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# wav2vec2-1b-nst

This model is a fine-tuned version of [facebook/wav2vec2-xls-r-1b](https://huggingface.co/facebook/wav2vec2-xls-r-1b) on the NBAILAB/NST - NO-CLOSE dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1921
- Wer: 0.0469

## 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    |
|:-------------:|:-----:|:------:|:---------------:|:------:|
| 3.3367        | 0.04  | 500    | 3.4163          | 0.9938 |
| 2.9738        | 0.08  | 1000   | 2.9497          | 0.9950 |
| 2.8161        | 0.12  | 1500   | 2.7508          | 1.0139 |
| 1.6716        | 0.17  | 2000   | 1.2780          | 0.9512 |
| 0.4444        | 0.21  | 2500   | 0.2886          | 0.3434 |
| 0.4584        | 0.25  | 3000   | 0.2339          | 0.2520 |
| 0.3229        | 0.29  | 3500   | 0.2077          | 0.2047 |
| 0.3201        | 0.33  | 4000   | 0.1753          | 0.1647 |
| 0.3029        | 0.37  | 4500   | 0.2083          | 0.1939 |
| 0.2539        | 0.41  | 5000   | 0.1839          | 0.1389 |
| 0.2613        | 0.46  | 5500   | 0.1561          | 0.1328 |
| 0.2288        | 0.5   | 6000   | 0.1552          | 0.1404 |
| 0.2261        | 0.54  | 6500   | 0.1471          | 0.1172 |
| 0.1993        | 0.58  | 7000   | 0.1663          | 0.1344 |
| 0.2082        | 0.62  | 7500   | 0.1424          | 0.1086 |
| 0.1976        | 0.66  | 8000   | 0.1395          | 0.1102 |
| 0.1854        | 0.7   | 8500   | 0.1331          | 0.1184 |
| 0.1855        | 0.75  | 9000   | 0.1306          | 0.1049 |
| 0.1898        | 0.79  | 9500   | 0.1563          | 0.1053 |
| 0.1874        | 0.83  | 10000  | 0.1361          | 0.1011 |
| 0.1693        | 0.87  | 10500  | 0.1317          | 0.0975 |
| 0.1731        | 0.91  | 11000  | 0.1552          | 0.1119 |
| 0.1739        | 0.95  | 11500  | 0.1256          | 0.0863 |
| 0.1621        | 0.99  | 12000  | 0.1359          | 0.0890 |
| 0.1561        | 1.03  | 12500  | 0.1252          | 0.0833 |
| 0.161         | 1.08  | 13000  | 0.1243          | 0.0802 |
| 0.1512        | 1.12  | 13500  | 0.1287          | 0.0829 |
| 0.145         | 1.16  | 14000  | 0.1273          | 0.0809 |
| 0.1452        | 1.2   | 14500  | 0.1277          | 0.0797 |
| 0.1506        | 1.24  | 15000  | 0.1358          | 0.0795 |
| 0.1463        | 1.28  | 15500  | 0.1276          | 0.0774 |
| 0.1361        | 1.32  | 16000  | 0.1206          | 0.0789 |
| 0.1405        | 1.37  | 16500  | 0.1303          | 0.0791 |
| 0.1439        | 1.41  | 17000  | 0.1319          | 0.0804 |
| 0.1429        | 1.45  | 17500  | 0.1179          | 0.0768 |
| 0.1299        | 1.49  | 18000  | 0.1380          | 0.0812 |
| 0.1423        | 1.53  | 18500  | 0.1228          | 0.0768 |
| 0.1432        | 1.57  | 19000  | 0.1221          | 0.0774 |
| 0.1261        | 1.61  | 19500  | 0.1309          | 0.0781 |
| 0.1338        | 1.66  | 20000  | 0.1332          | 0.0761 |
| 0.1345        | 1.7   | 20500  | 0.1198          | 0.0770 |
| 0.1312        | 1.74  | 21000  | 0.1226          | 0.0746 |
| 0.1269        | 1.78  | 21500  | 0.1312          | 0.0759 |
| 0.1322        | 1.82  | 22000  | 0.1251          | 0.0751 |
| 0.1329        | 1.86  | 22500  | 0.1192          | 0.0715 |
| 0.1423        | 1.9   | 23000  | 0.1114          | 0.0718 |
| 0.1223        | 1.95  | 23500  | 0.1277          | 0.0733 |
| 0.1278        | 1.99  | 24000  | 0.1287          | 0.0751 |
| 0.1128        | 2.03  | 24500  | 0.1256          | 0.0702 |
| 0.112         | 2.07  | 25000  | 0.1258          | 0.0711 |
| 0.115         | 2.11  | 25500  | 0.1271          | 0.0718 |
| 0.1131        | 2.15  | 26000  | 0.1223          | 0.0717 |
| 0.1175        | 2.19  | 26500  | 0.1229          | 0.0725 |
| 0.1156        | 2.24  | 27000  | 0.1235          | 0.0719 |
| 0.104         | 2.28  | 27500  | 0.1273          | 0.0698 |
| 0.1201        | 2.32  | 28000  | 0.1236          | 0.0710 |
| 0.1182        | 2.36  | 28500  | 0.1191          | 0.0691 |
| 0.123         | 2.4   | 29000  | 0.1221          | 0.0706 |
| 0.1244        | 2.44  | 29500  | 0.1154          | 0.0718 |
| 0.1143        | 2.48  | 30000  | 0.1089          | 0.0693 |
| 0.1137        | 2.52  | 30500  | 0.1360          | 0.0762 |
| 0.1056        | 2.57  | 31000  | 0.1302          | 0.0709 |
| 0.1038        | 2.61  | 31500  | 0.1170          | 0.0690 |
| 0.1095        | 2.65  | 32000  | 0.1148          | 0.0680 |
| 0.1109        | 2.69  | 32500  | 0.1213          | 0.0714 |
| 0.1029        | 2.73  | 33000  | 0.1145          | 0.0680 |
| 0.1089        | 2.77  | 33500  | 0.1274          | 0.0701 |
| 0.1015        | 2.81  | 34000  | 0.1274          | 0.0703 |
| 0.1043        | 2.86  | 34500  | 0.1250          | 0.0705 |
| 0.1307        | 2.9   | 35000  | 0.1275          | 0.0721 |
| 0.1003        | 2.94  | 35500  | 0.1163          | 0.0656 |
| 0.0945        | 2.98  | 36000  | 0.1144          | 0.0673 |
| 0.0886        | 3.02  | 36500  | 0.1190          | 0.0680 |
| 0.0944        | 3.06  | 37000  | 0.1265          | 0.0667 |
| 0.105         | 3.1   | 37500  | 0.1202          | 0.0715 |
| 0.0989        | 3.15  | 38000  | 0.1216          | 0.0682 |
| 0.1013        | 3.19  | 38500  | 0.1253          | 0.0704 |
| 0.1061        | 3.23  | 39000  | 0.1274          | 0.0702 |
| 0.1006        | 3.27  | 39500  | 0.1165          | 0.0705 |
| 0.0976        | 3.31  | 40000  | 0.1210          | 0.0684 |
| 0.094         | 3.35  | 40500  | 0.1243          | 0.0703 |
| 0.0918        | 3.39  | 41000  | 0.1272          | 0.0694 |
| 0.0981        | 3.44  | 41500  | 0.1342          | 0.0726 |
| 0.0919        | 3.48  | 42000  | 0.1268          | 0.0717 |
| 0.0987        | 3.52  | 42500  | 0.1159          | 0.0677 |
| 0.095         | 3.56  | 43000  | 0.1174          | 0.0673 |
| 0.0955        | 3.6   | 43500  | 0.1227          | 0.0667 |
| 0.0925        | 3.64  | 44000  | 0.1232          | 0.0679 |
| 0.1099        | 3.68  | 44500  | 0.1257          | 0.0666 |
| 0.0908        | 3.73  | 45000  | 0.1198          | 0.0660 |
| 0.0923        | 3.77  | 45500  | 0.1301          | 0.0694 |
| 0.0898        | 3.81  | 46000  | 0.1217          | 0.0684 |
| 0.095         | 3.85  | 46500  | 0.1202          | 0.0681 |
| 0.0925        | 3.89  | 47000  | 0.1255          | 0.0675 |
| 0.0948        | 3.93  | 47500  | 0.1176          | 0.0665 |
| 0.0905        | 3.97  | 48000  | 0.1166          | 0.0646 |
| 0.0856        | 4.01  | 48500  | 0.1217          | 0.0644 |
| 0.0864        | 4.06  | 49000  | 0.1159          | 0.0633 |
| 0.0891        | 4.1   | 49500  | 0.1231          | 0.0654 |
| 0.1031        | 4.14  | 50000  | 0.1201          | 0.0643 |
| 0.0887        | 4.18  | 50500  | 0.1191          | 0.0648 |
| 0.083         | 4.22  | 51000  | 0.1164          | 0.0644 |
| 0.0904        | 4.26  | 51500  | 0.1162          | 0.0659 |
| 0.0819        | 4.3   | 52000  | 0.1185          | 0.0639 |
| 0.0833        | 4.35  | 52500  | 0.1096          | 0.0635 |
| 0.0787        | 4.39  | 53000  | 0.1264          | 0.0662 |
| 0.0845        | 4.43  | 53500  | 0.1209          | 0.0652 |
| 0.0852        | 4.47  | 54000  | 0.1213          | 0.0645 |
| 0.0772        | 4.51  | 54500  | 0.1210          | 0.0644 |
| 0.0817        | 4.55  | 55000  | 0.1260          | 0.0643 |
| 0.1003        | 4.59  | 55500  | 0.1243          | 0.0664 |
| 0.089         | 4.64  | 56000  | 0.1160          | 0.0637 |
| 0.0924        | 4.68  | 56500  | 0.1201          | 0.0661 |
| 0.0782        | 4.72  | 57000  | 0.1309          | 0.0677 |
| 0.0791        | 4.76  | 57500  | 0.1267          | 0.0661 |
| 0.0873        | 4.8   | 58000  | 0.1205          | 0.0649 |
| 0.0808        | 4.84  | 58500  | 0.1207          | 0.0648 |
| 0.0916        | 4.88  | 59000  | 0.1208          | 0.0623 |
| 0.0851        | 4.93  | 59500  | 0.1335          | 0.0650 |
| 0.0877        | 4.97  | 60000  | 0.1196          | 0.0619 |
| 0.0794        | 5.01  | 60500  | 0.1436          | 0.0689 |
| 0.0819        | 5.05  | 61000  | 0.1301          | 0.0647 |
| 0.0767        | 5.09  | 61500  | 0.1329          | 0.0650 |
| 0.0726        | 5.13  | 62000  | 0.1321          | 0.0654 |
| 0.0767        | 5.17  | 62500  | 0.1281          | 0.0668 |
| 0.0749        | 5.22  | 63000  | 0.1254          | 0.0631 |
| 0.0782        | 5.26  | 63500  | 0.1148          | 0.0606 |
| 0.0777        | 5.3   | 64000  | 0.1292          | 0.0641 |
| 0.0867        | 5.34  | 64500  | 0.1218          | 0.0644 |
| 0.0731        | 5.38  | 65000  | 0.1347          | 0.0653 |
| 0.0791        | 5.42  | 65500  | 0.1250          | 0.0611 |
| 0.0781        | 5.46  | 66000  | 0.1279          | 0.0647 |
| 0.0693        | 5.5   | 66500  | 0.1136          | 0.0607 |
| 0.0819        | 5.55  | 67000  | 0.1236          | 0.0629 |
| 0.0726        | 5.59  | 67500  | 0.1199          | 0.0619 |
| 0.0792        | 5.63  | 68000  | 0.1262          | 0.0638 |
| 0.0728        | 5.67  | 68500  | 0.1246          | 0.0630 |
| 0.0785        | 5.71  | 69000  | 0.1234          | 0.0627 |
| 0.0745        | 5.75  | 69500  | 0.1184          | 0.0627 |
| 0.0734        | 5.79  | 70000  | 0.1255          | 0.0628 |
| 0.0743        | 5.84  | 70500  | 0.1268          | 0.0615 |
| 0.0819        | 5.88  | 71000  | 0.1221          | 0.0632 |
| 0.0745        | 5.92  | 71500  | 0.1261          | 0.0636 |
| 0.0684        | 5.96  | 72000  | 0.1266          | 0.0617 |
| 0.0692        | 6.0   | 72500  | 0.1245          | 0.0620 |
| 0.0649        | 6.04  | 73000  | 0.1288          | 0.0628 |
| 0.0661        | 6.08  | 73500  | 0.1221          | 0.0623 |
| 0.0761        | 6.13  | 74000  | 0.1200          | 0.0638 |
| 0.0629        | 6.17  | 74500  | 0.1155          | 0.0605 |
| 0.0718        | 6.21  | 75000  | 0.1172          | 0.0608 |
| 0.071         | 6.25  | 75500  | 0.1301          | 0.0645 |
| 0.0745        | 6.29  | 76000  | 0.1396          | 0.0662 |
| 0.0708        | 6.33  | 76500  | 0.1321          | 0.0632 |
| 0.0678        | 6.37  | 77000  | 0.1456          | 0.0662 |
| 0.0729        | 6.42  | 77500  | 0.1398          | 0.0664 |
| 0.0672        | 6.46  | 78000  | 0.1389          | 0.0657 |
| 0.0785        | 6.5   | 78500  | 0.1260          | 0.0635 |
| 0.0677        | 6.54  | 79000  | 0.1337          | 0.0618 |
| 0.0671        | 6.58  | 79500  | 0.1314          | 0.0639 |
| 0.0725        | 6.62  | 80000  | 0.1204          | 0.0602 |
| 0.0686        | 6.66  | 80500  | 0.1270          | 0.0603 |
| 0.0672        | 6.71  | 81000  | 0.1298          | 0.0615 |
| 0.0774        | 6.75  | 81500  | 0.1390          | 0.0649 |
| 0.0694        | 6.79  | 82000  | 0.1239          | 0.0619 |
| 0.0689        | 6.83  | 82500  | 0.1307          | 0.0628 |
| 0.0693        | 6.87  | 83000  | 0.1245          | 0.0607 |
| 0.0669        | 6.91  | 83500  | 0.1276          | 0.0622 |
| 0.0684        | 6.95  | 84000  | 0.1296          | 0.0612 |
| 0.0656        | 7.0   | 84500  | 0.1267          | 0.0617 |
| 0.064         | 7.04  | 85000  | 0.1261          | 0.0611 |
| 0.0637        | 7.08  | 85500  | 0.1260          | 0.0606 |
| 0.0607        | 7.12  | 86000  | 0.1227          | 0.0601 |
| 0.0621        | 7.16  | 86500  | 0.1301          | 0.0615 |
| 0.0669        | 7.2   | 87000  | 0.1313          | 0.0615 |
| 0.0757        | 7.24  | 87500  | 0.1289          | 0.0618 |
| 0.0634        | 7.28  | 88000  | 0.1283          | 0.0623 |
| 0.0679        | 7.33  | 88500  | 0.1212          | 0.0595 |
| 0.0666        | 7.37  | 89000  | 0.1293          | 0.0603 |
| 0.0653        | 7.41  | 89500  | 0.1353          | 0.0636 |
| 0.0663        | 7.45  | 90000  | 0.1335          | 0.0613 |
| 0.0772        | 7.49  | 90500  | 0.1361          | 0.0650 |
| 0.0595        | 7.53  | 91000  | 0.1307          | 0.0627 |
| 0.0625        | 7.57  | 91500  | 0.1239          | 0.0603 |
| 0.0654        | 7.62  | 92000  | 0.1204          | 0.0615 |
| 0.0659        | 7.66  | 92500  | 0.1322          | 0.0622 |
| 0.0595        | 7.7   | 93000  | 0.1267          | 0.0595 |
| 0.0683        | 7.74  | 93500  | 0.1244          | 0.0608 |
| 0.0703        | 7.78  | 94000  | 0.1138          | 0.0595 |
| 0.0658        | 7.82  | 94500  | 0.1151          | 0.0580 |
| 0.0614        | 7.86  | 95000  | 0.1299          | 0.0613 |
| 0.069         | 7.91  | 95500  | 0.1299          | 0.0621 |
| 0.0663        | 7.95  | 96000  | 0.1282          | 0.0596 |
| 0.0665        | 7.99  | 96500  | 0.1290          | 0.0593 |
| 0.0631        | 8.03  | 97000  | 0.1380          | 0.0624 |
| 0.0617        | 8.07  | 97500  | 0.1438          | 0.0622 |
| 0.0673        | 8.11  | 98000  | 0.1337          | 0.0639 |
| 0.0643        | 8.15  | 98500  | 0.1330          | 0.0617 |
| 0.0637        | 8.2   | 99000  | 0.1364          | 0.0618 |
| 0.0677        | 8.24  | 99500  | 0.1300          | 0.0591 |
| 0.0589        | 8.28  | 100000 | 0.1327          | 0.0598 |
| 0.0625        | 8.32  | 100500 | 0.1321          | 0.0607 |
| 0.0603        | 8.36  | 101000 | 0.1360          | 0.0633 |
| 0.0582        | 8.4   | 101500 | 0.1365          | 0.0621 |
| 0.0748        | 8.44  | 102000 | 0.1417          | 0.0626 |
| 0.0608        | 8.49  | 102500 | 0.1275          | 0.0590 |
| 0.0581        | 8.53  | 103000 | 0.1330          | 0.0602 |
| 0.0589        | 8.57  | 103500 | 0.1400          | 0.0630 |
| 0.0642        | 8.61  | 104000 | 0.1278          | 0.0605 |
| 0.0564        | 8.65  | 104500 | 0.1425          | 0.0613 |
| 0.0638        | 8.69  | 105000 | 0.1312          | 0.0603 |
| 0.0677        | 8.73  | 105500 | 0.1253          | 0.0592 |
| 0.0695        | 8.77  | 106000 | 0.1452          | 0.0636 |
| 0.0581        | 8.82  | 106500 | 0.1379          | 0.0607 |
| 0.0593        | 8.86  | 107000 | 0.1294          | 0.0589 |
| 0.0597        | 8.9   | 107500 | 0.1243          | 0.0590 |
| 0.0559        | 8.94  | 108000 | 0.1343          | 0.0602 |
| 0.0525        | 8.98  | 108500 | 0.1360          | 0.0606 |
| 0.0558        | 9.02  | 109000 | 0.1387          | 0.0591 |
| 0.0491        | 9.06  | 109500 | 0.1443          | 0.0600 |
| 0.06          | 9.11  | 110000 | 0.1365          | 0.0587 |
| 0.0579        | 9.15  | 110500 | 0.1265          | 0.0586 |
| 0.0573        | 9.19  | 111000 | 0.1360          | 0.0594 |
| 0.0569        | 9.23  | 111500 | 0.1317          | 0.0599 |
| 0.0603        | 9.27  | 112000 | 0.1299          | 0.0598 |
| 0.065         | 9.31  | 112500 | 0.1269          | 0.0594 |
| 0.0561        | 9.35  | 113000 | 0.1301          | 0.0586 |
| 0.0542        | 9.4   | 113500 | 0.1333          | 0.0600 |
| 0.0622        | 9.44  | 114000 | 0.1225          | 0.0573 |
| 0.0534        | 9.48  | 114500 | 0.1314          | 0.0599 |
| 0.048         | 9.52  | 115000 | 0.1380          | 0.0589 |
| 0.0555        | 9.56  | 115500 | 0.1302          | 0.0593 |
| 0.0534        | 9.6   | 116000 | 0.1259          | 0.0575 |
| 0.0559        | 9.64  | 116500 | 0.1375          | 0.0581 |
| 0.0557        | 9.69  | 117000 | 0.1248          | 0.0580 |
| 0.0651        | 9.73  | 117500 | 0.1387          | 0.0603 |
| 0.0582        | 9.77  | 118000 | 0.1260          | 0.0577 |
| 0.0512        | 9.81  | 118500 | 0.1343          | 0.0600 |
| 0.061         | 9.85  | 119000 | 0.1338          | 0.0593 |
| 0.0628        | 9.89  | 119500 | 0.1400          | 0.0592 |
| 0.0605        | 9.93  | 120000 | 0.1421          | 0.0602 |
| 0.0541        | 9.98  | 120500 | 0.1256          | 0.0572 |
| 0.0568        | 10.02 | 121000 | 0.1363          | 0.0589 |
| 0.0537        | 10.06 | 121500 | 0.1358          | 0.0587 |
| 0.0505        | 10.1  | 122000 | 0.1300          | 0.0565 |
| 0.0545        | 10.14 | 122500 | 0.1365          | 0.0615 |
| 0.0541        | 10.18 | 123000 | 0.1387          | 0.0597 |
| 0.0472        | 10.22 | 123500 | 0.1293          | 0.0578 |
| 0.0494        | 10.26 | 124000 | 0.1295          | 0.0591 |
| 0.0566        | 10.31 | 124500 | 0.1417          | 0.0604 |
| 0.0497        | 10.35 | 125000 | 0.1469          | 0.0581 |
| 0.0519        | 10.39 | 125500 | 0.1336          | 0.0577 |
| 0.0467        | 10.43 | 126000 | 0.1458          | 0.0612 |
| 0.0547        | 10.47 | 126500 | 0.1424          | 0.0609 |
| 0.0484        | 10.51 | 127000 | 0.1218          | 0.0567 |
| 0.0541        | 10.55 | 127500 | 0.1281          | 0.0581 |
| 0.0518        | 10.6  | 128000 | 0.1246          | 0.0569 |
| 0.0542        | 10.64 | 128500 | 0.1327          | 0.0578 |
| 0.0553        | 10.68 | 129000 | 0.1359          | 0.0580 |
| 0.0567        | 10.72 | 129500 | 0.1279          | 0.0584 |
| 0.047         | 10.76 | 130000 | 0.1390          | 0.0590 |
| 0.0494        | 10.8  | 130500 | 0.1310          | 0.0587 |
| 0.0548        | 10.84 | 131000 | 0.1338          | 0.0565 |
| 0.0596        | 10.89 | 131500 | 0.1292          | 0.0565 |
| 0.0576        | 10.93 | 132000 | 0.1349          | 0.0585 |
| 0.055         | 10.97 | 132500 | 0.1364          | 0.0575 |
| 0.0496        | 11.01 | 133000 | 0.1328          | 0.0571 |
| 0.0537        | 11.05 | 133500 | 0.1387          | 0.0570 |
| 0.0526        | 11.09 | 134000 | 0.1282          | 0.0563 |
| 0.0481        | 11.13 | 134500 | 0.1325          | 0.0570 |
| 0.0553        | 11.18 | 135000 | 0.1350          | 0.0572 |
| 0.0496        | 11.22 | 135500 | 0.1332          | 0.0567 |
| 0.0471        | 11.26 | 136000 | 0.1493          | 0.0592 |
| 0.0518        | 11.3  | 136500 | 0.1276          | 0.0554 |
| 0.0513        | 11.34 | 137000 | 0.1422          | 0.0570 |
| 0.0468        | 11.38 | 137500 | 0.1395          | 0.0568 |
| 0.0538        | 11.42 | 138000 | 0.1327          | 0.0573 |
| 0.0445        | 11.47 | 138500 | 0.1409          | 0.0554 |
| 0.0473        | 11.51 | 139000 | 0.1467          | 0.0585 |
| 0.0556        | 11.55 | 139500 | 0.1551          | 0.0595 |
| 0.0468        | 11.59 | 140000 | 0.1397          | 0.0565 |
| 0.0509        | 11.63 | 140500 | 0.1370          | 0.0585 |
| 0.0481        | 11.67 | 141000 | 0.1334          | 0.0579 |
| 0.0499        | 11.71 | 141500 | 0.1279          | 0.0566 |
| 0.0562        | 11.75 | 142000 | 0.1432          | 0.0583 |
| 0.0488        | 11.8  | 142500 | 0.1448          | 0.0582 |
| 0.0547        | 11.84 | 143000 | 0.1358          | 0.0578 |
| 0.0464        | 11.88 | 143500 | 0.1399          | 0.0580 |
| 0.0507        | 11.92 | 144000 | 0.1419          | 0.0593 |
| 0.0509        | 11.96 | 144500 | 0.1339          | 0.0562 |
| 0.0447        | 12.0  | 145000 | 0.1302          | 0.0554 |
| 0.044         | 12.04 | 145500 | 0.1377          | 0.0560 |
| 0.0435        | 12.09 | 146000 | 0.1389          | 0.0584 |
| 0.0451        | 12.13 | 146500 | 0.1475          | 0.0592 |
| 0.0494        | 12.17 | 147000 | 0.1463          | 0.0571 |
| 0.0723        | 12.21 | 147500 | 0.1305          | 0.0551 |
| 0.0414        | 12.25 | 148000 | 0.1386          | 0.0550 |
| 0.0479        | 12.29 | 148500 | 0.1557          | 0.0565 |
| 0.0489        | 12.33 | 149000 | 0.1293          | 0.0547 |
| 0.0461        | 12.38 | 149500 | 0.1420          | 0.0570 |
| 0.0462        | 12.42 | 150000 | 0.1358          | 0.0566 |
| 0.0431        | 12.46 | 150500 | 0.1529          | 0.0587 |
| 0.0439        | 12.5  | 151000 | 0.1448          | 0.0571 |
| 0.0384        | 12.54 | 151500 | 0.1332          | 0.0553 |
| 0.0498        | 12.58 | 152000 | 0.1324          | 0.0555 |
| 0.0458        | 12.62 | 152500 | 0.1354          | 0.0549 |
| 0.0475        | 12.67 | 153000 | 0.1329          | 0.0555 |
| 0.0487        | 12.71 | 153500 | 0.1324          | 0.0565 |
| 0.0425        | 12.75 | 154000 | 0.1375          | 0.0553 |
| 0.043         | 12.79 | 154500 | 0.1354          | 0.0560 |
| 0.0515        | 12.83 | 155000 | 0.1379          | 0.0560 |
| 0.0494        | 12.87 | 155500 | 0.1455          | 0.0571 |
| 0.0525        | 12.91 | 156000 | 0.1345          | 0.0562 |
| 0.048         | 12.96 | 156500 | 0.1394          | 0.0550 |
| 0.0462        | 13.0  | 157000 | 0.1364          | 0.0564 |
| 0.0495        | 13.04 | 157500 | 0.1510          | 0.0572 |
| 0.0433        | 13.08 | 158000 | 0.1357          | 0.0547 |
| 0.0419        | 13.12 | 158500 | 0.1473          | 0.0554 |
| 0.0453        | 13.16 | 159000 | 0.1443          | 0.0565 |
| 0.043         | 13.2  | 159500 | 0.1622          | 0.0582 |
| 0.0404        | 13.25 | 160000 | 0.1548          | 0.0566 |
| 0.0396        | 13.29 | 160500 | 0.1470          | 0.0564 |
| 0.041         | 13.33 | 161000 | 0.1402          | 0.0557 |
| 0.0468        | 13.37 | 161500 | 0.1445          | 0.0568 |
| 0.0481        | 13.41 | 162000 | 0.1446          | 0.0578 |
| 0.0472        | 13.45 | 162500 | 0.1403          | 0.0553 |
| 0.0437        | 13.49 | 163000 | 0.1494          | 0.0566 |
| 0.0379        | 13.53 | 163500 | 0.1552          | 0.0563 |
| 0.0401        | 13.58 | 164000 | 0.1615          | 0.0610 |
| 0.0504        | 13.62 | 164500 | 0.1536          | 0.0577 |
| 0.0425        | 13.66 | 165000 | 0.1513          | 0.0583 |
| 0.0467        | 13.7  | 165500 | 0.1425          | 0.0575 |
| 0.0459        | 13.74 | 166000 | 0.1359          | 0.0551 |
| 0.0416        | 13.78 | 166500 | 0.1490          | 0.0566 |
| 0.0457        | 13.82 | 167000 | 0.1472          | 0.0560 |
| 0.0484        | 13.87 | 167500 | 0.1358          | 0.0554 |
| 0.0574        | 13.91 | 168000 | 0.1357          | 0.0564 |
| 0.0468        | 13.95 | 168500 | 0.1392          | 0.0569 |
| 0.0462        | 13.99 | 169000 | 0.1231          | 0.0541 |
| 0.0395        | 14.03 | 169500 | 0.1403          | 0.0558 |
| 0.0351        | 14.07 | 170000 | 0.1401          | 0.0536 |
| 0.0439        | 14.11 | 170500 | 0.1354          | 0.0546 |
| 0.0369        | 14.16 | 171000 | 0.1451          | 0.0557 |
| 0.0367        | 14.2  | 171500 | 0.1359          | 0.0555 |
| 0.041         | 14.24 | 172000 | 0.1400          | 0.0559 |
| 0.0414        | 14.28 | 172500 | 0.1494          | 0.0595 |
| 0.0443        | 14.32 | 173000 | 0.1441          | 0.0556 |
| 0.0456        | 14.36 | 173500 | 0.1404          | 0.0566 |
| 0.0441        | 14.4  | 174000 | 0.1362          | 0.0553 |
| 0.0536        | 14.45 | 174500 | 0.1378          | 0.0572 |
| 0.0394        | 14.49 | 175000 | 0.1493          | 0.0580 |
| 0.0401        | 14.53 | 175500 | 0.1477          | 0.0573 |
| 0.0408        | 14.57 | 176000 | 0.1499          | 0.0572 |
| 0.0405        | 14.61 | 176500 | 0.1435          | 0.0548 |
| 0.0476        | 14.65 | 177000 | 0.1425          | 0.0557 |
| 0.0439        | 14.69 | 177500 | 0.1373          | 0.0550 |
| 0.0397        | 14.74 | 178000 | 0.1476          | 0.0586 |
| 0.041         | 14.78 | 178500 | 0.1510          | 0.0580 |
| 0.0399        | 14.82 | 179000 | 0.1469          | 0.0558 |
| 0.0424        | 14.86 | 179500 | 0.1383          | 0.0561 |
| 0.0383        | 14.9  | 180000 | 0.1468          | 0.0561 |
| 0.0494        | 14.94 | 180500 | 0.1365          | 0.0562 |
| 0.0379        | 14.98 | 181000 | 0.1388          | 0.0544 |
| 0.0416        | 15.02 | 181500 | 0.1446          | 0.0554 |
| 0.0391        | 15.07 | 182000 | 0.1368          | 0.0547 |
| 0.0381        | 15.11 | 182500 | 0.1466          | 0.0559 |
| 0.0398        | 15.15 | 183000 | 0.1435          | 0.0576 |
| 0.0359        | 15.19 | 183500 | 0.1523          | 0.0569 |
| 0.0368        | 15.23 | 184000 | 0.1424          | 0.0553 |
| 0.0395        | 15.27 | 184500 | 0.1494          | 0.0553 |
| 0.0474        | 15.31 | 185000 | 0.1459          | 0.0566 |
| 0.045         | 15.36 | 185500 | 0.1432          | 0.0562 |
| 0.0358        | 15.4  | 186000 | 0.1542          | 0.0569 |
| 0.0391        | 15.44 | 186500 | 0.1420          | 0.0544 |
| 0.0401        | 15.48 | 187000 | 0.1398          | 0.0561 |
| 0.0356        | 15.52 | 187500 | 0.1498          | 0.0552 |
| 0.0385        | 15.56 | 188000 | 0.1516          | 0.0578 |
| 0.0423        | 15.6  | 188500 | 0.1406          | 0.0557 |
| 0.0416        | 15.65 | 189000 | 0.1473          | 0.0564 |
| 0.0407        | 15.69 | 189500 | 0.1359          | 0.0570 |
| 0.0459        | 15.73 | 190000 | 0.1483          | 0.0575 |
| 0.0363        | 15.77 | 190500 | 0.1427          | 0.0556 |
| 0.0379        | 15.81 | 191000 | 0.1471          | 0.0557 |
| 0.0438        | 15.85 | 191500 | 0.1412          | 0.0545 |
| 0.0408        | 15.89 | 192000 | 0.1483          | 0.0571 |
| 0.0458        | 15.94 | 192500 | 0.1462          | 0.0604 |
| 0.0398        | 15.98 | 193000 | 0.1560          | 0.0578 |
| 0.0391        | 16.02 | 193500 | 0.1424          | 0.0566 |
| 0.0371        | 16.06 | 194000 | 0.1486          | 0.0564 |
| 0.0359        | 16.1  | 194500 | 0.1517          | 0.0563 |
| 0.0363        | 16.14 | 195000 | 0.1376          | 0.0543 |
| 0.0401        | 16.18 | 195500 | 0.1443          | 0.0565 |
| 0.0423        | 16.23 | 196000 | 0.1452          | 0.0553 |
| 0.041         | 16.27 | 196500 | 0.1451          | 0.0552 |
| 0.0409        | 16.31 | 197000 | 0.1566          | 0.0576 |
| 0.0401        | 16.35 | 197500 | 0.1567          | 0.0574 |
| 0.047         | 16.39 | 198000 | 0.1339          | 0.0548 |
| 0.0399        | 16.43 | 198500 | 0.1440          | 0.0543 |
| 0.041         | 16.47 | 199000 | 0.1504          | 0.0576 |
| 0.0394        | 16.51 | 199500 | 0.1534          | 0.0568 |
| 0.0386        | 16.56 | 200000 | 0.1497          | 0.0583 |
| 0.0313        | 16.6  | 200500 | 0.1624          | 0.0581 |
| 0.0418        | 16.64 | 201000 | 0.1473          | 0.0553 |
| 0.0401        | 16.68 | 201500 | 0.1420          | 0.0554 |
| 0.0429        | 16.72 | 202000 | 0.1534          | 0.0559 |
| 0.0424        | 16.76 | 202500 | 0.1416          | 0.0546 |
| 0.0487        | 16.8  | 203000 | 0.1487          | 0.0568 |
| 0.0434        | 16.85 | 203500 | 0.1524          | 0.0564 |
| 0.0388        | 16.89 | 204000 | 0.1624          | 0.0590 |
| 0.0393        | 16.93 | 204500 | 0.1593          | 0.0558 |
| 0.0457        | 16.97 | 205000 | 0.1516          | 0.0574 |
| 0.0413        | 17.01 | 205500 | 0.1497          | 0.0558 |
| 0.0367        | 17.05 | 206000 | 0.1513          | 0.0549 |
| 0.0402        | 17.09 | 206500 | 0.1535          | 0.0564 |
| 0.0349        | 17.14 | 207000 | 0.1539          | 0.0541 |
| 0.0384        | 17.18 | 207500 | 0.1430          | 0.0534 |
| 0.0399        | 17.22 | 208000 | 0.1515          | 0.0533 |
| 0.0393        | 17.26 | 208500 | 0.1529          | 0.0538 |
| 0.0344        | 17.3  | 209000 | 0.1445          | 0.0535 |
| 0.0394        | 17.34 | 209500 | 0.1472          | 0.0542 |
| 0.0496        | 17.38 | 210000 | 0.1675          | 0.0580 |
| 0.0355        | 17.43 | 210500 | 0.1649          | 0.0551 |
| 0.0322        | 17.47 | 211000 | 0.1658          | 0.0579 |
| 0.0358        | 17.51 | 211500 | 0.1597          | 0.0558 |
| 0.0345        | 17.55 | 212000 | 0.1587          | 0.0547 |
| 0.0387        | 17.59 | 212500 | 0.1570          | 0.0546 |
| 0.0369        | 17.63 | 213000 | 0.1591          | 0.0546 |
| 0.0397        | 17.67 | 213500 | 0.1564          | 0.0548 |
| 0.0369        | 17.72 | 214000 | 0.1515          | 0.0541 |
| 0.0392        | 17.76 | 214500 | 0.1544          | 0.0539 |
| 0.0345        | 17.8  | 215000 | 0.1509          | 0.0542 |
| 0.0397        | 17.84 | 215500 | 0.1377          | 0.0539 |
| 0.0385        | 17.88 | 216000 | 0.1523          | 0.0539 |
| 0.0374        | 17.92 | 216500 | 0.1582          | 0.0548 |
| 0.0415        | 17.96 | 217000 | 0.1591          | 0.0547 |
| 0.0282        | 18.0  | 217500 | 0.1539          | 0.0535 |
| 0.0461        | 18.05 | 218000 | 0.1549          | 0.0552 |
| 0.0312        | 18.09 | 218500 | 0.1632          | 0.0554 |
| 0.0317        | 18.13 | 219000 | 0.1562          | 0.0548 |
| 0.0354        | 18.17 | 219500 | 0.1510          | 0.0538 |
| 0.0396        | 18.21 | 220000 | 0.1666          | 0.0560 |
| 0.0451        | 18.25 | 220500 | 0.1614          | 0.0571 |
| 0.0302        | 18.29 | 221000 | 0.1540          | 0.0540 |
| 0.0372        | 18.34 | 221500 | 0.1503          | 0.0540 |
| 0.0314        | 18.38 | 222000 | 0.1588          | 0.0564 |
| 0.0318        | 18.42 | 222500 | 0.1605          | 0.0556 |
| 0.0421        | 18.46 | 223000 | 0.1663          | 0.0568 |
| 0.0391        | 18.5  | 223500 | 0.1606          | 0.0570 |
| 0.0343        | 18.54 | 224000 | 0.1617          | 0.0560 |
| 0.0402        | 18.58 | 224500 | 0.1451          | 0.0546 |
| 0.035         | 18.63 | 225000 | 0.1486          | 0.0523 |
| 0.0289        | 18.67 | 225500 | 0.1577          | 0.0537 |
| 0.0307        | 18.71 | 226000 | 0.1668          | 0.0558 |
| 0.0332        | 18.75 | 226500 | 0.1640          | 0.0548 |
| 0.034         | 18.79 | 227000 | 0.1552          | 0.0543 |
| 0.0346        | 18.83 | 227500 | 0.1626          | 0.0555 |
| 0.0361        | 18.87 | 228000 | 0.1564          | 0.0561 |
| 0.0343        | 18.92 | 228500 | 0.1472          | 0.0540 |
| 0.0324        | 18.96 | 229000 | 0.1600          | 0.0552 |
| 0.0304        | 19.0  | 229500 | 0.1526          | 0.0533 |
| 0.036         | 19.04 | 230000 | 0.1527          | 0.0540 |
| 0.0303        | 19.08 | 230500 | 0.1736          | 0.0559 |
| 0.0389        | 19.12 | 231000 | 0.1622          | 0.0554 |
| 0.0346        | 19.16 | 231500 | 0.1689          | 0.0543 |
| 0.0328        | 19.21 | 232000 | 0.1665          | 0.0560 |
| 0.0321        | 19.25 | 232500 | 0.1618          | 0.0562 |
| 0.0354        | 19.29 | 233000 | 0.1518          | 0.0537 |
| 0.0352        | 19.33 | 233500 | 0.1497          | 0.0530 |
| 0.0378        | 19.37 | 234000 | 0.1584          | 0.0537 |
| 0.0367        | 19.41 | 234500 | 0.1473          | 0.0532 |
| 0.0351        | 19.45 | 235000 | 0.1574          | 0.0542 |
| 0.0281        | 19.5  | 235500 | 0.1607          | 0.0534 |
| 0.029         | 19.54 | 236000 | 0.1597          | 0.0534 |
| 0.0327        | 19.58 | 236500 | 0.1515          | 0.0534 |
| 0.0355        | 19.62 | 237000 | 0.1611          | 0.0568 |
| 0.0308        | 19.66 | 237500 | 0.1428          | 0.0527 |
| 0.0308        | 19.7  | 238000 | 0.1504          | 0.0525 |
| 0.0338        | 19.74 | 238500 | 0.1609          | 0.0542 |
| 0.0341        | 19.78 | 239000 | 0.1464          | 0.0541 |
| 0.0349        | 19.83 | 239500 | 0.1549          | 0.0532 |
| 0.0352        | 19.87 | 240000 | 0.1591          | 0.0550 |
| 0.0377        | 19.91 | 240500 | 0.1582          | 0.0557 |
| 0.0283        | 19.95 | 241000 | 0.1482          | 0.0526 |
| 0.0344        | 19.99 | 241500 | 0.1426          | 0.0529 |
| 0.0329        | 20.03 | 242000 | 0.1597          | 0.0562 |
| 0.0293        | 20.07 | 242500 | 0.1647          | 0.0546 |
| 0.029         | 20.12 | 243000 | 0.1536          | 0.0515 |
| 0.0336        | 20.16 | 243500 | 0.1497          | 0.0540 |
| 0.0325        | 20.2  | 244000 | 0.1551          | 0.0547 |
| 0.0268        | 20.24 | 244500 | 0.1528          | 0.0551 |
| 0.0298        | 20.28 | 245000 | 0.1585          | 0.0543 |
| 0.0323        | 20.32 | 245500 | 0.1605          | 0.0548 |
| 0.0298        | 20.36 | 246000 | 0.1617          | 0.0552 |
| 0.027         | 20.41 | 246500 | 0.1769          | 0.0571 |
| 0.0286        | 20.45 | 247000 | 0.1620          | 0.0544 |
| 0.0344        | 20.49 | 247500 | 0.1583          | 0.0547 |
| 0.0369        | 20.53 | 248000 | 0.1596          | 0.0537 |
| 0.0357        | 20.57 | 248500 | 0.1662          | 0.0553 |
| 0.031         | 20.61 | 249000 | 0.1619          | 0.0540 |
| 0.042         | 20.65 | 249500 | 0.1494          | 0.0531 |
| 0.0342        | 20.7  | 250000 | 0.1556          | 0.0535 |
| 0.0304        | 20.74 | 250500 | 0.1506          | 0.0531 |
| 0.0339        | 20.78 | 251000 | 0.1524          | 0.0530 |
| 0.0305        | 20.82 | 251500 | 0.1668          | 0.0563 |
| 0.0308        | 20.86 | 252000 | 0.1633          | 0.0549 |
| 0.0322        | 20.9  | 252500 | 0.1633          | 0.0540 |
| 0.0268        | 20.94 | 253000 | 0.1593          | 0.0521 |
| 0.0352        | 20.99 | 253500 | 0.1568          | 0.0533 |
| 0.0247        | 21.03 | 254000 | 0.1721          | 0.0530 |
| 0.0342        | 21.07 | 254500 | 0.1706          | 0.0551 |
| 0.0296        | 21.11 | 255000 | 0.1626          | 0.0527 |
| 0.032         | 21.15 | 255500 | 0.1463          | 0.0518 |
| 0.0349        | 21.19 | 256000 | 0.1480          | 0.0527 |
| 0.034         | 21.23 | 256500 | 0.1469          | 0.0518 |
| 0.0338        | 21.27 | 257000 | 0.1421          | 0.0520 |
| 0.0289        | 21.32 | 257500 | 0.1531          | 0.0536 |
| 0.0253        | 21.36 | 258000 | 0.1587          | 0.0534 |
| 0.0287        | 21.4  | 258500 | 0.1566          | 0.0532 |
| 0.0279        | 21.44 | 259000 | 0.1634          | 0.0536 |
| 0.0318        | 21.48 | 259500 | 0.1576          | 0.0535 |
| 0.028         | 21.52 | 260000 | 0.1623          | 0.0546 |
| 0.0303        | 21.56 | 260500 | 0.1529          | 0.0523 |
| 0.0304        | 21.61 | 261000 | 0.1683          | 0.0553 |
| 0.034         | 21.65 | 261500 | 0.1735          | 0.0550 |
| 0.03          | 21.69 | 262000 | 0.1754          | 0.0573 |
| 0.0308        | 21.73 | 262500 | 0.1614          | 0.0533 |
| 0.0292        | 21.77 | 263000 | 0.1540          | 0.0520 |
| 0.0274        | 21.81 | 263500 | 0.1603          | 0.0523 |
| 0.0318        | 21.85 | 264000 | 0.1560          | 0.0522 |
| 0.0302        | 21.9  | 264500 | 0.1543          | 0.0531 |
| 0.0263        | 21.94 | 265000 | 0.1633          | 0.0530 |
| 0.0292        | 21.98 | 265500 | 0.1508          | 0.0517 |
| 0.0255        | 22.02 | 266000 | 0.1707          | 0.0527 |
| 0.0279        | 22.06 | 266500 | 0.1650          | 0.0528 |
| 0.0307        | 22.1  | 267000 | 0.1576          | 0.0510 |
| 0.0303        | 22.14 | 267500 | 0.1577          | 0.0520 |
| 0.0283        | 22.19 | 268000 | 0.1618          | 0.0524 |
| 0.026         | 22.23 | 268500 | 0.1564          | 0.0522 |
| 0.0284        | 22.27 | 269000 | 0.1595          | 0.0539 |
| 0.0275        | 22.31 | 269500 | 0.1650          | 0.0531 |
| 0.0356        | 22.35 | 270000 | 0.1606          | 0.0544 |
| 0.0309        | 22.39 | 270500 | 0.1617          | 0.0547 |
| 0.0294        | 22.43 | 271000 | 0.1527          | 0.0527 |
| 0.0273        | 22.48 | 271500 | 0.1540          | 0.0522 |
| 0.0225        | 22.52 | 272000 | 0.1518          | 0.0514 |
| 0.0273        | 22.56 | 272500 | 0.1518          | 0.0521 |
| 0.0269        | 22.6  | 273000 | 0.1548          | 0.0516 |
| 0.0228        | 22.64 | 273500 | 0.1546          | 0.0519 |
| 0.0265        | 22.68 | 274000 | 0.1548          | 0.0523 |
| 0.0287        | 22.72 | 274500 | 0.1556          | 0.0514 |
| 0.029         | 22.76 | 275000 | 0.1671          | 0.0525 |
| 0.0301        | 22.81 | 275500 | 0.1548          | 0.0519 |
| 0.0274        | 22.85 | 276000 | 0.1567          | 0.0522 |
| 0.027         | 22.89 | 276500 | 0.1656          | 0.0510 |
| 0.0317        | 22.93 | 277000 | 0.1555          | 0.0519 |
| 0.0314        | 22.97 | 277500 | 0.1549          | 0.0518 |
| 0.0262        | 23.01 | 278000 | 0.1516          | 0.0514 |
| 0.0258        | 23.05 | 278500 | 0.1661          | 0.0533 |
| 0.0252        | 23.1  | 279000 | 0.1630          | 0.0522 |
| 0.0295        | 23.14 | 279500 | 0.1633          | 0.0540 |
| 0.0261        | 23.18 | 280000 | 0.1679          | 0.0538 |
| 0.0254        | 23.22 | 280500 | 0.1615          | 0.0528 |
| 0.024         | 23.26 | 281000 | 0.1546          | 0.0522 |
| 0.0269        | 23.3  | 281500 | 0.1526          | 0.0517 |
| 0.0273        | 23.34 | 282000 | 0.1540          | 0.0509 |
| 0.0246        | 23.39 | 282500 | 0.1646          | 0.0528 |
| 0.0246        | 23.43 | 283000 | 0.1587          | 0.0515 |
| 0.027         | 23.47 | 283500 | 0.1602          | 0.0521 |
| 0.0259        | 23.51 | 284000 | 0.1660          | 0.0532 |
| 0.0223        | 23.55 | 284500 | 0.1678          | 0.0539 |
| 0.0299        | 23.59 | 285000 | 0.1498          | 0.0515 |
| 0.0271        | 23.63 | 285500 | 0.1506          | 0.0506 |
| 0.0295        | 23.68 | 286000 | 0.1596          | 0.0531 |
| 0.024         | 23.72 | 286500 | 0.1570          | 0.0523 |
| 0.025         | 23.76 | 287000 | 0.1546          | 0.0521 |
| 0.0254        | 23.8  | 287500 | 0.1636          | 0.0529 |
| 0.0293        | 23.84 | 288000 | 0.1662          | 0.0528 |
| 0.0243        | 23.88 | 288500 | 0.1677          | 0.0542 |
| 0.0258        | 23.92 | 289000 | 0.1630          | 0.0523 |
| 0.0308        | 23.97 | 289500 | 0.1647          | 0.0541 |
| 0.0258        | 24.01 | 290000 | 0.1738          | 0.0532 |
| 0.0209        | 24.05 | 290500 | 0.1718          | 0.0540 |
| 0.0253        | 24.09 | 291000 | 0.1723          | 0.0543 |
| 0.0275        | 24.13 | 291500 | 0.1687          | 0.0534 |
| 0.0297        | 24.17 | 292000 | 0.1606          | 0.0529 |
| 0.0321        | 24.21 | 292500 | 0.1571          | 0.0539 |
| 0.0258        | 24.25 | 293000 | 0.1593          | 0.0535 |
| 0.0327        | 24.3  | 293500 | 0.1688          | 0.0538 |
| 0.0285        | 24.34 | 294000 | 0.1767          | 0.0536 |
| 0.0221        | 24.38 | 294500 | 0.1742          | 0.0533 |
| 0.0302        | 24.42 | 295000 | 0.1696          | 0.0538 |
| 0.0298        | 24.46 | 295500 | 0.1622          | 0.0518 |
| 0.0233        | 24.5  | 296000 | 0.1676          | 0.0538 |
| 0.0272        | 24.54 | 296500 | 0.1702          | 0.0534 |
| 0.0277        | 24.59 | 297000 | 0.1631          | 0.0533 |
| 0.0225        | 24.63 | 297500 | 0.1601          | 0.0509 |
| 0.025         | 24.67 | 298000 | 0.1597          | 0.0519 |
| 0.0275        | 24.71 | 298500 | 0.1514          | 0.0517 |
| 0.029         | 24.75 | 299000 | 0.1570          | 0.0515 |
| 0.0271        | 24.79 | 299500 | 0.1503          | 0.0509 |
| 0.0218        | 24.83 | 300000 | 0.1633          | 0.0522 |
| 0.027         | 24.88 | 300500 | 0.1586          | 0.0517 |
| 0.0223        | 24.92 | 301000 | 0.1583          | 0.0513 |
| 0.028         | 24.96 | 301500 | 0.1591          | 0.0517 |
| 0.0273        | 25.0  | 302000 | 0.1565          | 0.0501 |
| 0.0324        | 25.04 | 302500 | 0.1598          | 0.0525 |
| 0.0204        | 25.08 | 303000 | 0.1735          | 0.0521 |
| 0.0254        | 25.12 | 303500 | 0.1629          | 0.0520 |
| 0.0284        | 25.17 | 304000 | 0.1652          | 0.0514 |
| 0.0206        | 25.21 | 304500 | 0.1705          | 0.0517 |
| 0.0259        | 25.25 | 305000 | 0.1606          | 0.0510 |
| 0.0229        | 25.29 | 305500 | 0.1653          | 0.0504 |
| 0.0204        | 25.33 | 306000 | 0.1648          | 0.0493 |
| 0.0304        | 25.37 | 306500 | 0.1615          | 0.0491 |
| 0.0267        | 25.41 | 307000 | 0.1554          | 0.0503 |
| 0.0247        | 25.46 | 307500 | 0.1560          | 0.0490 |
| 0.0288        | 25.5  | 308000 | 0.1705          | 0.0518 |
| 0.0289        | 25.54 | 308500 | 0.1560          | 0.0510 |
| 0.0213        | 25.58 | 309000 | 0.1643          | 0.0520 |
| 0.03          | 25.62 | 309500 | 0.1508          | 0.0500 |
| 0.0255        | 25.66 | 310000 | 0.1597          | 0.0504 |
| 0.0302        | 25.7  | 310500 | 0.1577          | 0.0520 |
| 0.0252        | 25.75 | 311000 | 0.1573          | 0.0505 |
| 0.0275        | 25.79 | 311500 | 0.1495          | 0.0498 |
| 0.0297        | 25.83 | 312000 | 0.1524          | 0.0500 |
| 0.0251        | 25.87 | 312500 | 0.1585          | 0.0495 |
| 0.023         | 25.91 | 313000 | 0.1582          | 0.0501 |
| 0.0236        | 25.95 | 313500 | 0.1558          | 0.0487 |
| 0.0287        | 25.99 | 314000 | 0.1619          | 0.0497 |
| 0.0215        | 26.03 | 314500 | 0.1698          | 0.0507 |
| 0.0244        | 26.08 | 315000 | 0.1674          | 0.0490 |
| 0.0243        | 26.12 | 315500 | 0.1559          | 0.0494 |
| 0.0236        | 26.16 | 316000 | 0.1723          | 0.0503 |
| 0.021         | 26.2  | 316500 | 0.1623          | 0.0501 |
| 0.0242        | 26.24 | 317000 | 0.1656          | 0.0503 |
| 0.0243        | 26.28 | 317500 | 0.1583          | 0.0495 |
| 0.0196        | 26.32 | 318000 | 0.1700          | 0.0490 |
| 0.0191        | 26.37 | 318500 | 0.1659          | 0.0496 |
| 0.0242        | 26.41 | 319000 | 0.1606          | 0.0492 |
| 0.0227        | 26.45 | 319500 | 0.1553          | 0.0492 |
| 0.0211        | 26.49 | 320000 | 0.1535          | 0.0492 |
| 0.0206        | 26.53 | 320500 | 0.1610          | 0.0492 |
| 0.0211        | 26.57 | 321000 | 0.1597          | 0.0486 |
| 0.023         | 26.61 | 321500 | 0.1543          | 0.0480 |
| 0.0224        | 26.66 | 322000 | 0.1678          | 0.0495 |
| 0.025         | 26.7  | 322500 | 0.1659          | 0.0499 |
| 0.0235        | 26.74 | 323000 | 0.1627          | 0.0490 |
| 0.0253        | 26.78 | 323500 | 0.1733          | 0.0513 |
| 0.0217        | 26.82 | 324000 | 0.1697          | 0.0506 |
| 0.0209        | 26.86 | 324500 | 0.1684          | 0.0507 |
| 0.0243        | 26.9  | 325000 | 0.1633          | 0.0501 |
| 0.026         | 26.95 | 325500 | 0.1698          | 0.0499 |
| 0.024         | 26.99 | 326000 | 0.1605          | 0.0498 |
| 0.0199        | 27.03 | 326500 | 0.1662          | 0.0498 |
| 0.0231        | 27.07 | 327000 | 0.1645          | 0.0500 |
| 0.0268        | 27.11 | 327500 | 0.1649          | 0.0502 |
| 0.026         | 27.15 | 328000 | 0.1670          | 0.0493 |
| 0.0231        | 27.19 | 328500 | 0.1662          | 0.0502 |
| 0.0227        | 27.24 | 329000 | 0.1704          | 0.0510 |
| 0.0215        | 27.28 | 329500 | 0.1617          | 0.0478 |
| 0.025         | 27.32 | 330000 | 0.1702          | 0.0499 |
| 0.0249        | 27.36 | 330500 | 0.1695          | 0.0503 |
| 0.0235        | 27.4  | 331000 | 0.1620          | 0.0493 |
| 0.03          | 27.44 | 331500 | 0.1772          | 0.0501 |
| 0.027         | 27.48 | 332000 | 0.1728          | 0.0509 |
| 0.0301        | 27.52 | 332500 | 0.1661          | 0.0502 |
| 0.0208        | 27.57 | 333000 | 0.1712          | 0.0509 |
| 0.0226        | 27.61 | 333500 | 0.1704          | 0.0503 |
| 0.0241        | 27.65 | 334000 | 0.1608          | 0.0491 |
| 0.0217        | 27.69 | 334500 | 0.1703          | 0.0493 |
| 0.0254        | 27.73 | 335000 | 0.1713          | 0.0504 |
| 0.0196        | 27.77 | 335500 | 0.1742          | 0.0508 |
| 0.0253        | 27.81 | 336000 | 0.1676          | 0.0503 |
| 0.0279        | 27.86 | 336500 | 0.1737          | 0.0511 |
| 0.0212        | 27.9  | 337000 | 0.1649          | 0.0503 |
| 0.0262        | 27.94 | 337500 | 0.1631          | 0.0491 |
| 0.0257        | 27.98 | 338000 | 0.1654          | 0.0497 |
| 0.0201        | 28.02 | 338500 | 0.1735          | 0.0496 |
| 0.0265        | 28.06 | 339000 | 0.1622          | 0.0485 |
| 0.0244        | 28.1  | 339500 | 0.1754          | 0.0501 |
| 0.0241        | 28.15 | 340000 | 0.1689          | 0.0502 |
| 0.0227        | 28.19 | 340500 | 0.1737          | 0.0489 |
| 0.0218        | 28.23 | 341000 | 0.1685          | 0.0496 |
| 0.0261        | 28.27 | 341500 | 0.1682          | 0.0494 |
| 0.0207        | 28.31 | 342000 | 0.1624          | 0.0485 |
| 0.0273        | 28.35 | 342500 | 0.1701          | 0.0497 |
| 0.0203        | 28.39 | 343000 | 0.1744          | 0.0511 |
| 0.0181        | 28.44 | 343500 | 0.1856          | 0.0505 |
| 0.023         | 28.48 | 344000 | 0.1673          | 0.0491 |
| 0.022         | 28.52 | 344500 | 0.1730          | 0.0505 |
| 0.0209        | 28.56 | 345000 | 0.1752          | 0.0497 |
| 0.0191        | 28.6  | 345500 | 0.1793          | 0.0502 |
| 0.0186        | 28.64 | 346000 | 0.1799          | 0.0499 |
| 0.026         | 28.68 | 346500 | 0.1725          | 0.0496 |
| 0.0233        | 28.73 | 347000 | 0.1717          | 0.0497 |
| 0.024         | 28.77 | 347500 | 0.1718          | 0.0497 |
| 0.0175        | 28.81 | 348000 | 0.1797          | 0.0507 |
| 0.0228        | 28.85 | 348500 | 0.1776          | 0.0504 |
| 0.0197        | 28.89 | 349000 | 0.1754          | 0.0510 |
| 0.0221        | 28.93 | 349500 | 0.1797          | 0.0510 |
| 0.0206        | 28.97 | 350000 | 0.1693          | 0.0492 |
| 0.0205        | 29.01 | 350500 | 0.1735          | 0.0499 |
| 0.0214        | 29.06 | 351000 | 0.1763          | 0.0497 |
| 0.0219        | 29.1  | 351500 | 0.1813          | 0.0502 |
| 0.023         | 29.14 | 352000 | 0.1717          | 0.0500 |
| 0.0233        | 29.18 | 352500 | 0.1690          | 0.0496 |
| 0.0226        | 29.22 | 353000 | 0.1833          | 0.0518 |
| 0.0177        | 29.26 | 353500 | 0.1814          | 0.0516 |
| 0.0218        | 29.3  | 354000 | 0.1745          | 0.0506 |
| 0.0222        | 29.35 | 354500 | 0.1736          | 0.0505 |
| 0.0209        | 29.39 | 355000 | 0.1664          | 0.0496 |
| 0.0165        | 29.43 | 355500 | 0.1673          | 0.0495 |
| 0.0221        | 29.47 | 356000 | 0.1736          | 0.0498 |
| 0.018         | 29.51 | 356500 | 0.1725          | 0.0495 |
| 0.0233        | 29.55 | 357000 | 0.1715          | 0.0505 |
| 0.0201        | 29.59 | 357500 | 0.1723          | 0.0507 |
| 0.0234        | 29.64 | 358000 | 0.1670          | 0.0504 |
| 0.0232        | 29.68 | 358500 | 0.1716          | 0.0502 |
| 0.0193        | 29.72 | 359000 | 0.1744          | 0.0506 |
| 0.0193        | 29.76 | 359500 | 0.1707          | 0.0492 |
| 0.0192        | 29.8  | 360000 | 0.1732          | 0.0491 |
| 0.0197        | 29.84 | 360500 | 0.1739          | 0.0502 |
| 0.0196        | 29.88 | 361000 | 0.1785          | 0.0499 |
| 0.0159        | 29.93 | 361500 | 0.1750          | 0.0486 |
| 0.0201        | 29.97 | 362000 | 0.1697          | 0.0494 |
| 0.024         | 30.01 | 362500 | 0.1769          | 0.0493 |
| 0.0196        | 30.05 | 363000 | 0.1757          | 0.0491 |
| 0.0185        | 30.09 | 363500 | 0.1803          | 0.0494 |
| 0.0194        | 30.13 | 364000 | 0.1770          | 0.0496 |
| 0.0191        | 30.17 | 364500 | 0.1768          | 0.0484 |
| 0.025         | 30.22 | 365000 | 0.1808          | 0.0505 |
| 0.0274        | 30.26 | 365500 | 0.1728          | 0.0485 |
| 0.017         | 30.3  | 366000 | 0.1775          | 0.0497 |
| 0.0255        | 30.34 | 366500 | 0.1764          | 0.0502 |
| 0.0226        | 30.38 | 367000 | 0.1733          | 0.0492 |
| 0.0194        | 30.42 | 367500 | 0.1837          | 0.0506 |
| 0.0198        | 30.46 | 368000 | 0.1803          | 0.0493 |
| 0.0173        | 30.5  | 368500 | 0.1849          | 0.0495 |
| 0.0203        | 30.55 | 369000 | 0.1811          | 0.0489 |
| 0.0205        | 30.59 | 369500 | 0.1722          | 0.0491 |
| 0.0191        | 30.63 | 370000 | 0.1744          | 0.0488 |
| 0.0149        | 30.67 | 370500 | 0.1775          | 0.0483 |
| 0.0216        | 30.71 | 371000 | 0.1757          | 0.0484 |
| 0.0206        | 30.75 | 371500 | 0.1786          | 0.0480 |
| 0.0169        | 30.79 | 372000 | 0.1799          | 0.0489 |
| 0.0237        | 30.84 | 372500 | 0.1774          | 0.0491 |
| 0.0187        | 30.88 | 373000 | 0.1776          | 0.0479 |
| 0.0201        | 30.92 | 373500 | 0.1836          | 0.0505 |
| 0.0181        | 30.96 | 374000 | 0.1773          | 0.0485 |
| 0.0157        | 31.0  | 374500 | 0.1779          | 0.0481 |
| 0.022         | 31.04 | 375000 | 0.1709          | 0.0474 |
| 0.0196        | 31.08 | 375500 | 0.1702          | 0.0481 |
| 0.0167        | 31.13 | 376000 | 0.1842          | 0.0489 |
| 0.018         | 31.17 | 376500 | 0.1849          | 0.0487 |
| 0.0168        | 31.21 | 377000 | 0.1805          | 0.0493 |
| 0.0175        | 31.25 | 377500 | 0.1892          | 0.0498 |
| 0.0188        | 31.29 | 378000 | 0.1807          | 0.0484 |
| 0.0179        | 31.33 | 378500 | 0.1798          | 0.0492 |
| 0.0159        | 31.37 | 379000 | 0.1870          | 0.0491 |
| 0.0205        | 31.42 | 379500 | 0.1824          | 0.0489 |
| 0.019         | 31.46 | 380000 | 0.1823          | 0.0493 |
| 0.0234        | 31.5  | 380500 | 0.1794          | 0.0482 |
| 0.0209        | 31.54 | 381000 | 0.1840          | 0.0491 |
| 0.0179        | 31.58 | 381500 | 0.1791          | 0.0483 |
| 0.017         | 31.62 | 382000 | 0.1858          | 0.0490 |
| 0.0194        | 31.66 | 382500 | 0.1883          | 0.0496 |
| 0.0194        | 31.71 | 383000 | 0.1867          | 0.0491 |
| 0.0202        | 31.75 | 383500 | 0.1834          | 0.0484 |
| 0.0162        | 31.79 | 384000 | 0.1811          | 0.0488 |
| 0.0183        | 31.83 | 384500 | 0.1785          | 0.0478 |
| 0.0172        | 31.87 | 385000 | 0.1798          | 0.0479 |
| 0.0184        | 31.91 | 385500 | 0.1772          | 0.0479 |
| 0.0178        | 31.95 | 386000 | 0.1784          | 0.0484 |
| 0.0145        | 32.0  | 386500 | 0.1925          | 0.0493 |
| 0.0168        | 32.04 | 387000 | 0.1962          | 0.0495 |
| 0.021         | 32.08 | 387500 | 0.1880          | 0.0501 |
| 0.0194        | 32.12 | 388000 | 0.1847          | 0.0490 |
| 0.0184        | 32.16 | 388500 | 0.1839          | 0.0489 |
| 0.0185        | 32.2  | 389000 | 0.1855          | 0.0496 |
| 0.0239        | 32.24 | 389500 | 0.1817          | 0.0494 |
| 0.0196        | 32.28 | 390000 | 0.1851          | 0.0493 |
| 0.0193        | 32.33 | 390500 | 0.1858          | 0.0497 |
| 0.0218        | 32.37 | 391000 | 0.1771          | 0.0487 |
| 0.017         | 32.41 | 391500 | 0.1844          | 0.0487 |
| 0.0195        | 32.45 | 392000 | 0.1789          | 0.0480 |
| 0.0194        | 32.49 | 392500 | 0.1781          | 0.0483 |
| 0.0136        | 32.53 | 393000 | 0.1807          | 0.0488 |
| 0.0191        | 32.57 | 393500 | 0.1805          | 0.0493 |
| 0.0156        | 32.62 | 394000 | 0.1852          | 0.0491 |
| 0.0156        | 32.66 | 394500 | 0.1862          | 0.0492 |
| 0.0182        | 32.7  | 395000 | 0.1900          | 0.0499 |
| 0.0158        | 32.74 | 395500 | 0.1926          | 0.0501 |
| 0.0195        | 32.78 | 396000 | 0.1905          | 0.0495 |
| 0.0196        | 32.82 | 396500 | 0.1840          | 0.0490 |
| 0.0169        | 32.86 | 397000 | 0.1846          | 0.0489 |
| 0.0187        | 32.91 | 397500 | 0.1859          | 0.0505 |
| 0.0204        | 32.95 | 398000 | 0.1896          | 0.0508 |
| 0.0189        | 32.99 | 398500 | 0.1873          | 0.0505 |
| 0.0191        | 33.03 | 399000 | 0.1903          | 0.0502 |
| 0.017         | 33.07 | 399500 | 0.1891          | 0.0497 |
| 0.0171        | 33.11 | 400000 | 0.1898          | 0.0495 |
| 0.0146        | 33.15 | 400500 | 0.1875          | 0.0507 |
| 0.014         | 33.2  | 401000 | 0.1858          | 0.0497 |
| 0.0176        | 33.24 | 401500 | 0.1860          | 0.0499 |
| 0.0212        | 33.28 | 402000 | 0.1867          | 0.0489 |
| 0.0149        | 33.32 | 402500 | 0.1839          | 0.0487 |
| 0.0169        | 33.36 | 403000 | 0.1830          | 0.0487 |
| 0.0189        | 33.4  | 403500 | 0.1844          | 0.0485 |
| 0.0194        | 33.44 | 404000 | 0.1865          | 0.0490 |
| 0.0184        | 33.49 | 404500 | 0.1848          | 0.0495 |
| 0.0185        | 33.53 | 405000 | 0.1838          | 0.0494 |
| 0.0184        | 33.57 | 405500 | 0.1834          | 0.0489 |
| 0.019         | 33.61 | 406000 | 0.1769          | 0.0482 |
| 0.0174        | 33.65 | 406500 | 0.1825          | 0.0482 |
| 0.0215        | 33.69 | 407000 | 0.1819          | 0.0485 |
| 0.0166        | 33.73 | 407500 | 0.1855          | 0.0491 |
| 0.0134        | 33.77 | 408000 | 0.1877          | 0.0482 |
| 0.0212        | 33.82 | 408500 | 0.1878          | 0.0495 |
| 0.0176        | 33.86 | 409000 | 0.1873          | 0.0491 |
| 0.0156        | 33.9  | 409500 | 0.1869          | 0.0483 |
| 0.013         | 33.94 | 410000 | 0.1863          | 0.0490 |
| 0.0182        | 33.98 | 410500 | 0.1900          | 0.0499 |
| 0.0173        | 34.02 | 411000 | 0.1875          | 0.0488 |
| 0.0152        | 34.06 | 411500 | 0.1894          | 0.0487 |
| 0.0158        | 34.11 | 412000 | 0.1868          | 0.0486 |
| 0.0144        | 34.15 | 412500 | 0.1908          | 0.0482 |
| 0.0198        | 34.19 | 413000 | 0.1874          | 0.0488 |
| 0.0146        | 34.23 | 413500 | 0.1941          | 0.0489 |
| 0.0186        | 34.27 | 414000 | 0.1819          | 0.0491 |
| 0.0168        | 34.31 | 414500 | 0.1873          | 0.0495 |
| 0.0152        | 34.35 | 415000 | 0.1933          | 0.0496 |
| 0.016         | 34.4  | 415500 | 0.1890          | 0.0487 |
| 0.0185        | 34.44 | 416000 | 0.1848          | 0.0485 |
| 0.0159        | 34.48 | 416500 | 0.1822          | 0.0478 |
| 0.0166        | 34.52 | 417000 | 0.1858          | 0.0484 |
| 0.0173        | 34.56 | 417500 | 0.1884          | 0.0488 |
| 0.0178        | 34.6  | 418000 | 0.1863          | 0.0478 |
| 0.0156        | 34.64 | 418500 | 0.1906          | 0.0482 |
| 0.0184        | 34.69 | 419000 | 0.1872          | 0.0485 |
| 0.015         | 34.73 | 419500 | 0.1829          | 0.0480 |
| 0.018         | 34.77 | 420000 | 0.1808          | 0.0479 |
| 0.0177        | 34.81 | 420500 | 0.1787          | 0.0481 |
| 0.0163        | 34.85 | 421000 | 0.1842          | 0.0490 |
| 0.0143        | 34.89 | 421500 | 0.1848          | 0.0488 |
| 0.0136        | 34.93 | 422000 | 0.1883          | 0.0489 |
| 0.0183        | 34.98 | 422500 | 0.1876          | 0.0486 |
| 0.017         | 35.02 | 423000 | 0.1900          | 0.0485 |
| 0.016         | 35.06 | 423500 | 0.1882          | 0.0490 |
| 0.0155        | 35.1  | 424000 | 0.1862          | 0.0485 |
| 0.0154        | 35.14 | 424500 | 0.1824          | 0.0483 |
| 0.0223        | 35.18 | 425000 | 0.1845          | 0.0487 |
| 0.016         | 35.22 | 425500 | 0.1870          | 0.0492 |
| 0.0126        | 35.26 | 426000 | 0.1873          | 0.0487 |
| 0.0143        | 35.31 | 426500 | 0.1858          | 0.0481 |
| 0.0147        | 35.35 | 427000 | 0.1861          | 0.0484 |
| 0.015         | 35.39 | 427500 | 0.1878          | 0.0486 |
| 0.0206        | 35.43 | 428000 | 0.1883          | 0.0495 |
| 0.0216        | 35.47 | 428500 | 0.1842          | 0.0479 |
| 0.0146        | 35.51 | 429000 | 0.1900          | 0.0489 |
| 0.0191        | 35.55 | 429500 | 0.1887          | 0.0482 |
| 0.0166        | 35.6  | 430000 | 0.1863          | 0.0480 |
| 0.0145        | 35.64 | 430500 | 0.1877          | 0.0478 |
| 0.0136        | 35.68 | 431000 | 0.1889          | 0.0478 |
| 0.0134        | 35.72 | 431500 | 0.1836          | 0.0477 |
| 0.0125        | 35.76 | 432000 | 0.1899          | 0.0480 |
| 0.0156        | 35.8  | 432500 | 0.1862          | 0.0480 |
| 0.0214        | 35.84 | 433000 | 0.1844          | 0.0481 |
| 0.0142        | 35.89 | 433500 | 0.1824          | 0.0471 |
| 0.0168        | 35.93 | 434000 | 0.1866          | 0.0476 |
| 0.0144        | 35.97 | 434500 | 0.1827          | 0.0475 |
| 0.0128        | 36.01 | 435000 | 0.1869          | 0.0482 |
| 0.0135        | 36.05 | 435500 | 0.1899          | 0.0486 |
| 0.0139        | 36.09 | 436000 | 0.1911          | 0.0484 |
| 0.0128        | 36.13 | 436500 | 0.1876          | 0.0482 |
| 0.0114        | 36.18 | 437000 | 0.1892          | 0.0487 |
| 0.0137        | 36.22 | 437500 | 0.1909          | 0.0483 |
| 0.0161        | 36.26 | 438000 | 0.1911          | 0.0483 |
| 0.0128        | 36.3  | 438500 | 0.1890          | 0.0480 |
| 0.0128        | 36.34 | 439000 | 0.1909          | 0.0479 |
| 0.0157        | 36.38 | 439500 | 0.1884          | 0.0481 |
| 0.0116        | 36.42 | 440000 | 0.1861          | 0.0479 |
| 0.0166        | 36.47 | 440500 | 0.1861          | 0.0480 |
| 0.013         | 36.51 | 441000 | 0.1914          | 0.0484 |
| 0.0154        | 36.55 | 441500 | 0.1932          | 0.0483 |
| 0.0156        | 36.59 | 442000 | 0.1916          | 0.0485 |
| 0.0162        | 36.63 | 442500 | 0.1932          | 0.0485 |
| 0.0137        | 36.67 | 443000 | 0.1915          | 0.0479 |
| 0.0177        | 36.71 | 443500 | 0.1901          | 0.0477 |
| 0.0161        | 36.75 | 444000 | 0.1894          | 0.0479 |
| 0.0151        | 36.8  | 444500 | 0.1907          | 0.0478 |
| 0.0135        | 36.84 | 445000 | 0.1912          | 0.0478 |
| 0.013         | 36.88 | 445500 | 0.1882          | 0.0478 |
| 0.0151        | 36.92 | 446000 | 0.1904          | 0.0476 |
| 0.0143        | 36.96 | 446500 | 0.1905          | 0.0475 |
| 0.0125        | 37.0  | 447000 | 0.1923          | 0.0481 |
| 0.0137        | 37.04 | 447500 | 0.1908          | 0.0477 |
| 0.0144        | 37.09 | 448000 | 0.1868          | 0.0478 |
| 0.0167        | 37.13 | 448500 | 0.1868          | 0.0478 |
| 0.0158        | 37.17 | 449000 | 0.1881          | 0.0477 |
| 0.0168        | 37.21 | 449500 | 0.1882          | 0.0479 |
| 0.0128        | 37.25 | 450000 | 0.1886          | 0.0478 |
| 0.0145        | 37.29 | 450500 | 0.1862          | 0.0477 |
| 0.016         | 37.33 | 451000 | 0.1883          | 0.0476 |
| 0.0132        | 37.38 | 451500 | 0.1872          | 0.0478 |
| 0.0165        | 37.42 | 452000 | 0.1874          | 0.0478 |
| 0.014         | 37.46 | 452500 | 0.1884          | 0.0480 |
| 0.0146        | 37.5  | 453000 | 0.1888          | 0.0478 |
| 0.0142        | 37.54 | 453500 | 0.1883          | 0.0480 |
| 0.0153        | 37.58 | 454000 | 0.1877          | 0.0476 |
| 0.0171        | 37.62 | 454500 | 0.1903          | 0.0480 |
| 0.013         | 37.67 | 455000 | 0.1934          | 0.0478 |
| 0.0135        | 37.71 | 455500 | 0.1896          | 0.0477 |
| 0.0151        | 37.75 | 456000 | 0.1911          | 0.0477 |
| 0.0159        | 37.79 | 456500 | 0.1903          | 0.0474 |
| 0.0151        | 37.83 | 457000 | 0.1927          | 0.0477 |
| 0.0128        | 37.87 | 457500 | 0.1940          | 0.0475 |
| 0.0154        | 37.91 | 458000 | 0.1929          | 0.0479 |
| 0.0119        | 37.96 | 458500 | 0.1913          | 0.0474 |
| 0.0141        | 38.0  | 459000 | 0.1881          | 0.0473 |
| 0.0135        | 38.04 | 459500 | 0.1907          | 0.0472 |
| 0.014         | 38.08 | 460000 | 0.1913          | 0.0476 |
| 0.0146        | 38.12 | 460500 | 0.1913          | 0.0476 |
| 0.0187        | 38.16 | 461000 | 0.1916          | 0.0474 |
| 0.0142        | 38.2  | 461500 | 0.1935          | 0.0475 |
| 0.0144        | 38.25 | 462000 | 0.1914          | 0.0473 |
| 0.0138        | 38.29 | 462500 | 0.1928          | 0.0475 |
| 0.0131        | 38.33 | 463000 | 0.1920          | 0.0473 |
| 0.013         | 38.37 | 463500 | 0.1904          | 0.0469 |
| 0.0139        | 38.41 | 464000 | 0.1918          | 0.0474 |
| 0.0135        | 38.45 | 464500 | 0.1923          | 0.0472 |
| 0.0149        | 38.49 | 465000 | 0.1920          | 0.0471 |
| 0.0133        | 38.53 | 465500 | 0.1905          | 0.0471 |
| 0.0147        | 38.58 | 466000 | 0.1911          | 0.0472 |
| 0.0161        | 38.62 | 466500 | 0.1919          | 0.0474 |
| 0.0174        | 38.66 | 467000 | 0.1918          | 0.0472 |
| 0.0123        | 38.7  | 467500 | 0.1916          | 0.0473 |
| 0.0143        | 38.74 | 468000 | 0.1915          | 0.0470 |
| 0.0112        | 38.78 | 468500 | 0.1903          | 0.0469 |
| 0.0126        | 38.82 | 469000 | 0.1923          | 0.0470 |
| 0.0138        | 38.87 | 469500 | 0.1929          | 0.0471 |
| 0.014         | 38.91 | 470000 | 0.1929          | 0.0472 |
| 0.0152        | 38.95 | 470500 | 0.1939          | 0.0471 |
| 0.0124        | 38.99 | 471000 | 0.1943          | 0.0471 |
| 0.0103        | 39.03 | 471500 | 0.1935          | 0.0470 |
| 0.0143        | 39.07 | 472000 | 0.1940          | 0.0470 |
| 0.0174        | 39.11 | 472500 | 0.1923          | 0.0471 |
| 0.0152        | 39.16 | 473000 | 0.1918          | 0.0472 |
| 0.0153        | 39.2  | 473500 | 0.1909          | 0.0470 |
| 0.0161        | 39.24 | 474000 | 0.1913          | 0.0470 |
| 0.0133        | 39.28 | 474500 | 0.1913          | 0.0470 |
| 0.0126        | 39.32 | 475000 | 0.1912          | 0.0468 |
| 0.0162        | 39.36 | 475500 | 0.1914          | 0.0467 |
| 0.0134        | 39.4  | 476000 | 0.1906          | 0.0467 |
| 0.013         | 39.45 | 476500 | 0.1905          | 0.0468 |
| 0.016         | 39.49 | 477000 | 0.1911          | 0.0468 |
| 0.0149        | 39.53 | 477500 | 0.1912          | 0.0467 |
| 0.0132        | 39.57 | 478000 | 0.1917          | 0.0467 |
| 0.0289        | 39.61 | 478500 | 0.1916          | 0.0467 |
| 0.0129        | 39.65 | 479000 | 0.1916          | 0.0468 |
| 0.0122        | 39.69 | 479500 | 0.1916          | 0.0467 |
| 0.0159        | 39.74 | 480000 | 0.1911          | 0.0467 |
| 0.0126        | 39.78 | 480500 | 0.1915          | 0.0468 |
| 0.0164        | 39.82 | 481000 | 0.1915          | 0.0468 |
| 0.0139        | 39.86 | 481500 | 0.1916          | 0.0469 |
| 0.0122        | 39.9  | 482000 | 0.1919          | 0.0469 |
| 0.0154        | 39.94 | 482500 | 0.1921          | 0.0469 |
| 0.0124        | 39.98 | 483000 | 0.1921          | 0.0469 |


### Framework versions

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

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

wav2vec2-1b-nst
===============


This model is a fine-tuned version of facebook/wav2vec2-xls-r-1b on the NBAILAB/NST - NO-CLOSE dataset.
It achieves the following results on the evaluation set:


* Loss: 0.1921
* Wer: 0.0469


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 #NbAiLab/NST #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 #NbAiLab/NST #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