---
license: cc-by-nc-4.0
base_model: facebook/mms-1b-all
tags:
- generated_from_trainer
datasets:
- audiofolder
metrics:
- wer
model-index:
- name: wav2vec2-large-mms-1b-nhi-ft-3hrs
  results:
  - task:
      name: Automatic Speech Recognition
      type: automatic-speech-recognition
    dataset:
      name: audiofolder
      type: audiofolder
      config: default
      split: train
      args: default
    metrics:
    - name: Wer
      type: wer
      value: 0.38742236024844723
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# wav2vec2-large-mms-1b-nhi-ft-3hrs

This model is a fine-tuned version of [facebook/mms-1b-all](https://huggingface.co/facebook/mms-1b-all) on the audiofolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6622
- Wer: 0.3874

## 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: 0.001
- train_batch_size: 8
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 200
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch    | Step  | Validation Loss | Wer    |
|:-------------:|:--------:|:-----:|:---------------:|:------:|
| No log        | 0.2075   | 50    | 3.0049          | 0.9996 |
| 4.5366        | 0.4149   | 100   | 1.1067          | 0.8117 |
| 4.5366        | 0.6224   | 150   | 0.9535          | 0.7321 |
| 1.1806        | 0.8299   | 200   | 0.8626          | 0.6968 |
| 1.1806        | 1.0373   | 250   | 0.8165          | 0.6786 |
| 1.0196        | 1.2448   | 300   | 0.7636          | 0.6588 |
| 1.0196        | 1.4523   | 350   | 0.7531          | 0.6681 |
| 0.9646        | 1.6598   | 400   | 0.7289          | 0.6425 |
| 0.9646        | 1.8672   | 450   | 0.7106          | 0.6289 |
| 0.9508        | 2.0747   | 500   | 0.7076          | 0.6203 |
| 0.9508        | 2.2822   | 550   | 0.7037          | 0.6405 |
| 0.9082        | 2.4896   | 600   | 0.6760          | 0.5963 |
| 0.9082        | 2.6971   | 650   | 0.6707          | 0.6071 |
| 0.8361        | 2.9046   | 700   | 0.6813          | 0.5974 |
| 0.8361        | 3.1120   | 750   | 0.6991          | 0.5951 |
| 0.8336        | 3.3195   | 800   | 0.6525          | 0.5776 |
| 0.8336        | 3.5270   | 850   | 0.6259          | 0.5916 |
| 0.8071        | 3.7344   | 900   | 0.6600          | 0.6025 |
| 0.8071        | 3.9419   | 950   | 0.6400          | 0.5753 |
| 0.7723        | 4.1494   | 1000  | 0.6275          | 0.5590 |
| 0.7723        | 4.3568   | 1050  | 0.6338          | 0.5497 |
| 0.7564        | 4.5643   | 1100  | 0.6325          | 0.5555 |
| 0.7564        | 4.7718   | 1150  | 0.6352          | 0.5773 |
| 0.7965        | 4.9793   | 1200  | 0.6247          | 0.5691 |
| 0.7965        | 5.1867   | 1250  | 0.6270          | 0.5594 |
| 0.7446        | 5.3942   | 1300  | 0.6344          | 0.5361 |
| 0.7446        | 5.6017   | 1350  | 0.6280          | 0.5462 |
| 0.7355        | 5.8091   | 1400  | 0.6106          | 0.5361 |
| 0.7355        | 6.0166   | 1450  | 0.6054          | 0.5687 |
| 0.7155        | 6.2241   | 1500  | 0.5953          | 0.5221 |
| 0.7155        | 6.4315   | 1550  | 0.5897          | 0.5345 |
| 0.7175        | 6.6390   | 1600  | 0.5905          | 0.5280 |
| 0.7175        | 6.8465   | 1650  | 0.5912          | 0.5439 |
| 0.7266        | 7.0539   | 1700  | 0.6175          | 0.5388 |
| 0.7266        | 7.2614   | 1750  | 0.6031          | 0.5699 |
| 0.6968        | 7.4689   | 1800  | 0.5869          | 0.5543 |
| 0.6968        | 7.6763   | 1850  | 0.5968          | 0.5214 |
| 0.6888        | 7.8838   | 1900  | 0.5938          | 0.5144 |
| 0.6888        | 8.0913   | 1950  | 0.5883          | 0.5272 |
| 0.6909        | 8.2988   | 2000  | 0.5876          | 0.5357 |
| 0.6909        | 8.5062   | 2050  | 0.5736          | 0.5078 |
| 0.6633        | 8.7137   | 2100  | 0.5977          | 0.5144 |
| 0.6633        | 8.9212   | 2150  | 0.5683          | 0.5085 |
| 0.679         | 9.1286   | 2200  | 0.5686          | 0.5198 |
| 0.679         | 9.3361   | 2250  | 0.5542          | 0.4988 |
| 0.6177        | 9.5436   | 2300  | 0.5728          | 0.5105 |
| 0.6177        | 9.7510   | 2350  | 0.5675          | 0.5280 |
| 0.6855        | 9.9585   | 2400  | 0.5437          | 0.5050 |
| 0.6855        | 10.1660  | 2450  | 0.5668          | 0.5140 |
| 0.6165        | 10.3734  | 2500  | 0.5650          | 0.5128 |
| 0.6165        | 10.5809  | 2550  | 0.5699          | 0.5105 |
| 0.66          | 10.7884  | 2600  | 0.5667          | 0.5225 |
| 0.66          | 10.9959  | 2650  | 0.5689          | 0.5167 |
| 0.6556        | 11.2033  | 2700  | 0.5633          | 0.5066 |
| 0.6556        | 11.4108  | 2750  | 0.5558          | 0.5016 |
| 0.6314        | 11.6183  | 2800  | 0.5605          | 0.5089 |
| 0.6314        | 11.8257  | 2850  | 0.5701          | 0.5136 |
| 0.6376        | 12.0332  | 2900  | 0.5602          | 0.4922 |
| 0.6376        | 12.2407  | 2950  | 0.5603          | 0.4911 |
| 0.5549        | 12.4481  | 3000  | 0.5626          | 0.4918 |
| 0.5549        | 12.6556  | 3050  | 0.5440          | 0.5066 |
| 0.6447        | 12.8631  | 3100  | 0.5642          | 0.5035 |
| 0.6447        | 13.0705  | 3150  | 0.5510          | 0.5109 |
| 0.6316        | 13.2780  | 3200  | 0.5587          | 0.4868 |
| 0.6316        | 13.4855  | 3250  | 0.5559          | 0.5074 |
| 0.5857        | 13.6929  | 3300  | 0.5589          | 0.5101 |
| 0.5857        | 13.9004  | 3350  | 0.5358          | 0.5031 |
| 0.5945        | 14.1079  | 3400  | 0.5548          | 0.4969 |
| 0.5945        | 14.3154  | 3450  | 0.5516          | 0.5008 |
| 0.6001        | 14.5228  | 3500  | 0.5426          | 0.4810 |
| 0.6001        | 14.7303  | 3550  | 0.5558          | 0.4957 |
| 0.5869        | 14.9378  | 3600  | 0.5569          | 0.4918 |
| 0.5869        | 15.1452  | 3650  | 0.5627          | 0.4984 |
| 0.5914        | 15.3527  | 3700  | 0.5455          | 0.4806 |
| 0.5914        | 15.5602  | 3750  | 0.5462          | 0.4829 |
| 0.5794        | 15.7676  | 3800  | 0.5370          | 0.4810 |
| 0.5794        | 15.9751  | 3850  | 0.5292          | 0.4942 |
| 0.5648        | 16.1826  | 3900  | 0.5281          | 0.4724 |
| 0.5648        | 16.3900  | 3950  | 0.5548          | 0.4783 |
| 0.5522        | 16.5975  | 4000  | 0.5439          | 0.4806 |
| 0.5522        | 16.8050  | 4050  | 0.5262          | 0.4689 |
| 0.585         | 17.0124  | 4100  | 0.5311          | 0.4783 |
| 0.585         | 17.2199  | 4150  | 0.5255          | 0.4720 |
| 0.5515        | 17.4274  | 4200  | 0.5344          | 0.4755 |
| 0.5515        | 17.6349  | 4250  | 0.5339          | 0.4794 |
| 0.567         | 17.8423  | 4300  | 0.5305          | 0.4736 |
| 0.567         | 18.0498  | 4350  | 0.5109          | 0.4655 |
| 0.542         | 18.2573  | 4400  | 0.5397          | 0.4915 |
| 0.542         | 18.4647  | 4450  | 0.5320          | 0.4752 |
| 0.5471        | 18.6722  | 4500  | 0.5276          | 0.4689 |
| 0.5471        | 18.8797  | 4550  | 0.5323          | 0.4779 |
| 0.5566        | 19.0871  | 4600  | 0.5295          | 0.4786 |
| 0.5566        | 19.2946  | 4650  | 0.5456          | 0.5186 |
| 0.5369        | 19.5021  | 4700  | 0.5164          | 0.4717 |
| 0.5369        | 19.7095  | 4750  | 0.5310          | 0.4922 |
| 0.5471        | 19.9170  | 4800  | 0.5337          | 0.4911 |
| 0.5471        | 20.1245  | 4850  | 0.5250          | 0.4616 |
| 0.5694        | 20.3320  | 4900  | 0.5469          | 0.4918 |
| 0.5694        | 20.5394  | 4950  | 0.5269          | 0.4635 |
| 0.5455        | 20.7469  | 5000  | 0.5188          | 0.4767 |
| 0.5455        | 20.9544  | 5050  | 0.5064          | 0.4651 |
| 0.5254        | 21.1618  | 5100  | 0.5184          | 0.4732 |
| 0.5254        | 21.3693  | 5150  | 0.5248          | 0.4771 |
| 0.5226        | 21.5768  | 5200  | 0.5187          | 0.4550 |
| 0.5226        | 21.7842  | 5250  | 0.5196          | 0.4662 |
| 0.5401        | 21.9917  | 5300  | 0.5090          | 0.4674 |
| 0.5401        | 22.1992  | 5350  | 0.5153          | 0.4655 |
| 0.4957        | 22.4066  | 5400  | 0.5189          | 0.4546 |
| 0.4957        | 22.6141  | 5450  | 0.5219          | 0.4658 |
| 0.5413        | 22.8216  | 5500  | 0.5268          | 0.4666 |
| 0.5413        | 23.0290  | 5550  | 0.5265          | 0.4550 |
| 0.5162        | 23.2365  | 5600  | 0.5286          | 0.4717 |
| 0.5162        | 23.4440  | 5650  | 0.5298          | 0.4752 |
| 0.535         | 23.6515  | 5700  | 0.5257          | 0.4616 |
| 0.535         | 23.8589  | 5750  | 0.5282          | 0.4503 |
| 0.5156        | 24.0664  | 5800  | 0.5367          | 0.4620 |
| 0.5156        | 24.2739  | 5850  | 0.5362          | 0.4612 |
| 0.5414        | 24.4813  | 5900  | 0.5331          | 0.4674 |
| 0.5414        | 24.6888  | 5950  | 0.5434          | 0.4647 |
| 0.4941        | 24.8963  | 6000  | 0.5184          | 0.4534 |
| 0.4941        | 25.1037  | 6050  | 0.5211          | 0.4631 |
| 0.4593        | 25.3112  | 6100  | 0.5460          | 0.4814 |
| 0.4593        | 25.5187  | 6150  | 0.5391          | 0.4608 |
| 0.5206        | 25.7261  | 6200  | 0.5235          | 0.4651 |
| 0.5206        | 25.9336  | 6250  | 0.5105          | 0.4519 |
| 0.4837        | 26.1411  | 6300  | 0.5140          | 0.4530 |
| 0.4837        | 26.3485  | 6350  | 0.5129          | 0.4546 |
| 0.4818        | 26.5560  | 6400  | 0.5259          | 0.4511 |
| 0.4818        | 26.7635  | 6450  | 0.5288          | 0.4569 |
| 0.4766        | 26.9710  | 6500  | 0.5125          | 0.4666 |
| 0.4766        | 27.1784  | 6550  | 0.5171          | 0.4573 |
| 0.4727        | 27.3859  | 6600  | 0.5136          | 0.4662 |
| 0.4727        | 27.5934  | 6650  | 0.5221          | 0.4546 |
| 0.5055        | 27.8008  | 6700  | 0.5169          | 0.4546 |
| 0.5055        | 28.0083  | 6750  | 0.5149          | 0.4519 |
| 0.4534        | 28.2158  | 6800  | 0.5363          | 0.4581 |
| 0.4534        | 28.4232  | 6850  | 0.5272          | 0.4596 |
| 0.4964        | 28.6307  | 6900  | 0.5283          | 0.4697 |
| 0.4964        | 28.8382  | 6950  | 0.5122          | 0.4414 |
| 0.4574        | 29.0456  | 7000  | 0.5313          | 0.4651 |
| 0.4574        | 29.2531  | 7050  | 0.5204          | 0.4561 |
| 0.4698        | 29.4606  | 7100  | 0.5151          | 0.4503 |
| 0.4698        | 29.6680  | 7150  | 0.5337          | 0.4530 |
| 0.4666        | 29.8755  | 7200  | 0.5103          | 0.4585 |
| 0.4666        | 30.0830  | 7250  | 0.5498          | 0.4655 |
| 0.5209        | 30.2905  | 7300  | 0.5465          | 0.4666 |
| 0.5209        | 30.4979  | 7350  | 0.5408          | 0.4658 |
| 0.4522        | 30.7054  | 7400  | 0.5290          | 0.4565 |
| 0.4522        | 30.9129  | 7450  | 0.5168          | 0.4538 |
| 0.473         | 31.1203  | 7500  | 0.5205          | 0.4476 |
| 0.473         | 31.3278  | 7550  | 0.5339          | 0.4647 |
| 0.4453        | 31.5353  | 7600  | 0.5215          | 0.4573 |
| 0.4453        | 31.7427  | 7650  | 0.5213          | 0.4534 |
| 0.4529        | 31.9502  | 7700  | 0.5187          | 0.4491 |
| 0.4529        | 32.1577  | 7750  | 0.5302          | 0.4437 |
| 0.4414        | 32.3651  | 7800  | 0.5409          | 0.4662 |
| 0.4414        | 32.5726  | 7850  | 0.5303          | 0.4445 |
| 0.4982        | 32.7801  | 7900  | 0.5169          | 0.4581 |
| 0.4982        | 32.9876  | 7950  | 0.4980          | 0.4453 |
| 0.4397        | 33.1950  | 8000  | 0.5008          | 0.4488 |
| 0.4397        | 33.4025  | 8050  | 0.5129          | 0.4480 |
| 0.4511        | 33.6100  | 8100  | 0.5041          | 0.4542 |
| 0.4511        | 33.8174  | 8150  | 0.5186          | 0.4561 |
| 0.4658        | 34.0249  | 8200  | 0.5005          | 0.4523 |
| 0.4658        | 34.2324  | 8250  | 0.5264          | 0.4484 |
| 0.4224        | 34.4398  | 8300  | 0.5131          | 0.4387 |
| 0.4224        | 34.6473  | 8350  | 0.5007          | 0.4550 |
| 0.4357        | 34.8548  | 8400  | 0.5029          | 0.4577 |
| 0.4357        | 35.0622  | 8450  | 0.4953          | 0.4371 |
| 0.4402        | 35.2697  | 8500  | 0.5007          | 0.4453 |
| 0.4402        | 35.4772  | 8550  | 0.5130          | 0.4387 |
| 0.4409        | 35.6846  | 8600  | 0.5088          | 0.4592 |
| 0.4409        | 35.8921  | 8650  | 0.5064          | 0.4480 |
| 0.4093        | 36.0996  | 8700  | 0.5210          | 0.4476 |
| 0.4093        | 36.3071  | 8750  | 0.5406          | 0.4491 |
| 0.4421        | 36.5145  | 8800  | 0.5132          | 0.4391 |
| 0.4421        | 36.7220  | 8850  | 0.5036          | 0.4383 |
| 0.4425        | 36.9295  | 8900  | 0.5030          | 0.4410 |
| 0.4425        | 37.1369  | 8950  | 0.5305          | 0.4363 |
| 0.446         | 37.3444  | 9000  | 0.5044          | 0.4367 |
| 0.446         | 37.5519  | 9050  | 0.5051          | 0.4344 |
| 0.4381        | 37.7593  | 9100  | 0.5097          | 0.4472 |
| 0.4381        | 37.9668  | 9150  | 0.5000          | 0.4282 |
| 0.4269        | 38.1743  | 9200  | 0.5345          | 0.4550 |
| 0.4269        | 38.3817  | 9250  | 0.5102          | 0.4422 |
| 0.4237        | 38.5892  | 9300  | 0.5141          | 0.4336 |
| 0.4237        | 38.7967  | 9350  | 0.5093          | 0.4557 |
| 0.4474        | 39.0041  | 9400  | 0.5011          | 0.4604 |
| 0.4474        | 39.2116  | 9450  | 0.5091          | 0.4581 |
| 0.4303        | 39.4191  | 9500  | 0.5052          | 0.4491 |
| 0.4303        | 39.6266  | 9550  | 0.5116          | 0.4538 |
| 0.4274        | 39.8340  | 9600  | 0.5292          | 0.4441 |
| 0.4274        | 40.0415  | 9650  | 0.5088          | 0.4429 |
| 0.4102        | 40.2490  | 9700  | 0.5252          | 0.4569 |
| 0.4102        | 40.4564  | 9750  | 0.5033          | 0.4530 |
| 0.4262        | 40.6639  | 9800  | 0.5092          | 0.4429 |
| 0.4262        | 40.8714  | 9850  | 0.5109          | 0.4460 |
| 0.4327        | 41.0788  | 9900  | 0.5008          | 0.4546 |
| 0.4327        | 41.2863  | 9950  | 0.5215          | 0.4305 |
| 0.4091        | 41.4938  | 10000 | 0.5376          | 0.4554 |
| 0.4091        | 41.7012  | 10050 | 0.5165          | 0.4414 |
| 0.4043        | 41.9087  | 10100 | 0.5218          | 0.4266 |
| 0.4043        | 42.1162  | 10150 | 0.5265          | 0.4425 |
| 0.4147        | 42.3237  | 10200 | 0.5207          | 0.4441 |
| 0.4147        | 42.5311  | 10250 | 0.5246          | 0.4251 |
| 0.4077        | 42.7386  | 10300 | 0.5394          | 0.4491 |
| 0.4077        | 42.9461  | 10350 | 0.5350          | 0.4325 |
| 0.4095        | 43.1535  | 10400 | 0.5411          | 0.4367 |
| 0.4095        | 43.3610  | 10450 | 0.5118          | 0.4425 |
| 0.387         | 43.5685  | 10500 | 0.5162          | 0.4321 |
| 0.387         | 43.7759  | 10550 | 0.5234          | 0.4293 |
| 0.3854        | 43.9834  | 10600 | 0.5080          | 0.4286 |
| 0.3854        | 44.1909  | 10650 | 0.5222          | 0.4332 |
| 0.392         | 44.3983  | 10700 | 0.5125          | 0.4336 |
| 0.392         | 44.6058  | 10750 | 0.4947          | 0.4363 |
| 0.4095        | 44.8133  | 10800 | 0.5061          | 0.4340 |
| 0.4095        | 45.0207  | 10850 | 0.5141          | 0.4301 |
| 0.3893        | 45.2282  | 10900 | 0.5072          | 0.4278 |
| 0.3893        | 45.4357  | 10950 | 0.5154          | 0.4437 |
| 0.3917        | 45.6432  | 11000 | 0.5001          | 0.4274 |
| 0.3917        | 45.8506  | 11050 | 0.5084          | 0.4325 |
| 0.4091        | 46.0581  | 11100 | 0.5145          | 0.4297 |
| 0.4091        | 46.2656  | 11150 | 0.5232          | 0.4212 |
| 0.3962        | 46.4730  | 11200 | 0.5180          | 0.4328 |
| 0.3962        | 46.6805  | 11250 | 0.4972          | 0.4375 |
| 0.3959        | 46.8880  | 11300 | 0.5037          | 0.4262 |
| 0.3959        | 47.0954  | 11350 | 0.5231          | 0.4255 |
| 0.385         | 47.3029  | 11400 | 0.5343          | 0.4325 |
| 0.385         | 47.5104  | 11450 | 0.5114          | 0.4402 |
| 0.3878        | 47.7178  | 11500 | 0.5098          | 0.4150 |
| 0.3878        | 47.9253  | 11550 | 0.5089          | 0.4270 |
| 0.3753        | 48.1328  | 11600 | 0.5130          | 0.4247 |
| 0.3753        | 48.3402  | 11650 | 0.5219          | 0.4433 |
| 0.4055        | 48.5477  | 11700 | 0.5067          | 0.4301 |
| 0.4055        | 48.7552  | 11750 | 0.5266          | 0.4274 |
| 0.3688        | 48.9627  | 11800 | 0.5166          | 0.4371 |
| 0.3688        | 49.1701  | 11850 | 0.5028          | 0.4255 |
| 0.3742        | 49.3776  | 11900 | 0.5025          | 0.4387 |
| 0.3742        | 49.5851  | 11950 | 0.4871          | 0.4099 |
| 0.3688        | 49.7925  | 12000 | 0.5121          | 0.4328 |
| 0.3688        | 50.0     | 12050 | 0.5039          | 0.4301 |
| 0.3818        | 50.2075  | 12100 | 0.5089          | 0.4336 |
| 0.3818        | 50.4149  | 12150 | 0.5095          | 0.4336 |
| 0.3555        | 50.6224  | 12200 | 0.5143          | 0.4270 |
| 0.3555        | 50.8299  | 12250 | 0.5184          | 0.4266 |
| 0.401         | 51.0373  | 12300 | 0.5159          | 0.4325 |
| 0.401         | 51.2448  | 12350 | 0.5366          | 0.4266 |
| 0.3676        | 51.4523  | 12400 | 0.5207          | 0.4251 |
| 0.3676        | 51.6598  | 12450 | 0.5254          | 0.4161 |
| 0.3546        | 51.8672  | 12500 | 0.5035          | 0.4406 |
| 0.3546        | 52.0747  | 12550 | 0.5157          | 0.4550 |
| 0.3878        | 52.2822  | 12600 | 0.5248          | 0.4433 |
| 0.3878        | 52.4896  | 12650 | 0.5150          | 0.4243 |
| 0.349         | 52.6971  | 12700 | 0.5403          | 0.4266 |
| 0.349         | 52.9046  | 12750 | 0.5171          | 0.4227 |
| 0.3289        | 53.1120  | 12800 | 0.4996          | 0.4185 |
| 0.3289        | 53.3195  | 12850 | 0.5136          | 0.4142 |
| 0.3505        | 53.5270  | 12900 | 0.4982          | 0.4305 |
| 0.3505        | 53.7344  | 12950 | 0.5028          | 0.4313 |
| 0.3695        | 53.9419  | 13000 | 0.5002          | 0.4231 |
| 0.3695        | 54.1494  | 13050 | 0.4982          | 0.4165 |
| 0.3467        | 54.3568  | 13100 | 0.5113          | 0.4332 |
| 0.3467        | 54.5643  | 13150 | 0.5138          | 0.4286 |
| 0.3431        | 54.7718  | 13200 | 0.5107          | 0.4208 |
| 0.3431        | 54.9793  | 13250 | 0.5110          | 0.4212 |
| 0.3641        | 55.1867  | 13300 | 0.5002          | 0.4200 |
| 0.3641        | 55.3942  | 13350 | 0.5157          | 0.4193 |
| 0.3475        | 55.6017  | 13400 | 0.5161          | 0.4107 |
| 0.3475        | 55.8091  | 13450 | 0.5111          | 0.4161 |
| 0.353         | 56.0166  | 13500 | 0.4925          | 0.4061 |
| 0.353         | 56.2241  | 13550 | 0.5101          | 0.4305 |
| 0.3296        | 56.4315  | 13600 | 0.5335          | 0.4173 |
| 0.3296        | 56.6390  | 13650 | 0.5119          | 0.4123 |
| 0.3501        | 56.8465  | 13700 | 0.5169          | 0.4068 |
| 0.3501        | 57.0539  | 13750 | 0.5142          | 0.4262 |
| 0.3369        | 57.2614  | 13800 | 0.5532          | 0.4321 |
| 0.3369        | 57.4689  | 13850 | 0.5286          | 0.4169 |
| 0.3335        | 57.6763  | 13900 | 0.5280          | 0.4297 |
| 0.3335        | 57.8838  | 13950 | 0.5336          | 0.4340 |
| 0.3616        | 58.0913  | 14000 | 0.5425          | 0.4363 |
| 0.3616        | 58.2988  | 14050 | 0.5367          | 0.4274 |
| 0.3388        | 58.5062  | 14100 | 0.5201          | 0.4057 |
| 0.3388        | 58.7137  | 14150 | 0.5177          | 0.4057 |
| 0.3675        | 58.9212  | 14200 | 0.5076          | 0.4068 |
| 0.3675        | 59.1286  | 14250 | 0.5214          | 0.4231 |
| 0.3449        | 59.3361  | 14300 | 0.5198          | 0.4204 |
| 0.3449        | 59.5436  | 14350 | 0.5315          | 0.4142 |
| 0.3608        | 59.7510  | 14400 | 0.5184          | 0.4127 |
| 0.3608        | 59.9585  | 14450 | 0.5180          | 0.4161 |
| 0.3515        | 60.1660  | 14500 | 0.5301          | 0.4130 |
| 0.3515        | 60.3734  | 14550 | 0.5241          | 0.4150 |
| 0.3328        | 60.5809  | 14600 | 0.5306          | 0.4266 |
| 0.3328        | 60.7884  | 14650 | 0.5490          | 0.4282 |
| 0.3455        | 60.9959  | 14700 | 0.5219          | 0.4363 |
| 0.3455        | 61.2033  | 14750 | 0.5345          | 0.4251 |
| 0.3496        | 61.4108  | 14800 | 0.5198          | 0.4127 |
| 0.3496        | 61.6183  | 14850 | 0.5245          | 0.4158 |
| 0.3333        | 61.8257  | 14900 | 0.5264          | 0.4080 |
| 0.3333        | 62.0332  | 14950 | 0.5036          | 0.4196 |
| 0.3156        | 62.2407  | 15000 | 0.5120          | 0.4200 |
| 0.3156        | 62.4481  | 15050 | 0.4974          | 0.4251 |
| 0.3285        | 62.6556  | 15100 | 0.5200          | 0.4119 |
| 0.3285        | 62.8631  | 15150 | 0.5369          | 0.4274 |
| 0.3161        | 63.0705  | 15200 | 0.5203          | 0.4177 |
| 0.3161        | 63.2780  | 15250 | 0.5344          | 0.4309 |
| 0.3116        | 63.4855  | 15300 | 0.5499          | 0.4262 |
| 0.3116        | 63.6929  | 15350 | 0.5194          | 0.4208 |
| 0.3315        | 63.9004  | 15400 | 0.5326          | 0.4193 |
| 0.3315        | 64.1079  | 15450 | 0.5337          | 0.4336 |
| 0.3157        | 64.3154  | 15500 | 0.5431          | 0.4189 |
| 0.3157        | 64.5228  | 15550 | 0.5481          | 0.4332 |
| 0.315         | 64.7303  | 15600 | 0.5384          | 0.4088 |
| 0.315         | 64.9378  | 15650 | 0.5431          | 0.4216 |
| 0.3297        | 65.1452  | 15700 | 0.5461          | 0.4235 |
| 0.3297        | 65.3527  | 15750 | 0.5422          | 0.4251 |
| 0.3151        | 65.5602  | 15800 | 0.5410          | 0.4173 |
| 0.3151        | 65.7676  | 15850 | 0.5338          | 0.4224 |
| 0.3194        | 65.9751  | 15900 | 0.5274          | 0.4255 |
| 0.3194        | 66.1826  | 15950 | 0.5331          | 0.4224 |
| 0.3266        | 66.3900  | 16000 | 0.5395          | 0.4169 |
| 0.3266        | 66.5975  | 16050 | 0.5461          | 0.4235 |
| 0.3192        | 66.8050  | 16100 | 0.5391          | 0.4336 |
| 0.3192        | 67.0124  | 16150 | 0.5208          | 0.4251 |
| 0.2889        | 67.2199  | 16200 | 0.5292          | 0.4130 |
| 0.2889        | 67.4274  | 16250 | 0.5278          | 0.4216 |
| 0.3255        | 67.6349  | 16300 | 0.5391          | 0.4130 |
| 0.3255        | 67.8423  | 16350 | 0.5368          | 0.4185 |
| 0.3014        | 68.0498  | 16400 | 0.5477          | 0.4196 |
| 0.3014        | 68.2573  | 16450 | 0.5613          | 0.4309 |
| 0.2825        | 68.4647  | 16500 | 0.5335          | 0.4161 |
| 0.2825        | 68.6722  | 16550 | 0.5426          | 0.4165 |
| 0.3429        | 68.8797  | 16600 | 0.5314          | 0.4154 |
| 0.3429        | 69.0871  | 16650 | 0.5551          | 0.4278 |
| 0.3015        | 69.2946  | 16700 | 0.5638          | 0.4383 |
| 0.3015        | 69.5021  | 16750 | 0.5328          | 0.4189 |
| 0.3242        | 69.7095  | 16800 | 0.5406          | 0.4247 |
| 0.3242        | 69.9170  | 16850 | 0.5423          | 0.4072 |
| 0.3007        | 70.1245  | 16900 | 0.5589          | 0.4216 |
| 0.3007        | 70.3320  | 16950 | 0.5333          | 0.4084 |
| 0.3044        | 70.5394  | 17000 | 0.5429          | 0.4173 |
| 0.3044        | 70.7469  | 17050 | 0.5396          | 0.4146 |
| 0.3061        | 70.9544  | 17100 | 0.5441          | 0.4138 |
| 0.3061        | 71.1618  | 17150 | 0.5489          | 0.4200 |
| 0.3124        | 71.3693  | 17200 | 0.5450          | 0.4200 |
| 0.3124        | 71.5768  | 17250 | 0.5441          | 0.4161 |
| 0.2966        | 71.7842  | 17300 | 0.5415          | 0.4266 |
| 0.2966        | 71.9917  | 17350 | 0.5410          | 0.4251 |
| 0.2946        | 72.1992  | 17400 | 0.5513          | 0.4239 |
| 0.2946        | 72.4066  | 17450 | 0.5552          | 0.4332 |
| 0.2966        | 72.6141  | 17500 | 0.5541          | 0.4391 |
| 0.2966        | 72.8216  | 17550 | 0.5458          | 0.4262 |
| 0.3203        | 73.0290  | 17600 | 0.5523          | 0.4336 |
| 0.3203        | 73.2365  | 17650 | 0.5636          | 0.4301 |
| 0.3124        | 73.4440  | 17700 | 0.5596          | 0.4169 |
| 0.3124        | 73.6515  | 17750 | 0.5628          | 0.4227 |
| 0.2931        | 73.8589  | 17800 | 0.5535          | 0.4243 |
| 0.2931        | 74.0664  | 17850 | 0.5566          | 0.4092 |
| 0.3049        | 74.2739  | 17900 | 0.5634          | 0.4161 |
| 0.3049        | 74.4813  | 17950 | 0.5735          | 0.4095 |
| 0.3046        | 74.6888  | 18000 | 0.5739          | 0.4119 |
| 0.3046        | 74.8963  | 18050 | 0.5326          | 0.4216 |
| 0.2754        | 75.1037  | 18100 | 0.5412          | 0.4154 |
| 0.2754        | 75.3112  | 18150 | 0.5423          | 0.4072 |
| 0.3137        | 75.5187  | 18200 | 0.5424          | 0.4154 |
| 0.3137        | 75.7261  | 18250 | 0.5433          | 0.4185 |
| 0.2691        | 75.9336  | 18300 | 0.5428          | 0.4095 |
| 0.2691        | 76.1411  | 18350 | 0.5436          | 0.4099 |
| 0.3026        | 76.3485  | 18400 | 0.5306          | 0.4150 |
| 0.3026        | 76.5560  | 18450 | 0.5359          | 0.4041 |
| 0.2736        | 76.7635  | 18500 | 0.5485          | 0.4165 |
| 0.2736        | 76.9710  | 18550 | 0.5457          | 0.4158 |
| 0.2993        | 77.1784  | 18600 | 0.5576          | 0.4290 |
| 0.2993        | 77.3859  | 18650 | 0.5475          | 0.4123 |
| 0.2926        | 77.5934  | 18700 | 0.5561          | 0.4259 |
| 0.2926        | 77.8008  | 18750 | 0.5477          | 0.4022 |
| 0.2886        | 78.0083  | 18800 | 0.5511          | 0.4200 |
| 0.2886        | 78.2158  | 18850 | 0.5383          | 0.4146 |
| 0.2729        | 78.4232  | 18900 | 0.5354          | 0.4142 |
| 0.2729        | 78.6307  | 18950 | 0.5532          | 0.4150 |
| 0.2908        | 78.8382  | 19000 | 0.5779          | 0.4161 |
| 0.2908        | 79.0456  | 19050 | 0.5583          | 0.4057 |
| 0.2929        | 79.2531  | 19100 | 0.5502          | 0.4119 |
| 0.2929        | 79.4606  | 19150 | 0.5759          | 0.4208 |
| 0.2573        | 79.6680  | 19200 | 0.5723          | 0.4185 |
| 0.2573        | 79.8755  | 19250 | 0.5632          | 0.4150 |
| 0.2839        | 80.0830  | 19300 | 0.5593          | 0.4111 |
| 0.2839        | 80.2905  | 19350 | 0.5589          | 0.4115 |
| 0.2844        | 80.4979  | 19400 | 0.5563          | 0.4130 |
| 0.2844        | 80.7054  | 19450 | 0.5609          | 0.4068 |
| 0.3152        | 80.9129  | 19500 | 0.5492          | 0.4072 |
| 0.3152        | 81.1203  | 19550 | 0.5822          | 0.4130 |
| 0.2734        | 81.3278  | 19600 | 0.5534          | 0.4161 |
| 0.2734        | 81.5353  | 19650 | 0.5482          | 0.4095 |
| 0.2826        | 81.7427  | 19700 | 0.5610          | 0.4053 |
| 0.2826        | 81.9502  | 19750 | 0.5442          | 0.4119 |
| 0.2576        | 82.1577  | 19800 | 0.5472          | 0.4041 |
| 0.2576        | 82.3651  | 19850 | 0.5491          | 0.4115 |
| 0.2712        | 82.5726  | 19900 | 0.5546          | 0.4103 |
| 0.2712        | 82.7801  | 19950 | 0.5668          | 0.4169 |
| 0.2769        | 82.9876  | 20000 | 0.5726          | 0.4146 |
| 0.2769        | 83.1950  | 20050 | 0.5592          | 0.4072 |
| 0.2718        | 83.4025  | 20100 | 0.5514          | 0.4235 |
| 0.2718        | 83.6100  | 20150 | 0.5421          | 0.4057 |
| 0.2444        | 83.8174  | 20200 | 0.5397          | 0.4049 |
| 0.2444        | 84.0249  | 20250 | 0.5451          | 0.4057 |
| 0.2875        | 84.2324  | 20300 | 0.5475          | 0.4088 |
| 0.2875        | 84.4398  | 20350 | 0.5601          | 0.4119 |
| 0.2712        | 84.6473  | 20400 | 0.5465          | 0.4177 |
| 0.2712        | 84.8548  | 20450 | 0.5601          | 0.4049 |
| 0.2564        | 85.0622  | 20500 | 0.5556          | 0.4146 |
| 0.2564        | 85.2697  | 20550 | 0.5565          | 0.4103 |
| 0.2459        | 85.4772  | 20600 | 0.5624          | 0.4057 |
| 0.2459        | 85.6846  | 20650 | 0.5669          | 0.4088 |
| 0.2757        | 85.8921  | 20700 | 0.5430          | 0.4076 |
| 0.2757        | 86.0996  | 20750 | 0.5608          | 0.4076 |
| 0.2732        | 86.3071  | 20800 | 0.5674          | 0.4107 |
| 0.2732        | 86.5145  | 20850 | 0.5643          | 0.4033 |
| 0.263         | 86.7220  | 20900 | 0.5661          | 0.4099 |
| 0.263         | 86.9295  | 20950 | 0.5628          | 0.4119 |
| 0.2636        | 87.1369  | 21000 | 0.5749          | 0.4103 |
| 0.2636        | 87.3444  | 21050 | 0.5544          | 0.4099 |
| 0.2608        | 87.5519  | 21100 | 0.5544          | 0.4026 |
| 0.2608        | 87.7593  | 21150 | 0.5513          | 0.4072 |
| 0.2422        | 87.9668  | 21200 | 0.5528          | 0.4076 |
| 0.2422        | 88.1743  | 21250 | 0.5349          | 0.4177 |
| 0.2836        | 88.3817  | 21300 | 0.5435          | 0.4084 |
| 0.2836        | 88.5892  | 21350 | 0.5421          | 0.4150 |
| 0.2722        | 88.7967  | 21400 | 0.5473          | 0.4045 |
| 0.2722        | 89.0041  | 21450 | 0.5412          | 0.4018 |
| 0.2591        | 89.2116  | 21500 | 0.5331          | 0.3967 |
| 0.2591        | 89.4191  | 21550 | 0.5656          | 0.3979 |
| 0.2397        | 89.6266  | 21600 | 0.5617          | 0.4018 |
| 0.2397        | 89.8340  | 21650 | 0.5493          | 0.4064 |
| 0.2623        | 90.0415  | 21700 | 0.5516          | 0.3998 |
| 0.2623        | 90.2490  | 21750 | 0.5466          | 0.3944 |
| 0.2416        | 90.4564  | 21800 | 0.5516          | 0.4068 |
| 0.2416        | 90.6639  | 21850 | 0.5567          | 0.4026 |
| 0.2586        | 90.8714  | 21900 | 0.5497          | 0.3983 |
| 0.2586        | 91.0788  | 21950 | 0.5607          | 0.4002 |
| 0.2494        | 91.2863  | 22000 | 0.5712          | 0.4033 |
| 0.2494        | 91.4938  | 22050 | 0.5675          | 0.4064 |
| 0.2513        | 91.7012  | 22100 | 0.5611          | 0.4014 |
| 0.2513        | 91.9087  | 22150 | 0.5606          | 0.4142 |
| 0.2392        | 92.1162  | 22200 | 0.5797          | 0.4099 |
| 0.2392        | 92.3237  | 22250 | 0.5752          | 0.4022 |
| 0.2387        | 92.5311  | 22300 | 0.5698          | 0.4033 |
| 0.2387        | 92.7386  | 22350 | 0.5712          | 0.4072 |
| 0.2687        | 92.9461  | 22400 | 0.5758          | 0.4150 |
| 0.2687        | 93.1535  | 22450 | 0.5589          | 0.4049 |
| 0.2408        | 93.3610  | 22500 | 0.5799          | 0.3987 |
| 0.2408        | 93.5685  | 22550 | 0.5760          | 0.4026 |
| 0.2355        | 93.7759  | 22600 | 0.5875          | 0.4130 |
| 0.2355        | 93.9834  | 22650 | 0.5788          | 0.4084 |
| 0.2472        | 94.1909  | 22700 | 0.5441          | 0.4092 |
| 0.2472        | 94.3983  | 22750 | 0.5579          | 0.4092 |
| 0.2404        | 94.6058  | 22800 | 0.5664          | 0.4033 |
| 0.2404        | 94.8133  | 22850 | 0.5592          | 0.4173 |
| 0.248         | 95.0207  | 22900 | 0.5520          | 0.4064 |
| 0.248         | 95.2282  | 22950 | 0.5555          | 0.4080 |
| 0.2399        | 95.4357  | 23000 | 0.5759          | 0.3979 |
| 0.2399        | 95.6432  | 23050 | 0.5660          | 0.4076 |
| 0.2477        | 95.8506  | 23100 | 0.5873          | 0.4064 |
| 0.2477        | 96.0581  | 23150 | 0.5317          | 0.4092 |
| 0.2515        | 96.2656  | 23200 | 0.5477          | 0.4084 |
| 0.2515        | 96.4730  | 23250 | 0.5550          | 0.4092 |
| 0.2393        | 96.6805  | 23300 | 0.5803          | 0.4138 |
| 0.2393        | 96.8880  | 23350 | 0.5556          | 0.4068 |
| 0.2541        | 97.0954  | 23400 | 0.5631          | 0.4099 |
| 0.2541        | 97.3029  | 23450 | 0.5664          | 0.4119 |
| 0.2386        | 97.5104  | 23500 | 0.5612          | 0.4103 |
| 0.2386        | 97.7178  | 23550 | 0.5693          | 0.4068 |
| 0.2581        | 97.9253  | 23600 | 0.5771          | 0.4084 |
| 0.2581        | 98.1328  | 23650 | 0.5932          | 0.4158 |
| 0.2192        | 98.3402  | 23700 | 0.6089          | 0.4181 |
| 0.2192        | 98.5477  | 23750 | 0.5823          | 0.4146 |
| 0.2401        | 98.7552  | 23800 | 0.5714          | 0.4103 |
| 0.2401        | 98.9627  | 23850 | 0.5689          | 0.4061 |
| 0.2507        | 99.1701  | 23900 | 0.5693          | 0.4006 |
| 0.2507        | 99.3776  | 23950 | 0.5828          | 0.4064 |
| 0.2369        | 99.5851  | 24000 | 0.5761          | 0.4076 |
| 0.2369        | 99.7925  | 24050 | 0.5945          | 0.3998 |
| 0.2127        | 100.0    | 24100 | 0.5657          | 0.3913 |
| 0.2127        | 100.2075 | 24150 | 0.5594          | 0.4088 |
| 0.239         | 100.4149 | 24200 | 0.5757          | 0.4030 |
| 0.239         | 100.6224 | 24250 | 0.5727          | 0.4134 |
| 0.2514        | 100.8299 | 24300 | 0.5629          | 0.4099 |
| 0.2514        | 101.0373 | 24350 | 0.5738          | 0.4033 |
| 0.2082        | 101.2448 | 24400 | 0.5652          | 0.4061 |
| 0.2082        | 101.4523 | 24450 | 0.5658          | 0.4002 |
| 0.2325        | 101.6598 | 24500 | 0.5616          | 0.3975 |
| 0.2325        | 101.8672 | 24550 | 0.5666          | 0.3956 |
| 0.2391        | 102.0747 | 24600 | 0.5597          | 0.3909 |
| 0.2391        | 102.2822 | 24650 | 0.5822          | 0.3960 |
| 0.2201        | 102.4896 | 24700 | 0.5961          | 0.4014 |
| 0.2201        | 102.6971 | 24750 | 0.5948          | 0.4010 |
| 0.2225        | 102.9046 | 24800 | 0.5725          | 0.4061 |
| 0.2225        | 103.1120 | 24850 | 0.5830          | 0.4138 |
| 0.2455        | 103.3195 | 24900 | 0.5842          | 0.4014 |
| 0.2455        | 103.5270 | 24950 | 0.5801          | 0.3964 |
| 0.2275        | 103.7344 | 25000 | 0.5788          | 0.3948 |
| 0.2275        | 103.9419 | 25050 | 0.5836          | 0.4111 |
| 0.2066        | 104.1494 | 25100 | 0.5982          | 0.4061 |
| 0.2066        | 104.3568 | 25150 | 0.5984          | 0.4041 |
| 0.2285        | 104.5643 | 25200 | 0.5934          | 0.4057 |
| 0.2285        | 104.7718 | 25250 | 0.5593          | 0.4026 |
| 0.2326        | 104.9793 | 25300 | 0.5699          | 0.4002 |
| 0.2326        | 105.1867 | 25350 | 0.5592          | 0.3967 |
| 0.2236        | 105.3942 | 25400 | 0.5591          | 0.4026 |
| 0.2236        | 105.6017 | 25450 | 0.5591          | 0.4033 |
| 0.2337        | 105.8091 | 25500 | 0.5512          | 0.4072 |
| 0.2337        | 106.0166 | 25550 | 0.5703          | 0.4037 |
| 0.2002        | 106.2241 | 25600 | 0.5747          | 0.4018 |
| 0.2002        | 106.4315 | 25650 | 0.5849          | 0.4068 |
| 0.2251        | 106.6390 | 25700 | 0.5866          | 0.4084 |
| 0.2251        | 106.8465 | 25750 | 0.5755          | 0.3975 |
| 0.2208        | 107.0539 | 25800 | 0.5764          | 0.4061 |
| 0.2208        | 107.2614 | 25850 | 0.5605          | 0.4061 |
| 0.2147        | 107.4689 | 25900 | 0.5770          | 0.4177 |
| 0.2147        | 107.6763 | 25950 | 0.5731          | 0.4111 |
| 0.2207        | 107.8838 | 26000 | 0.5894          | 0.4150 |
| 0.2207        | 108.0913 | 26050 | 0.5999          | 0.4068 |
| 0.1913        | 108.2988 | 26100 | 0.5912          | 0.4014 |
| 0.1913        | 108.5062 | 26150 | 0.5769          | 0.4111 |
| 0.2335        | 108.7137 | 26200 | 0.5734          | 0.3979 |
| 0.2335        | 108.9212 | 26250 | 0.5703          | 0.3987 |
| 0.2157        | 109.1286 | 26300 | 0.5817          | 0.4041 |
| 0.2157        | 109.3361 | 26350 | 0.5728          | 0.4076 |
| 0.2148        | 109.5436 | 26400 | 0.5975          | 0.4088 |
| 0.2148        | 109.7510 | 26450 | 0.5837          | 0.3995 |
| 0.2032        | 109.9585 | 26500 | 0.6032          | 0.4064 |
| 0.2032        | 110.1660 | 26550 | 0.5897          | 0.4084 |
| 0.204         | 110.3734 | 26600 | 0.6050          | 0.3987 |
| 0.204         | 110.5809 | 26650 | 0.5863          | 0.4037 |
| 0.2159        | 110.7884 | 26700 | 0.5944          | 0.4006 |
| 0.2159        | 110.9959 | 26750 | 0.6061          | 0.4041 |
| 0.2177        | 111.2033 | 26800 | 0.5957          | 0.4103 |
| 0.2177        | 111.4108 | 26850 | 0.5865          | 0.4080 |
| 0.208         | 111.6183 | 26900 | 0.5996          | 0.4014 |
| 0.208         | 111.8257 | 26950 | 0.5732          | 0.4127 |
| 0.2355        | 112.0332 | 27000 | 0.5841          | 0.4014 |
| 0.2355        | 112.2407 | 27050 | 0.5806          | 0.4006 |
| 0.2074        | 112.4481 | 27100 | 0.5935          | 0.4022 |
| 0.2074        | 112.6556 | 27150 | 0.6026          | 0.3960 |
| 0.2208        | 112.8631 | 27200 | 0.5886          | 0.4022 |
| 0.2208        | 113.0705 | 27250 | 0.6117          | 0.3890 |
| 0.2202        | 113.2780 | 27300 | 0.6067          | 0.4064 |
| 0.2202        | 113.4855 | 27350 | 0.6094          | 0.3967 |
| 0.2207        | 113.6929 | 27400 | 0.6022          | 0.4095 |
| 0.2207        | 113.9004 | 27450 | 0.6002          | 0.3995 |
| 0.2112        | 114.1079 | 27500 | 0.6000          | 0.4022 |
| 0.2112        | 114.3154 | 27550 | 0.6094          | 0.3964 |
| 0.1955        | 114.5228 | 27600 | 0.6207          | 0.3964 |
| 0.1955        | 114.7303 | 27650 | 0.6240          | 0.4026 |
| 0.1999        | 114.9378 | 27700 | 0.6067          | 0.4033 |
| 0.1999        | 115.1452 | 27750 | 0.5859          | 0.4080 |
| 0.2522        | 115.3527 | 27800 | 0.6032          | 0.4026 |
| 0.2522        | 115.5602 | 27850 | 0.6096          | 0.4045 |
| 0.2119        | 115.7676 | 27900 | 0.6119          | 0.3944 |
| 0.2119        | 115.9751 | 27950 | 0.5869          | 0.4006 |
| 0.2028        | 116.1826 | 28000 | 0.5922          | 0.4006 |
| 0.2028        | 116.3900 | 28050 | 0.6138          | 0.3929 |
| 0.2168        | 116.5975 | 28100 | 0.6096          | 0.3998 |
| 0.2168        | 116.8050 | 28150 | 0.6065          | 0.4064 |
| 0.2345        | 117.0124 | 28200 | 0.5935          | 0.3921 |
| 0.2345        | 117.2199 | 28250 | 0.6010          | 0.4026 |
| 0.1839        | 117.4274 | 28300 | 0.6196          | 0.3998 |
| 0.1839        | 117.6349 | 28350 | 0.6109          | 0.3936 |
| 0.2128        | 117.8423 | 28400 | 0.5830          | 0.4095 |
| 0.2128        | 118.0498 | 28450 | 0.5847          | 0.4099 |
| 0.1864        | 118.2573 | 28500 | 0.5872          | 0.4033 |
| 0.1864        | 118.4647 | 28550 | 0.5880          | 0.3960 |
| 0.2179        | 118.6722 | 28600 | 0.5999          | 0.4080 |
| 0.2179        | 118.8797 | 28650 | 0.5939          | 0.3991 |
| 0.1933        | 119.0871 | 28700 | 0.6247          | 0.4072 |
| 0.1933        | 119.2946 | 28750 | 0.6227          | 0.4049 |
| 0.1895        | 119.5021 | 28800 | 0.5952          | 0.4123 |
| 0.1895        | 119.7095 | 28850 | 0.6091          | 0.4111 |
| 0.2013        | 119.9170 | 28900 | 0.6083          | 0.4057 |
| 0.2013        | 120.1245 | 28950 | 0.6267          | 0.3991 |
| 0.212         | 120.3320 | 29000 | 0.6139          | 0.4014 |
| 0.212         | 120.5394 | 29050 | 0.6131          | 0.4123 |
| 0.1954        | 120.7469 | 29100 | 0.6150          | 0.4006 |
| 0.1954        | 120.9544 | 29150 | 0.6105          | 0.4053 |
| 0.1996        | 121.1618 | 29200 | 0.6127          | 0.4119 |
| 0.1996        | 121.3693 | 29250 | 0.6141          | 0.4115 |
| 0.1924        | 121.5768 | 29300 | 0.6227          | 0.4057 |
| 0.1924        | 121.7842 | 29350 | 0.6189          | 0.3882 |
| 0.1983        | 121.9917 | 29400 | 0.6207          | 0.3987 |
| 0.1983        | 122.1992 | 29450 | 0.6307          | 0.3983 |
| 0.2075        | 122.4066 | 29500 | 0.6123          | 0.3964 |
| 0.2075        | 122.6141 | 29550 | 0.6144          | 0.3870 |
| 0.1863        | 122.8216 | 29600 | 0.6239          | 0.3960 |
| 0.1863        | 123.0290 | 29650 | 0.6254          | 0.4002 |
| 0.1932        | 123.2365 | 29700 | 0.6285          | 0.3952 |
| 0.1932        | 123.4440 | 29750 | 0.6153          | 0.3932 |
| 0.2105        | 123.6515 | 29800 | 0.6116          | 0.4053 |
| 0.2105        | 123.8589 | 29850 | 0.6103          | 0.3894 |
| 0.1938        | 124.0664 | 29900 | 0.6169          | 0.3929 |
| 0.1938        | 124.2739 | 29950 | 0.6156          | 0.3952 |
| 0.2074        | 124.4813 | 30000 | 0.6184          | 0.4057 |
| 0.2074        | 124.6888 | 30050 | 0.5996          | 0.3956 |
| 0.1906        | 124.8963 | 30100 | 0.5999          | 0.3998 |
| 0.1906        | 125.1037 | 30150 | 0.6059          | 0.4053 |
| 0.1869        | 125.3112 | 30200 | 0.6057          | 0.3983 |
| 0.1869        | 125.5187 | 30250 | 0.6073          | 0.3983 |
| 0.2055        | 125.7261 | 30300 | 0.6142          | 0.3983 |
| 0.2055        | 125.9336 | 30350 | 0.6111          | 0.4068 |
| 0.1899        | 126.1411 | 30400 | 0.6175          | 0.3956 |
| 0.1899        | 126.3485 | 30450 | 0.6271          | 0.3967 |
| 0.1949        | 126.5560 | 30500 | 0.6258          | 0.4061 |
| 0.1949        | 126.7635 | 30550 | 0.6191          | 0.4006 |
| 0.1867        | 126.9710 | 30600 | 0.6165          | 0.4018 |
| 0.1867        | 127.1784 | 30650 | 0.6222          | 0.4072 |
| 0.1699        | 127.3859 | 30700 | 0.6315          | 0.4092 |
| 0.1699        | 127.5934 | 30750 | 0.6264          | 0.4018 |
| 0.2063        | 127.8008 | 30800 | 0.6125          | 0.4080 |
| 0.2063        | 128.0083 | 30850 | 0.6250          | 0.4111 |
| 0.1869        | 128.2158 | 30900 | 0.6226          | 0.4103 |
| 0.1869        | 128.4232 | 30950 | 0.6279          | 0.3991 |
| 0.1879        | 128.6307 | 31000 | 0.6151          | 0.3991 |
| 0.1879        | 128.8382 | 31050 | 0.6227          | 0.4037 |
| 0.1799        | 129.0456 | 31100 | 0.6304          | 0.3979 |
| 0.1799        | 129.2531 | 31150 | 0.6110          | 0.3952 |
| 0.1858        | 129.4606 | 31200 | 0.6250          | 0.3987 |
| 0.1858        | 129.6680 | 31250 | 0.6393          | 0.3967 |
| 0.1913        | 129.8755 | 31300 | 0.6396          | 0.3913 |
| 0.1913        | 130.0830 | 31350 | 0.6384          | 0.3995 |
| 0.1861        | 130.2905 | 31400 | 0.6200          | 0.4010 |
| 0.1861        | 130.4979 | 31450 | 0.6275          | 0.3971 |
| 0.1795        | 130.7054 | 31500 | 0.6259          | 0.3944 |
| 0.1795        | 130.9129 | 31550 | 0.6275          | 0.3983 |
| 0.1693        | 131.1203 | 31600 | 0.6359          | 0.3991 |
| 0.1693        | 131.3278 | 31650 | 0.6420          | 0.3936 |
| 0.1901        | 131.5353 | 31700 | 0.6434          | 0.3983 |
| 0.1901        | 131.7427 | 31750 | 0.6253          | 0.3998 |
| 0.1932        | 131.9502 | 31800 | 0.6233          | 0.3952 |
| 0.1932        | 132.1577 | 31850 | 0.6237          | 0.3987 |
| 0.1781        | 132.3651 | 31900 | 0.6269          | 0.3944 |
| 0.1781        | 132.5726 | 31950 | 0.6254          | 0.3987 |
| 0.1919        | 132.7801 | 32000 | 0.6254          | 0.3944 |
| 0.1919        | 132.9876 | 32050 | 0.6205          | 0.3971 |
| 0.1662        | 133.1950 | 32100 | 0.6277          | 0.3932 |
| 0.1662        | 133.4025 | 32150 | 0.6380          | 0.4014 |
| 0.1758        | 133.6100 | 32200 | 0.6364          | 0.3991 |
| 0.1758        | 133.8174 | 32250 | 0.6313          | 0.4026 |
| 0.1775        | 134.0249 | 32300 | 0.6363          | 0.4010 |
| 0.1775        | 134.2324 | 32350 | 0.6216          | 0.4002 |
| 0.1912        | 134.4398 | 32400 | 0.6281          | 0.3987 |
| 0.1912        | 134.6473 | 32450 | 0.6156          | 0.3983 |
| 0.1761        | 134.8548 | 32500 | 0.6206          | 0.3995 |
| 0.1761        | 135.0622 | 32550 | 0.6279          | 0.4026 |
| 0.1847        | 135.2697 | 32600 | 0.6242          | 0.4030 |
| 0.1847        | 135.4772 | 32650 | 0.6205          | 0.3940 |
| 0.1737        | 135.6846 | 32700 | 0.6175          | 0.3995 |
| 0.1737        | 135.8921 | 32750 | 0.6133          | 0.3975 |
| 0.1861        | 136.0996 | 32800 | 0.6070          | 0.3913 |
| 0.1861        | 136.3071 | 32850 | 0.6097          | 0.3971 |
| 0.1712        | 136.5145 | 32900 | 0.6139          | 0.3940 |
| 0.1712        | 136.7220 | 32950 | 0.6165          | 0.4002 |
| 0.1691        | 136.9295 | 33000 | 0.6227          | 0.4041 |
| 0.1691        | 137.1369 | 33050 | 0.6377          | 0.3936 |
| 0.1829        | 137.3444 | 33100 | 0.6199          | 0.3917 |
| 0.1829        | 137.5519 | 33150 | 0.6414          | 0.3898 |
| 0.1639        | 137.7593 | 33200 | 0.6275          | 0.3859 |
| 0.1639        | 137.9668 | 33250 | 0.6171          | 0.3932 |
| 0.1815        | 138.1743 | 33300 | 0.6235          | 0.3890 |
| 0.1815        | 138.3817 | 33350 | 0.6315          | 0.3925 |
| 0.1812        | 138.5892 | 33400 | 0.6434          | 0.3921 |
| 0.1812        | 138.7967 | 33450 | 0.6273          | 0.3905 |
| 0.1623        | 139.0041 | 33500 | 0.6199          | 0.3866 |
| 0.1623        | 139.2116 | 33550 | 0.6173          | 0.3929 |
| 0.1609        | 139.4191 | 33600 | 0.6289          | 0.3917 |
| 0.1609        | 139.6266 | 33650 | 0.6485          | 0.3929 |
| 0.1662        | 139.8340 | 33700 | 0.6255          | 0.3917 |
| 0.1662        | 140.0415 | 33750 | 0.6301          | 0.3971 |
| 0.1669        | 140.2490 | 33800 | 0.6493          | 0.3808 |
| 0.1669        | 140.4564 | 33850 | 0.6539          | 0.3909 |
| 0.1646        | 140.6639 | 33900 | 0.6331          | 0.3921 |
| 0.1646        | 140.8714 | 33950 | 0.6456          | 0.3905 |
| 0.1782        | 141.0788 | 34000 | 0.6440          | 0.3983 |
| 0.1782        | 141.2863 | 34050 | 0.6304          | 0.3987 |
| 0.1786        | 141.4938 | 34100 | 0.6412          | 0.3936 |
| 0.1786        | 141.7012 | 34150 | 0.6375          | 0.3882 |
| 0.17          | 141.9087 | 34200 | 0.6269          | 0.3925 |
| 0.17          | 142.1162 | 34250 | 0.6228          | 0.3905 |
| 0.1654        | 142.3237 | 34300 | 0.6202          | 0.3824 |
| 0.1654        | 142.5311 | 34350 | 0.6429          | 0.3843 |
| 0.1805        | 142.7386 | 34400 | 0.6423          | 0.3964 |
| 0.1805        | 142.9461 | 34450 | 0.6364          | 0.3901 |
| 0.158         | 143.1535 | 34500 | 0.6396          | 0.3898 |
| 0.158         | 143.3610 | 34550 | 0.6435          | 0.3898 |
| 0.1631        | 143.5685 | 34600 | 0.6387          | 0.3929 |
| 0.1631        | 143.7759 | 34650 | 0.6483          | 0.3909 |
| 0.1556        | 143.9834 | 34700 | 0.6471          | 0.3878 |
| 0.1556        | 144.1909 | 34750 | 0.6454          | 0.3913 |
| 0.1716        | 144.3983 | 34800 | 0.6522          | 0.3909 |
| 0.1716        | 144.6058 | 34850 | 0.6402          | 0.3898 |
| 0.1727        | 144.8133 | 34900 | 0.6562          | 0.3847 |
| 0.1727        | 145.0207 | 34950 | 0.6428          | 0.3890 |
| 0.1677        | 145.2282 | 35000 | 0.6392          | 0.3882 |
| 0.1677        | 145.4357 | 35050 | 0.6353          | 0.3898 |
| 0.16          | 145.6432 | 35100 | 0.6326          | 0.3979 |
| 0.16          | 145.8506 | 35150 | 0.6349          | 0.3901 |
| 0.1758        | 146.0581 | 35200 | 0.6248          | 0.3863 |
| 0.1758        | 146.2656 | 35250 | 0.6201          | 0.3894 |
| 0.1614        | 146.4730 | 35300 | 0.6284          | 0.3921 |
| 0.1614        | 146.6805 | 35350 | 0.6226          | 0.3936 |
| 0.1712        | 146.8880 | 35400 | 0.6230          | 0.3874 |
| 0.1712        | 147.0954 | 35450 | 0.6342          | 0.3874 |
| 0.1638        | 147.3029 | 35500 | 0.6345          | 0.3936 |
| 0.1638        | 147.5104 | 35550 | 0.6343          | 0.3866 |
| 0.1587        | 147.7178 | 35600 | 0.6351          | 0.3859 |
| 0.1587        | 147.9253 | 35650 | 0.6386          | 0.3870 |
| 0.1595        | 148.1328 | 35700 | 0.6415          | 0.3874 |
| 0.1595        | 148.3402 | 35750 | 0.6365          | 0.3890 |
| 0.1584        | 148.5477 | 35800 | 0.6340          | 0.3843 |
| 0.1584        | 148.7552 | 35850 | 0.6249          | 0.3921 |
| 0.1793        | 148.9627 | 35900 | 0.6304          | 0.3948 |
| 0.1793        | 149.1701 | 35950 | 0.6304          | 0.3956 |
| 0.1569        | 149.3776 | 36000 | 0.6435          | 0.3971 |
| 0.1569        | 149.5851 | 36050 | 0.6462          | 0.3998 |
| 0.1749        | 149.7925 | 36100 | 0.6460          | 0.3964 |
| 0.1749        | 150.0    | 36150 | 0.6347          | 0.3983 |
| 0.1655        | 150.2075 | 36200 | 0.6323          | 0.3967 |
| 0.1655        | 150.4149 | 36250 | 0.6425          | 0.3964 |
| 0.1463        | 150.6224 | 36300 | 0.6554          | 0.3995 |
| 0.1463        | 150.8299 | 36350 | 0.6327          | 0.3979 |
| 0.1601        | 151.0373 | 36400 | 0.6355          | 0.3944 |
| 0.1601        | 151.2448 | 36450 | 0.6415          | 0.3979 |
| 0.1648        | 151.4523 | 36500 | 0.6375          | 0.3987 |
| 0.1648        | 151.6598 | 36550 | 0.6431          | 0.3944 |
| 0.1559        | 151.8672 | 36600 | 0.6447          | 0.3936 |
| 0.1559        | 152.0747 | 36650 | 0.6380          | 0.3940 |
| 0.1593        | 152.2822 | 36700 | 0.6348          | 0.3921 |
| 0.1593        | 152.4896 | 36750 | 0.6392          | 0.4014 |
| 0.1614        | 152.6971 | 36800 | 0.6255          | 0.3971 |
| 0.1614        | 152.9046 | 36850 | 0.6402          | 0.3952 |
| 0.1547        | 153.1120 | 36900 | 0.6352          | 0.3964 |
| 0.1547        | 153.3195 | 36950 | 0.6308          | 0.3917 |
| 0.1461        | 153.5270 | 37000 | 0.6293          | 0.3971 |
| 0.1461        | 153.7344 | 37050 | 0.6298          | 0.3967 |
| 0.1505        | 153.9419 | 37100 | 0.6386          | 0.3929 |
| 0.1505        | 154.1494 | 37150 | 0.6423          | 0.3971 |
| 0.1367        | 154.3568 | 37200 | 0.6462          | 0.3940 |
| 0.1367        | 154.5643 | 37250 | 0.6487          | 0.3983 |
| 0.1573        | 154.7718 | 37300 | 0.6486          | 0.3929 |
| 0.1573        | 154.9793 | 37350 | 0.6438          | 0.3995 |
| 0.1366        | 155.1867 | 37400 | 0.6584          | 0.3909 |
| 0.1366        | 155.3942 | 37450 | 0.6516          | 0.3898 |
| 0.159         | 155.6017 | 37500 | 0.6404          | 0.3894 |
| 0.159         | 155.8091 | 37550 | 0.6484          | 0.3913 |
| 0.1575        | 156.0166 | 37600 | 0.6405          | 0.3894 |
| 0.1575        | 156.2241 | 37650 | 0.6434          | 0.3952 |
| 0.1642        | 156.4315 | 37700 | 0.6433          | 0.3944 |
| 0.1642        | 156.6390 | 37750 | 0.6352          | 0.3960 |
| 0.1598        | 156.8465 | 37800 | 0.6415          | 0.3870 |
| 0.1598        | 157.0539 | 37850 | 0.6555          | 0.3894 |
| 0.1518        | 157.2614 | 37900 | 0.6475          | 0.3890 |
| 0.1518        | 157.4689 | 37950 | 0.6384          | 0.3855 |
| 0.1471        | 157.6763 | 38000 | 0.6473          | 0.3905 |
| 0.1471        | 157.8838 | 38050 | 0.6434          | 0.3905 |
| 0.1376        | 158.0913 | 38100 | 0.6439          | 0.3878 |
| 0.1376        | 158.2988 | 38150 | 0.6511          | 0.3870 |
| 0.1472        | 158.5062 | 38200 | 0.6413          | 0.3855 |
| 0.1472        | 158.7137 | 38250 | 0.6409          | 0.3874 |
| 0.1518        | 158.9212 | 38300 | 0.6407          | 0.3975 |
| 0.1518        | 159.1286 | 38350 | 0.6596          | 0.3936 |
| 0.1449        | 159.3361 | 38400 | 0.6731          | 0.3936 |
| 0.1449        | 159.5436 | 38450 | 0.6597          | 0.3839 |
| 0.1447        | 159.7510 | 38500 | 0.6539          | 0.3882 |
| 0.1447        | 159.9585 | 38550 | 0.6680          | 0.3859 |
| 0.1336        | 160.1660 | 38600 | 0.6796          | 0.3855 |
| 0.1336        | 160.3734 | 38650 | 0.6621          | 0.3870 |
| 0.1498        | 160.5809 | 38700 | 0.6589          | 0.3878 |
| 0.1498        | 160.7884 | 38750 | 0.6659          | 0.3905 |
| 0.1401        | 160.9959 | 38800 | 0.6803          | 0.3878 |
| 0.1401        | 161.2033 | 38850 | 0.6672          | 0.3866 |
| 0.1571        | 161.4108 | 38900 | 0.6478          | 0.3890 |
| 0.1571        | 161.6183 | 38950 | 0.6541          | 0.3909 |
| 0.1533        | 161.8257 | 39000 | 0.6521          | 0.3952 |
| 0.1533        | 162.0332 | 39050 | 0.6546          | 0.3987 |
| 0.1385        | 162.2407 | 39100 | 0.6689          | 0.3898 |
| 0.1385        | 162.4481 | 39150 | 0.6729          | 0.3936 |
| 0.1494        | 162.6556 | 39200 | 0.6774          | 0.3964 |
| 0.1494        | 162.8631 | 39250 | 0.6663          | 0.3964 |
| 0.1572        | 163.0705 | 39300 | 0.6609          | 0.4014 |
| 0.1572        | 163.2780 | 39350 | 0.6716          | 0.3964 |
| 0.1446        | 163.4855 | 39400 | 0.6722          | 0.3979 |
| 0.1446        | 163.6929 | 39450 | 0.6621          | 0.3944 |
| 0.148         | 163.9004 | 39500 | 0.6637          | 0.3917 |
| 0.148         | 164.1079 | 39550 | 0.6637          | 0.3901 |
| 0.1539        | 164.3154 | 39600 | 0.6715          | 0.3870 |
| 0.1539        | 164.5228 | 39650 | 0.6682          | 0.3917 |
| 0.1505        | 164.7303 | 39700 | 0.6643          | 0.3936 |
| 0.1505        | 164.9378 | 39750 | 0.6636          | 0.3898 |
| 0.1479        | 165.1452 | 39800 | 0.6607          | 0.3898 |
| 0.1479        | 165.3527 | 39850 | 0.6665          | 0.3898 |
| 0.1269        | 165.5602 | 39900 | 0.6715          | 0.3913 |
| 0.1269        | 165.7676 | 39950 | 0.6689          | 0.3948 |
| 0.1463        | 165.9751 | 40000 | 0.6740          | 0.3878 |
| 0.1463        | 166.1826 | 40050 | 0.6584          | 0.3929 |
| 0.149         | 166.3900 | 40100 | 0.6595          | 0.3936 |
| 0.149         | 166.5975 | 40150 | 0.6618          | 0.3995 |
| 0.1464        | 166.8050 | 40200 | 0.6682          | 0.3913 |
| 0.1464        | 167.0124 | 40250 | 0.6788          | 0.3960 |
| 0.1434        | 167.2199 | 40300 | 0.6721          | 0.3944 |
| 0.1434        | 167.4274 | 40350 | 0.6829          | 0.3921 |
| 0.1497        | 167.6349 | 40400 | 0.6626          | 0.3960 |
| 0.1497        | 167.8423 | 40450 | 0.6782          | 0.3859 |
| 0.1546        | 168.0498 | 40500 | 0.6708          | 0.3874 |
| 0.1546        | 168.2573 | 40550 | 0.6728          | 0.3882 |
| 0.1451        | 168.4647 | 40600 | 0.6758          | 0.3964 |
| 0.1451        | 168.6722 | 40650 | 0.6766          | 0.3917 |
| 0.1285        | 168.8797 | 40700 | 0.6699          | 0.3936 |
| 0.1285        | 169.0871 | 40750 | 0.6665          | 0.3925 |
| 0.1471        | 169.2946 | 40800 | 0.6667          | 0.3929 |
| 0.1471        | 169.5021 | 40850 | 0.6684          | 0.3956 |
| 0.1464        | 169.7095 | 40900 | 0.6784          | 0.3917 |
| 0.1464        | 169.9170 | 40950 | 0.6748          | 0.3898 |
| 0.1224        | 170.1245 | 41000 | 0.6728          | 0.3882 |
| 0.1224        | 170.3320 | 41050 | 0.6721          | 0.3913 |
| 0.1335        | 170.5394 | 41100 | 0.6718          | 0.3952 |
| 0.1335        | 170.7469 | 41150 | 0.6708          | 0.3948 |
| 0.1296        | 170.9544 | 41200 | 0.6666          | 0.3975 |
| 0.1296        | 171.1618 | 41250 | 0.6729          | 0.3913 |
| 0.1398        | 171.3693 | 41300 | 0.6640          | 0.3909 |
| 0.1398        | 171.5768 | 41350 | 0.6636          | 0.3956 |
| 0.1286        | 171.7842 | 41400 | 0.6667          | 0.3952 |
| 0.1286        | 171.9917 | 41450 | 0.6646          | 0.3917 |
| 0.1262        | 172.1992 | 41500 | 0.6726          | 0.3870 |
| 0.1262        | 172.4066 | 41550 | 0.6714          | 0.3859 |
| 0.1276        | 172.6141 | 41600 | 0.6746          | 0.3882 |
| 0.1276        | 172.8216 | 41650 | 0.6640          | 0.3878 |
| 0.1352        | 173.0290 | 41700 | 0.6671          | 0.3898 |
| 0.1352        | 173.2365 | 41750 | 0.6721          | 0.3956 |
| 0.1336        | 173.4440 | 41800 | 0.6630          | 0.3898 |
| 0.1336        | 173.6515 | 41850 | 0.6685          | 0.3886 |
| 0.1448        | 173.8589 | 41900 | 0.6603          | 0.3886 |
| 0.1448        | 174.0664 | 41950 | 0.6588          | 0.3886 |
| 0.1434        | 174.2739 | 42000 | 0.6591          | 0.3909 |
| 0.1434        | 174.4813 | 42050 | 0.6615          | 0.3863 |
| 0.1437        | 174.6888 | 42100 | 0.6736          | 0.3878 |
| 0.1437        | 174.8963 | 42150 | 0.6663          | 0.3917 |
| 0.1322        | 175.1037 | 42200 | 0.6665          | 0.3940 |
| 0.1322        | 175.3112 | 42250 | 0.6625          | 0.3863 |
| 0.1331        | 175.5187 | 42300 | 0.6550          | 0.3909 |
| 0.1331        | 175.7261 | 42350 | 0.6600          | 0.3905 |
| 0.1372        | 175.9336 | 42400 | 0.6576          | 0.3964 |
| 0.1372        | 176.1411 | 42450 | 0.6627          | 0.3909 |
| 0.1259        | 176.3485 | 42500 | 0.6650          | 0.3905 |
| 0.1259        | 176.5560 | 42550 | 0.6654          | 0.3905 |
| 0.1419        | 176.7635 | 42600 | 0.6641          | 0.3874 |
| 0.1419        | 176.9710 | 42650 | 0.6615          | 0.3898 |
| 0.1338        | 177.1784 | 42700 | 0.6627          | 0.3839 |
| 0.1338        | 177.3859 | 42750 | 0.6625          | 0.3921 |
| 0.1375        | 177.5934 | 42800 | 0.6643          | 0.3901 |
| 0.1375        | 177.8008 | 42850 | 0.6681          | 0.3859 |
| 0.1304        | 178.0083 | 42900 | 0.6711          | 0.3820 |
| 0.1304        | 178.2158 | 42950 | 0.6680          | 0.3843 |
| 0.1249        | 178.4232 | 43000 | 0.6734          | 0.3828 |
| 0.1249        | 178.6307 | 43050 | 0.6738          | 0.3832 |
| 0.1259        | 178.8382 | 43100 | 0.6703          | 0.3851 |
| 0.1259        | 179.0456 | 43150 | 0.6639          | 0.3851 |
| 0.1329        | 179.2531 | 43200 | 0.6649          | 0.3828 |
| 0.1329        | 179.4606 | 43250 | 0.6637          | 0.3866 |
| 0.1302        | 179.6680 | 43300 | 0.6628          | 0.3855 |
| 0.1302        | 179.8755 | 43350 | 0.6605          | 0.3863 |
| 0.1238        | 180.0830 | 43400 | 0.6615          | 0.3835 |
| 0.1238        | 180.2905 | 43450 | 0.6657          | 0.3820 |
| 0.1396        | 180.4979 | 43500 | 0.6623          | 0.3859 |
| 0.1396        | 180.7054 | 43550 | 0.6652          | 0.3859 |
| 0.1277        | 180.9129 | 43600 | 0.6717          | 0.3839 |
| 0.1277        | 181.1203 | 43650 | 0.6759          | 0.3898 |
| 0.1119        | 181.3278 | 43700 | 0.6779          | 0.3855 |
| 0.1119        | 181.5353 | 43750 | 0.6701          | 0.3851 |
| 0.1333        | 181.7427 | 43800 | 0.6708          | 0.3839 |
| 0.1333        | 181.9502 | 43850 | 0.6720          | 0.3808 |
| 0.1311        | 182.1577 | 43900 | 0.6755          | 0.3866 |
| 0.1311        | 182.3651 | 43950 | 0.6731          | 0.3874 |
| 0.1223        | 182.5726 | 44000 | 0.6766          | 0.3882 |
| 0.1223        | 182.7801 | 44050 | 0.6684          | 0.3890 |
| 0.1329        | 182.9876 | 44100 | 0.6628          | 0.3898 |
| 0.1329        | 183.1950 | 44150 | 0.6602          | 0.3913 |
| 0.1234        | 183.4025 | 44200 | 0.6592          | 0.3859 |
| 0.1234        | 183.6100 | 44250 | 0.6691          | 0.3859 |
| 0.1349        | 183.8174 | 44300 | 0.6653          | 0.3843 |
| 0.1349        | 184.0249 | 44350 | 0.6562          | 0.3847 |
| 0.1314        | 184.2324 | 44400 | 0.6629          | 0.3847 |
| 0.1314        | 184.4398 | 44450 | 0.6642          | 0.3835 |
| 0.124         | 184.6473 | 44500 | 0.6635          | 0.3835 |
| 0.124         | 184.8548 | 44550 | 0.6630          | 0.3812 |
| 0.1506        | 185.0622 | 44600 | 0.6604          | 0.3855 |
| 0.1506        | 185.2697 | 44650 | 0.6613          | 0.3851 |
| 0.1365        | 185.4772 | 44700 | 0.6569          | 0.3832 |
| 0.1365        | 185.6846 | 44750 | 0.6543          | 0.3777 |
| 0.1355        | 185.8921 | 44800 | 0.6593          | 0.3828 |
| 0.1355        | 186.0996 | 44850 | 0.6591          | 0.3820 |
| 0.1117        | 186.3071 | 44900 | 0.6614          | 0.3824 |
| 0.1117        | 186.5145 | 44950 | 0.6641          | 0.3874 |
| 0.121         | 186.7220 | 45000 | 0.6674          | 0.3855 |
| 0.121         | 186.9295 | 45050 | 0.6648          | 0.3870 |
| 0.1315        | 187.1369 | 45100 | 0.6662          | 0.3851 |
| 0.1315        | 187.3444 | 45150 | 0.6655          | 0.3835 |
| 0.1286        | 187.5519 | 45200 | 0.6665          | 0.3808 |
| 0.1286        | 187.7593 | 45250 | 0.6630          | 0.3812 |
| 0.1304        | 187.9668 | 45300 | 0.6642          | 0.3824 |
| 0.1304        | 188.1743 | 45350 | 0.6683          | 0.3847 |
| 0.1194        | 188.3817 | 45400 | 0.6697          | 0.3882 |
| 0.1194        | 188.5892 | 45450 | 0.6688          | 0.3925 |
| 0.129         | 188.7967 | 45500 | 0.6652          | 0.3898 |
| 0.129         | 189.0041 | 45550 | 0.6656          | 0.3929 |
| 0.1289        | 189.2116 | 45600 | 0.6658          | 0.3925 |
| 0.1289        | 189.4191 | 45650 | 0.6625          | 0.3913 |
| 0.1401        | 189.6266 | 45700 | 0.6622          | 0.3874 |
| 0.1401        | 189.8340 | 45750 | 0.6648          | 0.3925 |
| 0.1249        | 190.0415 | 45800 | 0.6642          | 0.3901 |
| 0.1249        | 190.2490 | 45850 | 0.6643          | 0.3882 |
| 0.1262        | 190.4564 | 45900 | 0.6649          | 0.3878 |
| 0.1262        | 190.6639 | 45950 | 0.6665          | 0.3863 |
| 0.132         | 190.8714 | 46000 | 0.6623          | 0.3886 |
| 0.132         | 191.0788 | 46050 | 0.6635          | 0.3882 |
| 0.1508        | 191.2863 | 46100 | 0.6607          | 0.3859 |
| 0.1508        | 191.4938 | 46150 | 0.6596          | 0.3866 |
| 0.1176        | 191.7012 | 46200 | 0.6603          | 0.3859 |
| 0.1176        | 191.9087 | 46250 | 0.6572          | 0.3890 |
| 0.1344        | 192.1162 | 46300 | 0.6573          | 0.3870 |
| 0.1344        | 192.3237 | 46350 | 0.6595          | 0.3863 |
| 0.1194        | 192.5311 | 46400 | 0.6581          | 0.3847 |
| 0.1194        | 192.7386 | 46450 | 0.6571          | 0.3851 |
| 0.1303        | 192.9461 | 46500 | 0.6580          | 0.3863 |
| 0.1303        | 193.1535 | 46550 | 0.6574          | 0.3882 |
| 0.1195        | 193.3610 | 46600 | 0.6590          | 0.3894 |
| 0.1195        | 193.5685 | 46650 | 0.6596          | 0.3886 |
| 0.1375        | 193.7759 | 46700 | 0.6595          | 0.3898 |
| 0.1375        | 193.9834 | 46750 | 0.6578          | 0.3890 |
| 0.1387        | 194.1909 | 46800 | 0.6579          | 0.3863 |
| 0.1387        | 194.3983 | 46850 | 0.6571          | 0.3874 |
| 0.1371        | 194.6058 | 46900 | 0.6594          | 0.3866 |
| 0.1371        | 194.8133 | 46950 | 0.6598          | 0.3843 |
| 0.1298        | 195.0207 | 47000 | 0.6620          | 0.3898 |
| 0.1298        | 195.2282 | 47050 | 0.6603          | 0.3886 |
| 0.1206        | 195.4357 | 47100 | 0.6610          | 0.3890 |
| 0.1206        | 195.6432 | 47150 | 0.6603          | 0.3882 |
| 0.1294        | 195.8506 | 47200 | 0.6603          | 0.3898 |
| 0.1294        | 196.0581 | 47250 | 0.6612          | 0.3898 |
| 0.1208        | 196.2656 | 47300 | 0.6626          | 0.3890 |
| 0.1208        | 196.4730 | 47350 | 0.6632          | 0.3855 |
| 0.1267        | 196.6805 | 47400 | 0.6641          | 0.3863 |
| 0.1267        | 196.8880 | 47450 | 0.6637          | 0.3855 |
| 0.1238        | 197.0954 | 47500 | 0.6633          | 0.3855 |
| 0.1238        | 197.3029 | 47550 | 0.6636          | 0.3855 |
| 0.1315        | 197.5104 | 47600 | 0.6628          | 0.3859 |
| 0.1315        | 197.7178 | 47650 | 0.6613          | 0.3874 |
| 0.1398        | 197.9253 | 47700 | 0.6615          | 0.3855 |
| 0.1398        | 198.1328 | 47750 | 0.6623          | 0.3863 |
| 0.1248        | 198.3402 | 47800 | 0.6621          | 0.3882 |
| 0.1248        | 198.5477 | 47850 | 0.6630          | 0.3878 |
| 0.1215        | 198.7552 | 47900 | 0.6626          | 0.3874 |
| 0.1215        | 198.9627 | 47950 | 0.6620          | 0.3870 |
| 0.1386        | 199.1701 | 48000 | 0.6626          | 0.3866 |
| 0.1386        | 199.3776 | 48050 | 0.6619          | 0.3859 |
| 0.1221        | 199.5851 | 48100 | 0.6621          | 0.3870 |
| 0.1221        | 199.7925 | 48150 | 0.6622          | 0.3870 |
| 0.1172        | 200.0    | 48200 | 0.6622          | 0.3874 |


### Framework versions

- Transformers 4.41.2
- Pytorch 2.4.0
- Datasets 2.19.1
- Tokenizers 0.19.1