transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b5-finetuned-cityscapes-1024-1024 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b5-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b5-cityscapes-512-512-finetuned-coastTrain
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b5-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b5-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b5-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5660
- Mean Iou: 0.7096
- Mean Accuracy: 0.8100
- Overall Accuracy: 0.8811
- Accuracy Water: 0.9463
- Accuracy Whitewater: 0.8319
- Accuracy Sediment: 0.8716
- Accuracy Other Natural Terrain: 0.4993
- Accuracy Vegetation: 0.9117
- Accuracy Development: 0.8799
- Accuracy Unknown: 0.7292
- Iou Water: 0.8761
- Iou Whitewater: 0.6987
- Iou Sediment: 0.7692
- Iou Other Natural Terrain: 0.4207
- Iou Vegetation: 0.7986
- Iou Development: 0.7085
- Iou Unknown: 0.6951

## 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: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 25

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7869        | 0.05  | 20   | 1.6730          | 0.1897   | 0.2878        | 0.4920           | 0.4899         | 0.0996              | 0.0840            | 0.0003                         | 0.8870              | 0.1604               | 0.2934           | 0.3942    | 0.0700         | 0.0763       | 0.0003                    | 0.3934         | 0.1353          | 0.2588      |
| 1.6865        | 0.11  | 40   | 1.3358          | 0.2144   | 0.3138        | 0.5924           | 0.8243         | 0.0500              | 0.1954            | 0.0                            | 0.9079              | 0.2133               | 0.0055           | 0.5716    | 0.0490         | 0.1702       | 0.0                       | 0.5077         | 0.1967          | 0.0054      |
| 1.3427        | 0.16  | 60   | 1.1694          | 0.1951   | 0.2941        | 0.5962           | 0.8238         | 0.0446              | 0.1368            | 0.0                            | 0.9811              | 0.0645               | 0.0082           | 0.6315    | 0.0434         | 0.1184       | 0.0                       | 0.5012         | 0.0630          | 0.0082      |
| 1.0404        | 0.22  | 80   | 1.0661          | 0.2590   | 0.3583        | 0.6348           | 0.8583         | 0.0471              | 0.2474            | 0.0                            | 0.9357              | 0.3876               | 0.0323           | 0.6338    | 0.0470         | 0.1955       | 0.0                       | 0.5441         | 0.3600          | 0.0323      |
| 1.1422        | 0.27  | 100  | 0.9724          | 0.3304   | 0.4450        | 0.6796           | 0.9034         | 0.1112              | 0.4984            | 0.0                            | 0.8486              | 0.6674               | 0.0859           | 0.6511    | 0.1095         | 0.3461       | 0.0                       | 0.6009         | 0.5194          | 0.0858      |
| 0.8264        | 0.32  | 120  | 0.9459          | 0.3815   | 0.4929        | 0.7111           | 0.9403         | 0.1701              | 0.4503            | 0.0                            | 0.7772              | 0.7352               | 0.3774           | 0.6776    | 0.1662         | 0.2944       | 0.0                       | 0.6225         | 0.5353          | 0.3745      |
| 1.1191        | 0.38  | 140  | 0.8514          | 0.4363   | 0.5460        | 0.7509           | 0.8589         | 0.2009              | 0.7234            | 0.0                            | 0.9098              | 0.6862               | 0.4424           | 0.7251    | 0.1965         | 0.5005       | 0.0                       | 0.6410         | 0.5498          | 0.4409      |
| 1.475         | 0.43  | 160  | 0.8789          | 0.4089   | 0.5258        | 0.7311           | 0.8891         | 0.1992              | 0.4867            | 0.0                            | 0.8436              | 0.8382               | 0.4238           | 0.7199    | 0.1934         | 0.3952       | 0.0                       | 0.6059         | 0.5276          | 0.4201      |
| 1.0117        | 0.49  | 180  | 0.8290          | 0.4342   | 0.5571        | 0.7484           | 0.8451         | 0.1765              | 0.6713            | 0.0                            | 0.8673              | 0.8308               | 0.5086           | 0.7556    | 0.1709         | 0.4881       | 0.0                       | 0.6128         | 0.5152          | 0.4967      |
| 1.0762        | 0.54  | 200  | 0.8169          | 0.4536   | 0.5888        | 0.7423           | 0.8711         | 0.4329              | 0.6116            | 0.0                            | 0.7746              | 0.8910               | 0.5402           | 0.7339    | 0.3886         | 0.4601       | 0.0                       | 0.6144         | 0.4639          | 0.5143      |
| 0.7088        | 0.59  | 220  | 0.7176          | 0.4647   | 0.5823        | 0.7769           | 0.9169         | 0.2060              | 0.7572            | 0.0                            | 0.8442              | 0.8346               | 0.5174           | 0.7607    | 0.2002         | 0.5408       | 0.0                       | 0.6758         | 0.5697          | 0.5060      |
| 1.1673        | 0.65  | 240  | 0.6926          | 0.4668   | 0.5713        | 0.7833           | 0.9110         | 0.1818              | 0.7988            | 0.0                            | 0.9077              | 0.6924               | 0.5076           | 0.7630    | 0.1760         | 0.5680       | 0.0                       | 0.6926         | 0.5718          | 0.4964      |
| 0.819         | 0.7   | 260  | 0.7199          | 0.4893   | 0.6039        | 0.7748           | 0.8856         | 0.4489              | 0.6503            | 0.0                            | 0.8669              | 0.8088               | 0.5665           | 0.7523    | 0.4006         | 0.5011       | 0.0                       | 0.6593         | 0.5641          | 0.5476      |
| 0.8159        | 0.76  | 280  | 0.6450          | 0.5235   | 0.6400        | 0.8043           | 0.8968         | 0.5229              | 0.8479            | 0.0                            | 0.9081              | 0.7546               | 0.5495           | 0.8047    | 0.4441         | 0.5845       | 0.0                       | 0.7087         | 0.5897          | 0.5331      |
| 0.5106        | 0.81  | 300  | 0.6862          | 0.5095   | 0.6144        | 0.7946           | 0.9347         | 0.5246              | 0.7094            | 0.0                            | 0.8990              | 0.7324               | 0.5003           | 0.7848    | 0.4317         | 0.5803       | 0.0                       | 0.6884         | 0.5845          | 0.4969      |
| 1.6295        | 0.86  | 320  | 0.6821          | 0.5166   | 0.6254        | 0.7947           | 0.8721         | 0.5026              | 0.7390            | 0.0                            | 0.9247              | 0.7488               | 0.5907           | 0.7971    | 0.4273         | 0.5915       | 0.0                       | 0.6711         | 0.5812          | 0.5480      |
| 0.6778        | 0.92  | 340  | 0.6748          | 0.5210   | 0.6443        | 0.7985           | 0.8983         | 0.6450              | 0.7436            | 0.0                            | 0.9062              | 0.8023               | 0.5145           | 0.8017    | 0.4824         | 0.6097       | 0.0                       | 0.6953         | 0.5559          | 0.5024      |
| 0.5691        | 0.97  | 360  | 0.6691          | 0.5295   | 0.6392        | 0.8024           | 0.8691         | 0.5215              | 0.8438            | 0.0                            | 0.9296              | 0.7270               | 0.5834           | 0.7916    | 0.4530         | 0.6066       | 0.0                       | 0.6932         | 0.6162          | 0.5458      |
| 0.9304        | 1.03  | 380  | 0.6415          | 0.5412   | 0.6596        | 0.8084           | 0.9091         | 0.6822              | 0.8048            | 0.0                            | 0.8998              | 0.7859               | 0.5358           | 0.8024    | 0.5181         | 0.6189       | 0.0                       | 0.7024         | 0.6340          | 0.5126      |
| 0.8359        | 1.08  | 400  | 0.5973          | 0.5492   | 0.6786        | 0.8158           | 0.9114         | 0.7224              | 0.8266            | 0.0                            | 0.8855              | 0.8520               | 0.5523           | 0.8137    | 0.5106         | 0.6352       | 0.0                       | 0.7172         | 0.6350          | 0.5328      |
| 0.5464        | 1.14  | 420  | 0.5950          | 0.5495   | 0.6740        | 0.8162           | 0.9427         | 0.6262              | 0.8573            | 0.0                            | 0.8251              | 0.8593               | 0.6075           | 0.8143    | 0.5062         | 0.6303       | 0.0                       | 0.7091         | 0.6116          | 0.5752      |
| 0.5086        | 1.19  | 440  | 0.5903          | 0.5626   | 0.6926        | 0.8211           | 0.8905         | 0.7257              | 0.8896            | 0.0                            | 0.8747              | 0.8005               | 0.6674           | 0.8174    | 0.5485         | 0.6167       | 0.0                       | 0.7214         | 0.6243          | 0.6097      |
| 0.4012        | 1.24  | 460  | 0.6441          | 0.5321   | 0.6342        | 0.8101           | 0.9439         | 0.5133              | 0.7812            | 0.0                            | 0.8961              | 0.7785               | 0.5265           | 0.8022    | 0.4613         | 0.6239       | 0.0                       | 0.7159         | 0.6259          | 0.4956      |
| 0.4512        | 1.3   | 480  | 0.6333          | 0.5481   | 0.6693        | 0.8162           | 0.9175         | 0.6760              | 0.8669            | 0.0                            | 0.8975              | 0.7990               | 0.5285           | 0.8253    | 0.5312         | 0.6255       | 0.0                       | 0.7202         | 0.6388          | 0.4955      |
| 0.8906        | 1.35  | 500  | 0.6266          | 0.5488   | 0.6595        | 0.8177           | 0.9284         | 0.6428              | 0.7894            | 0.0                            | 0.9110              | 0.8099               | 0.5350           | 0.8301    | 0.5266         | 0.6408       | 0.0                       | 0.7109         | 0.6151          | 0.5178      |
| 0.4136        | 1.41  | 520  | 0.6275          | 0.5427   | 0.6845        | 0.8122           | 0.8972         | 0.7420              | 0.8417            | 0.0                            | 0.8758              | 0.8909               | 0.5435           | 0.8285    | 0.5184         | 0.6443       | 0.0                       | 0.7155         | 0.5663          | 0.5261      |
| 0.3611        | 1.46  | 540  | 0.5947          | 0.5541   | 0.6597        | 0.8180           | 0.9184         | 0.6808              | 0.7818            | 0.0                            | 0.9294              | 0.7481               | 0.5594           | 0.8268    | 0.5360         | 0.6413       | 0.0                       | 0.7012         | 0.6337          | 0.5397      |
| 0.366         | 1.51  | 560  | 0.5689          | 0.5723   | 0.6776        | 0.8287           | 0.9218         | 0.6805              | 0.7981            | 0.0                            | 0.9095              | 0.7920               | 0.6415           | 0.8287    | 0.5634         | 0.6313       | 0.0                       | 0.7203         | 0.6591          | 0.6034      |
| 0.4422        | 1.57  | 580  | 0.6035          | 0.5652   | 0.6711        | 0.8252           | 0.9345         | 0.6733              | 0.7796            | 0.0                            | 0.9083              | 0.8360               | 0.5659           | 0.8251    | 0.5657         | 0.6362       | 0.0                       | 0.7209         | 0.6569          | 0.5516      |
| 0.5816        | 1.62  | 600  | 0.5651          | 0.5711   | 0.7027        | 0.8290           | 0.9095         | 0.8546              | 0.8309            | 0.0                            | 0.9051              | 0.8144               | 0.6046           | 0.8306    | 0.5323         | 0.6547       | 0.0                       | 0.7283         | 0.6717          | 0.5805      |
| 0.3161        | 1.68  | 620  | 0.5555          | 0.5856   | 0.7112        | 0.8336           | 0.9083         | 0.7695              | 0.8482            | 0.0                            | 0.8669              | 0.8936               | 0.6921           | 0.8375    | 0.6016         | 0.6816       | 0.0                       | 0.7238         | 0.6212          | 0.6336      |
| 0.3963        | 1.73  | 640  | 0.5569          | 0.5856   | 0.6867        | 0.8347           | 0.9131         | 0.6977              | 0.8404            | 0.0                            | 0.9279              | 0.7917               | 0.6363           | 0.8328    | 0.5907         | 0.6761       | 0.0                       | 0.7235         | 0.6668          | 0.6091      |
| 1.1068        | 1.78  | 660  | 0.5667          | 0.5809   | 0.6864        | 0.8324           | 0.9227         | 0.7348              | 0.8057            | 0.0                            | 0.9177              | 0.7984               | 0.6257           | 0.8252    | 0.5897         | 0.6634       | 0.0                       | 0.7312         | 0.6722          | 0.5848      |
| 0.7308        | 1.84  | 680  | 0.5451          | 0.5862   | 0.6841        | 0.8378           | 0.9351         | 0.6702              | 0.8559            | 0.0                            | 0.9234              | 0.8136               | 0.5906           | 0.8283    | 0.5761         | 0.6798       | 0.0                       | 0.7410         | 0.7028          | 0.5751      |
| 0.4504        | 1.89  | 700  | 0.5394          | 0.5997   | 0.7189        | 0.8416           | 0.9008         | 0.7593              | 0.8843            | 0.0000                         | 0.8871              | 0.8946               | 0.7062           | 0.8368    | 0.6057         | 0.6815       | 0.0000                    | 0.7330         | 0.6887          | 0.6522      |
| 0.6723        | 1.95  | 720  | 0.5213          | 0.5949   | 0.6998        | 0.8397           | 0.9075         | 0.7133              | 0.8073            | 0.0                            | 0.8971              | 0.7825               | 0.7908           | 0.8201    | 0.6001         | 0.6940       | 0.0                       | 0.7525         | 0.6656          | 0.6318      |
| 1.8716        | 2.0   | 740  | 0.6752          | 0.5433   | 0.6693        | 0.8077           | 0.9273         | 0.7063              | 0.8397            | 0.0                            | 0.8718              | 0.9078               | 0.4322           | 0.8125    | 0.5853         | 0.6515       | 0.0                       | 0.7026         | 0.6281          | 0.4233      |
| 0.3526        | 2.05  | 760  | 0.6048          | 0.5577   | 0.6633        | 0.8247           | 0.9417         | 0.6346              | 0.8600            | 0.0                            | 0.9165              | 0.7746               | 0.5154           | 0.8267    | 0.5156         | 0.6763       | 0.0                       | 0.7248         | 0.6524          | 0.5084      |
| 0.8143        | 2.11  | 780  | 0.6048          | 0.5571   | 0.6912        | 0.8148           | 0.9058         | 0.8190              | 0.7949            | 0.0                            | 0.8850              | 0.9207               | 0.5127           | 0.8236    | 0.6317         | 0.6462       | 0.0                       | 0.7180         | 0.5818          | 0.4986      |
| 0.4404        | 2.16  | 800  | 0.5332          | 0.5788   | 0.6904        | 0.8313           | 0.9470         | 0.7292              | 0.8590            | 0.0003                         | 0.8758              | 0.8384               | 0.5832           | 0.8263    | 0.5831         | 0.6799       | 0.0003                    | 0.7289         | 0.6866          | 0.5468      |
| 1.5442        | 2.22  | 820  | 0.5527          | 0.5798   | 0.6954        | 0.8336           | 0.9305         | 0.7805              | 0.7921            | 0.0                            | 0.9071              | 0.8683               | 0.5894           | 0.8470    | 0.6189         | 0.6843       | 0.0                       | 0.7395         | 0.6272          | 0.5417      |
| 0.2406        | 2.27  | 840  | 0.5961          | 0.5580   | 0.6800        | 0.8177           | 0.9187         | 0.6968              | 0.8732            | 0.0011                         | 0.8778              | 0.8605               | 0.5322           | 0.8270    | 0.5785         | 0.6841       | 0.0011                    | 0.7158         | 0.6191          | 0.4805      |
| 0.6891        | 2.32  | 860  | 0.5977          | 0.5668   | 0.6984        | 0.8229           | 0.9124         | 0.8123              | 0.8318            | 0.0016                         | 0.8878              | 0.9033               | 0.5393           | 0.8295    | 0.6257         | 0.6768       | 0.0016                    | 0.7375         | 0.5899          | 0.5065      |
| 0.2213        | 2.38  | 880  | 0.5615          | 0.5741   | 0.6977        | 0.8266           | 0.9145         | 0.8230              | 0.8095            | 0.0074                         | 0.9108              | 0.8875               | 0.5312           | 0.8322    | 0.6290         | 0.6948       | 0.0074                    | 0.7311         | 0.6119          | 0.5124      |
| 0.6314        | 2.43  | 900  | 0.5351          | 0.5928   | 0.7070        | 0.8373           | 0.8989         | 0.7600              | 0.8465            | 0.0082                         | 0.9130              | 0.8553               | 0.6669           | 0.8319    | 0.6172         | 0.6913       | 0.0082                    | 0.7389         | 0.6578          | 0.6041      |
| 0.8619        | 2.49  | 920  | 0.5227          | 0.6031   | 0.7266        | 0.8458           | 0.9117         | 0.7834              | 0.8580            | 0.0001                         | 0.8652              | 0.8958               | 0.7722           | 0.8407    | 0.6159         | 0.6697       | 0.0001                    | 0.7502         | 0.6671          | 0.6780      |
| 0.3913        | 2.54  | 940  | 0.5070          | 0.6071   | 0.7143        | 0.8481           | 0.9289         | 0.7794              | 0.8277            | 0.0001                         | 0.9008              | 0.8541               | 0.7092           | 0.8462    | 0.6329         | 0.6863       | 0.0001                    | 0.7488         | 0.6937          | 0.6419      |
| 0.5043        | 2.59  | 960  | 0.5220          | 0.6104   | 0.7180        | 0.8494           | 0.9189         | 0.7882              | 0.8778            | 0.0054                         | 0.9049              | 0.7886               | 0.7420           | 0.8397    | 0.6361         | 0.6845       | 0.0054                    | 0.7527         | 0.6724          | 0.6819      |
| 0.2676        | 2.65  | 980  | 0.5918          | 0.5820   | 0.7055        | 0.8339           | 0.9251         | 0.8134              | 0.8375            | 0.0170                         | 0.9065              | 0.8908               | 0.5484           | 0.8475    | 0.6310         | 0.7246       | 0.0169                    | 0.7519         | 0.5673          | 0.5348      |
| 0.3604        | 2.7   | 1000 | 0.5708          | 0.5853   | 0.7121        | 0.8313           | 0.9282         | 0.8105              | 0.9014            | 0.0143                         | 0.8597              | 0.8801               | 0.5910           | 0.8337    | 0.6490         | 0.6808       | 0.0143                    | 0.7349         | 0.6457          | 0.5389      |
| 0.3495        | 2.76  | 1020 | 0.5675          | 0.5926   | 0.7077        | 0.8369           | 0.9261         | 0.7396              | 0.8907            | 0.0143                         | 0.8703              | 0.8490               | 0.6640           | 0.8333    | 0.6066         | 0.6780       | 0.0142                    | 0.7313         | 0.6853          | 0.5995      |
| 0.3026        | 2.81  | 1040 | 0.5944          | 0.5625   | 0.6806        | 0.8240           | 0.9004         | 0.5326              | 0.8021            | 0.0073                         | 0.8453              | 0.8974               | 0.7787           | 0.8228    | 0.4382         | 0.6807       | 0.0073                    | 0.7230         | 0.7015          | 0.5642      |
| 0.4121        | 2.86  | 1060 | 0.5965          | 0.6026   | 0.7133        | 0.8409           | 0.9177         | 0.8344              | 0.8718            | 0.0022                         | 0.9168              | 0.8455               | 0.6044           | 0.8339    | 0.6659         | 0.6983       | 0.0022                    | 0.7413         | 0.7092          | 0.5673      |
| 0.4115        | 2.92  | 1080 | 0.5514          | 0.5996   | 0.7165        | 0.8416           | 0.9380         | 0.8276              | 0.8579            | 0.0091                         | 0.8899              | 0.9083               | 0.5848           | 0.8362    | 0.6393         | 0.6985       | 0.0090                    | 0.7445         | 0.7065          | 0.5633      |
| 0.2564        | 2.97  | 1100 | 0.5257          | 0.6010   | 0.7095        | 0.8425           | 0.9247         | 0.7582              | 0.8717            | 0.0219                         | 0.9129              | 0.8738               | 0.6036           | 0.8385    | 0.6093         | 0.7101       | 0.0218                    | 0.7403         | 0.7087          | 0.5785      |
| 0.3053        | 3.03  | 1120 | 0.5541          | 0.5943   | 0.7096        | 0.8389           | 0.9208         | 0.7512              | 0.9048            | 0.0216                         | 0.8942              | 0.8543               | 0.6205           | 0.8307    | 0.5933         | 0.6821       | 0.0215                    | 0.7393         | 0.6973          | 0.5960      |
| 0.5715        | 3.08  | 1140 | 0.5467          | 0.5986   | 0.7014        | 0.8466           | 0.9319         | 0.6833              | 0.8590            | 0.0045                         | 0.9147              | 0.8670               | 0.6491           | 0.8522    | 0.5739         | 0.6950       | 0.0045                    | 0.7406         | 0.6938          | 0.6304      |
| 0.6605        | 3.14  | 1160 | 0.5642          | 0.6150   | 0.7266        | 0.8477           | 0.9234         | 0.8324              | 0.8053            | 0.0750                         | 0.9218              | 0.9026               | 0.6259           | 0.8481    | 0.6321         | 0.7025       | 0.0747                    | 0.7449         | 0.6870          | 0.6156      |
| 0.2237        | 3.19  | 1180 | 0.5258          | 0.6121   | 0.7186        | 0.8503           | 0.9331         | 0.7522              | 0.8576            | 0.0267                         | 0.9040              | 0.8994               | 0.6572           | 0.8456    | 0.6215         | 0.6982       | 0.0266                    | 0.7518         | 0.6973          | 0.6437      |
| 0.1796        | 3.24  | 1200 | 0.5549          | 0.6098   | 0.7148        | 0.8447           | 0.9335         | 0.7445              | 0.8377            | 0.0644                         | 0.9011              | 0.8913               | 0.6312           | 0.8331    | 0.6119         | 0.7071       | 0.0641                    | 0.7411         | 0.6896          | 0.6219      |
| 0.2964        | 3.3   | 1220 | 0.5876          | 0.6044   | 0.7270        | 0.8377           | 0.8636         | 0.7857              | 0.8873            | 0.0375                         | 0.8912              | 0.8251               | 0.7986           | 0.8023    | 0.6430         | 0.6917       | 0.0373                    | 0.7614         | 0.6614          | 0.6338      |
| 0.286         | 3.35  | 1240 | 0.4495          | 0.6440   | 0.7510        | 0.8616           | 0.9264         | 0.8400              | 0.8198            | 0.1348                         | 0.9017              | 0.8444               | 0.7900           | 0.8425    | 0.6450         | 0.7239       | 0.1329                    | 0.7772         | 0.6717          | 0.7149      |
| 0.8444        | 3.41  | 1260 | 0.4613          | 0.6452   | 0.7400        | 0.8701           | 0.9422         | 0.7420              | 0.8741            | 0.0752                         | 0.9140              | 0.8584               | 0.7743           | 0.8520    | 0.6375         | 0.7142       | 0.0740                    | 0.7969         | 0.6907          | 0.7511      |
| 0.5691        | 3.46  | 1280 | 0.5630          | 0.6081   | 0.7265        | 0.8389           | 0.8873         | 0.7211              | 0.8961            | 0.0812                         | 0.8700              | 0.8608               | 0.7691           | 0.8080    | 0.6057         | 0.7052       | 0.0791                    | 0.7575         | 0.6828          | 0.6182      |
| 0.3308        | 3.51  | 1300 | 0.5206          | 0.6257   | 0.7368        | 0.8555           | 0.9370         | 0.8242              | 0.8638            | 0.0662                         | 0.8908              | 0.8670               | 0.7086           | 0.8516    | 0.6436         | 0.7067       | 0.0646                    | 0.7619         | 0.6897          | 0.6616      |
| 0.7701        | 3.57  | 1320 | 0.5687          | 0.6105   | 0.7166        | 0.8459           | 0.9465         | 0.7459              | 0.8654            | 0.0651                         | 0.8852              | 0.8781               | 0.6300           | 0.8291    | 0.6160         | 0.7030       | 0.0632                    | 0.7540         | 0.6928          | 0.6154      |
| 0.4416        | 3.62  | 1340 | 0.5212          | 0.6201   | 0.7167        | 0.8521           | 0.9405         | 0.7353              | 0.8704            | 0.0996                         | 0.9159              | 0.7603               | 0.6950           | 0.8504    | 0.6206         | 0.7016       | 0.0949                    | 0.7540         | 0.6505          | 0.6683      |
| 0.3212        | 3.68  | 1360 | 0.4729          | 0.6611   | 0.7719        | 0.8681           | 0.9434         | 0.8136              | 0.8317            | 0.2239                         | 0.8668              | 0.9181               | 0.8061           | 0.8643    | 0.6507         | 0.7270       | 0.2105                    | 0.7803         | 0.6316          | 0.7631      |
| 0.6837        | 3.73  | 1380 | 0.4984          | 0.6387   | 0.7553        | 0.8554           | 0.9424         | 0.7992              | 0.8743            | 0.1861                         | 0.8586              | 0.9213               | 0.7053           | 0.8615    | 0.6534         | 0.7161       | 0.1662                    | 0.7554         | 0.6381          | 0.6803      |
| 0.3388        | 3.78  | 1400 | 0.5311          | 0.6375   | 0.7367        | 0.8524           | 0.9384         | 0.7173              | 0.8529            | 0.2293                         | 0.8956              | 0.8298               | 0.6936           | 0.8521    | 0.6171         | 0.7214       | 0.2003                    | 0.7477         | 0.6914          | 0.6322      |
| 0.2773        | 3.84  | 1420 | 0.5747          | 0.6243   | 0.7436        | 0.8453           | 0.9363         | 0.7845              | 0.8710            | 0.2294                         | 0.8854              | 0.9271               | 0.5714           | 0.8566    | 0.6418         | 0.7243       | 0.2034                    | 0.7531         | 0.6375          | 0.5531      |
| 0.4829        | 3.89  | 1440 | 0.4821          | 0.6605   | 0.7618        | 0.8671           | 0.9341         | 0.8260              | 0.8438            | 0.1967                         | 0.8958              | 0.8229               | 0.8130           | 0.8473    | 0.6585         | 0.7319       | 0.1899                    | 0.7835         | 0.6993          | 0.7132      |
| 1.18          | 3.95  | 1460 | 0.4574          | 0.6715   | 0.7684        | 0.8743           | 0.9277         | 0.8027              | 0.8248            | 0.2032                         | 0.9160              | 0.8869               | 0.8175           | 0.8534    | 0.6569         | 0.7413       | 0.1956                    | 0.7933         | 0.6982          | 0.7615      |
| 0.3137        | 4.0   | 1480 | 0.4898          | 0.6473   | 0.7478        | 0.8580           | 0.9085         | 0.7580              | 0.8810            | 0.1833                         | 0.9050              | 0.7966               | 0.8024           | 0.8519    | 0.6395         | 0.7305       | 0.1723                    | 0.7507         | 0.6974          | 0.6888      |
| 0.2366        | 4.05  | 1500 | 0.4845          | 0.6613   | 0.7691        | 0.8657           | 0.9421         | 0.8300              | 0.8850            | 0.2413                         | 0.8918              | 0.8891               | 0.7044           | 0.8533    | 0.6508         | 0.7255       | 0.2265                    | 0.7777         | 0.7101          | 0.6850      |
| 0.2155        | 4.11  | 1520 | 0.5356          | 0.6608   | 0.7573        | 0.8624           | 0.9468         | 0.7520              | 0.8318            | 0.3049                         | 0.9072              | 0.8768               | 0.6818           | 0.8518    | 0.6411         | 0.7173       | 0.2639                    | 0.7682         | 0.7176          | 0.6660      |
| 0.4067        | 4.16  | 1540 | 0.4990          | 0.6525   | 0.7638        | 0.8604           | 0.9030         | 0.7382              | 0.8150            | 0.2843                         | 0.8979              | 0.8790               | 0.8292           | 0.8404    | 0.5873         | 0.7238       | 0.2361                    | 0.7784         | 0.6934          | 0.7084      |
| 0.354         | 4.22  | 1560 | 0.4710          | 0.6792   | 0.7938        | 0.8716           | 0.9342         | 0.8430              | 0.8744            | 0.3118                         | 0.8592              | 0.9052               | 0.8290           | 0.8554    | 0.6524         | 0.7445       | 0.2809                    | 0.7815         | 0.6804          | 0.7591      |
| 0.6107        | 4.27  | 1580 | 0.4985          | 0.6586   | 0.7645        | 0.8642           | 0.9296         | 0.7848              | 0.8810            | 0.2439                         | 0.8969              | 0.8780               | 0.7374           | 0.8603    | 0.6542         | 0.7112       | 0.2198                    | 0.7703         | 0.6933          | 0.7011      |
| 0.1191        | 4.32  | 1600 | 0.4457          | 0.6820   | 0.7732        | 0.8779           | 0.9401         | 0.7269              | 0.8604            | 0.3259                         | 0.9180              | 0.8253               | 0.8157           | 0.8614    | 0.6116         | 0.7353       | 0.2934                    | 0.7974         | 0.6989          | 0.7758      |
| 0.2567        | 4.38  | 1620 | 0.5391          | 0.6630   | 0.7732        | 0.8601           | 0.9231         | 0.7242              | 0.8487            | 0.4188                         | 0.9025              | 0.8982               | 0.6971           | 0.8605    | 0.5984         | 0.7558       | 0.3221                    | 0.7578         | 0.6860          | 0.6603      |
| 0.3344        | 4.43  | 1640 | 0.4906          | 0.6711   | 0.7675        | 0.8677           | 0.9347         | 0.7109              | 0.8618            | 0.3658                         | 0.9040              | 0.8085               | 0.7870           | 0.8503    | 0.5954         | 0.7531       | 0.3287                    | 0.7825         | 0.6829          | 0.7048      |
| 0.2813        | 4.49  | 1660 | 0.4923          | 0.6738   | 0.7855        | 0.8675           | 0.9185         | 0.7756              | 0.8795            | 0.4014                         | 0.9004              | 0.8454               | 0.7778           | 0.8480    | 0.6109         | 0.7452       | 0.3204                    | 0.7878         | 0.6893          | 0.7150      |
| 0.1327        | 4.54  | 1680 | 0.5320          | 0.6723   | 0.7850        | 0.8666           | 0.9359         | 0.7100              | 0.8961            | 0.4199                         | 0.8622              | 0.8862               | 0.7850           | 0.8502    | 0.6091         | 0.7329       | 0.3219                    | 0.7831         | 0.6855          | 0.7235      |
| 0.1881        | 4.59  | 1700 | 0.5100          | 0.6730   | 0.7826        | 0.8657           | 0.9426         | 0.6979              | 0.8863            | 0.4732                         | 0.8779              | 0.8662               | 0.7339           | 0.8577    | 0.6006         | 0.7557       | 0.3216                    | 0.7685         | 0.7010          | 0.7057      |
| 0.2198        | 4.65  | 1720 | 0.4461          | 0.6873   | 0.7852        | 0.8763           | 0.9287         | 0.7624              | 0.8388            | 0.3827                         | 0.9124              | 0.8400               | 0.8314           | 0.8555    | 0.6132         | 0.7548       | 0.3329                    | 0.7927         | 0.6880          | 0.7738      |
| 0.4457        | 4.7   | 1740 | 0.5282          | 0.6631   | 0.7776        | 0.8616           | 0.9055         | 0.7438              | 0.9051            | 0.3135                         | 0.8636              | 0.8570               | 0.8548           | 0.8372    | 0.6150         | 0.7240       | 0.2870                    | 0.7778         | 0.6973          | 0.7035      |
| 0.2517        | 4.76  | 1760 | 0.5730          | 0.6604   | 0.7729        | 0.8568           | 0.9282         | 0.7986              | 0.9005            | 0.3926                         | 0.8986              | 0.8365               | 0.6550           | 0.8489    | 0.6575         | 0.7205       | 0.3227                    | 0.7646         | 0.6727          | 0.6361      |
| 0.4303        | 4.81  | 1780 | 0.5073          | 0.6640   | 0.7957        | 0.8571           | 0.9337         | 0.7878              | 0.8565            | 0.5059                         | 0.8400              | 0.8956               | 0.7504           | 0.8523    | 0.6486         | 0.7298       | 0.2940                    | 0.7651         | 0.6432          | 0.7149      |
| 0.3944        | 4.86  | 1800 | 0.4867          | 0.6739   | 0.7827        | 0.8659           | 0.9319         | 0.8167              | 0.8735            | 0.3844                         | 0.8981              | 0.8448               | 0.7298           | 0.8477    | 0.6506         | 0.7322       | 0.3239                    | 0.7819         | 0.6800          | 0.7012      |
| 0.6012        | 4.92  | 1820 | 0.4952          | 0.6722   | 0.7807        | 0.8611           | 0.9023         | 0.8245              | 0.8540            | 0.3771                         | 0.9178              | 0.8522               | 0.7372           | 0.8335    | 0.6620         | 0.7561       | 0.3362                    | 0.7821         | 0.6748          | 0.6605      |
| 0.327         | 4.97  | 1840 | 0.4402          | 0.6954   | 0.8006        | 0.8772           | 0.9481         | 0.7937              | 0.8256            | 0.4786                         | 0.8959              | 0.8942               | 0.7679           | 0.8635    | 0.6582         | 0.7517       | 0.3682                    | 0.8003         | 0.6798          | 0.7459      |
| 0.1421        | 5.03  | 1860 | 0.5242          | 0.6746   | 0.7843        | 0.8653           | 0.9526         | 0.7812              | 0.8842            | 0.4337                         | 0.8776              | 0.8747               | 0.6859           | 0.8570    | 0.6557         | 0.7540       | 0.3204                    | 0.7752         | 0.7005          | 0.6591      |
| 0.2281        | 5.08  | 1880 | 0.4724          | 0.6934   | 0.7981        | 0.8739           | 0.9398         | 0.8055              | 0.8379            | 0.4750                         | 0.9005              | 0.8682               | 0.7600           | 0.8549    | 0.6556         | 0.7680       | 0.3552                    | 0.7883         | 0.7030          | 0.7289      |
| 0.2993        | 5.14  | 1900 | 0.4743          | 0.6906   | 0.8048        | 0.8734           | 0.9179         | 0.8497              | 0.8659            | 0.4449                         | 0.9038              | 0.8634               | 0.7883           | 0.8530    | 0.6452         | 0.7612       | 0.3450                    | 0.7912         | 0.7033          | 0.7355      |
| 0.2055        | 5.19  | 1920 | 0.4622          | 0.6946   | 0.8067        | 0.8751           | 0.9235         | 0.8360              | 0.8735            | 0.4365                         | 0.8923              | 0.8917               | 0.7937           | 0.8566    | 0.6565         | 0.7676       | 0.3458                    | 0.7887         | 0.7110          | 0.7363      |
| 0.3412        | 5.24  | 1940 | 0.4457          | 0.6952   | 0.8125        | 0.8759           | 0.9201         | 0.8528              | 0.8940            | 0.4325                         | 0.8768              | 0.8663               | 0.8447           | 0.8646    | 0.6578         | 0.7447       | 0.3568                    | 0.7844         | 0.6959          | 0.7621      |
| 0.151         | 5.3   | 1960 | 0.4514          | 0.6987   | 0.8015        | 0.8788           | 0.9391         | 0.7956              | 0.8804            | 0.3985                         | 0.8831              | 0.9117               | 0.8020           | 0.8706    | 0.6685         | 0.7522       | 0.3468                    | 0.7816         | 0.6951          | 0.7758      |
| 0.2555        | 5.35  | 1980 | 0.4614          | 0.6948   | 0.7889        | 0.8787           | 0.9345         | 0.8141              | 0.8631            | 0.3713                         | 0.9240              | 0.8289               | 0.7866           | 0.8607    | 0.6671         | 0.7611       | 0.3365                    | 0.7970         | 0.6890          | 0.7519      |
| 0.2239        | 5.41  | 2000 | 0.4844          | 0.6866   | 0.7904        | 0.8715           | 0.9036         | 0.7965              | 0.8565            | 0.3857                         | 0.9111              | 0.8231               | 0.8560           | 0.8506    | 0.6680         | 0.7614       | 0.3428                    | 0.7942         | 0.6705          | 0.7185      |
| 0.5612        | 5.46  | 2020 | 0.4714          | 0.6793   | 0.7872        | 0.8700           | 0.9358         | 0.7631              | 0.8837            | 0.4077                         | 0.8903              | 0.8830               | 0.7467           | 0.8606    | 0.6458         | 0.7542       | 0.3295                    | 0.7872         | 0.6757          | 0.7022      |
| 0.1632        | 5.51  | 2040 | 0.4192          | 0.7001   | 0.8006        | 0.8799           | 0.9337         | 0.7906              | 0.8776            | 0.4283                         | 0.9040              | 0.8670               | 0.8032           | 0.8620    | 0.6523         | 0.7545       | 0.3565                    | 0.7943         | 0.7136          | 0.7676      |
| 0.3176        | 5.57  | 2060 | 0.4405          | 0.6961   | 0.8071        | 0.8739           | 0.9055         | 0.7677              | 0.8714            | 0.4748                         | 0.8877              | 0.8745               | 0.8681           | 0.8364    | 0.6430         | 0.7630       | 0.3790                    | 0.8048         | 0.7027          | 0.7435      |
| 0.2527        | 5.62  | 2080 | 0.4809          | 0.6865   | 0.8118        | 0.8643           | 0.8902         | 0.8201              | 0.8365            | 0.5203                         | 0.8765              | 0.8821               | 0.8570           | 0.8246    | 0.6589         | 0.7479       | 0.3651                    | 0.7878         | 0.6943          | 0.7268      |
| 0.1764        | 5.68  | 2100 | 0.5341          | 0.6777   | 0.7883        | 0.8588           | 0.8914         | 0.8190              | 0.8287            | 0.4192                         | 0.9007              | 0.8714               | 0.7878           | 0.8238    | 0.6738         | 0.7457       | 0.3683                    | 0.7768         | 0.6936          | 0.6617      |
| 0.1136        | 5.73  | 2120 | 0.4474          | 0.6963   | 0.7986        | 0.8749           | 0.9295         | 0.8177              | 0.8562            | 0.4604                         | 0.9136              | 0.8418               | 0.7708           | 0.8611    | 0.6680         | 0.7516       | 0.3707                    | 0.7827         | 0.7011          | 0.7390      |
| 0.5141        | 5.78  | 2140 | 0.4665          | 0.6846   | 0.7962        | 0.8712           | 0.9421         | 0.8277              | 0.8321            | 0.4425                         | 0.8902              | 0.8964               | 0.7426           | 0.8667    | 0.6649         | 0.7442       | 0.3540                    | 0.7868         | 0.6655          | 0.7100      |
| 0.174         | 5.84  | 2160 | 0.5218          | 0.6835   | 0.7878        | 0.8690           | 0.9482         | 0.7833              | 0.8772            | 0.4438                         | 0.8915              | 0.8688               | 0.7019           | 0.8577    | 0.6668         | 0.7536       | 0.3759                    | 0.7872         | 0.6675          | 0.6755      |
| 0.188         | 5.89  | 2180 | 0.4522          | 0.7021   | 0.8060        | 0.8802           | 0.9293         | 0.8342              | 0.8655            | 0.4577                         | 0.9181              | 0.8512               | 0.7858           | 0.8665    | 0.6660         | 0.7572       | 0.3813                    | 0.7996         | 0.6905          | 0.7540      |
| 0.3344        | 5.95  | 2200 | 0.4360          | 0.7086   | 0.8142        | 0.8837           | 0.9306         | 0.7532              | 0.8829            | 0.5359                         | 0.9002              | 0.8530               | 0.8436           | 0.8695    | 0.6444         | 0.7615       | 0.3880                    | 0.8023         | 0.6994          | 0.7950      |
| 0.1797        | 6.0   | 2220 | 0.4445          | 0.7060   | 0.8141        | 0.8818           | 0.9441         | 0.8379              | 0.8681            | 0.4773                         | 0.8861              | 0.8778               | 0.8078           | 0.8675    | 0.6734         | 0.7598       | 0.3752                    | 0.8000         | 0.6887          | 0.7772      |
| 0.2774        | 6.05  | 2240 | 0.4818          | 0.6994   | 0.7988        | 0.8768           | 0.9332         | 0.7931              | 0.8432            | 0.4720                         | 0.9138              | 0.8620               | 0.7747           | 0.8585    | 0.6726         | 0.7516       | 0.3863                    | 0.7948         | 0.6857          | 0.7461      |
| 0.2327        | 6.11  | 2260 | 0.4569          | 0.7031   | 0.8161        | 0.8784           | 0.9475         | 0.8025              | 0.8781            | 0.5475                         | 0.8725              | 0.8686               | 0.7959           | 0.8673    | 0.6759         | 0.7472       | 0.3821                    | 0.7932         | 0.6922          | 0.7639      |
| 0.2325        | 6.16  | 2280 | 0.4467          | 0.7008   | 0.8099        | 0.8781           | 0.9340         | 0.8298              | 0.8729            | 0.4840                         | 0.8993              | 0.8757               | 0.7738           | 0.8649    | 0.6751         | 0.7579       | 0.3879                    | 0.7987         | 0.6742          | 0.7469      |
| 0.2765        | 6.22  | 2300 | 0.4697          | 0.7079   | 0.8190        | 0.8814           | 0.9312         | 0.8476              | 0.8850            | 0.4808                         | 0.8852              | 0.8712               | 0.8319           | 0.8622    | 0.6748         | 0.7480       | 0.3760                    | 0.7963         | 0.7046          | 0.7935      |
| 0.2046        | 6.27  | 2320 | 0.4616          | 0.7127   | 0.8109        | 0.8837           | 0.9376         | 0.7920              | 0.8526            | 0.4951                         | 0.9013              | 0.8622               | 0.8354           | 0.8613    | 0.6714         | 0.7559       | 0.4065                    | 0.8032         | 0.7022          | 0.7887      |
| 0.1963        | 6.32  | 2340 | 0.4739          | 0.6945   | 0.8007        | 0.8725           | 0.9310         | 0.8082              | 0.8955            | 0.4643                         | 0.8927              | 0.8487               | 0.7645           | 0.8585    | 0.6757         | 0.7448       | 0.3928                    | 0.7816         | 0.6807          | 0.7273      |
| 0.2361        | 6.38  | 2360 | 0.4741          | 0.7069   | 0.8140        | 0.8802           | 0.9299         | 0.8167              | 0.8707            | 0.4924                         | 0.8943              | 0.8771               | 0.8170           | 0.8667    | 0.6784         | 0.7430       | 0.3972                    | 0.7933         | 0.6887          | 0.7810      |
| 0.2632        | 6.43  | 2380 | 0.4558          | 0.7139   | 0.8155        | 0.8826           | 0.9459         | 0.8249              | 0.8559            | 0.5139                         | 0.8881              | 0.8566               | 0.8232           | 0.8579    | 0.6799         | 0.7580       | 0.4103                    | 0.7994         | 0.7044          | 0.7875      |
| 0.3303        | 6.49  | 2400 | 0.4515          | 0.7168   | 0.8235        | 0.8848           | 0.9259         | 0.8486              | 0.8710            | 0.5175                         | 0.9060              | 0.8625               | 0.8334           | 0.8647    | 0.6741         | 0.7653       | 0.4198                    | 0.8040         | 0.6994          | 0.7903      |
| 0.2302        | 6.54  | 2420 | 0.5023          | 0.7023   | 0.8086        | 0.8749           | 0.9289         | 0.8241              | 0.8668            | 0.5379                         | 0.9107              | 0.8341               | 0.7576           | 0.8635    | 0.6727         | 0.7638       | 0.4177                    | 0.7813         | 0.7000          | 0.7171      |
| 0.1938        | 6.59  | 2440 | 0.4455          | 0.7135   | 0.8184        | 0.8836           | 0.9385         | 0.8023              | 0.8569            | 0.5383                         | 0.8913              | 0.8604               | 0.8413           | 0.8639    | 0.6716         | 0.7535       | 0.4012                    | 0.7998         | 0.7039          | 0.8004      |
| 0.2548        | 6.65  | 2460 | 0.4623          | 0.7105   | 0.8076        | 0.8845           | 0.9245         | 0.8094              | 0.8767            | 0.4464                         | 0.9216              | 0.8380               | 0.8362           | 0.8654    | 0.6776         | 0.7547       | 0.3729                    | 0.8026         | 0.7027          | 0.7980      |
| 0.1381        | 6.7   | 2480 | 0.5230          | 0.6845   | 0.8019        | 0.8681           | 0.9127         | 0.8364              | 0.8695            | 0.4520                         | 0.8976              | 0.8859               | 0.7589           | 0.8565    | 0.6653         | 0.7490       | 0.3569                    | 0.7795         | 0.6690          | 0.7149      |
| 0.3893        | 6.76  | 2500 | 0.5467          | 0.6816   | 0.7832        | 0.8673           | 0.9414         | 0.7916              | 0.8847            | 0.4098                         | 0.8943              | 0.8442               | 0.7166           | 0.8537    | 0.6665         | 0.7586       | 0.3393                    | 0.7716         | 0.6987          | 0.6825      |
| 0.265         | 6.81  | 2520 | 0.5706          | 0.6789   | 0.7995        | 0.8636           | 0.9280         | 0.8522              | 0.8637            | 0.4634                         | 0.8812              | 0.9074               | 0.7009           | 0.8567    | 0.6724         | 0.7561       | 0.3618                    | 0.7704         | 0.6671          | 0.6675      |
| 0.1622        | 6.86  | 2540 | 0.5427          | 0.6803   | 0.7808        | 0.8669           | 0.9521         | 0.8043              | 0.8767            | 0.4134                         | 0.8967              | 0.8405               | 0.6822           | 0.8576    | 0.6739         | 0.7517       | 0.3402                    | 0.7713         | 0.7081          | 0.6591      |
| 0.2996        | 6.92  | 2560 | 0.5518          | 0.6801   | 0.7910        | 0.8658           | 0.9381         | 0.8455              | 0.8768            | 0.4183                         | 0.8908              | 0.8771               | 0.6904           | 0.8564    | 0.6737         | 0.7388       | 0.3572                    | 0.7725         | 0.6991          | 0.6633      |
| 0.2399        | 6.97  | 2580 | 0.4749          | 0.6954   | 0.7948        | 0.8751           | 0.9334         | 0.7980              | 0.8536            | 0.4331                         | 0.9032              | 0.8485               | 0.7935           | 0.8499    | 0.6713         | 0.7370       | 0.3594                    | 0.7930         | 0.7105          | 0.7464      |
| 0.1772        | 7.03  | 2600 | 0.5112          | 0.6882   | 0.8023        | 0.8708           | 0.9248         | 0.8454              | 0.8591            | 0.4283                         | 0.8905              | 0.9117               | 0.7567           | 0.8542    | 0.6686         | 0.7392       | 0.3601                    | 0.7867         | 0.6899          | 0.7183      |
| 0.2108        | 7.08  | 2620 | 0.4926          | 0.7034   | 0.8062        | 0.8795           | 0.9369         | 0.8160              | 0.8563            | 0.4529                         | 0.8976              | 0.8882               | 0.7952           | 0.8586    | 0.6741         | 0.7536       | 0.3730                    | 0.7979         | 0.7091          | 0.7578      |
| 0.2477        | 7.14  | 2640 | 0.4855          | 0.6858   | 0.7974        | 0.8689           | 0.9219         | 0.8176              | 0.8402            | 0.4723                         | 0.8969              | 0.8408               | 0.7923           | 0.8523    | 0.6444         | 0.7348       | 0.3680                    | 0.7787         | 0.7024          | 0.7202      |
| 0.0687        | 7.19  | 2660 | 0.5380          | 0.6873   | 0.8059        | 0.8689           | 0.9022         | 0.8409              | 0.8493            | 0.4224                         | 0.8742              | 0.8757               | 0.8762           | 0.8390    | 0.6574         | 0.7325       | 0.3482                    | 0.7847         | 0.7071          | 0.7424      |
| 0.2234        | 7.24  | 2680 | 0.5683          | 0.6803   | 0.7977        | 0.8611           | 0.9037         | 0.7905              | 0.8715            | 0.4998                         | 0.8894              | 0.8721               | 0.7569           | 0.8322    | 0.6649         | 0.7453       | 0.3639                    | 0.7774         | 0.7065          | 0.6720      |
| 0.2062        | 7.3   | 2700 | 0.5760          | 0.6851   | 0.7858        | 0.8686           | 0.9280         | 0.8046              | 0.8789            | 0.4224                         | 0.9189              | 0.8400               | 0.7079           | 0.8576    | 0.6625         | 0.7535       | 0.3691                    | 0.7734         | 0.7006          | 0.6792      |
| 0.2796        | 7.35  | 2720 | 0.5103          | 0.6942   | 0.8027        | 0.8733           | 0.9303         | 0.7984              | 0.8478            | 0.5072                         | 0.9045              | 0.8758               | 0.7552           | 0.8614    | 0.6613         | 0.7566       | 0.3804                    | 0.7856         | 0.6955          | 0.7188      |
| 0.1884        | 7.41  | 2740 | 0.4969          | 0.6902   | 0.7937        | 0.8736           | 0.9394         | 0.7590              | 0.8406            | 0.4820                         | 0.9037              | 0.8801               | 0.7516           | 0.8636    | 0.6399         | 0.7596       | 0.3696                    | 0.7853         | 0.6933          | 0.7203      |
| 0.1346        | 7.46  | 2760 | 0.4948          | 0.6952   | 0.7930        | 0.8764           | 0.9402         | 0.7778              | 0.8859            | 0.4373                         | 0.9071              | 0.8393               | 0.7636           | 0.8660    | 0.6528         | 0.7625       | 0.3671                    | 0.7839         | 0.7029          | 0.7311      |
| 0.2628        | 7.51  | 2780 | 0.4775          | 0.6991   | 0.8045        | 0.8761           | 0.9337         | 0.8090              | 0.8646            | 0.5064                         | 0.9083              | 0.8437               | 0.7661           | 0.8643    | 0.6792         | 0.7563       | 0.3793                    | 0.7903         | 0.6919          | 0.7325      |
| 0.2086        | 7.57  | 2800 | 0.4892          | 0.6979   | 0.8067        | 0.8773           | 0.9348         | 0.7837              | 0.8824            | 0.4875                         | 0.8918              | 0.8865               | 0.7800           | 0.8656    | 0.6634         | 0.7463       | 0.3805                    | 0.7959         | 0.6842          | 0.7493      |
| 0.2542        | 7.62  | 2820 | 0.5231          | 0.6911   | 0.7874        | 0.8732           | 0.9414         | 0.7914              | 0.8602            | 0.4360                         | 0.9169              | 0.8390               | 0.7265           | 0.8632    | 0.6651         | 0.7538       | 0.3766                    | 0.7835         | 0.6996          | 0.6957      |
| 0.1954        | 7.68  | 2840 | 0.4852          | 0.7024   | 0.7956        | 0.8810           | 0.9451         | 0.7869              | 0.8629            | 0.4326                         | 0.9166              | 0.8577               | 0.7673           | 0.8690    | 0.6747         | 0.7620       | 0.3745                    | 0.7996         | 0.7029          | 0.7339      |
| 1.0273        | 7.73  | 2860 | 0.4596          | 0.7141   | 0.8089        | 0.8882           | 0.9431         | 0.8245              | 0.8802            | 0.4189                         | 0.9070              | 0.8486               | 0.8398           | 0.8682    | 0.6845         | 0.7557       | 0.3676                    | 0.8126         | 0.7095          | 0.8006      |
| 0.1902        | 7.78  | 2880 | 0.4873          | 0.6970   | 0.7940        | 0.8816           | 0.9379         | 0.7967              | 0.8838            | 0.3488                         | 0.8978              | 0.8531               | 0.8400           | 0.8573    | 0.6607         | 0.7351       | 0.3182                    | 0.8041         | 0.7070          | 0.7968      |
| 0.2062        | 7.84  | 2900 | 0.4681          | 0.7058   | 0.8141        | 0.8805           | 0.9318         | 0.7580              | 0.8674            | 0.5270                         | 0.8838              | 0.8921               | 0.8389           | 0.8637    | 0.6480         | 0.7286       | 0.3987                    | 0.7945         | 0.7032          | 0.8044      |
| 0.0755        | 7.89  | 2920 | 0.4817          | 0.6979   | 0.8084        | 0.8775           | 0.9363         | 0.7458              | 0.8554            | 0.5834                         | 0.9033              | 0.8523               | 0.7822           | 0.8533    | 0.6161         | 0.7478       | 0.3927                    | 0.8073         | 0.7137          | 0.7546      |
| 0.1843        | 7.95  | 2940 | 0.4548          | 0.7083   | 0.8167        | 0.8833           | 0.9267         | 0.7871              | 0.8382            | 0.5425                         | 0.9080              | 0.8748               | 0.8398           | 0.8663    | 0.6356         | 0.7535       | 0.3897                    | 0.8026         | 0.7132          | 0.7975      |
| 0.1396        | 8.0   | 2960 | 0.4567          | 0.7076   | 0.8127        | 0.8836           | 0.9436         | 0.8298              | 0.8537            | 0.4647                         | 0.8881              | 0.8685               | 0.8408           | 0.8656    | 0.6714         | 0.7452       | 0.3598                    | 0.8031         | 0.7129          | 0.7953      |
| 0.173         | 8.05  | 2980 | 0.4945          | 0.7061   | 0.8035        | 0.8844           | 0.9451         | 0.7856              | 0.8608            | 0.4255                         | 0.8966              | 0.8829               | 0.8280           | 0.8673    | 0.6596         | 0.7561       | 0.3545                    | 0.8026         | 0.7114          | 0.7911      |
| 0.3093        | 8.11  | 3000 | 0.4823          | 0.7100   | 0.8086        | 0.8866           | 0.9432         | 0.8145              | 0.8652            | 0.4169                         | 0.8970              | 0.8789               | 0.8442           | 0.8699    | 0.6677         | 0.7530       | 0.3577                    | 0.8058         | 0.7154          | 0.8005      |
| 0.2962        | 8.16  | 3020 | 0.4966          | 0.7021   | 0.8003        | 0.8788           | 0.9312         | 0.8020              | 0.8730            | 0.4374                         | 0.9119              | 0.8635               | 0.7835           | 0.8661    | 0.6728         | 0.7586       | 0.3732                    | 0.7875         | 0.7131          | 0.7433      |
| 0.3733        | 8.22  | 3040 | 0.4950          | 0.6958   | 0.7942        | 0.8764           | 0.9414         | 0.7381              | 0.8736            | 0.4837                         | 0.9038              | 0.8475               | 0.7713           | 0.8665    | 0.6489         | 0.7507       | 0.3670                    | 0.7835         | 0.7111          | 0.7431      |
| 0.1865        | 8.27  | 3060 | 0.5472          | 0.6920   | 0.8016        | 0.8710           | 0.9394         | 0.8116              | 0.8359            | 0.5225                         | 0.8934              | 0.8568               | 0.7516           | 0.8623    | 0.6671         | 0.7436       | 0.3737                    | 0.7752         | 0.7078          | 0.7140      |
| 0.2072        | 8.32  | 3080 | 0.6108          | 0.6840   | 0.7919        | 0.8688           | 0.9411         | 0.8302              | 0.8567            | 0.4390                         | 0.9008              | 0.8849               | 0.6906           | 0.8617    | 0.6779         | 0.7663       | 0.3816                    | 0.7894         | 0.6560          | 0.6554      |
| 0.1293        | 8.38  | 3100 | 0.6279          | 0.6843   | 0.7943        | 0.8678           | 0.9376         | 0.8017              | 0.8483            | 0.4900                         | 0.9012              | 0.8921               | 0.6894           | 0.8637    | 0.6781         | 0.7502       | 0.4039                    | 0.7900         | 0.6513          | 0.6531      |
| 0.1629        | 8.43  | 3120 | 0.5999          | 0.6915   | 0.8051        | 0.8707           | 0.9294         | 0.8130              | 0.8717            | 0.5201                         | 0.9050              | 0.9022               | 0.6945           | 0.8691    | 0.6780         | 0.7687       | 0.4235                    | 0.7937         | 0.6506          | 0.6567      |
| 0.3812        | 8.49  | 3140 | 0.5890          | 0.6842   | 0.7996        | 0.8692           | 0.9256         | 0.8259              | 0.8914            | 0.4570                         | 0.9037              | 0.9010               | 0.6924           | 0.8683    | 0.6799         | 0.7632       | 0.3861                    | 0.7945         | 0.6402          | 0.6573      |
| 0.2094        | 8.54  | 3160 | 0.5584          | 0.6824   | 0.8023        | 0.8676           | 0.9451         | 0.8207              | 0.8681            | 0.5136                         | 0.8803              | 0.9061               | 0.6824           | 0.8732    | 0.6764         | 0.7650       | 0.3899                    | 0.7889         | 0.6352          | 0.6480      |
| 0.1628        | 8.59  | 3180 | 0.5262          | 0.6964   | 0.8051        | 0.8744           | 0.9411         | 0.7867              | 0.8729            | 0.5033                         | 0.8861              | 0.8976               | 0.7483           | 0.8692    | 0.6749         | 0.7693       | 0.3892                    | 0.7865         | 0.6787          | 0.7067      |
| 0.1661        | 8.65  | 3200 | 0.5327          | 0.7005   | 0.8050        | 0.8761           | 0.9367         | 0.8371              | 0.8716            | 0.4827                         | 0.9058              | 0.8479               | 0.7535           | 0.8629    | 0.6644         | 0.7739       | 0.3909                    | 0.7851         | 0.7129          | 0.7131      |
| 0.4721        | 8.7   | 3220 | 0.5279          | 0.7002   | 0.8018        | 0.8766           | 0.9359         | 0.8079              | 0.8655            | 0.4743                         | 0.9079              | 0.8635               | 0.7576           | 0.8663    | 0.6812         | 0.7605       | 0.3771                    | 0.7859         | 0.7115          | 0.7187      |
| 0.0703        | 8.76  | 3240 | 0.4664          | 0.7106   | 0.8204        | 0.8825           | 0.9152         | 0.8265              | 0.8478            | 0.5010                         | 0.9002              | 0.8785               | 0.8737           | 0.8631    | 0.6731         | 0.7550       | 0.3782                    | 0.7990         | 0.7168          | 0.7886      |
| 0.2753        | 8.81  | 3260 | 0.4006          | 0.7247   | 0.8180        | 0.8945           | 0.9523         | 0.8096              | 0.8616            | 0.4366                         | 0.8913              | 0.8826               | 0.8921           | 0.8811    | 0.6908         | 0.7512       | 0.3619                    | 0.8111         | 0.7225          | 0.8542      |
| 0.1837        | 8.86  | 3280 | 0.4169          | 0.7180   | 0.8247        | 0.8890           | 0.9497         | 0.8345              | 0.8788            | 0.5008                         | 0.8804              | 0.8770               | 0.8518           | 0.8827    | 0.6880         | 0.7510       | 0.3701                    | 0.8017         | 0.7074          | 0.8250      |
| 0.152         | 8.92  | 3300 | 0.5033          | 0.6876   | 0.8002        | 0.8697           | 0.9498         | 0.8260              | 0.8842            | 0.4980                         | 0.8790              | 0.8433               | 0.7209           | 0.8611    | 0.6797         | 0.7366       | 0.3518                    | 0.7775         | 0.7075          | 0.6990      |
| 0.2573        | 8.97  | 3320 | 0.5029          | 0.7023   | 0.7983        | 0.8805           | 0.9496         | 0.8027              | 0.8716            | 0.4214                         | 0.9036              | 0.8821               | 0.7569           | 0.8711    | 0.6779         | 0.7529       | 0.3727                    | 0.7932         | 0.7183          | 0.7304      |
| 0.2241        | 9.03  | 3340 | 0.4776          | 0.7155   | 0.8199        | 0.8877           | 0.9399         | 0.8379              | 0.8945            | 0.4420                         | 0.8887              | 0.9032               | 0.8332           | 0.8734    | 0.6784         | 0.7479       | 0.3828                    | 0.8066         | 0.7172          | 0.8023      |
| 0.1353        | 9.08  | 3360 | 0.4805          | 0.7122   | 0.8071        | 0.8841           | 0.9435         | 0.8157              | 0.8559            | 0.4643                         | 0.9135              | 0.8709               | 0.7856           | 0.8676    | 0.6885         | 0.7606       | 0.3982                    | 0.8037         | 0.7092          | 0.7576      |
| 0.2888        | 9.14  | 3380 | 0.5065          | 0.7141   | 0.8114        | 0.8861           | 0.9485         | 0.8318              | 0.8524            | 0.4801                         | 0.9119              | 0.8649               | 0.7904           | 0.8703    | 0.6904         | 0.7527       | 0.3996                    | 0.8124         | 0.7090          | 0.7642      |
| 0.1335        | 9.19  | 3400 | 0.4572          | 0.7229   | 0.8273        | 0.8894           | 0.9437         | 0.8470              | 0.8592            | 0.5295                         | 0.8975              | 0.8785               | 0.8356           | 0.8735    | 0.6861         | 0.7644       | 0.4015                    | 0.8087         | 0.7227          | 0.8030      |
| 0.1061        | 9.24  | 3420 | 0.4607          | 0.7189   | 0.8208        | 0.8878           | 0.9453         | 0.8148              | 0.8817            | 0.4944                         | 0.8880              | 0.8853               | 0.8359           | 0.8699    | 0.6851         | 0.7572       | 0.3883                    | 0.8058         | 0.7238          | 0.8025      |
| 0.2501        | 9.3   | 3440 | 0.5414          | 0.6908   | 0.7916        | 0.8713           | 0.9531         | 0.7998              | 0.8756            | 0.4751                         | 0.9021              | 0.8557               | 0.6799           | 0.8596    | 0.6792         | 0.7642       | 0.3872                    | 0.7858         | 0.6981          | 0.6612      |
| 0.1097        | 9.35  | 3460 | 0.5304          | 0.6981   | 0.8068        | 0.8750           | 0.9384         | 0.8401              | 0.8437            | 0.4930                         | 0.9012              | 0.8940               | 0.7369           | 0.8648    | 0.6767         | 0.7606       | 0.3942                    | 0.7889         | 0.6915          | 0.7097      |
| 0.122         | 9.41  | 3480 | 0.4739          | 0.7062   | 0.8067        | 0.8786           | 0.9376         | 0.7564              | 0.8608            | 0.5608                         | 0.9094              | 0.8477               | 0.7744           | 0.8608    | 0.6668         | 0.7677       | 0.4176                    | 0.7977         | 0.7029          | 0.7301      |
| 0.2102        | 9.46  | 3500 | 0.4655          | 0.7113   | 0.8183        | 0.8820           | 0.9350         | 0.8271              | 0.8528            | 0.5288                         | 0.9018              | 0.8889               | 0.7934           | 0.8624    | 0.6762         | 0.7652       | 0.4080                    | 0.8053         | 0.7126          | 0.7491      |
| 0.1169        | 9.51  | 3520 | 0.5201          | 0.7008   | 0.7988        | 0.8758           | 0.9444         | 0.8025              | 0.8559            | 0.5037                         | 0.9168              | 0.8519               | 0.7165           | 0.8639    | 0.6781         | 0.7670       | 0.4096                    | 0.7894         | 0.7074          | 0.6903      |
| 0.6264        | 9.57  | 3540 | 0.5133          | 0.6964   | 0.7993        | 0.8757           | 0.9458         | 0.8025              | 0.8797            | 0.4804                         | 0.9068              | 0.8670               | 0.7127           | 0.8682    | 0.6785         | 0.7571       | 0.3860                    | 0.7925         | 0.7047          | 0.6875      |
| 0.2373        | 9.62  | 3560 | 0.4821          | 0.7022   | 0.8111        | 0.8776           | 0.9360         | 0.8357              | 0.8722            | 0.5095                         | 0.9056              | 0.8749               | 0.7435           | 0.8664    | 0.6754         | 0.7664       | 0.3894                    | 0.7939         | 0.7136          | 0.7102      |
| 0.3805        | 9.68  | 3580 | 0.5108          | 0.6985   | 0.8045        | 0.8757           | 0.9361         | 0.8166              | 0.8450            | 0.5232                         | 0.9135              | 0.8485               | 0.7483           | 0.8654    | 0.6738         | 0.7538       | 0.3882                    | 0.7917         | 0.7107          | 0.7062      |
| 0.237         | 9.73  | 3600 | 0.5523          | 0.6863   | 0.7982        | 0.8681           | 0.9384         | 0.8199              | 0.8666            | 0.5222                         | 0.9065              | 0.8604               | 0.6735           | 0.8622    | 0.6765         | 0.7646       | 0.4105                    | 0.7899         | 0.6590          | 0.6414      |
| 0.1482        | 9.78  | 3620 | 0.5941          | 0.6820   | 0.8039        | 0.8643           | 0.9280         | 0.8276              | 0.8820            | 0.5199                         | 0.8856              | 0.9067               | 0.6775           | 0.8624    | 0.6734         | 0.7643       | 0.4165                    | 0.7838         | 0.6345          | 0.6393      |
| 0.1805        | 9.84  | 3640 | 0.6438          | 0.6796   | 0.7864        | 0.8652           | 0.9350         | 0.7989              | 0.8489            | 0.4813                         | 0.9166              | 0.8611               | 0.6631           | 0.8624    | 0.6714         | 0.7556       | 0.4067                    | 0.7858         | 0.6458          | 0.6293      |
| 0.239         | 9.89  | 3660 | 0.4694          | 0.7002   | 0.8129        | 0.8774           | 0.9367         | 0.8162              | 0.8671            | 0.5162                         | 0.8852              | 0.8713               | 0.7978           | 0.8658    | 0.6771         | 0.7579       | 0.3663                    | 0.7945         | 0.6914          | 0.7483      |
| 0.2104        | 9.95  | 3680 | 0.4891          | 0.7038   | 0.8162        | 0.8789           | 0.9426         | 0.8106              | 0.8472            | 0.5556                         | 0.8854              | 0.8730               | 0.7987           | 0.8706    | 0.6809         | 0.7598       | 0.3556                    | 0.7913         | 0.7074          | 0.7607      |
| 0.1765        | 10.0  | 3700 | 0.5206          | 0.6970   | 0.8066        | 0.8750           | 0.9372         | 0.8411              | 0.8607            | 0.4818                         | 0.8967              | 0.8782               | 0.7505           | 0.8660    | 0.6826         | 0.7633       | 0.3571                    | 0.7837         | 0.7077          | 0.7183      |
| 0.0946        | 10.05 | 3720 | 0.5914          | 0.6823   | 0.7823        | 0.8700           | 0.9417         | 0.7156              | 0.8745            | 0.4482                         | 0.9023              | 0.8800               | 0.7136           | 0.8645    | 0.6400         | 0.7556       | 0.3600                    | 0.7790         | 0.6934          | 0.6835      |
| 0.1405        | 10.11 | 3740 | 0.5498          | 0.6925   | 0.7974        | 0.8749           | 0.9437         | 0.7456              | 0.8604            | 0.4931                         | 0.8924              | 0.8882               | 0.7584           | 0.8668    | 0.6513         | 0.7552       | 0.3623                    | 0.7877         | 0.6997          | 0.7247      |
| 0.1388        | 10.16 | 3760 | 0.5357          | 0.6968   | 0.7967        | 0.8774           | 0.9471         | 0.8022              | 0.8386            | 0.4642                         | 0.9113              | 0.8707               | 0.7430           | 0.8712    | 0.6730         | 0.7566       | 0.3697                    | 0.7928         | 0.7060          | 0.7084      |
| 0.1771        | 10.22 | 3780 | 0.6115          | 0.6831   | 0.7889        | 0.8675           | 0.9348         | 0.8152              | 0.8740            | 0.4634                         | 0.9171              | 0.8440               | 0.6736           | 0.8677    | 0.6903         | 0.7642       | 0.3713                    | 0.7792         | 0.6652          | 0.6438      |
| 0.1444        | 10.27 | 3800 | 0.6109          | 0.6864   | 0.7940        | 0.8691           | 0.9423         | 0.8238              | 0.8708            | 0.4760                         | 0.9064              | 0.8655               | 0.6734           | 0.8671    | 0.6874         | 0.7687       | 0.3885                    | 0.7852         | 0.6643          | 0.6436      |
| 0.1396        | 10.32 | 3820 | 0.5184          | 0.7008   | 0.8145        | 0.8741           | 0.9314         | 0.8091              | 0.8466            | 0.5851                         | 0.9004              | 0.8896               | 0.7393           | 0.8691    | 0.6783         | 0.7650       | 0.4179                    | 0.7852         | 0.6960          | 0.6940      |
| 0.1081        | 10.38 | 3840 | 0.4741          | 0.7096   | 0.8148        | 0.8802           | 0.9375         | 0.8211              | 0.8672            | 0.5263                         | 0.9007              | 0.8757               | 0.7750           | 0.8676    | 0.6857         | 0.7702       | 0.4048                    | 0.7939         | 0.7166          | 0.7286      |
| 0.1524        | 10.43 | 3860 | 0.4823          | 0.7103   | 0.8144        | 0.8825           | 0.9334         | 0.8009              | 0.8934            | 0.4991                         | 0.8977              | 0.8631               | 0.8131           | 0.8663    | 0.6799         | 0.7609       | 0.3795                    | 0.7978         | 0.7156          | 0.7721      |
| 0.9599        | 10.49 | 3880 | 0.4986          | 0.7052   | 0.8120        | 0.8789           | 0.9277         | 0.8567              | 0.8765            | 0.4741                         | 0.9100              | 0.8699               | 0.7694           | 0.8619    | 0.6791         | 0.7645       | 0.3910                    | 0.7948         | 0.7114          | 0.7337      |
| 0.1149        | 10.54 | 3900 | 0.4714          | 0.7129   | 0.8183        | 0.8819           | 0.9337         | 0.8206              | 0.8717            | 0.5011                         | 0.8914              | 0.9065               | 0.8033           | 0.8634    | 0.6916         | 0.7739       | 0.3999                    | 0.7990         | 0.7125          | 0.7499      |
| 0.1256        | 10.59 | 3920 | 0.5573          | 0.6929   | 0.7990        | 0.8698           | 0.9333         | 0.7965              | 0.8690            | 0.5079                         | 0.9008              | 0.8673               | 0.7179           | 0.8593    | 0.6822         | 0.7692       | 0.3795                    | 0.7751         | 0.7116          | 0.6736      |
| 0.158         | 10.65 | 3940 | 0.5614          | 0.6934   | 0.8102        | 0.8707           | 0.9232         | 0.8543              | 0.8500            | 0.5118                         | 0.8974              | 0.8908               | 0.7438           | 0.8604    | 0.6705         | 0.7624       | 0.3783                    | 0.7776         | 0.7074          | 0.6972      |
| 0.0693        | 10.7  | 3960 | 0.5446          | 0.6953   | 0.8007        | 0.8723           | 0.9379         | 0.8160              | 0.8718            | 0.4593                         | 0.8911              | 0.8970               | 0.7315           | 0.8591    | 0.6834         | 0.7616       | 0.3788                    | 0.7800         | 0.7144          | 0.6895      |
| 0.1369        | 10.76 | 3980 | 0.5633          | 0.6895   | 0.7988        | 0.8694           | 0.9320         | 0.8285              | 0.8722            | 0.4870                         | 0.9071              | 0.8685               | 0.6962           | 0.8586    | 0.6812         | 0.7700       | 0.3828                    | 0.7845         | 0.6935          | 0.6554      |
| 0.1034        | 10.81 | 4000 | 0.5001          | 0.7074   | 0.8234        | 0.8781           | 0.9387         | 0.8294              | 0.8683            | 0.5886                         | 0.8856              | 0.8867               | 0.7662           | 0.8622    | 0.6791         | 0.7719       | 0.4064                    | 0.7969         | 0.7092          | 0.7260      |
| 0.1418        | 10.86 | 4020 | 0.5075          | 0.7002   | 0.8130        | 0.8773           | 0.9377         | 0.8373              | 0.8523            | 0.5111                         | 0.8922              | 0.8864               | 0.7739           | 0.8618    | 0.6792         | 0.7700       | 0.3629                    | 0.7998         | 0.6969          | 0.7309      |
| 0.3032        | 10.92 | 4040 | 0.4956          | 0.7048   | 0.8140        | 0.8802           | 0.9397         | 0.8100              | 0.8448            | 0.5330                         | 0.8947              | 0.8756               | 0.8001           | 0.8647    | 0.6779         | 0.7694       | 0.3635                    | 0.8030         | 0.7010          | 0.7541      |
| 0.5018        | 10.97 | 4060 | 0.4593          | 0.7106   | 0.8173        | 0.8836           | 0.9289         | 0.8175              | 0.8638            | 0.5043                         | 0.9047              | 0.8772               | 0.8246           | 0.8684    | 0.6841         | 0.7629       | 0.3601                    | 0.8030         | 0.7144          | 0.7810      |
| 0.2459        | 11.03 | 4080 | 0.4838          | 0.7113   | 0.8166        | 0.8856           | 0.9435         | 0.8489              | 0.8586            | 0.4825                         | 0.9041              | 0.8770               | 0.8014           | 0.8714    | 0.6883         | 0.7590       | 0.3663                    | 0.8124         | 0.7128          | 0.7691      |
| 0.1309        | 11.08 | 4100 | 0.5770          | 0.6777   | 0.7948        | 0.8650           | 0.9474         | 0.8369              | 0.8296            | 0.5281                         | 0.8970              | 0.8552               | 0.6696           | 0.8627    | 0.6675         | 0.7578       | 0.3589                    | 0.7804         | 0.6718          | 0.6450      |
| 0.0667        | 11.14 | 4120 | 0.5862          | 0.6822   | 0.7895        | 0.8669           | 0.9409         | 0.8124              | 0.8650            | 0.4713                         | 0.9090              | 0.8675               | 0.6602           | 0.8645    | 0.6809         | 0.7679       | 0.3647                    | 0.7775         | 0.6871          | 0.6331      |
| 0.1616        | 11.19 | 4140 | 0.4892          | 0.7126   | 0.8063        | 0.8856           | 0.9422         | 0.8165              | 0.8658            | 0.4276                         | 0.9103              | 0.8745               | 0.8074           | 0.8644    | 0.6867         | 0.7632       | 0.3770                    | 0.8082         | 0.7201          | 0.7689      |
| 0.0772        | 11.24 | 4160 | 0.4894          | 0.7117   | 0.8198        | 0.8824           | 0.9428         | 0.8579              | 0.8460            | 0.5232                         | 0.8940              | 0.8710               | 0.8033           | 0.8620    | 0.6829         | 0.7607       | 0.3884                    | 0.8027         | 0.7202          | 0.7649      |
| 0.145         | 11.3  | 4180 | 0.4947          | 0.7079   | 0.8052        | 0.8819           | 0.9416         | 0.7954              | 0.8507            | 0.4770                         | 0.9104              | 0.8821               | 0.7794           | 0.8658    | 0.6836         | 0.7666       | 0.3990                    | 0.8058         | 0.6937          | 0.7409      |
| 0.2545        | 11.35 | 4200 | 0.5643          | 0.6948   | 0.7995        | 0.8729           | 0.9391         | 0.8174              | 0.8499            | 0.5036                         | 0.9140              | 0.8680               | 0.7044           | 0.8653    | 0.6851         | 0.7664       | 0.4014                    | 0.7906         | 0.6826          | 0.6720      |
| 0.1577        | 11.41 | 4220 | 0.5282          | 0.6957   | 0.8024        | 0.8746           | 0.9392         | 0.8311              | 0.8691            | 0.4776                         | 0.9048              | 0.8670               | 0.7281           | 0.8645    | 0.6855         | 0.7680       | 0.3843                    | 0.7944         | 0.6832          | 0.6901      |
| 0.1623        | 11.46 | 4240 | 0.5951          | 0.6843   | 0.7962        | 0.8692           | 0.9421         | 0.8296              | 0.8669            | 0.4804                         | 0.9044              | 0.8796               | 0.6704           | 0.8690    | 0.6853         | 0.7667       | 0.3798                    | 0.7922         | 0.6597          | 0.6372      |
| 0.257         | 11.51 | 4260 | 0.5655          | 0.6858   | 0.7965        | 0.8708           | 0.9448         | 0.8252              | 0.8663            | 0.4579                         | 0.8944              | 0.8835               | 0.7034           | 0.8685    | 0.6849         | 0.7679       | 0.3601                    | 0.7920         | 0.6661          | 0.6613      |
| 0.0991        | 11.57 | 4280 | 0.5676          | 0.6887   | 0.7975        | 0.8704           | 0.9344         | 0.8123              | 0.8720            | 0.4865                         | 0.9074              | 0.8677               | 0.7023           | 0.8662    | 0.6827         | 0.7706       | 0.3776                    | 0.7864         | 0.6753          | 0.6619      |
| 0.2156        | 11.62 | 4300 | 0.4649          | 0.7140   | 0.8241        | 0.8857           | 0.9389         | 0.7820              | 0.8824            | 0.5541                         | 0.8847              | 0.8888               | 0.8376           | 0.8728    | 0.6756         | 0.7683       | 0.3768                    | 0.8092         | 0.7127          | 0.7826      |
| 0.1035        | 11.68 | 4320 | 0.4957          | 0.7082   | 0.8054        | 0.8808           | 0.9357         | 0.8112              | 0.8578            | 0.4838                         | 0.9143              | 0.8404               | 0.7946           | 0.8713    | 0.6885         | 0.7577       | 0.3826                    | 0.7875         | 0.7215          | 0.7480      |
| 0.1514        | 11.73 | 4340 | 0.4930          | 0.7073   | 0.8107        | 0.8792           | 0.9374         | 0.8345              | 0.8629            | 0.5147                         | 0.9073              | 0.8414               | 0.7770           | 0.8711    | 0.6904         | 0.7601       | 0.3964                    | 0.7871         | 0.7140          | 0.7324      |
| 0.1573        | 11.78 | 4360 | 0.5794          | 0.6896   | 0.7959        | 0.8704           | 0.9485         | 0.8130              | 0.8560            | 0.5058                         | 0.9057              | 0.8696               | 0.6725           | 0.8680    | 0.6896         | 0.7615       | 0.4024                    | 0.7888         | 0.6749          | 0.6422      |
| 0.1051        | 11.84 | 4380 | 0.5103          | 0.7027   | 0.8111        | 0.8778           | 0.9386         | 0.8408              | 0.8751            | 0.4967                         | 0.9034              | 0.8940               | 0.7294           | 0.8729    | 0.6863         | 0.7694       | 0.4073                    | 0.7950         | 0.6985          | 0.6897      |
| 0.2098        | 11.89 | 4400 | 0.5512          | 0.7001   | 0.7944        | 0.8772           | 0.9505         | 0.8314              | 0.8697            | 0.4333                         | 0.9173              | 0.8512               | 0.7077           | 0.8671    | 0.6847         | 0.7678       | 0.3907                    | 0.7905         | 0.7223          | 0.6775      |
| 0.1623        | 11.95 | 4420 | 0.5274          | 0.7010   | 0.8061        | 0.8765           | 0.9487         | 0.8456              | 0.8751            | 0.4888                         | 0.9004              | 0.8683               | 0.7156           | 0.8693    | 0.6833         | 0.7690       | 0.3990                    | 0.7887         | 0.7145          | 0.6832      |
| 0.1104        | 12.0  | 4440 | 0.5310          | 0.7025   | 0.8094        | 0.8753           | 0.9391         | 0.8334              | 0.8675            | 0.5172                         | 0.9003              | 0.8800               | 0.7280           | 0.8677    | 0.6850         | 0.7711       | 0.4001                    | 0.7804         | 0.7222          | 0.6912      |
| 0.211         | 12.05 | 4460 | 0.5243          | 0.7053   | 0.8045        | 0.8775           | 0.9370         | 0.8123              | 0.8782            | 0.4890                         | 0.9108              | 0.8623               | 0.7422           | 0.8696    | 0.6880         | 0.7698       | 0.4005                    | 0.7822         | 0.7243          | 0.7029      |
| 0.1944        | 12.11 | 4480 | 0.5550          | 0.7014   | 0.8063        | 0.8744           | 0.9407         | 0.8288              | 0.8712            | 0.5126                         | 0.9023              | 0.8725               | 0.7159           | 0.8677    | 0.6898         | 0.7732       | 0.4011                    | 0.7779         | 0.7150          | 0.6852      |
| 0.1553        | 12.16 | 4500 | 0.5307          | 0.7063   | 0.8118        | 0.8780           | 0.9432         | 0.8511              | 0.8547            | 0.5245                         | 0.9070              | 0.8700               | 0.7321           | 0.8710    | 0.6856         | 0.7711       | 0.4126                    | 0.7878         | 0.7188          | 0.6971      |
| 0.1606        | 12.22 | 4520 | 0.4892          | 0.7123   | 0.8178        | 0.8817           | 0.9317         | 0.8140              | 0.8735            | 0.5241                         | 0.9010              | 0.8892               | 0.7915           | 0.8699    | 0.6862         | 0.7664       | 0.4039                    | 0.7931         | 0.7198          | 0.7469      |
| 0.2076        | 12.27 | 4540 | 0.4659          | 0.7240   | 0.8295        | 0.8892           | 0.9358         | 0.8227              | 0.8704            | 0.5564                         | 0.9004              | 0.8795               | 0.8411           | 0.8739    | 0.6929         | 0.7671       | 0.4116                    | 0.8116         | 0.7208          | 0.7903      |
| 0.1691        | 12.32 | 4560 | 0.4532          | 0.7221   | 0.8269        | 0.8886           | 0.9430         | 0.8278              | 0.8553            | 0.5435                         | 0.8952              | 0.8892               | 0.8341           | 0.8734    | 0.6893         | 0.7655       | 0.4137                    | 0.8116         | 0.7164          | 0.7852      |
| 0.0608        | 12.38 | 4580 | 0.4673          | 0.7258   | 0.8270        | 0.8911           | 0.9378         | 0.8305              | 0.8636            | 0.5196                         | 0.9048              | 0.8837               | 0.8490           | 0.8768    | 0.6909         | 0.7660       | 0.4129                    | 0.8126         | 0.7219          | 0.7995      |
| 0.0709        | 12.43 | 4600 | 0.4770          | 0.7231   | 0.8252        | 0.8896           | 0.9381         | 0.8149              | 0.8688            | 0.5247                         | 0.9007              | 0.8877               | 0.8415           | 0.8746    | 0.6857         | 0.7628       | 0.4076                    | 0.8100         | 0.7272          | 0.7934      |
| 0.1155        | 12.49 | 4620 | 0.4650          | 0.7160   | 0.8185        | 0.8870           | 0.9423         | 0.8251              | 0.8675            | 0.4938                         | 0.8978              | 0.8726               | 0.8306           | 0.8729    | 0.6909         | 0.7583       | 0.3734                    | 0.8066         | 0.7257          | 0.7843      |
| 0.2714        | 12.54 | 4640 | 0.5005          | 0.7109   | 0.8199        | 0.8828           | 0.9338         | 0.8412              | 0.8512            | 0.5115                         | 0.8969              | 0.8885               | 0.8164           | 0.8686    | 0.6843         | 0.7655       | 0.3729                    | 0.7985         | 0.7102          | 0.7766      |
| 0.1586        | 12.59 | 4660 | 0.4738          | 0.7179   | 0.8261        | 0.8871           | 0.9363         | 0.8269              | 0.8478            | 0.5486                         | 0.8983              | 0.8830               | 0.8420           | 0.8739    | 0.6801         | 0.7652       | 0.3909                    | 0.8062         | 0.7084          | 0.8009      |
| 0.3566        | 12.65 | 4680 | 0.4770          | 0.7160   | 0.8213        | 0.8871           | 0.9429         | 0.8264              | 0.8607            | 0.5180                         | 0.9007              | 0.8871               | 0.8130           | 0.8751    | 0.6817         | 0.7674       | 0.3938                    | 0.8112         | 0.7061          | 0.7767      |
| 0.1293        | 12.7  | 4700 | 0.4729          | 0.7157   | 0.8246        | 0.8866           | 0.9413         | 0.8350              | 0.8620            | 0.5194                         | 0.8920              | 0.9012               | 0.8213           | 0.8767    | 0.6836         | 0.7690       | 0.3903                    | 0.8079         | 0.7029          | 0.7795      |
| 0.2317        | 12.76 | 4720 | 0.4741          | 0.7194   | 0.8218        | 0.8872           | 0.9358         | 0.8083              | 0.8612            | 0.5258                         | 0.9047              | 0.8948               | 0.8219           | 0.8718    | 0.6812         | 0.7711       | 0.4119                    | 0.8078         | 0.7092          | 0.7827      |
| 0.1032        | 12.81 | 4740 | 0.4636          | 0.7207   | 0.8248        | 0.8871           | 0.9393         | 0.8171              | 0.8644            | 0.5568                         | 0.9019              | 0.8718               | 0.8221           | 0.8707    | 0.6836         | 0.7695       | 0.4159                    | 0.8074         | 0.7134          | 0.7844      |
| 0.1157        | 12.86 | 4760 | 0.4825          | 0.7105   | 0.8214        | 0.8821           | 0.9385         | 0.8118              | 0.8807            | 0.5477                         | 0.8905              | 0.8918               | 0.7886           | 0.8714    | 0.6887         | 0.7697       | 0.4080                    | 0.8062         | 0.6768          | 0.7527      |
| 0.1749        | 12.92 | 4780 | 0.5870          | 0.6970   | 0.8021        | 0.8747           | 0.9416         | 0.8252              | 0.8663            | 0.5061                         | 0.9115              | 0.8480               | 0.7162           | 0.8662    | 0.6841         | 0.7745       | 0.4039                    | 0.7947         | 0.6703          | 0.6854      |
| 0.1278        | 12.97 | 4800 | 0.5370          | 0.7086   | 0.8091        | 0.8818           | 0.9374         | 0.8212              | 0.8687            | 0.4876                         | 0.9147              | 0.8635               | 0.7707           | 0.8682    | 0.6952         | 0.7744       | 0.4023                    | 0.8074         | 0.6793          | 0.7336      |
| 0.1008        | 13.03 | 4820 | 0.5594          | 0.6944   | 0.8062        | 0.8723           | 0.9373         | 0.8379              | 0.8844            | 0.4923                         | 0.8936              | 0.8838               | 0.7142           | 0.8653    | 0.6945         | 0.7722       | 0.3868                    | 0.7876         | 0.6721          | 0.6822      |
| 0.1732        | 13.08 | 4840 | 0.5512          | 0.6985   | 0.8104        | 0.8740           | 0.9340         | 0.8407              | 0.8845            | 0.5203                         | 0.9018              | 0.8753               | 0.7164           | 0.8670    | 0.6923         | 0.7727       | 0.4072                    | 0.7908         | 0.6745          | 0.6850      |
| 0.1677        | 13.14 | 4860 | 0.5072          | 0.7081   | 0.8136        | 0.8834           | 0.9446         | 0.8437              | 0.8804            | 0.4798                         | 0.9025              | 0.8683               | 0.7759           | 0.8742    | 0.6916         | 0.7685       | 0.3934                    | 0.8112         | 0.6781          | 0.7398      |
| 0.1052        | 13.19 | 4880 | 0.4882          | 0.7192   | 0.8145        | 0.8896           | 0.9517         | 0.8136              | 0.8757            | 0.4702                         | 0.9035              | 0.8740               | 0.8130           | 0.8751    | 0.6911         | 0.7729       | 0.3919                    | 0.8143         | 0.7094          | 0.7797      |
| 0.3023        | 13.24 | 4900 | 0.4847          | 0.7241   | 0.8221        | 0.8918           | 0.9395         | 0.8436              | 0.8724            | 0.4620                         | 0.9068              | 0.8812               | 0.8488           | 0.8762    | 0.6909         | 0.7692       | 0.3885                    | 0.8118         | 0.7225          | 0.8095      |
| 0.0676        | 13.3  | 4920 | 0.4604          | 0.7284   | 0.8260        | 0.8926           | 0.9418         | 0.8318              | 0.8744            | 0.5011                         | 0.9048              | 0.8818               | 0.8466           | 0.8747    | 0.6887         | 0.7766       | 0.4114                    | 0.8137         | 0.7245          | 0.8092      |
| 0.2334        | 13.35 | 4940 | 0.5013          | 0.7271   | 0.8324        | 0.8912           | 0.9322         | 0.8464              | 0.8866            | 0.5178                         | 0.9004              | 0.8967               | 0.8464           | 0.8738    | 0.6821         | 0.7749       | 0.4163                    | 0.8110         | 0.7241          | 0.8079      |
| 0.264         | 13.41 | 4960 | 0.5389          | 0.7004   | 0.8117        | 0.8756           | 0.9371         | 0.8110              | 0.8914            | 0.5436                         | 0.8997              | 0.8760               | 0.7228           | 0.8701    | 0.6816         | 0.7743       | 0.4175                    | 0.7942         | 0.6752          | 0.6900      |
| 0.1266        | 13.46 | 4980 | 0.5829          | 0.6898   | 0.8025        | 0.8698           | 0.9459         | 0.8180              | 0.8711            | 0.5304                         | 0.8921              | 0.8749               | 0.6853           | 0.8633    | 0.6867         | 0.7669       | 0.4012                    | 0.7904         | 0.6638          | 0.6562      |
| 0.9889        | 13.51 | 5000 | 0.5592          | 0.6921   | 0.8041        | 0.8715           | 0.9415         | 0.8460              | 0.8747            | 0.5050                         | 0.9013              | 0.8745               | 0.6859           | 0.8654    | 0.6892         | 0.7706       | 0.4058                    | 0.7943         | 0.6646          | 0.6549      |
| 0.0844        | 13.57 | 5020 | 0.6120          | 0.6885   | 0.8003        | 0.8690           | 0.9420         | 0.8217              | 0.8554            | 0.5179                         | 0.9006              | 0.8933               | 0.6711           | 0.8646    | 0.6896         | 0.7622       | 0.4098                    | 0.7913         | 0.6582          | 0.6439      |
| 0.1035        | 13.62 | 5040 | 0.5904          | 0.7034   | 0.7973        | 0.8764           | 0.9387         | 0.8138              | 0.8376            | 0.4908                         | 0.9280              | 0.8430               | 0.7293           | 0.8653    | 0.6911         | 0.7582       | 0.4120                    | 0.7863         | 0.7156          | 0.6957      |
| 0.1744        | 13.68 | 5060 | 0.4922          | 0.7183   | 0.8213        | 0.8850           | 0.9413         | 0.8252              | 0.8593            | 0.5281                         | 0.8953              | 0.8871               | 0.8124           | 0.8650    | 0.6927         | 0.7611       | 0.4027                    | 0.8027         | 0.7286          | 0.7751      |
| 0.187         | 13.73 | 5080 | 0.4829          | 0.7179   | 0.8169        | 0.8854           | 0.9394         | 0.8254              | 0.8582            | 0.5190                         | 0.9115              | 0.8645               | 0.8007           | 0.8654    | 0.6896         | 0.7631       | 0.4069                    | 0.8057         | 0.7300          | 0.7649      |
| 0.1855        | 13.78 | 5100 | 0.4941          | 0.7183   | 0.8256        | 0.8851           | 0.9316         | 0.8356              | 0.8628            | 0.5307                         | 0.8972              | 0.8985               | 0.8224           | 0.8642    | 0.6851         | 0.7642       | 0.4131                    | 0.8063         | 0.7216          | 0.7737      |
| 0.0794        | 13.84 | 5120 | 0.4800          | 0.7199   | 0.8183        | 0.8868           | 0.9403         | 0.8018              | 0.8669            | 0.5106                         | 0.9023              | 0.8917               | 0.8145           | 0.8680    | 0.6885         | 0.7742       | 0.4123                    | 0.8075         | 0.7186          | 0.7702      |
| 0.1965        | 13.89 | 5140 | 0.4668          | 0.7143   | 0.8158        | 0.8829           | 0.9415         | 0.8281              | 0.8750            | 0.5131                         | 0.9015              | 0.8663               | 0.7849           | 0.8671    | 0.6963         | 0.7753       | 0.3950                    | 0.7972         | 0.7236          | 0.7455      |
| 0.0808        | 13.95 | 5160 | 0.4898          | 0.7116   | 0.8142        | 0.8804           | 0.9359         | 0.8242              | 0.8714            | 0.5208                         | 0.9059              | 0.8712               | 0.7697           | 0.8697    | 0.6968         | 0.7718       | 0.4001                    | 0.7887         | 0.7242          | 0.7297      |
| 0.1323        | 14.0  | 5180 | 0.4871          | 0.7175   | 0.8172        | 0.8843           | 0.9384         | 0.8075              | 0.8845            | 0.5179                         | 0.9014              | 0.8702               | 0.8004           | 0.8695    | 0.6942         | 0.7705       | 0.4082                    | 0.7967         | 0.7273          | 0.7560      |
| 0.052         | 14.05 | 5200 | 0.4886          | 0.7227   | 0.8219        | 0.8886           | 0.9366         | 0.8515              | 0.8754            | 0.4846                         | 0.9090              | 0.8740               | 0.8221           | 0.8712    | 0.6937         | 0.7715       | 0.4067                    | 0.8059         | 0.7264          | 0.7834      |
| 1.5334        | 14.11 | 5220 | 0.4957          | 0.7222   | 0.8195        | 0.8869           | 0.9358         | 0.8362              | 0.8734            | 0.5082                         | 0.9151              | 0.8657               | 0.8020           | 0.8719    | 0.7029         | 0.7736       | 0.4188                    | 0.8028         | 0.7262          | 0.7592      |
| 0.1475        | 14.16 | 5240 | 0.5308          | 0.7140   | 0.8197        | 0.8818           | 0.9361         | 0.8319              | 0.8961            | 0.5282                         | 0.9006              | 0.8796               | 0.7653           | 0.8694    | 0.6954         | 0.7721       | 0.4203                    | 0.7961         | 0.7159          | 0.7290      |
| 0.1126        | 14.22 | 5260 | 0.5163          | 0.7099   | 0.8090        | 0.8804           | 0.9406         | 0.8275              | 0.8881            | 0.4893                         | 0.9090              | 0.8539               | 0.7544           | 0.8684    | 0.6979         | 0.7755       | 0.4073                    | 0.7937         | 0.7105          | 0.7162      |
| 0.0525        | 14.27 | 5280 | 0.6142          | 0.7024   | 0.8039        | 0.8757           | 0.9418         | 0.8341              | 0.8721            | 0.4929                         | 0.9109              | 0.8670               | 0.7086           | 0.8672    | 0.6992         | 0.7703       | 0.4105                    | 0.7875         | 0.7030          | 0.6793      |
| 0.1045        | 14.32 | 5300 | 0.5200          | 0.7119   | 0.8169        | 0.8796           | 0.9341         | 0.8416              | 0.8705            | 0.5419                         | 0.9114              | 0.8742               | 0.7447           | 0.8706    | 0.6957         | 0.7718       | 0.4245                    | 0.7893         | 0.7229          | 0.7082      |
| 0.1537        | 14.38 | 5320 | 0.5363          | 0.7092   | 0.8092        | 0.8790           | 0.9381         | 0.8420              | 0.8620            | 0.5041                         | 0.9168              | 0.8662               | 0.7350           | 0.8705    | 0.6993         | 0.7731       | 0.4169                    | 0.7890         | 0.7179          | 0.6979      |
| 0.0836        | 14.43 | 5340 | 0.5465          | 0.7087   | 0.8097        | 0.8799           | 0.9502         | 0.8128              | 0.8736            | 0.5116                         | 0.8995              | 0.8890               | 0.7315           | 0.8736    | 0.6965         | 0.7743       | 0.4144                    | 0.7927         | 0.7114          | 0.6980      |
| 0.1907        | 14.49 | 5360 | 0.5253          | 0.7122   | 0.8206        | 0.8801           | 0.9358         | 0.8275              | 0.8897            | 0.5488                         | 0.8987              | 0.8970               | 0.7466           | 0.8707    | 0.6915         | 0.7763       | 0.4244                    | 0.7914         | 0.7185          | 0.7123      |
| 0.1354        | 14.54 | 5380 | 0.4917          | 0.7242   | 0.8327        | 0.8873           | 0.9352         | 0.8341              | 0.8768            | 0.5954                         | 0.9038              | 0.8809               | 0.8026           | 0.8707    | 0.6870         | 0.7787       | 0.4357                    | 0.8082         | 0.7206          | 0.7684      |
| 0.0947        | 14.59 | 5400 | 0.4813          | 0.7270   | 0.8290        | 0.8891           | 0.9390         | 0.8270              | 0.8627            | 0.5546                         | 0.9021              | 0.8977               | 0.8198           | 0.8724    | 0.6928         | 0.7771       | 0.4387                    | 0.8082         | 0.7185          | 0.7811      |
| 0.1314        | 14.65 | 5420 | 0.5243          | 0.7067   | 0.8049        | 0.8797           | 0.9416         | 0.8445              | 0.8690            | 0.4635                         | 0.9149              | 0.8531               | 0.7475           | 0.8690    | 0.6921         | 0.7716       | 0.4037                    | 0.7931         | 0.7061          | 0.7115      |
| 0.2984        | 14.7  | 5440 | 0.5308          | 0.7039   | 0.8090        | 0.8778           | 0.9402         | 0.8337              | 0.8739            | 0.4858                         | 0.9021              | 0.8947               | 0.7328           | 0.8720    | 0.6960         | 0.7715       | 0.3999                    | 0.7905         | 0.6985          | 0.6992      |
| 0.1504        | 14.76 | 5460 | 0.5163          | 0.7054   | 0.8012        | 0.8791           | 0.9426         | 0.8090              | 0.8573            | 0.4633                         | 0.9135              | 0.8783               | 0.7445           | 0.8692    | 0.6871         | 0.7710       | 0.3978                    | 0.7902         | 0.7130          | 0.7094      |
| 0.1155        | 14.81 | 5480 | 0.5011          | 0.7114   | 0.8149        | 0.8831           | 0.9414         | 0.8547              | 0.8500            | 0.4774                         | 0.9055              | 0.9037               | 0.7716           | 0.8740    | 0.6909         | 0.7686       | 0.4004                    | 0.7999         | 0.7127          | 0.7330      |
| 0.1482        | 14.86 | 5500 | 0.4876          | 0.7147   | 0.8174        | 0.8846           | 0.9392         | 0.8457              | 0.8705            | 0.4961                         | 0.9092              | 0.8821               | 0.7793           | 0.8733    | 0.6949         | 0.7737       | 0.3983                    | 0.8031         | 0.7179          | 0.7413      |
| 0.9022        | 14.92 | 5520 | 0.5065          | 0.7124   | 0.8168        | 0.8829           | 0.9454         | 0.8380              | 0.8736            | 0.5016                         | 0.8934              | 0.8798               | 0.7857           | 0.8710    | 0.6956         | 0.7662       | 0.3930                    | 0.7979         | 0.7141          | 0.7489      |
| 0.132         | 14.97 | 5540 | 0.5276          | 0.6994   | 0.8104        | 0.8747           | 0.9415         | 0.8438              | 0.8627            | 0.5047                         | 0.8918              | 0.9051               | 0.7232           | 0.8697    | 0.6993         | 0.7709       | 0.4005                    | 0.7901         | 0.6741          | 0.6909      |
| 0.2138        | 15.03 | 5560 | 0.4709          | 0.7129   | 0.8174        | 0.8829           | 0.9378         | 0.8383              | 0.8802            | 0.5150                         | 0.9043              | 0.8578               | 0.7881           | 0.8709    | 0.6987         | 0.7695       | 0.3985                    | 0.7995         | 0.7014          | 0.7520      |
| 0.1711        | 15.08 | 5580 | 0.4906          | 0.7126   | 0.8128        | 0.8826           | 0.9420         | 0.8211              | 0.8596            | 0.5303                         | 0.9141              | 0.8521               | 0.7701           | 0.8763    | 0.6950         | 0.7728       | 0.4058                    | 0.7939         | 0.7073          | 0.7371      |
| 0.1349        | 15.14 | 5600 | 0.4841          | 0.7137   | 0.8141        | 0.8840           | 0.9444         | 0.8316              | 0.8826            | 0.5211                         | 0.9142              | 0.8376               | 0.7670           | 0.8796    | 0.6988         | 0.7709       | 0.4039                    | 0.7979         | 0.7115          | 0.7333      |
| 0.154         | 15.19 | 5620 | 0.4496          | 0.7192   | 0.8222        | 0.8874           | 0.9447         | 0.8265              | 0.8868            | 0.5339                         | 0.9028              | 0.8577               | 0.8028           | 0.8784    | 0.6958         | 0.7697       | 0.4051                    | 0.8065         | 0.7126          | 0.7662      |
| 0.0808        | 15.24 | 5640 | 0.5273          | 0.6967   | 0.8038        | 0.8754           | 0.9464         | 0.8310              | 0.8744            | 0.4998                         | 0.9098              | 0.8796               | 0.6856           | 0.8742    | 0.6936         | 0.7745       | 0.4105                    | 0.8011         | 0.6670          | 0.6559      |
| 0.15          | 15.3  | 5660 | 0.4631          | 0.7201   | 0.8192        | 0.8882           | 0.9455         | 0.8194              | 0.8798            | 0.5255                         | 0.9115              | 0.8593               | 0.7937           | 0.8756    | 0.6924         | 0.7739       | 0.4138                    | 0.8122         | 0.7136          | 0.7595      |
| 0.0762        | 15.35 | 5680 | 0.4700          | 0.7209   | 0.8211        | 0.8887           | 0.9454         | 0.8250              | 0.8680            | 0.5226                         | 0.9065              | 0.8694               | 0.8108           | 0.8752    | 0.6929         | 0.7747       | 0.4034                    | 0.8113         | 0.7151          | 0.7739      |
| 0.1096        | 15.41 | 5700 | 0.4910          | 0.7128   | 0.8142        | 0.8833           | 0.9474         | 0.8293              | 0.8565            | 0.5270                         | 0.9101              | 0.8694               | 0.7594           | 0.8742    | 0.6916         | 0.7730       | 0.4100                    | 0.8015         | 0.7142          | 0.7254      |
| 0.1826        | 15.46 | 5720 | 0.4842          | 0.7179   | 0.8183        | 0.8870           | 0.9435         | 0.8381              | 0.8702            | 0.4942                         | 0.9101              | 0.8929               | 0.7793           | 0.8768    | 0.6938         | 0.7755       | 0.4083                    | 0.8085         | 0.7193          | 0.7430      |
| 0.0888        | 15.51 | 5740 | 0.4808          | 0.7170   | 0.8134        | 0.8869           | 0.9506         | 0.8203              | 0.8591            | 0.4920                         | 0.9082              | 0.8774               | 0.7863           | 0.8734    | 0.6953         | 0.7673       | 0.4004                    | 0.8097         | 0.7214          | 0.7513      |
| 0.1496        | 15.57 | 5760 | 0.4660          | 0.7283   | 0.8264        | 0.8928           | 0.9394         | 0.8520              | 0.8564            | 0.5227                         | 0.9193              | 0.8498               | 0.8453           | 0.8783    | 0.6939         | 0.7742       | 0.4172                    | 0.8175         | 0.7203          | 0.7966      |
| 0.034         | 15.62 | 5780 | 0.4921          | 0.7151   | 0.8128        | 0.8847           | 0.9467         | 0.8223              | 0.8638            | 0.4968                         | 0.9092              | 0.8780               | 0.7726           | 0.8719    | 0.6924         | 0.7694       | 0.4120                    | 0.8049         | 0.7231          | 0.7323      |
| 0.1116        | 15.68 | 5800 | 0.4806          | 0.7192   | 0.8215        | 0.8875           | 0.9442         | 0.8307              | 0.8832            | 0.4967                         | 0.8969              | 0.8959               | 0.8025           | 0.8731    | 0.6946         | 0.7701       | 0.4032                    | 0.8097         | 0.7209          | 0.7626      |
| 0.0909        | 15.73 | 5820 | 0.4786          | 0.7218   | 0.8150        | 0.8898           | 0.9466         | 0.8160              | 0.8693            | 0.4922                         | 0.9182              | 0.8575               | 0.8049           | 0.8743    | 0.6967         | 0.7753       | 0.4012                    | 0.8152         | 0.7240          | 0.7661      |
| 0.1079        | 15.78 | 5840 | 0.4401          | 0.7346   | 0.8346        | 0.8956           | 0.9437         | 0.8306              | 0.8551            | 0.5747                         | 0.9119              | 0.8758               | 0.8505           | 0.8800    | 0.6978         | 0.7773       | 0.4291                    | 0.8246         | 0.7261          | 0.8076      |
| 0.1312        | 15.84 | 5860 | 0.4592          | 0.7239   | 0.8231        | 0.8894           | 0.9526         | 0.8194              | 0.8678            | 0.5472                         | 0.9030              | 0.8736               | 0.7979           | 0.8713    | 0.6958         | 0.7777       | 0.4182                    | 0.8172         | 0.7215          | 0.7658      |
| 0.1523        | 15.89 | 5880 | 0.4761          | 0.7248   | 0.8219        | 0.8905           | 0.9457         | 0.8266              | 0.8337            | 0.5337                         | 0.9170              | 0.8853               | 0.8110           | 0.8758    | 0.6967         | 0.7686       | 0.4224                    | 0.8175         | 0.7181          | 0.7748      |
| 0.2768        | 15.95 | 5900 | 0.5037          | 0.7176   | 0.8158        | 0.8856           | 0.9433         | 0.8239              | 0.8657            | 0.5131                         | 0.9150              | 0.8818               | 0.7679           | 0.8746    | 0.6979         | 0.7705       | 0.4203                    | 0.8063         | 0.7192          | 0.7344      |
| 0.1386        | 16.0  | 5920 | 0.4989          | 0.7149   | 0.8115        | 0.8848           | 0.9427         | 0.8358              | 0.8668            | 0.4808                         | 0.9188              | 0.8733               | 0.7626           | 0.8757    | 0.6991         | 0.7674       | 0.4138                    | 0.8035         | 0.7165          | 0.7281      |
| 0.0866        | 16.05 | 5940 | 0.4779          | 0.7148   | 0.8103        | 0.8855           | 0.9458         | 0.8288              | 0.8719            | 0.4682                         | 0.9165              | 0.8795               | 0.7618           | 0.8755    | 0.6978         | 0.7715       | 0.4070                    | 0.8062         | 0.7180          | 0.7276      |
| 0.1616        | 16.11 | 5960 | 0.5905          | 0.7048   | 0.8052        | 0.8789           | 0.9453         | 0.8243              | 0.8737            | 0.4880                         | 0.9148              | 0.8839               | 0.7067           | 0.8730    | 0.6907         | 0.7750       | 0.4145                    | 0.7964         | 0.7031          | 0.6811      |
| 0.1141        | 16.16 | 5980 | 0.5389          | 0.7077   | 0.8132        | 0.8803           | 0.9437         | 0.8445              | 0.8622            | 0.5056                         | 0.9060              | 0.8956               | 0.7347           | 0.8733    | 0.6907         | 0.7747       | 0.4132                    | 0.7988         | 0.7013          | 0.7020      |
| 0.5809        | 16.22 | 6000 | 0.5397          | 0.7062   | 0.8059        | 0.8798           | 0.9463         | 0.8050              | 0.8765            | 0.4903                         | 0.9069              | 0.8849               | 0.7315           | 0.8724    | 0.6922         | 0.7725       | 0.4087                    | 0.7974         | 0.7049          | 0.6956      |
| 0.1502        | 16.27 | 6020 | 0.5337          | 0.7051   | 0.8056        | 0.8791           | 0.9448         | 0.8178              | 0.8625            | 0.5024                         | 0.9157              | 0.8774               | 0.7187           | 0.8723    | 0.6923         | 0.7743       | 0.4184                    | 0.8012         | 0.6922          | 0.6849      |
| 0.0764        | 16.32 | 6040 | 0.5655          | 0.7079   | 0.8073        | 0.8797           | 0.9433         | 0.8245              | 0.8713            | 0.5061                         | 0.9193              | 0.8738               | 0.7129           | 0.8737    | 0.6965         | 0.7791       | 0.4238                    | 0.7977         | 0.7029          | 0.6815      |
| 0.0561        | 16.38 | 6060 | 0.6671          | 0.7018   | 0.8034        | 0.8763           | 0.9532         | 0.8155              | 0.8667            | 0.5083                         | 0.9035              | 0.8813               | 0.6949           | 0.8690    | 0.6926         | 0.7733       | 0.4111                    | 0.7916         | 0.7039          | 0.6711      |
| 0.1363        | 16.43 | 6080 | 0.5540          | 0.7047   | 0.8098        | 0.8781           | 0.9473         | 0.8302              | 0.8811            | 0.5139                         | 0.9031              | 0.8808               | 0.7121           | 0.8723    | 0.6977         | 0.7750       | 0.4095                    | 0.7953         | 0.7012          | 0.6821      |
| 0.1408        | 16.49 | 6100 | 0.6001          | 0.7058   | 0.8058        | 0.8781           | 0.9473         | 0.8158              | 0.8603            | 0.5305                         | 0.9159              | 0.8609               | 0.7102           | 0.8739    | 0.6957         | 0.7757       | 0.4201                    | 0.7917         | 0.7023          | 0.6810      |
| 0.0844        | 16.54 | 6120 | 0.5692          | 0.7057   | 0.8102        | 0.8782           | 0.9462         | 0.8158              | 0.8603            | 0.5451                         | 0.9087              | 0.8795               | 0.7154           | 0.8747    | 0.6935         | 0.7741       | 0.4216                    | 0.7944         | 0.6965          | 0.6849      |
| 0.6166        | 16.59 | 6140 | 0.5215          | 0.7115   | 0.8146        | 0.8822           | 0.9468         | 0.8382              | 0.8739            | 0.5055                         | 0.9028              | 0.8894               | 0.7457           | 0.8739    | 0.6958         | 0.7734       | 0.4119                    | 0.7992         | 0.7130          | 0.7134      |
| 0.0868        | 16.65 | 6160 | 0.5212          | 0.7093   | 0.8136        | 0.8810           | 0.9439         | 0.8428              | 0.8667            | 0.5176                         | 0.9098              | 0.8770               | 0.7374           | 0.8759    | 0.6968         | 0.7706       | 0.4109                    | 0.7971         | 0.7089          | 0.7049      |
| 0.0933        | 16.7  | 6180 | 0.5656          | 0.7039   | 0.8086        | 0.8766           | 0.9395         | 0.8424              | 0.8725            | 0.5149                         | 0.9131              | 0.8680               | 0.7094           | 0.8708    | 0.6959         | 0.7706       | 0.4154                    | 0.7888         | 0.7053          | 0.6804      |
| 0.1599        | 16.76 | 6200 | 0.5295          | 0.7078   | 0.8083        | 0.8784           | 0.9412         | 0.8144              | 0.8737            | 0.5262                         | 0.9125              | 0.8597               | 0.7303           | 0.8703    | 0.6947         | 0.7708       | 0.4198                    | 0.7899         | 0.7117          | 0.6975      |
| 0.194         | 16.81 | 6220 | 0.5692          | 0.7040   | 0.8062        | 0.8769           | 0.9393         | 0.8272              | 0.8603            | 0.5139                         | 0.9169              | 0.8726               | 0.7135           | 0.8693    | 0.6918         | 0.7713       | 0.4191                    | 0.7916         | 0.7010          | 0.6838      |
| 2.0002        | 16.86 | 6240 | 0.5730          | 0.7020   | 0.8013        | 0.8769           | 0.9429         | 0.8263              | 0.8759            | 0.4654                         | 0.9115              | 0.8683               | 0.7190           | 0.8675    | 0.6957         | 0.7702       | 0.3999                    | 0.7913         | 0.6999          | 0.6893      |
| 0.0626        | 16.92 | 6260 | 0.4793          | 0.7126   | 0.8165        | 0.8826           | 0.9442         | 0.8376              | 0.8666            | 0.5252                         | 0.9066              | 0.8816               | 0.7537           | 0.8753    | 0.6957         | 0.7725       | 0.4177                    | 0.7999         | 0.7073          | 0.7202      |
| 0.1376        | 16.97 | 6280 | 0.5064          | 0.7102   | 0.8151        | 0.8806           | 0.9399         | 0.8344              | 0.8783            | 0.5470                         | 0.9139              | 0.8520               | 0.7402           | 0.8733    | 0.6981         | 0.7739       | 0.4154                    | 0.7970         | 0.7040          | 0.7096      |
| 0.0716        | 17.03 | 6300 | 0.4703          | 0.7176   | 0.8226        | 0.8847           | 0.9421         | 0.8342              | 0.8686            | 0.5637                         | 0.9075              | 0.8650               | 0.7768           | 0.8757    | 0.6993         | 0.7757       | 0.4188                    | 0.8023         | 0.7087          | 0.7428      |
| 0.1183        | 17.08 | 6320 | 0.4537          | 0.7268   | 0.8272        | 0.8908           | 0.9471         | 0.8228              | 0.8720            | 0.5645                         | 0.9071              | 0.8600               | 0.8168           | 0.8819    | 0.6999         | 0.7726       | 0.4285                    | 0.8115         | 0.7165          | 0.7769      |
| 0.0756        | 17.14 | 6340 | 0.5057          | 0.7158   | 0.8177        | 0.8830           | 0.9447         | 0.8341              | 0.8755            | 0.5660                         | 0.9143              | 0.8345               | 0.7546           | 0.8760    | 0.6994         | 0.7705       | 0.4280                    | 0.7968         | 0.7185          | 0.7212      |
| 0.1121        | 17.19 | 6360 | 0.5146          | 0.7133   | 0.8116        | 0.8816           | 0.9511         | 0.8261              | 0.8788            | 0.5182                         | 0.9059              | 0.8677               | 0.7334           | 0.8716    | 0.7010         | 0.7681       | 0.4269                    | 0.7961         | 0.7253          | 0.7039      |
| 0.8812        | 17.24 | 6380 | 0.5779          | 0.6991   | 0.8014        | 0.8751           | 0.9509         | 0.8260              | 0.8680            | 0.5013                         | 0.9100              | 0.8768               | 0.6771           | 0.8719    | 0.6979         | 0.7692       | 0.4269                    | 0.7953         | 0.6821          | 0.6507      |
| 0.1224        | 17.3  | 6400 | 0.6081          | 0.6975   | 0.8002        | 0.8743           | 0.9457         | 0.8119              | 0.8703            | 0.5074                         | 0.9152              | 0.8790               | 0.6722           | 0.8739    | 0.6973         | 0.7696       | 0.4294                    | 0.7954         | 0.6745          | 0.6426      |
| 0.0756        | 17.35 | 6420 | 0.5924          | 0.6984   | 0.8034        | 0.8742           | 0.9438         | 0.8337              | 0.8612            | 0.5196                         | 0.9158              | 0.8701               | 0.6797           | 0.8730    | 0.6984         | 0.7679       | 0.4288                    | 0.7936         | 0.6795          | 0.6477      |
| 0.0989        | 17.41 | 6440 | 0.5463          | 0.7041   | 0.8093        | 0.8774           | 0.9465         | 0.8364              | 0.8611            | 0.5322                         | 0.9093              | 0.8687               | 0.7106           | 0.8742    | 0.6969         | 0.7676       | 0.4272                    | 0.7956         | 0.6908          | 0.6764      |
| 0.2782        | 17.46 | 6460 | 0.5839          | 0.7092   | 0.8070        | 0.8805           | 0.9421         | 0.8236              | 0.8708            | 0.4941                         | 0.9181              | 0.8671               | 0.7328           | 0.8759    | 0.7028         | 0.7662       | 0.4183                    | 0.7944         | 0.7096          | 0.6975      |
| 0.0626        | 17.51 | 6480 | 0.5333          | 0.7105   | 0.8119        | 0.8815           | 0.9456         | 0.8366              | 0.8678            | 0.5003                         | 0.9084              | 0.8866               | 0.7379           | 0.8767    | 0.6991         | 0.7686       | 0.4236                    | 0.7983         | 0.7061          | 0.7013      |
| 0.1027        | 17.57 | 6500 | 0.5370          | 0.7107   | 0.8130        | 0.8806           | 0.9470         | 0.8279              | 0.8627            | 0.5325                         | 0.9071              | 0.8817               | 0.7324           | 0.8758    | 0.6951         | 0.7668       | 0.4315                    | 0.7946         | 0.7122          | 0.6987      |
| 0.5464        | 17.62 | 6520 | 0.5111          | 0.7157   | 0.8163        | 0.8832           | 0.9424         | 0.8294              | 0.8653            | 0.5289                         | 0.9104              | 0.8776               | 0.7599           | 0.8771    | 0.6953         | 0.7687       | 0.4300                    | 0.7949         | 0.7223          | 0.7220      |
| 0.118         | 17.68 | 6540 | 0.5359          | 0.7105   | 0.8124        | 0.8794           | 0.9351         | 0.8242              | 0.8694            | 0.5230                         | 0.9131              | 0.8818               | 0.7403           | 0.8720    | 0.6952         | 0.7729       | 0.4260                    | 0.7891         | 0.7151          | 0.7036      |
| 0.1491        | 17.73 | 6560 | 0.5201          | 0.7045   | 0.8158        | 0.8767           | 0.9395         | 0.8256              | 0.8856            | 0.5546                         | 0.8943              | 0.8738               | 0.7371           | 0.8705    | 0.6925         | 0.7732       | 0.4114                    | 0.7894         | 0.6923          | 0.7025      |
| 0.1414        | 17.78 | 6580 | 0.5441          | 0.7029   | 0.8116        | 0.8770           | 0.9349         | 0.8467              | 0.8683            | 0.5044                         | 0.9062              | 0.8868               | 0.7336           | 0.8703    | 0.6898         | 0.7738       | 0.4018                    | 0.7912         | 0.6955          | 0.6979      |
| 0.147         | 17.84 | 6600 | 0.6016          | 0.7023   | 0.8067        | 0.8768           | 0.9389         | 0.8315              | 0.8824            | 0.4868                         | 0.9073              | 0.8782               | 0.7217           | 0.8690    | 0.6917         | 0.7701       | 0.4035                    | 0.7913         | 0.7007          | 0.6895      |
| 0.3068        | 17.89 | 6620 | 0.5620          | 0.7040   | 0.8117        | 0.8770           | 0.9388         | 0.8389              | 0.8782            | 0.5185                         | 0.9049              | 0.8814               | 0.7214           | 0.8696    | 0.6956         | 0.7740       | 0.4102                    | 0.7927         | 0.6976          | 0.6887      |
| 0.1801        | 17.95 | 6640 | 0.4885          | 0.7204   | 0.8225        | 0.8876           | 0.9360         | 0.8473              | 0.8697            | 0.5022                         | 0.9097              | 0.8832               | 0.8093           | 0.8716    | 0.6937         | 0.7719       | 0.4129                    | 0.8105         | 0.7139          | 0.7684      |
| 0.1804        | 18.0  | 6660 | 0.5110          | 0.7219   | 0.8262        | 0.8881           | 0.9358         | 0.8444              | 0.8673            | 0.5296                         | 0.9070              | 0.8819               | 0.8175           | 0.8714    | 0.6929         | 0.7692       | 0.4163                    | 0.8118         | 0.7128          | 0.7791      |
| 0.1116        | 18.05 | 6680 | 0.5070          | 0.7206   | 0.8138        | 0.8894           | 0.9378         | 0.8169              | 0.8801            | 0.4586                         | 0.9176              | 0.8617               | 0.8243           | 0.8715    | 0.6940         | 0.7692       | 0.3995                    | 0.8132         | 0.7136          | 0.7833      |
| 0.1006        | 18.11 | 6700 | 0.4960          | 0.7241   | 0.8216        | 0.8892           | 0.9401         | 0.8249              | 0.8662            | 0.5111                         | 0.9106              | 0.8824               | 0.8156           | 0.8717    | 0.6915         | 0.7716       | 0.4227                    | 0.8115         | 0.7237          | 0.7759      |
| 0.2359        | 18.16 | 6720 | 0.5146          | 0.7224   | 0.8199        | 0.8878           | 0.9389         | 0.8115              | 0.8748            | 0.5118                         | 0.9080              | 0.8876               | 0.8069           | 0.8704    | 0.6938         | 0.7688       | 0.4199                    | 0.8074         | 0.7277          | 0.7690      |
| 0.1132        | 18.22 | 6740 | 0.5011          | 0.7205   | 0.8157        | 0.8871           | 0.9409         | 0.7965              | 0.8643            | 0.5211                         | 0.9115              | 0.8601               | 0.8151           | 0.8681    | 0.6914         | 0.7606       | 0.4174                    | 0.8083         | 0.7245          | 0.7733      |
| 0.2334        | 18.27 | 6760 | 0.5014          | 0.7203   | 0.8228        | 0.8856           | 0.9371         | 0.8392              | 0.8644            | 0.5331                         | 0.9075              | 0.8853               | 0.7931           | 0.8715    | 0.6960         | 0.7711       | 0.4218                    | 0.8016         | 0.7262          | 0.7540      |
| 0.1462        | 18.32 | 6780 | 0.5624          | 0.7124   | 0.8109        | 0.8816           | 0.9380         | 0.8244              | 0.8777            | 0.4855                         | 0.9108              | 0.8844               | 0.7555           | 0.8717    | 0.7002         | 0.7708       | 0.4074                    | 0.7919         | 0.7255          | 0.7193      |
| 0.2056        | 18.38 | 6800 | 0.5420          | 0.7120   | 0.8147        | 0.8812           | 0.9423         | 0.8275              | 0.8862            | 0.5207                         | 0.9056              | 0.8792               | 0.7413           | 0.8755    | 0.6975         | 0.7707       | 0.4154                    | 0.7917         | 0.7273          | 0.7058      |
| 0.1651        | 18.43 | 6820 | 0.5382          | 0.7110   | 0.8140        | 0.8803           | 0.9388         | 0.8440              | 0.8692            | 0.5121                         | 0.9082              | 0.8761               | 0.7495           | 0.8724    | 0.6953         | 0.7692       | 0.4149                    | 0.7894         | 0.7248          | 0.7111      |
| 0.0992        | 18.49 | 6840 | 0.5620          | 0.7088   | 0.8093        | 0.8790           | 0.9420         | 0.8331              | 0.8753            | 0.5021                         | 0.9083              | 0.8684               | 0.7362           | 0.8702    | 0.6949         | 0.7673       | 0.4140                    | 0.7876         | 0.7235          | 0.7039      |
| 0.1757        | 18.54 | 6860 | 0.5442          | 0.7108   | 0.8150        | 0.8803           | 0.9360         | 0.8308              | 0.8751            | 0.5137                         | 0.9033              | 0.8825               | 0.7639           | 0.8719    | 0.6964         | 0.7657       | 0.4081                    | 0.7890         | 0.7198          | 0.7248      |
| 0.1177        | 18.59 | 6880 | 0.5886          | 0.7041   | 0.8065        | 0.8767           | 0.9395         | 0.8178              | 0.8681            | 0.5125                         | 0.9088              | 0.8689               | 0.7302           | 0.8708    | 0.6918         | 0.7697       | 0.4076                    | 0.7845         | 0.7084          | 0.6961      |
| 0.1385        | 18.65 | 6900 | 0.5821          | 0.7068   | 0.8103        | 0.8775           | 0.9338         | 0.8142              | 0.8833            | 0.5361                         | 0.9145              | 0.8609               | 0.7296           | 0.8713    | 0.6881         | 0.7706       | 0.4206                    | 0.7861         | 0.7155          | 0.6953      |
| 0.0752        | 18.7  | 6920 | 0.5313          | 0.7110   | 0.8164        | 0.8798           | 0.9377         | 0.8312              | 0.8773            | 0.5327                         | 0.9023              | 0.8818               | 0.7519           | 0.8714    | 0.6941         | 0.7714       | 0.4151                    | 0.7884         | 0.7219          | 0.7144      |
| 0.0994        | 18.76 | 6940 | 0.5557          | 0.7074   | 0.8114        | 0.8784           | 0.9387         | 0.8372              | 0.8628            | 0.5177                         | 0.9090              | 0.8761               | 0.7384           | 0.8707    | 0.6932         | 0.7722       | 0.4082                    | 0.7877         | 0.7151          | 0.7046      |
| 0.1765        | 18.81 | 6960 | 0.5659          | 0.7064   | 0.8084        | 0.8781           | 0.9393         | 0.8197              | 0.8669            | 0.5152                         | 0.9122              | 0.8764               | 0.7289           | 0.8718    | 0.6949         | 0.7747       | 0.4103                    | 0.7892         | 0.7079          | 0.6959      |
| 0.0776        | 18.86 | 6980 | 0.5780          | 0.7067   | 0.8135        | 0.8782           | 0.9362         | 0.8413              | 0.8658            | 0.5231                         | 0.9094              | 0.8878               | 0.7309           | 0.8722    | 0.6953         | 0.7721       | 0.4183                    | 0.7925         | 0.6990          | 0.6973      |
| 0.1493        | 18.92 | 7000 | 0.5443          | 0.7038   | 0.8113        | 0.8769           | 0.9407         | 0.8341              | 0.8725            | 0.5199                         | 0.9015              | 0.8848               | 0.7255           | 0.8709    | 0.6948         | 0.7726       | 0.4193                    | 0.7930         | 0.6851          | 0.6913      |
| 0.1297        | 18.97 | 7020 | 0.5767          | 0.6982   | 0.8070        | 0.8735           | 0.9423         | 0.8170              | 0.8655            | 0.5456                         | 0.9027              | 0.8751               | 0.7012           | 0.8693    | 0.6915         | 0.7676       | 0.4209                    | 0.7898         | 0.6776          | 0.6705      |
| 0.1254        | 19.03 | 7040 | 0.5464          | 0.6990   | 0.8106        | 0.8747           | 0.9448         | 0.8353              | 0.8614            | 0.5483                         | 0.9022              | 0.8883               | 0.6937           | 0.8739    | 0.6948         | 0.7686       | 0.4258                    | 0.7960         | 0.6705          | 0.6633      |
| 0.1392        | 19.08 | 7060 | 0.5197          | 0.7054   | 0.8122        | 0.8780           | 0.9463         | 0.8156              | 0.8707            | 0.5498                         | 0.9015              | 0.8804               | 0.7214           | 0.8747    | 0.6972         | 0.7697       | 0.4242                    | 0.7960         | 0.6885          | 0.6877      |
| 0.1098        | 19.14 | 7080 | 0.5556          | 0.7011   | 0.8103        | 0.8760           | 0.9443         | 0.8244              | 0.8687            | 0.5591                         | 0.9091              | 0.8681               | 0.6980           | 0.8757    | 0.6964         | 0.7739       | 0.4264                    | 0.7976         | 0.6710          | 0.6664      |
| 0.1717        | 19.19 | 7100 | 0.5825          | 0.6957   | 0.8024        | 0.8740           | 0.9463         | 0.8181              | 0.8598            | 0.5280                         | 0.9115              | 0.8674               | 0.6861           | 0.8745    | 0.6960         | 0.7699       | 0.4194                    | 0.7980         | 0.6562          | 0.6558      |
| 0.0918        | 19.24 | 7120 | 0.5705          | 0.6960   | 0.8056        | 0.8741           | 0.9499         | 0.8380              | 0.8656            | 0.5248                         | 0.9035              | 0.8754               | 0.6821           | 0.8728    | 0.6964         | 0.7716       | 0.4200                    | 0.8010         | 0.6572          | 0.6528      |
| 0.1239        | 19.3  | 7140 | 0.6309          | 0.6946   | 0.8038        | 0.8735           | 0.9491         | 0.8301              | 0.8817            | 0.5198                         | 0.9048              | 0.8699               | 0.6711           | 0.8725    | 0.6945         | 0.7754       | 0.4174                    | 0.7989         | 0.6613          | 0.6426      |
| 0.0707        | 19.35 | 7160 | 0.6285          | 0.6973   | 0.8068        | 0.8733           | 0.9336         | 0.8444              | 0.8719            | 0.5197                         | 0.9156              | 0.8736               | 0.6884           | 0.8690    | 0.6931         | 0.7749       | 0.4198                    | 0.7919         | 0.6746          | 0.6580      |
| 0.0628        | 19.41 | 7180 | 0.6001          | 0.6988   | 0.8025        | 0.8743           | 0.9391         | 0.8174              | 0.8625            | 0.5177                         | 0.9176              | 0.8690               | 0.6938           | 0.8704    | 0.6945         | 0.7740       | 0.4198                    | 0.7918         | 0.6786          | 0.6624      |
| 0.128         | 19.46 | 7200 | 0.5883          | 0.7000   | 0.8058        | 0.8748           | 0.9390         | 0.8277              | 0.8617            | 0.5227                         | 0.9130              | 0.8731               | 0.7031           | 0.8697    | 0.6947         | 0.7717       | 0.4186                    | 0.7923         | 0.6820          | 0.6707      |
| 0.1079        | 19.51 | 7220 | 0.5329          | 0.7090   | 0.8124        | 0.8797           | 0.9429         | 0.8367              | 0.8552            | 0.5280                         | 0.9089              | 0.8720               | 0.7434           | 0.8700    | 0.6940         | 0.7700       | 0.4173                    | 0.7957         | 0.7074          | 0.7082      |
| 0.0662        | 19.57 | 7240 | 0.5389          | 0.7124   | 0.8122        | 0.8805           | 0.9388         | 0.8218              | 0.8682            | 0.5353                         | 0.9156              | 0.8577               | 0.7481           | 0.8700    | 0.6976         | 0.7713       | 0.4253                    | 0.7927         | 0.7158          | 0.7143      |
| 0.1982        | 19.62 | 7260 | 0.5389          | 0.7124   | 0.8117        | 0.8811           | 0.9399         | 0.8329              | 0.8654            | 0.5114                         | 0.9153              | 0.8707               | 0.7463           | 0.8714    | 0.6997         | 0.7691       | 0.4253                    | 0.7953         | 0.7141          | 0.7119      |
| 0.0693        | 19.68 | 7280 | 0.5139          | 0.7161   | 0.8157        | 0.8842           | 0.9429         | 0.8245              | 0.8727            | 0.5213                         | 0.9130              | 0.8789               | 0.7569           | 0.8796    | 0.7020         | 0.7719       | 0.4269                    | 0.7996         | 0.7144          | 0.7186      |
| 0.1813        | 19.73 | 7300 | 0.5365          | 0.7132   | 0.8171        | 0.8825           | 0.9422         | 0.8286              | 0.8737            | 0.5397                         | 0.9098              | 0.8763               | 0.7490           | 0.8799    | 0.6980         | 0.7725       | 0.4196                    | 0.7960         | 0.7135          | 0.7128      |
| 0.1081        | 19.78 | 7320 | 0.5273          | 0.7126   | 0.8143        | 0.8824           | 0.9462         | 0.8293              | 0.8549            | 0.5354                         | 0.9131              | 0.8793               | 0.7416           | 0.8767    | 0.6944         | 0.7703       | 0.4204                    | 0.7986         | 0.7191          | 0.7091      |
| 1.5546        | 19.84 | 7340 | 0.5608          | 0.7097   | 0.8116        | 0.8805           | 0.9488         | 0.8067              | 0.8780            | 0.5345                         | 0.9045              | 0.8835               | 0.7253           | 0.8737    | 0.6930         | 0.7699       | 0.4231                    | 0.7971         | 0.7159          | 0.6949      |
| 1.4996        | 19.89 | 7360 | 0.6004          | 0.7065   | 0.8139        | 0.8785           | 0.9467         | 0.8240              | 0.8768            | 0.5526                         | 0.9046              | 0.8878               | 0.7049           | 0.8741    | 0.6946         | 0.7713       | 0.4285                    | 0.7979         | 0.7028          | 0.6765      |
| 0.0874        | 19.95 | 7380 | 0.5210          | 0.7112   | 0.8185        | 0.8814           | 0.9440         | 0.8369              | 0.8703            | 0.5430                         | 0.9045              | 0.8981               | 0.7327           | 0.8772    | 0.6942         | 0.7713       | 0.4292                    | 0.8001         | 0.7076          | 0.6987      |
| 0.2072        | 20.0  | 7400 | 0.5481          | 0.7100   | 0.8146        | 0.8807           | 0.9470         | 0.8139              | 0.8698            | 0.5562                         | 0.9078              | 0.8855               | 0.7223           | 0.8762    | 0.6906         | 0.7739       | 0.4309                    | 0.7991         | 0.7092          | 0.6902      |
| 0.1101        | 20.05 | 7420 | 0.5232          | 0.7142   | 0.8139        | 0.8833           | 0.9458         | 0.8184              | 0.8812            | 0.5229                         | 0.9121              | 0.8765               | 0.7404           | 0.8762    | 0.6941         | 0.7740       | 0.4271                    | 0.8008         | 0.7212          | 0.7064      |
| 0.1173        | 20.11 | 7440 | 0.5291          | 0.7127   | 0.8152        | 0.8822           | 0.9455         | 0.8264              | 0.8733            | 0.5350                         | 0.9096              | 0.8774               | 0.7389           | 0.8756    | 0.6948         | 0.7710       | 0.4243                    | 0.7992         | 0.7182          | 0.7059      |
| 0.1554        | 20.16 | 7460 | 0.5416          | 0.7110   | 0.8090        | 0.8820           | 0.9452         | 0.8151              | 0.8670            | 0.5110                         | 0.9166              | 0.8661               | 0.7417           | 0.8776    | 0.6956         | 0.7681       | 0.4188                    | 0.7969         | 0.7141          | 0.7059      |
| 0.0842        | 20.22 | 7480 | 0.5363          | 0.7100   | 0.8069        | 0.8819           | 0.9465         | 0.8148              | 0.8731            | 0.4977                         | 0.9176              | 0.8624               | 0.7361           | 0.8759    | 0.6949         | 0.7690       | 0.4134                    | 0.7986         | 0.7152          | 0.7032      |
| 0.059         | 20.27 | 7500 | 0.5013          | 0.7174   | 0.8156        | 0.8856           | 0.9427         | 0.8188              | 0.8792            | 0.5164                         | 0.9152              | 0.8662               | 0.7704           | 0.8763    | 0.6959         | 0.7698       | 0.4198                    | 0.8044         | 0.7205          | 0.7349      |
| 0.2544        | 20.32 | 7520 | 0.4857          | 0.7240   | 0.8204        | 0.8898           | 0.9451         | 0.8156              | 0.8719            | 0.5201                         | 0.9129              | 0.8768               | 0.8006           | 0.8768    | 0.6960         | 0.7726       | 0.4248                    | 0.8138         | 0.7223          | 0.7621      |
| 0.1371        | 20.38 | 7540 | 0.5108          | 0.7185   | 0.8166        | 0.8849           | 0.9364         | 0.8225              | 0.8757            | 0.5203                         | 0.9184              | 0.8686               | 0.7742           | 0.8733    | 0.6958         | 0.7745       | 0.4245                    | 0.8003         | 0.7229          | 0.7381      |
| 0.074         | 20.43 | 7560 | 0.4800          | 0.7225   | 0.8200        | 0.8889           | 0.9429         | 0.8235              | 0.8771            | 0.5116                         | 0.9128              | 0.8764               | 0.7958           | 0.8764    | 0.6945         | 0.7744       | 0.4196                    | 0.8100         | 0.7236          | 0.7592      |
| 0.0802        | 20.49 | 7580 | 0.4816          | 0.7193   | 0.8192        | 0.8868           | 0.9467         | 0.8058              | 0.8837            | 0.5255                         | 0.9042              | 0.8953               | 0.7734           | 0.8798    | 0.6936         | 0.7735       | 0.4210                    | 0.8046         | 0.7240          | 0.7383      |
| 0.0402        | 20.54 | 7600 | 0.5232          | 0.7147   | 0.8162        | 0.8836           | 0.9437         | 0.8337              | 0.8760            | 0.5226                         | 0.9119              | 0.8757               | 0.7495           | 0.8785    | 0.6952         | 0.7744       | 0.4203                    | 0.7980         | 0.7220          | 0.7144      |
| 0.0726        | 20.59 | 7620 | 0.4981          | 0.7173   | 0.8167        | 0.8854           | 0.9469         | 0.8319              | 0.8703            | 0.5215                         | 0.9130              | 0.8762               | 0.7571           | 0.8773    | 0.6951         | 0.7767       | 0.4205                    | 0.8034         | 0.7259          | 0.7225      |
| 0.3745        | 20.65 | 7640 | 0.5250          | 0.7157   | 0.8151        | 0.8845           | 0.9447         | 0.8437              | 0.8754            | 0.4954                         | 0.9123              | 0.8797               | 0.7542           | 0.8776    | 0.6968         | 0.7749       | 0.4198                    | 0.8001         | 0.7226          | 0.7178      |
| 1.2679        | 20.7  | 7660 | 0.4804          | 0.7208   | 0.8205        | 0.8872           | 0.9480         | 0.8189              | 0.8741            | 0.5276                         | 0.9040              | 0.8925               | 0.7782           | 0.8774    | 0.6960         | 0.7746       | 0.4267                    | 0.8070         | 0.7219          | 0.7418      |
| 0.0966        | 20.76 | 7680 | 0.5085          | 0.7187   | 0.8179        | 0.8859           | 0.9447         | 0.8308              | 0.8638            | 0.5216                         | 0.9121              | 0.8817               | 0.7707           | 0.8775    | 0.6975         | 0.7710       | 0.4265                    | 0.8039         | 0.7209          | 0.7333      |
| 0.1726        | 20.81 | 7700 | 0.5561          | 0.7123   | 0.8114        | 0.8808           | 0.9384         | 0.8226              | 0.8625            | 0.5116                         | 0.9149              | 0.8872               | 0.7426           | 0.8712    | 0.6967         | 0.7713       | 0.4261                    | 0.7932         | 0.7194          | 0.7085      |
| 0.1355        | 20.86 | 7720 | 0.5438          | 0.7146   | 0.8136        | 0.8821           | 0.9390         | 0.8201              | 0.8767            | 0.5170                         | 0.9121              | 0.8754               | 0.7546           | 0.8709    | 0.6980         | 0.7702       | 0.4277                    | 0.7957         | 0.7214          | 0.7186      |
| 0.1081        | 20.92 | 7740 | 0.5306          | 0.7158   | 0.8173        | 0.8826           | 0.9393         | 0.8267              | 0.8674            | 0.5339                         | 0.9089              | 0.8833               | 0.7616           | 0.8712    | 0.6975         | 0.7703       | 0.4277                    | 0.7967         | 0.7211          | 0.7259      |
| 0.1707        | 20.97 | 7760 | 0.5283          | 0.7167   | 0.8143        | 0.8842           | 0.9382         | 0.8324              | 0.8755            | 0.4941                         | 0.9148              | 0.8718               | 0.7731           | 0.8711    | 0.6988         | 0.7703       | 0.4199                    | 0.8003         | 0.7205          | 0.7362      |
| 0.122         | 21.03 | 7780 | 0.5323          | 0.7170   | 0.8137        | 0.8845           | 0.9438         | 0.8208              | 0.8783            | 0.5060                         | 0.9096              | 0.8593               | 0.7782           | 0.8686    | 0.6960         | 0.7711       | 0.4208                    | 0.8028         | 0.7190          | 0.7409      |
| 0.0951        | 21.08 | 7800 | 0.5344          | 0.7142   | 0.8126        | 0.8822           | 0.9388         | 0.8252              | 0.8686            | 0.5019                         | 0.9133              | 0.8850               | 0.7549           | 0.8705    | 0.6985         | 0.7699       | 0.4227                    | 0.7968         | 0.7215          | 0.7191      |
| 0.1561        | 21.14 | 7820 | 0.5678          | 0.7108   | 0.8118        | 0.8800           | 0.9426         | 0.8291              | 0.8740            | 0.5106                         | 0.9078              | 0.8872               | 0.7311           | 0.8694    | 0.6975         | 0.7711       | 0.4228                    | 0.7935         | 0.7195          | 0.7017      |
| 0.0966        | 21.19 | 7840 | 0.4841          | 0.7250   | 0.8224        | 0.8894           | 0.9423         | 0.8323              | 0.8717            | 0.5137                         | 0.9106              | 0.8799               | 0.8061           | 0.8741    | 0.7001         | 0.7702       | 0.4264                    | 0.8114         | 0.7247          | 0.7682      |
| 0.1362        | 21.24 | 7860 | 0.5114          | 0.7173   | 0.8162        | 0.8841           | 0.9388         | 0.8310              | 0.8622            | 0.5194                         | 0.9162              | 0.8790               | 0.7667           | 0.8726    | 0.6985         | 0.7671       | 0.4282                    | 0.8001         | 0.7228          | 0.7321      |
| 0.0383        | 21.3  | 7880 | 0.5743          | 0.7119   | 0.8133        | 0.8804           | 0.9362         | 0.8395              | 0.8661            | 0.5197                         | 0.9166              | 0.8721               | 0.7427           | 0.8701    | 0.6988         | 0.7636       | 0.4290                    | 0.7944         | 0.7183          | 0.7091      |
| 0.1295        | 21.35 | 7900 | 0.5497          | 0.7130   | 0.8135        | 0.8812           | 0.9385         | 0.8287              | 0.8700            | 0.5175                         | 0.9127              | 0.8785               | 0.7484           | 0.8711    | 0.6987         | 0.7650       | 0.4274                    | 0.7950         | 0.7203          | 0.7137      |
| 0.176         | 21.41 | 7920 | 0.5293          | 0.7150   | 0.8149        | 0.8829           | 0.9444         | 0.8322              | 0.8598            | 0.5333                         | 0.9126              | 0.8641               | 0.7581           | 0.8729    | 0.6963         | 0.7651       | 0.4290                    | 0.7988         | 0.7215          | 0.7217      |
| 0.1668        | 21.46 | 7940 | 0.5478          | 0.7130   | 0.8073        | 0.8818           | 0.9461         | 0.7878              | 0.8749            | 0.5211                         | 0.9132              | 0.8564               | 0.7517           | 0.8704    | 0.6904         | 0.7706       | 0.4282                    | 0.7958         | 0.7187          | 0.7174      |
| 0.0873        | 21.51 | 7960 | 0.5093          | 0.7198   | 0.8187        | 0.8859           | 0.9453         | 0.8315              | 0.8734            | 0.5284                         | 0.9113              | 0.8729               | 0.7679           | 0.8764    | 0.7006         | 0.7705       | 0.4335                    | 0.8041         | 0.7222          | 0.7311      |
| 0.1029        | 21.57 | 7980 | 0.5399          | 0.7167   | 0.8150        | 0.8843           | 0.9483         | 0.8273              | 0.8665            | 0.5269                         | 0.9118              | 0.8702               | 0.7540           | 0.8761    | 0.6993         | 0.7686       | 0.4308                    | 0.8016         | 0.7209          | 0.7193      |
| 0.0735        | 21.62 | 8000 | 0.5728          | 0.7106   | 0.8112        | 0.8808           | 0.9464         | 0.8353              | 0.8590            | 0.5218                         | 0.9141              | 0.8738               | 0.7282           | 0.8755    | 0.6988         | 0.7652       | 0.4316                    | 0.7976         | 0.7112          | 0.6944      |
| 0.1241        | 21.68 | 8020 | 0.5378          | 0.7131   | 0.8143        | 0.8822           | 0.9475         | 0.8299              | 0.8678            | 0.5294                         | 0.9092              | 0.8786               | 0.7374           | 0.8760    | 0.6979         | 0.7688       | 0.4342                    | 0.8001         | 0.7142          | 0.7008      |
| 0.1456        | 21.73 | 8040 | 0.5700          | 0.7107   | 0.8099        | 0.8808           | 0.9469         | 0.8073              | 0.8641            | 0.5361                         | 0.9134              | 0.8733               | 0.7286           | 0.8754    | 0.6955         | 0.7658       | 0.4338                    | 0.7974         | 0.7133          | 0.6936      |
| 0.1718        | 21.78 | 8060 | 0.5572          | 0.7102   | 0.8138        | 0.8803           | 0.9475         | 0.8285              | 0.8637            | 0.5474                         | 0.9090              | 0.8762               | 0.7241           | 0.8752    | 0.6961         | 0.7669       | 0.4323                    | 0.7973         | 0.7120          | 0.6916      |
| 0.0592        | 21.84 | 8080 | 0.5832          | 0.7112   | 0.8180        | 0.8807           | 0.9451         | 0.8232              | 0.8658            | 0.5628                         | 0.9034              | 0.8929               | 0.7328           | 0.8766    | 0.6951         | 0.7673       | 0.4354                    | 0.7979         | 0.7068          | 0.6996      |
| 0.0823        | 21.89 | 8100 | 0.5474          | 0.7157   | 0.8173        | 0.8827           | 0.9396         | 0.8341              | 0.8708            | 0.5360                         | 0.9118              | 0.8709               | 0.7582           | 0.8738    | 0.6984         | 0.7688       | 0.4339                    | 0.7972         | 0.7181          | 0.7201      |
| 0.1769        | 21.95 | 8120 | 0.5557          | 0.7126   | 0.8155        | 0.8815           | 0.9433         | 0.8268              | 0.8745            | 0.5414                         | 0.9099              | 0.8752               | 0.7377           | 0.8760    | 0.6984         | 0.7706       | 0.4323                    | 0.7974         | 0.7110          | 0.7024      |
| 0.1213        | 22.0  | 8140 | 0.5464          | 0.7129   | 0.8153        | 0.8814           | 0.9391         | 0.8340              | 0.8662            | 0.5266                         | 0.9110              | 0.8792               | 0.7513           | 0.8733    | 0.6999         | 0.7683       | 0.4298                    | 0.7974         | 0.7082          | 0.7131      |
| 0.086         | 22.05 | 8160 | 0.5355          | 0.7134   | 0.8177        | 0.8814           | 0.9381         | 0.8381              | 0.8604            | 0.5436                         | 0.9106              | 0.8789               | 0.7539           | 0.8720    | 0.6987         | 0.7647       | 0.4342                    | 0.7983         | 0.7098          | 0.7162      |
| 0.0569        | 22.11 | 8180 | 0.5513          | 0.7107   | 0.8095        | 0.8798           | 0.9419         | 0.8049              | 0.8646            | 0.5381                         | 0.9142              | 0.8621               | 0.7407           | 0.8697    | 0.6955         | 0.7631       | 0.4341                    | 0.7953         | 0.7113          | 0.7056      |
| 0.1725        | 22.16 | 8200 | 0.5476          | 0.7114   | 0.8143        | 0.8804           | 0.9412         | 0.8400              | 0.8665            | 0.5273                         | 0.9096              | 0.8740               | 0.7418           | 0.8712    | 0.6993         | 0.7641       | 0.4308                    | 0.7961         | 0.7128          | 0.7057      |
| 0.1424        | 22.22 | 8220 | 0.5766          | 0.7096   | 0.8123        | 0.8792           | 0.9366         | 0.8393              | 0.8607            | 0.5203                         | 0.9142              | 0.8767               | 0.7381           | 0.8706    | 0.6995         | 0.7656       | 0.4282                    | 0.7935         | 0.7090          | 0.7008      |
| 0.0815        | 22.27 | 8240 | 0.5603          | 0.7117   | 0.8106        | 0.8805           | 0.9362         | 0.8323              | 0.8617            | 0.5083                         | 0.9189              | 0.8691               | 0.7478           | 0.8712    | 0.7010         | 0.7678       | 0.4260                    | 0.7940         | 0.7123          | 0.7095      |
| 0.1072        | 22.32 | 8260 | 0.5785          | 0.7106   | 0.8133        | 0.8796           | 0.9399         | 0.8229              | 0.8683            | 0.5322                         | 0.9088              | 0.8857               | 0.7354           | 0.8712    | 0.6991         | 0.7697       | 0.4309                    | 0.7943         | 0.7082          | 0.7009      |
| 0.6081        | 22.38 | 8280 | 0.5738          | 0.7090   | 0.8126        | 0.8789           | 0.9388         | 0.8331              | 0.8765            | 0.5201                         | 0.9099              | 0.8851               | 0.7244           | 0.8710    | 0.6988         | 0.7719       | 0.4309                    | 0.7941         | 0.7046          | 0.6919      |
| 0.1266        | 22.43 | 8300 | 0.5503          | 0.7105   | 0.8116        | 0.8799           | 0.9393         | 0.8274              | 0.8678            | 0.5223                         | 0.9141              | 0.8770               | 0.7336           | 0.8717    | 0.6984         | 0.7723       | 0.4306                    | 0.7948         | 0.7084          | 0.6975      |
| 0.0965        | 22.49 | 8320 | 0.5334          | 0.7118   | 0.8122        | 0.8807           | 0.9405         | 0.8295              | 0.8791            | 0.5216                         | 0.9135              | 0.8605               | 0.7410           | 0.8719    | 0.6994         | 0.7727       | 0.4289                    | 0.7956         | 0.7101          | 0.7040      |
| 0.0954        | 22.54 | 8340 | 0.5871          | 0.7064   | 0.8094        | 0.8776           | 0.9403         | 0.8274              | 0.8615            | 0.5317                         | 0.9132              | 0.8697               | 0.7223           | 0.8718    | 0.6974         | 0.7685       | 0.4273                    | 0.7916         | 0.6994          | 0.6885      |
| 0.0541        | 22.59 | 8360 | 0.5509          | 0.7109   | 0.8137        | 0.8807           | 0.9442         | 0.8316              | 0.8640            | 0.5374                         | 0.9097              | 0.8684               | 0.7405           | 0.8743    | 0.6968         | 0.7676       | 0.4267                    | 0.7957         | 0.7109          | 0.7042      |
| 0.1117        | 22.65 | 8380 | 0.5819          | 0.7039   | 0.8110        | 0.8764           | 0.9404         | 0.8394              | 0.8661            | 0.5365                         | 0.9092              | 0.8758               | 0.7098           | 0.8712    | 0.6966         | 0.7682       | 0.4283                    | 0.7928         | 0.6925          | 0.6775      |
| 0.1635        | 22.7  | 8400 | 0.5829          | 0.7093   | 0.8106        | 0.8794           | 0.9440         | 0.8297              | 0.8635            | 0.5252                         | 0.9116              | 0.8737               | 0.7267           | 0.8712    | 0.6976         | 0.7690       | 0.4302                    | 0.7953         | 0.7082          | 0.6935      |
| 0.0433        | 22.76 | 8420 | 0.5677          | 0.7094   | 0.8125        | 0.8791           | 0.9402         | 0.8238              | 0.8619            | 0.5343                         | 0.9099              | 0.8874               | 0.7301           | 0.8714    | 0.6976         | 0.7677       | 0.4326                    | 0.7942         | 0.7069          | 0.6958      |
| 1.1943        | 22.81 | 8440 | 0.5698          | 0.7098   | 0.8120        | 0.8793           | 0.9427         | 0.8280              | 0.8726            | 0.5379                         | 0.9111              | 0.8632               | 0.7286           | 0.8702    | 0.6977         | 0.7698       | 0.4304                    | 0.7945         | 0.7097          | 0.6963      |
| 0.0504        | 22.86 | 8460 | 0.5308          | 0.7134   | 0.8157        | 0.8817           | 0.9428         | 0.8360              | 0.8711            | 0.5340                         | 0.9098              | 0.8711               | 0.7450           | 0.8724    | 0.6987         | 0.7685       | 0.4306                    | 0.7979         | 0.7169          | 0.7091      |
| 0.1853        | 22.92 | 8480 | 0.5508          | 0.7116   | 0.8122        | 0.8811           | 0.9447         | 0.8256              | 0.8715            | 0.5254                         | 0.9111              | 0.8693               | 0.7380           | 0.8740    | 0.6985         | 0.7667       | 0.4287                    | 0.7971         | 0.7136          | 0.7026      |
| 0.2347        | 22.97 | 8500 | 0.5389          | 0.7132   | 0.8148        | 0.8822           | 0.9450         | 0.8338              | 0.8628            | 0.5267                         | 0.9099              | 0.8812               | 0.7446           | 0.8755    | 0.6981         | 0.7677       | 0.4284                    | 0.7986         | 0.7159          | 0.7085      |
| 1.5401        | 23.03 | 8520 | 0.5766          | 0.7113   | 0.8133        | 0.8813           | 0.9484         | 0.8311              | 0.8695            | 0.5294                         | 0.9075              | 0.8728               | 0.7342           | 0.8751    | 0.6969         | 0.7681       | 0.4250                    | 0.7970         | 0.7154          | 0.7018      |
| 0.2574        | 23.08 | 8540 | 0.5870          | 0.7099   | 0.8104        | 0.8808           | 0.9473         | 0.8340              | 0.8651            | 0.5127                         | 0.9115              | 0.8731               | 0.7293           | 0.8750    | 0.6969         | 0.7684       | 0.4232                    | 0.7960         | 0.7135          | 0.6964      |
| 0.1632        | 23.14 | 8560 | 0.5995          | 0.7083   | 0.8100        | 0.8795           | 0.9457         | 0.8221              | 0.8642            | 0.5330                         | 0.9136              | 0.8736               | 0.7176           | 0.8755    | 0.6967         | 0.7674       | 0.4272                    | 0.7948         | 0.7099          | 0.6865      |
| 0.1034        | 23.19 | 8580 | 0.5488          | 0.7133   | 0.8156        | 0.8824           | 0.9448         | 0.8405              | 0.8758            | 0.5264                         | 0.9114              | 0.8710               | 0.7392           | 0.8765    | 0.6986         | 0.7710       | 0.4270                    | 0.7994         | 0.7167          | 0.7038      |
| 0.1135        | 23.24 | 8600 | 0.5597          | 0.7119   | 0.8128        | 0.8817           | 0.9456         | 0.8379              | 0.8639            | 0.5206                         | 0.9129              | 0.8706               | 0.7384           | 0.8764    | 0.6979         | 0.7679       | 0.4248                    | 0.7968         | 0.7160          | 0.7031      |
| 0.1802        | 23.3  | 8620 | 0.5903          | 0.7094   | 0.8045        | 0.8809           | 0.9467         | 0.8124              | 0.8603            | 0.4947                         | 0.9187              | 0.8655               | 0.7330           | 0.8748    | 0.6971         | 0.7671       | 0.4196                    | 0.7955         | 0.7127          | 0.6988      |
| 0.0857        | 23.35 | 8640 | 0.5284          | 0.7150   | 0.8147        | 0.8834           | 0.9431         | 0.8353              | 0.8775            | 0.5122                         | 0.9120              | 0.8673               | 0.7555           | 0.8756    | 0.7001         | 0.7708       | 0.4235                    | 0.7985         | 0.7187          | 0.7179      |
| 1.4639        | 23.41 | 8660 | 0.5624          | 0.7108   | 0.8139        | 0.8804           | 0.9453         | 0.8230              | 0.8743            | 0.5360                         | 0.9051              | 0.8793               | 0.7341           | 0.8740    | 0.6983         | 0.7689       | 0.4263                    | 0.7950         | 0.7119          | 0.7009      |
| 0.4716        | 23.46 | 8680 | 0.5759          | 0.7098   | 0.8134        | 0.8801           | 0.9459         | 0.8281              | 0.8704            | 0.5395                         | 0.9076              | 0.8741               | 0.7281           | 0.8750    | 0.6982         | 0.7684       | 0.4264                    | 0.7953         | 0.7093          | 0.6959      |
| 0.1424        | 23.51 | 8700 | 0.6016          | 0.7062   | 0.8049        | 0.8788           | 0.9469         | 0.8120              | 0.8714            | 0.5144                         | 0.9158              | 0.8582               | 0.7152           | 0.8741    | 0.6969         | 0.7665       | 0.4238                    | 0.7943         | 0.7033          | 0.6847      |
| 0.1204        | 23.57 | 8720 | 0.6076          | 0.7072   | 0.8103        | 0.8789           | 0.9448         | 0.8232              | 0.8670            | 0.5388                         | 0.9134              | 0.8683               | 0.7164           | 0.8756    | 0.6981         | 0.7662       | 0.4271                    | 0.7952         | 0.7032          | 0.6852      |
| 0.1257        | 23.62 | 8740 | 0.5440          | 0.7118   | 0.8154        | 0.8816           | 0.9464         | 0.8338              | 0.8716            | 0.5362                         | 0.9076              | 0.8754               | 0.7370           | 0.8763    | 0.6987         | 0.7684       | 0.4260                    | 0.7991         | 0.7114          | 0.7024      |
| 0.2179        | 23.68 | 8760 | 0.5609          | 0.7106   | 0.8135        | 0.8809           | 0.9429         | 0.8358              | 0.8679            | 0.5310                         | 0.9139              | 0.8695               | 0.7332           | 0.8768    | 0.6992         | 0.7676       | 0.4268                    | 0.7969         | 0.7092          | 0.6980      |
| 0.1164        | 23.73 | 8780 | 0.5748          | 0.7090   | 0.8135        | 0.8799           | 0.9431         | 0.8425              | 0.8606            | 0.5360                         | 0.9132              | 0.8718               | 0.7273           | 0.8765    | 0.6977         | 0.7664       | 0.4264                    | 0.7954         | 0.7075          | 0.6934      |
| 0.0919        | 23.78 | 8800 | 0.5438          | 0.7120   | 0.8140        | 0.8817           | 0.9438         | 0.8326              | 0.8649            | 0.5313                         | 0.9132              | 0.8716               | 0.7405           | 0.8772    | 0.6997         | 0.7671       | 0.4264                    | 0.7978         | 0.7122          | 0.7037      |
| 0.036         | 23.84 | 8820 | 0.5488          | 0.7113   | 0.8134        | 0.8815           | 0.9468         | 0.8407              | 0.8598            | 0.5294                         | 0.9115              | 0.8660               | 0.7398           | 0.8756    | 0.6982         | 0.7662       | 0.4246                    | 0.7984         | 0.7125          | 0.7040      |
| 0.0586        | 23.89 | 8840 | 0.5605          | 0.7089   | 0.8111        | 0.8801           | 0.9475         | 0.8407              | 0.8589            | 0.5258                         | 0.9123              | 0.8676               | 0.7253           | 0.8744    | 0.6974         | 0.7655       | 0.4257                    | 0.7973         | 0.7088          | 0.6929      |
| 0.1225        | 23.95 | 8860 | 0.5631          | 0.7091   | 0.8081        | 0.8809           | 0.9451         | 0.8345              | 0.8627            | 0.4950                         | 0.9178              | 0.8749               | 0.7264           | 0.8754    | 0.6995         | 0.7662       | 0.4214                    | 0.7991         | 0.7094          | 0.6931      |
| 0.1302        | 24.0  | 8880 | 0.5985          | 0.7087   | 0.8087        | 0.8802           | 0.9450         | 0.8338              | 0.8645            | 0.5075                         | 0.9158              | 0.8683               | 0.7257           | 0.8750    | 0.6995         | 0.7656       | 0.4231                    | 0.7962         | 0.7092          | 0.6923      |
| 0.7791        | 24.05 | 8900 | 0.5912          | 0.7091   | 0.8098        | 0.8807           | 0.9460         | 0.8422              | 0.8633            | 0.5032                         | 0.9138              | 0.8694               | 0.7308           | 0.8748    | 0.6979         | 0.7666       | 0.4216                    | 0.7979         | 0.7092          | 0.6959      |
| 0.1207        | 24.11 | 8920 | 0.5727          | 0.7082   | 0.8106        | 0.8799           | 0.9446         | 0.8382              | 0.8673            | 0.5120                         | 0.9128              | 0.8760               | 0.7230           | 0.8758    | 0.6990         | 0.7691       | 0.4249                    | 0.7975         | 0.7022          | 0.6887      |
| 0.0369        | 24.16 | 8940 | 0.5716          | 0.7093   | 0.8109        | 0.8804           | 0.9444         | 0.8315              | 0.8750            | 0.5187                         | 0.9134              | 0.8677               | 0.7257           | 0.8759    | 0.6986         | 0.7696       | 0.4261                    | 0.7970         | 0.7058          | 0.6919      |
| 0.0854        | 24.22 | 8960 | 0.5496          | 0.7112   | 0.8143        | 0.8813           | 0.9435         | 0.8420              | 0.8665            | 0.5268                         | 0.9129              | 0.8729               | 0.7352           | 0.8764    | 0.6979         | 0.7705       | 0.4279                    | 0.7986         | 0.7091          | 0.6981      |
| 0.1296        | 24.27 | 8980 | 0.5903          | 0.7087   | 0.8103        | 0.8799           | 0.9462         | 0.8319              | 0.8728            | 0.5222                         | 0.9121              | 0.8647               | 0.7225           | 0.8748    | 0.6977         | 0.7694       | 0.4250                    | 0.7958         | 0.7077          | 0.6903      |
| 0.1722        | 24.32 | 9000 | 0.5730          | 0.7099   | 0.8103        | 0.8804           | 0.9451         | 0.8336              | 0.8667            | 0.5284                         | 0.9172              | 0.8509               | 0.7299           | 0.8752    | 0.6975         | 0.7696       | 0.4260                    | 0.7955         | 0.7092          | 0.6958      |
| 0.0266        | 24.38 | 9020 | 0.5943          | 0.7062   | 0.8093        | 0.8786           | 0.9450         | 0.8267              | 0.8686            | 0.5267                         | 0.9130              | 0.8748               | 0.7102           | 0.8754    | 0.6975         | 0.7694       | 0.4279                    | 0.7962         | 0.6978          | 0.6789      |
| 0.1113        | 24.43 | 9040 | 0.5776          | 0.7099   | 0.8101        | 0.8812           | 0.9459         | 0.8356              | 0.8658            | 0.5062                         | 0.9147              | 0.8743               | 0.7284           | 0.8763    | 0.6986         | 0.7697       | 0.4238                    | 0.7989         | 0.7078          | 0.6940      |
| 0.1312        | 24.49 | 9060 | 0.5847          | 0.7080   | 0.8101        | 0.8797           | 0.9460         | 0.8215              | 0.8657            | 0.5264                         | 0.9114              | 0.8790               | 0.7209           | 0.8768    | 0.6978         | 0.7679       | 0.4274                    | 0.7964         | 0.7026          | 0.6871      |
| 0.1281        | 24.54 | 9080 | 0.5907          | 0.7089   | 0.8114        | 0.8800           | 0.9439         | 0.8333              | 0.8674            | 0.5263                         | 0.9140              | 0.8707               | 0.7244           | 0.8766    | 0.6981         | 0.7680       | 0.4269                    | 0.7958         | 0.7064          | 0.6905      |
| 0.0558        | 24.59 | 9100 | 0.5632          | 0.7092   | 0.8133        | 0.8802           | 0.9445         | 0.8376              | 0.8700            | 0.5320                         | 0.9116              | 0.8731               | 0.7241           | 0.8770    | 0.6975         | 0.7694       | 0.4278                    | 0.7969         | 0.7056          | 0.6903      |
| 0.1248        | 24.65 | 9120 | 0.5770          | 0.7087   | 0.8098        | 0.8804           | 0.9466         | 0.8291              | 0.8648            | 0.5126                         | 0.9122              | 0.8794               | 0.7238           | 0.8763    | 0.6983         | 0.7686       | 0.4240                    | 0.7976         | 0.7057          | 0.6905      |
| 0.2245        | 24.7  | 9140 | 0.5899          | 0.7070   | 0.8098        | 0.8793           | 0.9484         | 0.8299              | 0.8632            | 0.5259                         | 0.9098              | 0.8753               | 0.7162           | 0.8754    | 0.6968         | 0.7679       | 0.4243                    | 0.7963         | 0.7035          | 0.6849      |
| 0.1617        | 24.76 | 9160 | 0.6000          | 0.7088   | 0.8076        | 0.8800           | 0.9442         | 0.8312              | 0.8732            | 0.5157                         | 0.9204              | 0.8421               | 0.7261           | 0.8753    | 0.6984         | 0.7675       | 0.4236                    | 0.7939         | 0.7093          | 0.6937      |
| 0.0511        | 24.81 | 9180 | 0.5836          | 0.7091   | 0.8110        | 0.8803           | 0.9449         | 0.8414              | 0.8621            | 0.5167                         | 0.9140              | 0.8690               | 0.7288           | 0.8758    | 0.6965         | 0.7671       | 0.4239                    | 0.7958         | 0.7093          | 0.6949      |
| 0.1321        | 24.86 | 9200 | 0.5826          | 0.7092   | 0.8090        | 0.8807           | 0.9465         | 0.8284              | 0.8660            | 0.5077                         | 0.9136              | 0.8724               | 0.7283           | 0.8759    | 0.6984         | 0.7679       | 0.4227                    | 0.7969         | 0.7082          | 0.6944      |
| 0.0827        | 24.92 | 9220 | 0.5856          | 0.7073   | 0.8091        | 0.8796           | 0.9482         | 0.8329              | 0.8612            | 0.5195                         | 0.9127              | 0.8731               | 0.7164           | 0.8752    | 0.6969         | 0.7681       | 0.4244                    | 0.7976         | 0.7039          | 0.6852      |
| 0.131         | 24.97 | 9240 | 0.5660          | 0.7096   | 0.8100        | 0.8811           | 0.9463         | 0.8319              | 0.8716            | 0.4993                         | 0.9117              | 0.8799               | 0.7292           | 0.8761    | 0.6987         | 0.7692       | 0.4207                    | 0.7986         | 0.7085          | 0.6951      |


### Framework versions

- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.17.1
- Tokenizers 0.15.1
