.0264        | 31.5  | 399000 | 0.0638          | 0.0372 |
| 0.0236        | 31.54 | 399500 | 0.0637          | 0.0371 |
| 0.0254        | 31.58 | 400000 | 0.0628          | 0.0371 |
| 0.0248        | 31.62 | 400500 | 0.0636          | 0.0371 |
| 0.0228        | 31.66 | 401000 | 0.0632          | 0.0372 |
| 0.0274        | 31.7  | 401500 | 0.0640          | 0.0373 |
| 0.1118        | 31.74 | 402000 | 0.0626          | 0.0373 |
| 0.0288        | 31.78 | 402500 | 0.0635          | 0.0369 |
| 0.0291        | 31.81 | 403000 | 0.0630          | 0.0372 |
| 0.0253        | 31.85 | 403500 | 0.0636          | 0.0370 |
| 0.0318        | 31.89 | 404000 | 0.0624          | 0.0372 |
| 0.0259        | 31.93 | 404500 | 0.0622          | 0.0371 |
| 0.0253        | 31.97 | 405000 | 0.0630          | 0.0366 |
| 0.027         | 32.01 | 405500 | 0.0636          | 0.0366 |
| 0.0251        | 32.05 | 406000 | 0.0636          | 0.0370 |
| 0.0224        | 32.09 | 406500 | 0.0648          | 0.0369 |
| 0.0243        | 32.13 | 407000 | 0.0642          | 0.0368 |
| 0.0257        | 32.17 | 407500 | 0.0635          | 0.0371 |
| 0.0245        | 32.21 | 408000 | 0.0643          | 0.0371 |
| 0.0262        | 32.25 | 408500 | 0.0632          | 0.0370 |
| 0.0259        | 32.29 | 409000 | 0.0640          | 0.0371 |
| 0.0208        | 32.33 | 409500 | 0.0634          | 0.0372 |
| 0.0272        | 32.37 | 410000 | 0.0640          | 0.0370 |
| 0.0263        | 32.41 | 410500 | 0.0648          | 0.0369 |
| 0.0228        | 32.45 | 411000 | 0.0642          | 0.0369 |
| 0.0257        | 32.49 | 411500 | 0.0645          | 0.0369 |
| 0.0254        | 32.53 | 412000 | 0.0639          | 0.0367 |
| 0.0255        | 32.56 | 412500 | 0.0629          | 0.0367 |
| 0.0258        | 32.6  | 413000 | 0.0631          | 0.0368 |
| 0.0205        | 32.64 | 413500 | 0.0638          | 0.0368 |
| 0.0248        | 32.68 | 414000 | 0.0639          | 0.0368 |
| 0.0215        | 32.72 | 414500 | 0.0649          | 0.0367 |
| 0.0219        | 32.76 | 415000 | 0.0647          | 0.0370 |
| 0.0259        | 32.8  | 415500 | 0.0642          | 0.0365 |
| 0.0258        | 32.84 | 416000 | 0.0615          | 0.0366 |
| 0.0236        | 32.88 | 416500 | 0.0639          | 0.0365 |
| 0.0229        | 32.92 | 417000 | 0.0632          | 0.0367 |
| 0.0248        | 32.96 | 417500 | 0.0626          | 0.0365 |
| 0.0219        | 33.0  | 418000 | 0.0638          | 0.0366 |
| 0.0272        | 33.04 | 418500 | 0.0634          | 0.0365 |
| 0.0203        | 33.08 | 419000 | 0.0646          | 0.0364 |
| 0.0236        | 33.12 | 419500 | 0.0636          | 0.0367 |
| 0.0227        | 33.16 | 420000 | 0.0639          | 0.0365 |
| 0.02          | 33.2  | 420500 | 0.0644          | 0.0367 |
| 0.0267        | 33.24 | 421000 | 0.0636          | 0.0366 |
| 0.0211        | 33.28 | 421500 | 0.0641          | 0.0367 |
| 0.0201        | 33.31 | 422000 | 0.0645          | 0.0365 |
| 0.0221        | 33.35 | 422500 | 0.0643          | 0.0364 |
| 0.0239        | 33.39 | 423000 | 0.0644          | 0.0365 |
| 0.0236        | 33.43 | 423500 | 0.0642          | 0.0366 |
| 0.0236        | 33.47 | 424000 | 0.0637          | 0.0364 |
| 0.0263        | 33.51 | 424500 | 0.0632          | 0.0364 |
| 0.0201        | 33.55 | 425000 | 0.0654          | 0.0363 |
| 0.0276        | 33.59 | 425500 | 0.0645          | 0.0364 |
| 0.0254        | 33.63 | 426000 | 0.0632          | 0.0366 |
| 0.0258        | 33.67 | 426500 | 0.0636          | 0.0364 |
| 0.0232        | 33.71 | 427000 | 0.0632          | 0.0360 |
| 0.0264        | 33.75 | 427500 | 0.0629          | 0.0361 |
| 0.0292        | 33.79 | 428000 | 0.0636          | 0.0362 |
| 0.022         | 33.83 | 428500 | 0.0635          | 0.0362 |
| 0.0204        | 33.87 | 429000 | 0.0651          | 0.0364 |
| 0.0211        | 33.91 | 429500 | 0.0631          | 0.0365 |
| 0.0205        | 33.95 | 430000 | 0.0645          | 0.0364 |
| 0.0229        | 33.99 | 430500 | 0.0637          | 0.0364 |
| 0.0242        | 34.03 | 431000 | 0.0640          | 0.0363 |
| 0.0191        | 34.06 | 431500 | 0.0644          | 0.0364 |
| 0.0234        | 34.1  | 432000 | 0.0648          | 0.0361 |
| 0.0226        | 34.14 | 432500 | 0.0640          | 0.0362 |
| 0.0229        | 34.18 | 433000 | 0.0644          | 0.0364 |
| 0.0235        | 34.22 | 433500 | 0.0644          | 0.0362 |
| 0.0213        | 34.26 | 434000 | 0.0647          | 0.0361 |
| 0.0228        | 34.3  | 434500 | 0.0648          | 0.0361 |
| 0.041         | 34.34 | 435000 | 0.0647          | 0.0361 |
| 0.0217        | 34.38 | 435500 | 0.0656          | 0.0361 |
| 0.0252        | 34.42 | 436000 | 0.0656          | 0.0361 |
| 0.0223        | 34.46 | 436500 | 0.0655          | 0.0360 |
| 0.0237        | 34.5  | 437000 | 0.0644          | 0.0360 |
| 0.0205        | 34.54 | 437500 | 0.0657          | 0.0360 |
| 0.0262        | 34.58 | 438000 | 0.0645          | 0.0359 |
| 0.0198        | 34.62 | 438500 | 0.0632          | 0.0358 |
| 0.0238        | 34.66 | 439000 | 0.0636          | 0.0358 |
| 0.0275        | 34.7  | 439500 | 0.0638          | 0.0358 |
| 0.0223        | 34.74 | 440000 | 0.0645          | 0.0359 |
| 0.024         | 34.78 | 440500 | 0.0646          | 0.0358 |
| 0.0224        | 34.81 | 441000 | 0.0650          | 0.0360 |
| 0.0283        | 34.85 | 441500 | 0.0643          | 0.0360 |
| 0.0195        | 34.89 | 442000 | 0.0646          | 0.0359 |
| 0.024         | 34.93 | 442500 | 0.0637          | 0.0358 |
| 0.023         | 34.97 | 443000 | 0.0639          | 0.0358 |
| 0.0201        | 35.01 | 443500 | 0.0648          | 0.0359 |
| 0.0228        | 35.05 | 444000 | 0.0641          | 0.0357 |
| 0.0217        | 35.09 | 444500 | 0.0653          | 0.0357 |
| 0.0204        | 35.13 | 445000 | 0.0654          | 0.0357 |
| 0.0185        | 35.17 | 445500 | 0.0645          | 0.0359 |
| 0.0246        | 35.21 | 446000 | 0.0655          | 0.0359 |
| 0.0222        | 35.25 | 446500 | 0.0642          | 0.0358 |
| 0.0231        | 35.29 | 447000 | 0.0647          | 0.0360 |
| 0.0168        | 35.33 | 447500 | 0.0661          | 0.0360 |
| 0.0232        | 35.37 | 448000 | 0.0643          | 0.0361 |
| 0.0267        | 35.41 | 448500 | 0.0644          | 0.0360 |
| 0.0206        | 35.45 | 449000 | 0.0655          | 0.0359 |
| 0.0222        | 35.49 | 449500 | 0.0663          | 0.0358 |
| 0.0235        | 35.53 | 450000 | 0.0649          | 0.0358 |
| 0.0241        | 35.56 | 450500 | 0.0640          | 0.0356 |
| 0.0208        | 35.6  | 451000 | 0.0653          | 0.0358 |
| 0.0245        | 35.64 | 451500 | 0.0641          | 0.0358 |
| 0.024         | 35.68 | 452000 | 0.0655          | 0.0358 |
| 0.0202        | 35.72 | 452500 | 0.0652          | 0.0357 |
| 0.0204        | 35.76 | 453000 | 0.0660          | 0.0358 |
| 0.0251        | 35.8  | 453500 | 0.0647          | 0.0359 |
| 0.0535        | 35.84 | 454000 | 0.0645          | 0.0360 |
| 0.0216        | 35.88 | 454500 | 0.0658          | 0.0358 |
| 0.022         | 35.92 | 455000 | 0.0653          | 0.0357 |
| 0.0196        | 35.96 | 455500 | 0.0646          | 0.0356 |
| 0.0206        | 36.0  | 456000 | 0.0654          | 0.0356 |
| 0.0212        | 36.04 | 456500 | 0.0651          | 0.0356 |
| 0.0233        | 36.08 | 457000 | 0.0658          | 0.0357 |
| 0.0182        | 36.12 | 457500 | 0.0669          | 0.0355 |
| 0.0229        | 36.16 | 458000 | 0.0656          | 0.0357 |
| 0.0189        | 36.2  | 458500 | 0.0655          | 0.0356 |
| 0.0237        | 36.24 | 459000 | 0.0663          | 0.0356 |
| 0.0191        | 36.28 | 459500 | 0.0667          | 0.0356 |
| 0.0196        | 36.31 | 460000 | 0.0658          | 0.0356 |
| 0.0191        | 36.35 | 460500 | 0.0666          | 0.0354 |
| 0.0232        | 36.39 | 461000 | 0.0656          | 0.0355 |
| 0.0227        | 36.43 | 461500 | 0.0658          | 0.0356 |
| 0.0229        | 36.47 | 462000 | 0.0660          | 0.0358 |
| 0.0213        | 36.51 | 462500 | 0.0656          | 0.0356 |
| 0.0243        | 36.55 | 463000 | 0.0655          | 0.0355 |
| 0.019         | 36.59 | 463500 | 0.0663          | 0.0354 |
| 0.0232        | 36.63 | 464000 | 0.0661          | 0.0355 |
| 0.0244        | 36.67 | 464500 | 0.0659          | 0.0355 |
| 0.0226        | 36.71 | 465000 | 0.0658          | 0.0354 |
| 0.0172        | 36.75 | 465500 | 0.0659          | 0.0354 |
| 0.0214        | 36.79 | 466000 | 0.0656          | 0.0353 |
| 0.0216        | 36.83 | 466500 | 0.0655          | 0.0354 |
| 0.0212        | 36.87 | 467000 | 0.0650          | 0.0355 |
| 0.0191        | 36.91 | 467500 | 0.0658          | 0.0353 |
| 0.024         | 36.95 | 468000 | 0.0654          | 0.0355 |
| 0.0218        | 36.99 | 468500 | 0.0654          | 0.0353 |
| 0.0227        | 37.03 | 469000 | 0.0668          | 0.0353 |
| 0.0222        | 37.06 | 469500 | 0.0673          | 0.0353 |
| 0.0206        | 37.1  | 470000 | 0.0664          | 0.0353 |
| 0.022         | 37.14 | 470500 | 0.0648          | 0.0353 |
| 0.0248        | 37.18 | 471000 | 0.0661          | 0.0353 |
| 0.0242        | 37.22 | 471500 | 0.0670          | 0.0353 |
| 0.0175        | 37.26 | 472000 | 0.0664          | 0.0352 |
| 0.0197        | 37.3  | 472500 | 0.0663          | 0.0352 |
| 0.0211        | 37.34 | 473000 | 0.0655          | 0.0352 |
| 0.0213        | 37.38 | 473500 | 0.0666          | 0.0351 |
| 0.0208        | 37.42 | 474000 | 0.0660          | 0.0351 |
| 0.0189        | 37.46 | 474500 | 0.0654          | 0.0353 |
| 0.0214        | 37.5  | 475000 | 0.0656          | 0.0353 |
| 0.0261        | 37.54 | 475500 | 0.0661          | 0.0352 |
| 0.0241        | 37.58 | 476000 | 0.0663          | 0.0353 |
| 0.0219        | 37.62 | 476500 | 0.0664          | 0.0352 |
| 0.0212        | 37.66 | 477000 | 0.0653          | 0.0351 |
| 0.0223        | 37.7  | 477500 | 0.0659          | 0.0351 |
| 0.0194        | 37.74 | 478000 | 0.0657          | 0.0350 |
| 0.0218        | 37.78 | 478500 | 0.0664          | 0.0350 |
| 0.0195        | 37.81 | 479000 | 0.0665          | 0.0351 |
| 0.0218        | 37.85 | 479500 | 0.0658          | 0.0350 |
| 0.0183        | 37.89 | 480000 | 0.0660          | 0.0349 |
| 0.0238        | 37.93 | 480500 | 0.0663          | 0.0351 |
| 0.0234        | 37.97 | 481000 | 0.0666          | 0.0351 |
| 0.0213        | 38.01 | 481500 | 0.0669          | 0.0350 |
| 0.0197        | 38.05 | 482000 | 0.0660          | 0.0350 |
| 0.0175        | 38.09 | 482500 | 0.0666          | 0.0350 |
| 0.0224        | 38.13 | 483000 | 0.0661          | 0.0350 |
| 0.0169        | 38.17 | 483500 | 0.0670          | 0.0350 |
| 0.0193        | 38.21 | 484000 | 0.0666          | 0.0350 |
| 0.0183        | 38.25 | 484500 | 0.0662          | 0.0351 |
| 0.02          | 38.29 | 485000 | 0.0660          | 0.0351 |
| 0.0214        | 38.33 | 485500 | 0.0667          | 0.0350 |
| 0.018         | 38.37 | 486000 | 0.0662          | 0.0351 |
| 0.0219        | 38.41 | 486500 | 0.0659          | 0.0351 |
| 0.0199        | 38.45 | 487000 | 0.0661          | 0.0350 |
| 0.0221        | 38.49 | 487500 | 0.0663          | 0.0350 |
| 0.0212        | 38.53 | 488000 | 0.0661          | 0.0351 |
| 0.0202        | 38.56 | 488500 | 0.0659          | 0.0351 |
| 0.0203        | 38.6  | 489000 | 0.0659          | 0.0352 |
| 0.0203        | 38.64 | 489500 | 0.0663          | 0.0350 |
| 0.0209        | 38.68 | 490000 | 0.0663          | 0.0351 |
| 0.0227        | 38.72 | 490500 | 0.0664          | 0.0350 |
| 0.0176        | 38.76 | 491000 | 0.0663          | 0.0351 |
| 0.0197        | 38.8  | 491500 | 0.0660          | 0.0352 |
| 0.0167        | 38.84 | 492000 | 0.0660          | 0.0351 |
| 0.021         | 38.88 | 492500 | 0.0666          | 0.0349 |
| 0.0181        | 38.92 | 493000 | 0.0664          | 0.0350 |
| 0.0181        | 38.96 | 493500 | 0.0665          | 0.0350 |
| 0.0176        | 39.0  | 494000 | 0.0659          | 0.0350 |
| 0.022         | 39.04 | 494500 | 0.0662          | 0.0350 |
| 0.0218        | 39.08 | 495000 | 0.0663          | 0.0350 |
| 0.0208        | 39.12 | 495500 | 0.0665          | 0.0349 |
| 0.0207        | 39.16 | 496000 | 0.0663          | 0.0350 |
| 0.0195        | 39.2  | 496500 | 0.0663          | 0.0350 |
| 0.021         | 39.24 | 497000 | 0.0665          | 0.0350 |
| 0.0206        | 39.28 | 497500 | 0.0667          | 0.0350 |
| 0.022         | 39.31 | 498000 | 0.0665          | 0.0350 |
| 0.0221        | 39.35 | 498500 | 0.0668          | 0.0350 |
| 0.0189        | 39.39 | 499000 | 0.0665          | 0.0350 |
| 0.0177        | 39.43 | 499500 | 0.0665          | 0.0350 |
| 0.0191        | 39.47 | 500000 | 0.0668          | 0.0350 |
| 0.0197        | 39.51 | 500500 | 0.0665          | 0.0349 |
| 0.0197        | 39.55 | 501000 | 0.0665          | 0.0349 |
| 0.0187        | 39.59 | 501500 | 0.0665          | 0.0349 |
| 0.0213        | 39.63 | 502000 | 0.0666          | 0.0349 |
| 0.021         | 39.67 | 502500 | 0.0666          | 0.0349 |
| 0.0185        | 39.71 | 503000 | 0.0667          | 0.0349 |
| 0.0171        | 39.75 | 503500 | 0.0668          | 0.0350 |
| 0.0273        | 39.79 | 504000 | 0.0668          | 0.0349 |
| 0.0226        | 39.83 | 504500 | 0.0668          | 0.0349 |
| 0.0225        | 39.87 | 505000 | 0.0667          | 0.0349 |
| 0.0212        | 39.91 | 505500 | 0.0667          | 0.0349 |
| 0.0204        | 39.95 | 506000 | 0.0666          | 0.0349 |
| 0.0226        | 39.99 | 506500 | 0.0666          | 0.0349 |


### 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-repaired", "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-repaired
=====================================


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: 0.0666
* Wer: 0.0349


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