transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b4-finetuned-ade-512-512 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b4-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-ade-512-512-finetuned-coastTrain
  results: []
---

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

# segformer-b4-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5503
- Mean Iou: 0.7259
- Mean Accuracy: 0.8239
- Overall Accuracy: 0.8905
- Accuracy Water: 0.9420
- Accuracy Whitewater: 0.8275
- Accuracy Sediment: 0.8697
- Accuracy Other Natural Terrain: 0.5254
- Accuracy Vegetation: 0.9118
- Accuracy Development: 0.8725
- Accuracy Unknown: 0.8182
- Iou Water: 0.8743
- Iou Whitewater: 0.7005
- Iou Sediment: 0.7725
- Iou Other Natural Terrain: 0.4188
- Iou Vegetation: 0.8159
- Iou Development: 0.7204
- Iou Unknown: 0.7786

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7996        | 0.05  | 20   | 1.6618          | 0.1385   | 0.2334        | 0.4197           | 0.2605         | 0.0017              | 0.0998            | 0.0001                         | 0.9645              | 0.0257               | 0.2812           | 0.2371    | 0.0017         | 0.0706       | 0.0001                    | 0.3546         | 0.0243          | 0.2812      |
| 1.6351        | 0.11  | 40   | 1.3796          | 0.2802   | 0.3790        | 0.6323           | 0.7576         | 0.0019              | 0.3713            | 0.0001                         | 0.9269              | 0.2917               | 0.3035           | 0.6296    | 0.0019         | 0.2979       | 0.0001                    | 0.4993         | 0.2290          | 0.3033      |
| 1.3244        | 0.16  | 60   | 1.1775          | 0.2816   | 0.3728        | 0.6589           | 0.8328         | 0.0278              | 0.2458            | 0.0                            | 0.9754              | 0.1749               | 0.3532           | 0.7031    | 0.0278         | 0.2039       | 0.0                       | 0.5275         | 0.1594          | 0.3491      |
| 1.141         | 0.22  | 80   | 1.0487          | 0.3248   | 0.4152        | 0.6952           | 0.8715         | 0.0146              | 0.2582            | 0.0                            | 0.9688              | 0.3943               | 0.3991           | 0.7104    | 0.0146         | 0.2183       | 0.0                       | 0.5762         | 0.3599          | 0.3942      |
| 1.2046        | 0.27  | 100  | 0.9807          | 0.3916   | 0.5008        | 0.7341           | 0.8654         | 0.0558              | 0.6314            | 0.0                            | 0.9231              | 0.6309               | 0.3992           | 0.7483    | 0.0556         | 0.4279       | 0.0                       | 0.6178         | 0.4942          | 0.3973      |
| 0.8813        | 0.32  | 120  | 0.9001          | 0.4088   | 0.5210        | 0.7502           | 0.8914         | 0.0256              | 0.6221            | 0.0                            | 0.8907              | 0.7535               | 0.4639           | 0.7625    | 0.0256         | 0.4717       | 0.0                       | 0.6289         | 0.5149          | 0.4577      |
| 1.1054        | 0.38  | 140  | 0.8345          | 0.4071   | 0.5236        | 0.7503           | 0.9017         | 0.0017              | 0.6190            | 0.0                            | 0.8647              | 0.8093               | 0.4685           | 0.7541    | 0.0017         | 0.4967       | 0.0                       | 0.6349         | 0.5003          | 0.4621      |
| 1.33          | 0.43  | 160  | 0.8624          | 0.4254   | 0.5412        | 0.7580           | 0.8682         | 0.0640              | 0.6765            | 0.0                            | 0.9082              | 0.8024               | 0.4692           | 0.7719    | 0.0639         | 0.5188       | 0.0                       | 0.6361         | 0.5249          | 0.4623      |
| 0.9514        | 0.49  | 180  | 0.7666          | 0.4413   | 0.5632        | 0.7751           | 0.8997         | 0.0773              | 0.7375            | 0.0                            | 0.8850              | 0.8480               | 0.4949           | 0.7864    | 0.0770         | 0.5149       | 0.0                       | 0.6838         | 0.5424          | 0.4848      |
| 0.9908        | 0.54  | 200  | 0.7238          | 0.4625   | 0.5783        | 0.7808           | 0.9173         | 0.1737              | 0.7531            | 0.0                            | 0.8696              | 0.8350               | 0.4994           | 0.7847    | 0.1722         | 0.5914       | 0.0                       | 0.6776         | 0.5230          | 0.4888      |
| 0.6507        | 0.59  | 220  | 0.7059          | 0.4730   | 0.5939        | 0.7842           | 0.9030         | 0.2181              | 0.8172            | 0.0                            | 0.8698              | 0.8533               | 0.4961           | 0.7760    | 0.2161         | 0.5692       | 0.0                       | 0.6904         | 0.5716          | 0.4877      |
| 0.8612        | 0.65  | 240  | 0.6863          | 0.4878   | 0.6020        | 0.7871           | 0.9168         | 0.2972              | 0.8751            | 0.0                            | 0.8585              | 0.7589               | 0.5076           | 0.7607    | 0.2871         | 0.5770       | 0.0                       | 0.6964         | 0.5970          | 0.4963      |
| 0.817         | 0.7   | 260  | 0.6994          | 0.4870   | 0.5971        | 0.7853           | 0.9158         | 0.3467              | 0.7023            | 0.0                            | 0.8749              | 0.7940               | 0.5462           | 0.7684    | 0.3327         | 0.4967       | 0.0                       | 0.6952         | 0.5854          | 0.5306      |
| 0.7013        | 0.76  | 280  | 0.7039          | 0.5090   | 0.6147        | 0.7952           | 0.8864         | 0.4188              | 0.8107            | 0.0                            | 0.9333              | 0.7519               | 0.5019           | 0.7943    | 0.3898         | 0.6044       | 0.0                       | 0.6824         | 0.6012          | 0.4910      |
| 0.5296        | 0.81  | 300  | 0.6780          | 0.5184   | 0.6354        | 0.7942           | 0.9253         | 0.6229              | 0.6595            | 0.0                            | 0.8711              | 0.8447               | 0.5244           | 0.7922    | 0.5030         | 0.5563       | 0.0                       | 0.6795         | 0.5932          | 0.5049      |
| 1.9473        | 0.86  | 320  | 0.6378          | 0.5484   | 0.6550        | 0.8145           | 0.9153         | 0.5907              | 0.7930            | 0.0                            | 0.9067              | 0.8167               | 0.5625           | 0.8053    | 0.5191         | 0.6401       | 0.0                       | 0.7114         | 0.6272          | 0.5354      |
| 0.6526        | 0.92  | 340  | 0.6640          | 0.5198   | 0.6270        | 0.8036           | 0.9080         | 0.4719              | 0.7448            | 0.0                            | 0.9251              | 0.8294               | 0.5101           | 0.8101    | 0.4285         | 0.6169       | 0.0                       | 0.6985         | 0.5846          | 0.5003      |
| 0.6158        | 0.97  | 360  | 0.6036          | 0.5635   | 0.6660        | 0.8236           | 0.9305         | 0.5957              | 0.8159            | 0.0                            | 0.8971              | 0.8425               | 0.5806           | 0.8109    | 0.5478         | 0.6469       | 0.0                       | 0.7266         | 0.6656          | 0.5467      |
| 0.6889        | 1.03  | 380  | 0.6122          | 0.5689   | 0.6857        | 0.8245           | 0.9078         | 0.6870              | 0.8587            | 0.0                            | 0.8972              | 0.8718               | 0.5773           | 0.8265    | 0.5679         | 0.6732       | 0.0                       | 0.7144         | 0.6527          | 0.5475      |
| 0.8398        | 1.08  | 400  | 0.6046          | 0.5639   | 0.6609        | 0.8259           | 0.9239         | 0.6264              | 0.8207            | 0.0                            | 0.9428              | 0.7562               | 0.5564           | 0.8154    | 0.5376         | 0.6656       | 0.0                       | 0.7300         | 0.6566          | 0.5419      |
| 0.5525        | 1.14  | 420  | 0.5844          | 0.5614   | 0.6918        | 0.8149           | 0.9346         | 0.6915              | 0.8565            | 0.0001                         | 0.7892              | 0.9305               | 0.6401           | 0.8060    | 0.5956         | 0.6503       | 0.0001                    | 0.7033         | 0.5758          | 0.5986      |
| 0.4518        | 1.19  | 440  | 0.5928          | 0.5694   | 0.6943        | 0.8232           | 0.8681         | 0.6488              | 0.8886            | 0.0001                         | 0.8696              | 0.8152               | 0.7697           | 0.7924    | 0.5603         | 0.5927       | 0.0001                    | 0.7465         | 0.6463          | 0.6476      |
| 0.3196        | 1.24  | 460  | 0.6074          | 0.5595   | 0.6550        | 0.8218           | 0.9200         | 0.5712              | 0.8242            | 0.0                            | 0.9328              | 0.7890               | 0.5480           | 0.8181    | 0.5260         | 0.6730       | 0.0                       | 0.7156         | 0.6673          | 0.5162      |
| 0.5027        | 1.3   | 480  | 0.5926          | 0.5682   | 0.6860        | 0.8250           | 0.9250         | 0.7513              | 0.8576            | 0.0                            | 0.9062              | 0.8556               | 0.5061           | 0.8217    | 0.5813         | 0.6973       | 0.0                       | 0.7260         | 0.6568          | 0.4940      |
| 0.6623        | 1.35  | 500  | 0.5957          | 0.5612   | 0.6748        | 0.8241           | 0.9321         | 0.6650              | 0.8496            | 0.0                            | 0.9014              | 0.8574               | 0.5178           | 0.8284    | 0.5701         | 0.6787       | 0.0                       | 0.7315         | 0.6148          | 0.5048      |
| 0.4123        | 1.41  | 520  | 0.5802          | 0.5710   | 0.6924        | 0.8242           | 0.9141         | 0.7787              | 0.8525            | 0.0                            | 0.9029              | 0.8788               | 0.5197           | 0.8244    | 0.6246         | 0.6937       | 0.0                       | 0.7247         | 0.6218          | 0.5080      |
| 0.3567        | 1.46  | 540  | 0.5760          | 0.5750   | 0.6763        | 0.8265           | 0.9232         | 0.7055              | 0.8190            | 0.0002                         | 0.9256              | 0.8169               | 0.5436           | 0.8258    | 0.6074         | 0.6963       | 0.0002                    | 0.7149         | 0.6564          | 0.5244      |
| 0.3404        | 1.51  | 560  | 0.5725          | 0.5788   | 0.6787        | 0.8325           | 0.9322         | 0.6995              | 0.8212            | 0.0021                         | 0.9249              | 0.7782               | 0.5930           | 0.8140    | 0.5872         | 0.6826       | 0.0021                    | 0.7438         | 0.6502          | 0.5719      |
| 0.3542        | 1.57  | 580  | 0.5759          | 0.5872   | 0.6949        | 0.8336           | 0.9302         | 0.7720              | 0.8318            | 0.0004                         | 0.9124              | 0.8626               | 0.5549           | 0.8286    | 0.6374         | 0.7063       | 0.0004                    | 0.7300         | 0.6646          | 0.5429      |
| 0.5647        | 1.62  | 600  | 0.5635          | 0.5926   | 0.7132        | 0.8380           | 0.9124         | 0.8427              | 0.8749            | 0.0003                         | 0.9089              | 0.8359               | 0.6171           | 0.8388    | 0.6198         | 0.6904       | 0.0003                    | 0.7343         | 0.6800          | 0.5846      |
| 0.342         | 1.68  | 620  | 0.5616          | 0.5793   | 0.7065        | 0.8285           | 0.9150         | 0.8240              | 0.8075            | 0.0                            | 0.8730              | 0.8915               | 0.6343           | 0.8351    | 0.6019         | 0.6871       | 0.0                       | 0.7122         | 0.6332          | 0.5861      |
| 0.4183        | 1.73  | 640  | 0.5514          | 0.5959   | 0.6992        | 0.8388           | 0.9208         | 0.7985              | 0.8213            | 0.0014                         | 0.9300              | 0.7947               | 0.6275           | 0.8396    | 0.6423         | 0.6872       | 0.0014                    | 0.7278         | 0.6710          | 0.6018      |
| 1.0677        | 1.78  | 660  | 0.5618          | 0.5915   | 0.6959        | 0.8370           | 0.9145         | 0.7630              | 0.8128            | 0.0                            | 0.9274              | 0.8135               | 0.6402           | 0.8335    | 0.6267         | 0.6889       | 0.0                       | 0.7329         | 0.6622          | 0.5965      |
| 0.5682        | 1.84  | 680  | 0.5212          | 0.6035   | 0.7052        | 0.8464           | 0.9383         | 0.7473              | 0.8452            | 0.0028                         | 0.9098              | 0.8419               | 0.6513           | 0.8326    | 0.6173         | 0.6857       | 0.0028                    | 0.7524         | 0.6972          | 0.6363      |
| 0.4499        | 1.89  | 700  | 0.5389          | 0.6082   | 0.7131        | 0.8436           | 0.9029         | 0.7818              | 0.8322            | 0.0123                         | 0.9274              | 0.8649               | 0.6701           | 0.8398    | 0.6534         | 0.6920       | 0.0123                    | 0.7300         | 0.6789          | 0.6509      |
| 0.737         | 1.95  | 720  | 0.5390          | 0.5997   | 0.7012        | 0.8387           | 0.8985         | 0.7270              | 0.8226            | 0.0193                         | 0.9179              | 0.7850               | 0.7382           | 0.8268    | 0.6141         | 0.6959       | 0.0193                    | 0.7329         | 0.6829          | 0.6258      |
| 1.8862        | 2.0   | 740  | 0.5632          | 0.5918   | 0.7112        | 0.8369           | 0.9257         | 0.8057              | 0.8401            | 0.0134                         | 0.8963              | 0.9235               | 0.5735           | 0.8326    | 0.6244         | 0.7105       | 0.0134                    | 0.7381         | 0.6613          | 0.5624      |
| 0.3969        | 2.05  | 760  | 0.5738          | 0.5775   | 0.6803        | 0.8329           | 0.9267         | 0.7258              | 0.8365            | 0.0115                         | 0.9479              | 0.7698               | 0.5435           | 0.8327    | 0.5740         | 0.7178       | 0.0115                    | 0.7364         | 0.6421          | 0.5283      |
| 0.4485        | 2.11  | 780  | 0.5115          | 0.5808   | 0.7162        | 0.8347           | 0.9213         | 0.8359              | 0.8539            | 0.0257                         | 0.8887              | 0.9209               | 0.5672           | 0.8416    | 0.5746         | 0.7114       | 0.0256                    | 0.7521         | 0.6147          | 0.5459      |
| 0.4601        | 2.16  | 800  | 0.4928          | 0.6289   | 0.7265        | 0.8589           | 0.9338         | 0.7416              | 0.7906            | 0.0709                         | 0.9098              | 0.8631               | 0.7759           | 0.8394    | 0.6178         | 0.7066       | 0.0707                    | 0.7757         | 0.6895          | 0.7030      |
| 1.3914        | 2.22  | 820  | 0.4974          | 0.6289   | 0.7243        | 0.8595           | 0.9320         | 0.7422              | 0.8269            | 0.0654                         | 0.9166              | 0.8002               | 0.7869           | 0.8399    | 0.6236         | 0.7058       | 0.0652                    | 0.7781         | 0.6824          | 0.7073      |
| 0.2324        | 2.27  | 840  | 0.4771          | 0.6282   | 0.7488        | 0.8591           | 0.9165         | 0.8484              | 0.8886            | 0.0381                         | 0.8783              | 0.8598               | 0.8117           | 0.8444    | 0.6400         | 0.6924       | 0.0380                    | 0.7777         | 0.6837          | 0.7214      |
| 0.6388        | 2.32  | 860  | 0.4670          | 0.6300   | 0.7361        | 0.8591           | 0.9277         | 0.8268              | 0.8403            | 0.0739                         | 0.9251              | 0.8473               | 0.7111           | 0.8454    | 0.6490         | 0.7112       | 0.0731                    | 0.7831         | 0.6738          | 0.6743      |
| 0.2188        | 2.38  | 880  | 0.4928          | 0.6232   | 0.7423        | 0.8471           | 0.9248         | 0.8602              | 0.8602            | 0.2115                         | 0.9274              | 0.8505               | 0.5618           | 0.8433    | 0.6290         | 0.7404       | 0.2050                    | 0.7739         | 0.6265          | 0.5444      |
| 0.7092        | 2.43  | 900  | 0.4844          | 0.6309   | 0.7335        | 0.8565           | 0.9195         | 0.7766              | 0.8661            | 0.1365                         | 0.9419              | 0.8232               | 0.6709           | 0.8537    | 0.6358         | 0.7335       | 0.1323                    | 0.7738         | 0.6501          | 0.6374      |
| 0.7643        | 2.49  | 920  | 0.4768          | 0.6334   | 0.7428        | 0.8560           | 0.9253         | 0.7818              | 0.8491            | 0.1362                         | 0.8976              | 0.8848               | 0.7245           | 0.8473    | 0.6349         | 0.7250       | 0.1338                    | 0.7687         | 0.6468          | 0.6771      |
| 0.3122        | 2.54  | 940  | 0.4602          | 0.6392   | 0.7361        | 0.8620           | 0.9343         | 0.7936              | 0.8124            | 0.0915                         | 0.9176              | 0.8384               | 0.7647           | 0.8443    | 0.6415         | 0.7129       | 0.0901                    | 0.7736         | 0.6969          | 0.7151      |
| 0.4749        | 2.59  | 960  | 0.5159          | 0.6405   | 0.7421        | 0.8649           | 0.9295         | 0.8029              | 0.8561            | 0.0751                         | 0.9145              | 0.8401               | 0.7769           | 0.8443    | 0.6460         | 0.7174       | 0.0742                    | 0.7883         | 0.6921          | 0.7210      |
| 0.2705        | 2.65  | 980  | 0.5420          | 0.6110   | 0.7160        | 0.8431           | 0.9321         | 0.8193              | 0.8397            | 0.1128                         | 0.9387              | 0.8182               | 0.5512           | 0.8466    | 0.6527         | 0.7419       | 0.1109                    | 0.7489         | 0.6416          | 0.5345      |
| 0.4277        | 2.7   | 1000 | 0.5636          | 0.5942   | 0.7261        | 0.8374           | 0.9211         | 0.8345              | 0.8916            | 0.0744                         | 0.8874              | 0.9127               | 0.5612           | 0.8470    | 0.6492         | 0.6832       | 0.0737                    | 0.7656         | 0.6105          | 0.5300      |
| 0.3361        | 2.76  | 1020 | 0.5560          | 0.5980   | 0.7126        | 0.8379           | 0.9340         | 0.8012              | 0.8863            | 0.1015                         | 0.9195              | 0.8318               | 0.5139           | 0.8424    | 0.6616         | 0.6936       | 0.1003                    | 0.7576         | 0.6233          | 0.5075      |
| 0.2131        | 2.81  | 1040 | 0.4922          | 0.6332   | 0.7542        | 0.8464           | 0.9243         | 0.8445              | 0.8604            | 0.2245                         | 0.8791              | 0.9215               | 0.6252           | 0.8423    | 0.6536         | 0.7311       | 0.2194                    | 0.7509         | 0.6570          | 0.5780      |
| 0.4304        | 2.86  | 1060 | 0.4797          | 0.6432   | 0.7414        | 0.8561           | 0.9357         | 0.8259              | 0.8261            | 0.1822                         | 0.9262              | 0.8392               | 0.6541           | 0.8442    | 0.6658         | 0.7358       | 0.1796                    | 0.7624         | 0.6887          | 0.6260      |
| 0.3788        | 2.92  | 1080 | 0.4500          | 0.6428   | 0.7568        | 0.8583           | 0.9292         | 0.8807              | 0.8560            | 0.1840                         | 0.9145              | 0.8782               | 0.6547           | 0.8469    | 0.6292         | 0.7258       | 0.1791                    | 0.7699         | 0.7106          | 0.6380      |
| 0.3109        | 2.97  | 1100 | 0.4402          | 0.6453   | 0.7467        | 0.8584           | 0.9378         | 0.7490              | 0.8789            | 0.2150                         | 0.9112              | 0.8963               | 0.6385           | 0.8503    | 0.6480         | 0.7422       | 0.2072                    | 0.7725         | 0.6728          | 0.6245      |
| 0.313         | 3.03  | 1120 | 0.4730          | 0.6509   | 0.7636        | 0.8611           | 0.9233         | 0.8228              | 0.9004            | 0.2175                         | 0.9036              | 0.8874               | 0.6900           | 0.8466    | 0.6430         | 0.7358       | 0.1968                    | 0.7787         | 0.6857          | 0.6697      |
| 0.5267        | 3.08  | 1140 | 0.4381          | 0.6790   | 0.7837        | 0.8731           | 0.9227         | 0.8276              | 0.8415            | 0.2900                         | 0.9056              | 0.8945               | 0.8039           | 0.8552    | 0.6517         | 0.7441       | 0.2698                    | 0.7864         | 0.6791          | 0.7669      |
| 0.6162        | 3.14  | 1160 | 0.4643          | 0.6700   | 0.7670        | 0.8663           | 0.9274         | 0.8280              | 0.8118            | 0.2924                         | 0.9304              | 0.8529               | 0.7259           | 0.8506    | 0.6576         | 0.7353       | 0.2801                    | 0.7738         | 0.6960          | 0.6968      |
| 0.3309        | 3.19  | 1180 | 0.4844          | 0.6540   | 0.7608        | 0.8618           | 0.9289         | 0.8232              | 0.8624            | 0.2114                         | 0.9033              | 0.8873               | 0.7092           | 0.8458    | 0.6655         | 0.7206       | 0.1999                    | 0.7761         | 0.6856          | 0.6845      |
| 0.2346        | 3.24  | 1200 | 0.4521          | 0.6686   | 0.7638        | 0.8681           | 0.9423         | 0.7894              | 0.8419            | 0.2557                         | 0.9073              | 0.8754               | 0.7347           | 0.8413    | 0.6693         | 0.7318       | 0.2380                    | 0.7906         | 0.7006          | 0.7088      |
| 0.2851        | 3.3   | 1220 | 0.4731          | 0.6556   | 0.7634        | 0.8647           | 0.9003         | 0.6759              | 0.8933            | 0.2520                         | 0.8915              | 0.8734               | 0.8572           | 0.8400    | 0.5774         | 0.7224       | 0.2397                    | 0.7908         | 0.7053          | 0.7138      |
| 0.293         | 3.35  | 1240 | 0.4126          | 0.6998   | 0.7967        | 0.8843           | 0.9266         | 0.8391              | 0.8298            | 0.3422                         | 0.9229              | 0.8507               | 0.8652           | 0.8573    | 0.6491         | 0.7313       | 0.3177                    | 0.8105         | 0.7219          | 0.8111      |
| 0.839         | 3.41  | 1260 | 0.4382          | 0.6837   | 0.7752        | 0.8793           | 0.9373         | 0.7954              | 0.8550            | 0.2738                         | 0.9309              | 0.8478               | 0.7862           | 0.8548    | 0.6647         | 0.7335       | 0.2611                    | 0.8145         | 0.7042          | 0.7530      |
| 0.5775        | 3.46  | 1280 | 0.4951          | 0.6536   | 0.7549        | 0.8610           | 0.9445         | 0.7814              | 0.9085            | 0.2600                         | 0.9057              | 0.8165               | 0.6675           | 0.8380    | 0.6630         | 0.7178       | 0.2207                    | 0.7940         | 0.6989          | 0.6427      |
| 0.3429        | 3.51  | 1300 | 0.4591          | 0.6826   | 0.7888        | 0.8713           | 0.9157         | 0.8246              | 0.8578            | 0.3419                         | 0.9111              | 0.9014               | 0.7690           | 0.8469    | 0.6664         | 0.7445       | 0.3085                    | 0.7920         | 0.6777          | 0.7419      |
| 0.2416        | 3.57  | 1320 | 0.4521          | 0.6707   | 0.7700        | 0.8722           | 0.9411         | 0.8200              | 0.8904            | 0.2413                         | 0.9090              | 0.8340               | 0.7542           | 0.8469    | 0.6624         | 0.7226       | 0.2227                    | 0.8006         | 0.7015          | 0.7381      |
| 0.4017        | 3.62  | 1340 | 0.4673          | 0.6726   | 0.7685        | 0.8720           | 0.9368         | 0.7864              | 0.8589            | 0.2893                         | 0.9194              | 0.8137               | 0.7752           | 0.8509    | 0.6550         | 0.7348       | 0.2628                    | 0.8004         | 0.6654          | 0.7386      |
| 0.1852        | 3.68  | 1360 | 0.4635          | 0.6838   | 0.7842        | 0.8742           | 0.9347         | 0.8221              | 0.8274            | 0.3451                         | 0.9135              | 0.8714               | 0.7755           | 0.8598    | 0.6648         | 0.7542       | 0.3115                    | 0.7953         | 0.6643          | 0.7366      |
| 0.6558        | 3.73  | 1380 | 0.5199          | 0.6479   | 0.7609        | 0.8560           | 0.9454         | 0.8007              | 0.8875            | 0.3075                         | 0.8921              | 0.8780               | 0.6153           | 0.8552    | 0.6688         | 0.7489       | 0.2787                    | 0.7888         | 0.6062          | 0.5883      |
| 0.3409        | 3.78  | 1400 | 0.4640          | 0.6676   | 0.7790        | 0.8633           | 0.9285         | 0.7885              | 0.8312            | 0.4431                         | 0.9145              | 0.8346               | 0.7125           | 0.8583    | 0.6600         | 0.7396       | 0.3493                    | 0.8009         | 0.6203          | 0.6446      |
| 0.2649        | 3.84  | 1420 | 0.5892          | 0.6478   | 0.7655        | 0.8511           | 0.9392         | 0.7808              | 0.8388            | 0.4182                         | 0.8934              | 0.8889               | 0.5991           | 0.8528    | 0.6674         | 0.7215       | 0.3482                    | 0.7895         | 0.5867          | 0.5687      |
| 0.4681        | 3.89  | 1440 | 0.4774          | 0.6900   | 0.7848        | 0.8785           | 0.9377         | 0.8266              | 0.8489            | 0.3595                         | 0.9327              | 0.8117               | 0.7766           | 0.8532    | 0.6745         | 0.7194       | 0.3210                    | 0.8169         | 0.7024          | 0.7428      |
| 0.7559        | 3.95  | 1460 | 0.4725          | 0.6771   | 0.7733        | 0.8704           | 0.9352         | 0.8051              | 0.8298            | 0.3240                         | 0.9215              | 0.8545               | 0.7427           | 0.8539    | 0.6685         | 0.7301       | 0.3056                    | 0.7896         | 0.6841          | 0.7077      |
| 0.3047        | 4.0   | 1480 | 0.4709          | 0.6773   | 0.7762        | 0.8686           | 0.9153         | 0.7712              | 0.8651            | 0.3327                         | 0.9098              | 0.8260               | 0.8129           | 0.8451    | 0.6611         | 0.7425       | 0.3060                    | 0.7887         | 0.6874          | 0.7101      |
| 0.2191        | 4.05  | 1500 | 0.4516          | 0.6901   | 0.7932        | 0.8757           | 0.9385         | 0.8364              | 0.8641            | 0.3807                         | 0.9018              | 0.8517               | 0.7796           | 0.8488    | 0.6782         | 0.7423       | 0.3259                    | 0.8072         | 0.6781          | 0.7503      |
| 0.3001        | 4.11  | 1520 | 0.4885          | 0.6808   | 0.7846        | 0.8677           | 0.9408         | 0.8009              | 0.8662            | 0.4246                         | 0.9019              | 0.8494               | 0.7082           | 0.8505    | 0.6773         | 0.7501       | 0.3428                    | 0.7870         | 0.6753          | 0.6823      |
| 0.4489        | 4.16  | 1540 | 0.4531          | 0.6884   | 0.7905        | 0.8779           | 0.9243         | 0.8295              | 0.8128            | 0.3443                         | 0.9181              | 0.8716               | 0.8325           | 0.8591    | 0.6756         | 0.7198       | 0.2901                    | 0.8047         | 0.6798          | 0.7896      |
| 0.3684        | 4.22  | 1560 | 0.4794          | 0.6871   | 0.7968        | 0.8723           | 0.9387         | 0.8436              | 0.8621            | 0.4160                         | 0.8944              | 0.8819               | 0.7407           | 0.8562    | 0.6723         | 0.7477       | 0.3495                    | 0.7952         | 0.6789          | 0.7101      |
| 0.5706        | 4.27  | 1580 | 0.5364          | 0.6783   | 0.7810        | 0.8687           | 0.9245         | 0.8144              | 0.8753            | 0.3755                         | 0.9310              | 0.8559               | 0.6905           | 0.8558    | 0.6808         | 0.7445       | 0.3183                    | 0.7911         | 0.6939          | 0.6638      |
| 0.1208        | 4.32  | 1600 | 0.4386          | 0.7019   | 0.7988        | 0.8822           | 0.9263         | 0.8024              | 0.8679            | 0.3790                         | 0.9054              | 0.8363               | 0.8744           | 0.8585    | 0.6713         | 0.7511       | 0.3355                    | 0.8077         | 0.7271          | 0.7618      |
| 0.2512        | 4.38  | 1620 | 0.5227          | 0.6897   | 0.7935        | 0.8710           | 0.9184         | 0.8347              | 0.8438            | 0.4322                         | 0.9258              | 0.8585               | 0.7408           | 0.8614    | 0.6786         | 0.7523       | 0.3617                    | 0.7773         | 0.6904          | 0.7065      |
| 0.3166        | 4.43  | 1640 | 0.5045          | 0.6884   | 0.7824        | 0.8706           | 0.9340         | 0.8140              | 0.8594            | 0.4231                         | 0.9338              | 0.8053               | 0.7069           | 0.8569    | 0.6783         | 0.7576       | 0.3741                    | 0.7811         | 0.6863          | 0.6844      |
| 0.2665        | 4.49  | 1660 | 0.5188          | 0.6725   | 0.7821        | 0.8632           | 0.9365         | 0.8342              | 0.8434            | 0.4594                         | 0.9219              | 0.8279               | 0.6515           | 0.8532    | 0.6581         | 0.7450       | 0.4004                    | 0.7945         | 0.6334          | 0.6231      |
| 0.1356        | 4.54  | 1680 | 0.5240          | 0.6725   | 0.7858        | 0.8641           | 0.9459         | 0.8062              | 0.8686            | 0.4517                         | 0.8929              | 0.8764               | 0.6592           | 0.8543    | 0.6672         | 0.7614       | 0.3837                    | 0.8082         | 0.6011          | 0.6317      |
| 0.1726        | 4.59  | 1700 | 0.4637          | 0.6945   | 0.8060        | 0.8743           | 0.9451         | 0.7883              | 0.8735            | 0.4841                         | 0.8618              | 0.8822               | 0.8067           | 0.8566    | 0.6661         | 0.7613       | 0.3600                    | 0.7912         | 0.6819          | 0.7442      |
| 0.2107        | 4.65  | 1720 | 0.4839          | 0.6852   | 0.7843        | 0.8710           | 0.9202         | 0.8059              | 0.8504            | 0.4318                         | 0.9322              | 0.7602               | 0.7896           | 0.8540    | 0.6601         | 0.7440       | 0.3630                    | 0.7887         | 0.6634          | 0.7233      |
| 0.5774        | 4.7   | 1740 | 0.4662          | 0.7011   | 0.8022        | 0.8802           | 0.9174         | 0.7996              | 0.8822            | 0.4188                         | 0.9135              | 0.8401               | 0.8439           | 0.8544    | 0.6604         | 0.7464       | 0.3716                    | 0.8107         | 0.7122          | 0.7516      |
| 0.2358        | 4.76  | 1760 | 0.4472          | 0.7068   | 0.8107        | 0.8828           | 0.9311         | 0.8246              | 0.8927            | 0.4489                         | 0.9046              | 0.8607               | 0.8122           | 0.8597    | 0.6797         | 0.7467       | 0.3761                    | 0.8137         | 0.7021          | 0.7692      |
| 0.3879        | 4.81  | 1780 | 0.4750          | 0.6927   | 0.8127        | 0.8727           | 0.9369         | 0.8197              | 0.8730            | 0.5062                         | 0.8635              | 0.9047               | 0.7850           | 0.8565    | 0.6747         | 0.7440       | 0.3610                    | 0.7926         | 0.6716          | 0.7487      |
| 0.2336        | 4.86  | 1800 | 0.4364          | 0.7032   | 0.8038        | 0.8804           | 0.9344         | 0.8177              | 0.8543            | 0.4869                         | 0.9251              | 0.8339               | 0.7744           | 0.8552    | 0.6703         | 0.7628       | 0.3852                    | 0.8153         | 0.6992          | 0.7345      |
| 0.2303        | 4.92  | 1820 | 0.4305          | 0.7137   | 0.8110        | 0.8861           | 0.9226         | 0.8403              | 0.8824            | 0.4492                         | 0.9362              | 0.8405               | 0.8055           | 0.8583    | 0.6809         | 0.7680       | 0.3905                    | 0.8207         | 0.7112          | 0.7666      |
| 0.347         | 4.97  | 1840 | 0.4280          | 0.7141   | 0.8139        | 0.8851           | 0.9320         | 0.8301              | 0.8443            | 0.4832                         | 0.9180              | 0.8781               | 0.8114           | 0.8593    | 0.6741         | 0.7539       | 0.4024                    | 0.8134         | 0.7139          | 0.7815      |
| 0.1553        | 5.03  | 1860 | 0.4500          | 0.7075   | 0.8165        | 0.8814           | 0.9396         | 0.8204              | 0.8990            | 0.5335                         | 0.9019              | 0.8580               | 0.7632           | 0.8591    | 0.6739         | 0.7626       | 0.3980                    | 0.8150         | 0.7091          | 0.7347      |
| 0.2451        | 5.08  | 1880 | 0.4699          | 0.6888   | 0.7985        | 0.8688           | 0.9359         | 0.7957              | 0.8490            | 0.5428                         | 0.9082              | 0.8630               | 0.6949           | 0.8587    | 0.6716         | 0.7755       | 0.3843                    | 0.7832         | 0.6813          | 0.6671      |
| 0.3152        | 5.14  | 1900 | 0.4433          | 0.7119   | 0.8179        | 0.8849           | 0.9226         | 0.8324              | 0.8624            | 0.5160                         | 0.9239              | 0.8426               | 0.8253           | 0.8586    | 0.6740         | 0.7557       | 0.3693                    | 0.8188         | 0.7217          | 0.7851      |
| 0.1741        | 5.19  | 1920 | 0.4381          | 0.7134   | 0.8123        | 0.8857           | 0.9351         | 0.8145              | 0.8811            | 0.4748                         | 0.9139              | 0.8559               | 0.8111           | 0.8665    | 0.6844         | 0.7734       | 0.3768                    | 0.8098         | 0.7102          | 0.7725      |
| 0.3937        | 5.24  | 1940 | 0.4335          | 0.7107   | 0.8141        | 0.8829           | 0.9302         | 0.8452              | 0.8654            | 0.4312                         | 0.8917              | 0.8908               | 0.8439           | 0.8573    | 0.6885         | 0.7681       | 0.3561                    | 0.7981         | 0.7114          | 0.7955      |
| 0.1683        | 5.3   | 1960 | 0.4622          | 0.6996   | 0.8016        | 0.8783           | 0.9332         | 0.8085              | 0.8798            | 0.4643                         | 0.9200              | 0.8613               | 0.7441           | 0.8629    | 0.6807         | 0.7724       | 0.3641                    | 0.8036         | 0.7073          | 0.7065      |
| 0.2652        | 5.35  | 1980 | 0.4333          | 0.7100   | 0.8111        | 0.8843           | 0.9312         | 0.8416              | 0.8774            | 0.4394                         | 0.9141              | 0.8674               | 0.8064           | 0.8667    | 0.6845         | 0.7734       | 0.3851                    | 0.8110         | 0.6899          | 0.7596      |
| 0.3099        | 5.41  | 2000 | 0.5586          | 0.6680   | 0.7724        | 0.8618           | 0.9282         | 0.7736              | 0.8603            | 0.4053                         | 0.9206              | 0.8546               | 0.6642           | 0.8590    | 0.6737         | 0.7655       | 0.3650                    | 0.7950         | 0.6093          | 0.6084      |
| 0.6068        | 5.46  | 2020 | 0.5672          | 0.6591   | 0.7804        | 0.8593           | 0.9372         | 0.8178              | 0.9053            | 0.3834                         | 0.8801              | 0.8836               | 0.6553           | 0.8622    | 0.6745         | 0.7522       | 0.3090                    | 0.7906         | 0.6129          | 0.6120      |
| 0.1649        | 5.51  | 2040 | 0.5184          | 0.6631   | 0.7703        | 0.8656           | 0.9354         | 0.8171              | 0.8841            | 0.3137                         | 0.9195              | 0.8507               | 0.6712           | 0.8666    | 0.6806         | 0.7513       | 0.2728                    | 0.7955         | 0.6410          | 0.6339      |
| 0.3157        | 5.57  | 2060 | 0.5451          | 0.6690   | 0.7875        | 0.8620           | 0.9427         | 0.8082              | 0.8730            | 0.4344                         | 0.8739              | 0.9014               | 0.6790           | 0.8628    | 0.6760         | 0.7532       | 0.3472                    | 0.7876         | 0.6179          | 0.6383      |
| 0.3131        | 5.62  | 2080 | 0.5506          | 0.6716   | 0.7871        | 0.8620           | 0.9387         | 0.8165              | 0.8351            | 0.5187                         | 0.9105              | 0.8349               | 0.6555           | 0.8622    | 0.6806         | 0.7524       | 0.3756                    | 0.7901         | 0.6138          | 0.6266      |
| 0.182         | 5.68  | 2100 | 0.5583          | 0.6715   | 0.7925        | 0.8637           | 0.9354         | 0.8459              | 0.8491            | 0.4511                         | 0.8906              | 0.8901               | 0.6851           | 0.8649    | 0.6686         | 0.7489       | 0.3597                    | 0.7910         | 0.6146          | 0.6527      |
| 0.1015        | 5.73  | 2120 | 0.4312          | 0.7065   | 0.8055        | 0.8834           | 0.9359         | 0.8468              | 0.8577            | 0.4344                         | 0.9218              | 0.8473               | 0.7947           | 0.8651    | 0.6778         | 0.7628       | 0.3601                    | 0.8067         | 0.7145          | 0.7588      |
| 0.3909        | 5.78  | 2140 | 0.4617          | 0.6964   | 0.8043        | 0.8759           | 0.9347         | 0.8351              | 0.8596            | 0.4495                         | 0.8979              | 0.8897               | 0.7638           | 0.8603    | 0.6770         | 0.7654       | 0.3572                    | 0.7932         | 0.6947          | 0.7271      |
| 0.1689        | 5.84  | 2160 | 0.4988          | 0.6993   | 0.8062        | 0.8769           | 0.9449         | 0.8028              | 0.8856            | 0.4745                         | 0.8807              | 0.8810               | 0.7739           | 0.8537    | 0.6741         | 0.7485       | 0.3827                    | 0.8025         | 0.6884          | 0.7451      |
| 0.1827        | 5.89  | 2180 | 0.5481          | 0.6804   | 0.7881        | 0.8660           | 0.9235         | 0.8419              | 0.8409            | 0.4410                         | 0.9261              | 0.8601               | 0.6829           | 0.8569    | 0.6627         | 0.7447       | 0.3791                    | 0.7778         | 0.6845          | 0.6572      |
| 0.3295        | 5.95  | 2200 | 0.4630          | 0.7049   | 0.8220        | 0.8793           | 0.9256         | 0.8432              | 0.8667            | 0.5525                         | 0.8974              | 0.8611               | 0.8078           | 0.8630    | 0.6639         | 0.7531       | 0.4023                    | 0.8034         | 0.6889          | 0.7596      |
| 0.1909        | 6.0   | 2220 | 0.4903          | 0.6981   | 0.8002        | 0.8756           | 0.9314         | 0.8205              | 0.8716            | 0.4958                         | 0.9282              | 0.8271               | 0.7268           | 0.8587    | 0.6747         | 0.7572       | 0.3987                    | 0.8000         | 0.7056          | 0.6917      |
| 0.294         | 6.05  | 2240 | 0.5427          | 0.6866   | 0.7984        | 0.8676           | 0.9313         | 0.8283              | 0.8406            | 0.5110                         | 0.9109              | 0.8848               | 0.6818           | 0.8590    | 0.6826         | 0.7498       | 0.3909                    | 0.7836         | 0.6869          | 0.6536      |
| 0.2515        | 6.11  | 2260 | 0.5008          | 0.6957   | 0.8006        | 0.8741           | 0.9383         | 0.8152              | 0.8909            | 0.5185                         | 0.9178              | 0.8102               | 0.7130           | 0.8617    | 0.6824         | 0.7637       | 0.3920                    | 0.7969         | 0.6972          | 0.6757      |
| 0.2324        | 6.16  | 2280 | 0.4600          | 0.7024   | 0.8179        | 0.8769           | 0.9364         | 0.8166              | 0.8834            | 0.5561                         | 0.8863              | 0.8821               | 0.7644           | 0.8654    | 0.6800         | 0.7644       | 0.3950                    | 0.7963         | 0.6892          | 0.7262      |
| 0.3158        | 6.22  | 2300 | 0.4765          | 0.6958   | 0.8090        | 0.8738           | 0.9341         | 0.8288              | 0.8889            | 0.5295                         | 0.8971              | 0.8324               | 0.7521           | 0.8590    | 0.6710         | 0.7602       | 0.3843                    | 0.7922         | 0.6894          | 0.7145      |
| 0.2189        | 6.27  | 2320 | 0.4901          | 0.6929   | 0.8023        | 0.8706           | 0.9410         | 0.8206              | 0.8470            | 0.5496                         | 0.9040              | 0.8414               | 0.7130           | 0.8602    | 0.6789         | 0.7572       | 0.3968                    | 0.7841         | 0.6943          | 0.6785      |
| 0.1781        | 6.32  | 2340 | 0.4782          | 0.6890   | 0.7950        | 0.8716           | 0.9310         | 0.8302              | 0.9101            | 0.4230                         | 0.9085              | 0.8508               | 0.7116           | 0.8592    | 0.6882         | 0.7522       | 0.3529                    | 0.7885         | 0.7063          | 0.6755      |
| 0.2585        | 6.38  | 2360 | 0.4923          | 0.7005   | 0.8049        | 0.8793           | 0.9283         | 0.8514              | 0.8561            | 0.4506                         | 0.9227              | 0.8487               | 0.7764           | 0.8570    | 0.6852         | 0.7455       | 0.3647                    | 0.8112         | 0.6981          | 0.7414      |
| 0.2427        | 6.43  | 2380 | 0.4996          | 0.6936   | 0.8071        | 0.8733           | 0.9416         | 0.8346              | 0.8637            | 0.5122                         | 0.8907              | 0.8682               | 0.7385           | 0.8580    | 0.6864         | 0.7578       | 0.3903                    | 0.8046         | 0.6503          | 0.7078      |
| 0.3861        | 6.49  | 2400 | 0.5035          | 0.7018   | 0.8042        | 0.8762           | 0.9295         | 0.8189              | 0.8695            | 0.5184                         | 0.9280              | 0.8392               | 0.7258           | 0.8635    | 0.6823         | 0.7661       | 0.4107                    | 0.7948         | 0.7058          | 0.6893      |
| 0.2319        | 6.54  | 2420 | 0.5015          | 0.7052   | 0.8113        | 0.8770           | 0.9234         | 0.8489              | 0.8623            | 0.5606                         | 0.9325              | 0.7943               | 0.7574           | 0.8624    | 0.6760         | 0.7643       | 0.4198                    | 0.7921         | 0.7051          | 0.7169      |
| 0.1962        | 6.59  | 2440 | 0.4653          | 0.7124   | 0.8175        | 0.8841           | 0.9419         | 0.8166              | 0.8608            | 0.5498                         | 0.9069              | 0.8497               | 0.7971           | 0.8606    | 0.6803         | 0.7680       | 0.3947                    | 0.8181         | 0.7048          | 0.7604      |
| 0.2704        | 6.65  | 2460 | 0.4642          | 0.7087   | 0.8070        | 0.8838           | 0.9310         | 0.8264              | 0.8837            | 0.4730                         | 0.9280              | 0.8015               | 0.8055           | 0.8591    | 0.6857         | 0.7674       | 0.3697                    | 0.8158         | 0.6980          | 0.7654      |
| 0.1438        | 6.7   | 2480 | 0.5301          | 0.6828   | 0.7982        | 0.8666           | 0.9280         | 0.8532              | 0.8514            | 0.4709                         | 0.9018              | 0.8805               | 0.7018           | 0.8565    | 0.6701         | 0.7622       | 0.3586                    | 0.7784         | 0.6853          | 0.6683      |
| 0.3661        | 6.76  | 2500 | 0.5201          | 0.6848   | 0.7910        | 0.8679           | 0.9398         | 0.8114              | 0.8760            | 0.4659                         | 0.9017              | 0.8442               | 0.6978           | 0.8554    | 0.6779         | 0.7657       | 0.3610                    | 0.7814         | 0.6880          | 0.6640      |
| 0.2653        | 6.81  | 2520 | 0.5765          | 0.6665   | 0.7984        | 0.8554           | 0.9237         | 0.8575              | 0.8615            | 0.5306                         | 0.8848              | 0.9053               | 0.6256           | 0.8563    | 0.6737         | 0.7581       | 0.3800                    | 0.7724         | 0.6313          | 0.5938      |
| 0.1563        | 6.86  | 2540 | 0.5453          | 0.6770   | 0.7881        | 0.8628           | 0.9408         | 0.8165              | 0.8736            | 0.4846                         | 0.8994              | 0.8492               | 0.6528           | 0.8572    | 0.6864         | 0.7601       | 0.3829                    | 0.7809         | 0.6520          | 0.6195      |
| 0.2804        | 6.92  | 2560 | 0.5505          | 0.6766   | 0.7966        | 0.8610           | 0.9216         | 0.8491              | 0.8750            | 0.4852                         | 0.8956              | 0.8783               | 0.6715           | 0.8516    | 0.6741         | 0.7649       | 0.3962                    | 0.7802         | 0.6452          | 0.6238      |
| 0.2304        | 6.97  | 2580 | 0.4455          | 0.7107   | 0.8093        | 0.8830           | 0.9368         | 0.8223              | 0.8703            | 0.4649                         | 0.9057              | 0.8460               | 0.8188           | 0.8645    | 0.6942         | 0.7683       | 0.3803                    | 0.8019         | 0.6960          | 0.7697      |
| 0.1759        | 7.03  | 2600 | 0.5370          | 0.6859   | 0.7960        | 0.8701           | 0.9369         | 0.8329              | 0.8566            | 0.4381                         | 0.8981              | 0.8998               | 0.7094           | 0.8653    | 0.6820         | 0.7661       | 0.3674                    | 0.7875         | 0.6583          | 0.6749      |
| 0.2079        | 7.08  | 2620 | 0.5014          | 0.6916   | 0.7991        | 0.8711           | 0.9347         | 0.8112              | 0.8740            | 0.5012                         | 0.9079              | 0.8548               | 0.7101           | 0.8660    | 0.6894         | 0.7706       | 0.3897                    | 0.7867         | 0.6665          | 0.6724      |
| 0.2464        | 7.14  | 2640 | 0.5313          | 0.6833   | 0.7998        | 0.8669           | 0.9319         | 0.8369              | 0.8416            | 0.5209                         | 0.9050              | 0.8687               | 0.6939           | 0.8678    | 0.6749         | 0.7667       | 0.3777                    | 0.7797         | 0.6586          | 0.6575      |
| 0.0679        | 7.19  | 2660 | 0.5012          | 0.6878   | 0.7945        | 0.8698           | 0.9303         | 0.8397              | 0.8561            | 0.4667                         | 0.9163              | 0.8310               | 0.7213           | 0.8590    | 0.6773         | 0.7661       | 0.3821                    | 0.7905         | 0.6814          | 0.6579      |
| 0.2287        | 7.24  | 2680 | 0.5399          | 0.6824   | 0.8031        | 0.8637           | 0.9228         | 0.8091              | 0.8778            | 0.5374                         | 0.8858              | 0.8791               | 0.7098           | 0.8607    | 0.6758         | 0.7685       | 0.3853                    | 0.7732         | 0.6663          | 0.6471      |
| 0.2186        | 7.3   | 2700 | 0.5803          | 0.6891   | 0.7935        | 0.8700           | 0.9341         | 0.8192              | 0.8781            | 0.4739                         | 0.9185              | 0.8475               | 0.6833           | 0.8650    | 0.6901         | 0.7697       | 0.4044                    | 0.7889         | 0.6537          | 0.6519      |
| 0.2762        | 7.35  | 2720 | 0.5791          | 0.6799   | 0.7893        | 0.8648           | 0.9349         | 0.8160              | 0.8592            | 0.4940                         | 0.9163              | 0.8543               | 0.6502           | 0.8658    | 0.6885         | 0.7666       | 0.3916                    | 0.7818         | 0.6439          | 0.6209      |
| 0.185         | 7.41  | 2740 | 0.5155          | 0.6884   | 0.7950        | 0.8704           | 0.9468         | 0.8255              | 0.8475            | 0.4646                         | 0.8956              | 0.8782               | 0.7065           | 0.8621    | 0.6823         | 0.7629       | 0.3701                    | 0.7829         | 0.6797          | 0.6787      |
| 0.1529        | 7.46  | 2760 | 0.5215          | 0.6802   | 0.7893        | 0.8672           | 0.9248         | 0.8309              | 0.8764            | 0.4373                         | 0.9220              | 0.8504               | 0.6837           | 0.8582    | 0.6872         | 0.7597       | 0.3669                    | 0.7949         | 0.6466          | 0.6479      |
| 0.2866        | 7.51  | 2780 | 0.4837          | 0.7017   | 0.8069        | 0.8778           | 0.9290         | 0.8349              | 0.8724            | 0.4779                         | 0.9149              | 0.8582               | 0.7612           | 0.8661    | 0.6901         | 0.7653       | 0.3819                    | 0.7965         | 0.6911          | 0.7208      |
| 0.2183        | 7.57  | 2800 | 0.5563          | 0.6749   | 0.7957        | 0.8633           | 0.9363         | 0.8242              | 0.8763            | 0.5241                         | 0.9018              | 0.8704               | 0.6367           | 0.8688    | 0.6848         | 0.7624       | 0.3946                    | 0.7942         | 0.6070          | 0.6125      |
| 0.2455        | 7.62  | 2820 | 0.4623          | 0.7067   | 0.8074        | 0.8813           | 0.9398         | 0.8230              | 0.8494            | 0.4948                         | 0.9147              | 0.8463               | 0.7835           | 0.8679    | 0.6843         | 0.7629       | 0.3926                    | 0.8029         | 0.6898          | 0.7464      |
| 0.1664        | 7.68  | 2840 | 0.4660          | 0.7028   | 0.7985        | 0.8806           | 0.9395         | 0.8033              | 0.8812            | 0.4409                         | 0.9158              | 0.8221               | 0.7864           | 0.8630    | 0.6901         | 0.7662       | 0.3531                    | 0.8021         | 0.6947          | 0.7501      |
| 1.0029        | 7.73  | 2860 | 0.4397          | 0.7231   | 0.8275        | 0.8908           | 0.9374         | 0.8533              | 0.8568            | 0.5143                         | 0.9030              | 0.8616               | 0.8659           | 0.8697    | 0.6823         | 0.7656       | 0.3693                    | 0.8134         | 0.7337          | 0.8276      |
| 0.2047        | 7.78  | 2880 | 0.4525          | 0.7203   | 0.8150        | 0.8896           | 0.9485         | 0.8296              | 0.8770            | 0.4709                         | 0.9067              | 0.8402               | 0.8319           | 0.8628    | 0.6917         | 0.7703       | 0.3786                    | 0.8198         | 0.7211          | 0.7977      |
| 0.1632        | 7.84  | 2900 | 0.4483          | 0.7172   | 0.8198        | 0.8861           | 0.9323         | 0.8009              | 0.8895            | 0.5222                         | 0.9038              | 0.8572               | 0.8327           | 0.8696    | 0.6841         | 0.7643       | 0.4035                    | 0.8062         | 0.7007          | 0.7918      |
| 0.072         | 7.89  | 2920 | 0.4501          | 0.7155   | 0.8190        | 0.8847           | 0.9373         | 0.8090              | 0.8660            | 0.5574                         | 0.9087              | 0.8422               | 0.8126           | 0.8675    | 0.6784         | 0.7714       | 0.4133                    | 0.8067         | 0.6940          | 0.7769      |
| 0.9618        | 7.95  | 2940 | 0.5323          | 0.6991   | 0.7988        | 0.8759           | 0.9291         | 0.8388              | 0.8511            | 0.4605                         | 0.9285              | 0.8381               | 0.7453           | 0.8670    | 0.6856         | 0.7605       | 0.3777                    | 0.7853         | 0.7145          | 0.7035      |
| 0.1425        | 8.0   | 2960 | 0.4843          | 0.6921   | 0.8009        | 0.8733           | 0.9347         | 0.7719              | 0.8522            | 0.5143                         | 0.8942              | 0.8577               | 0.7811           | 0.8645    | 0.6450         | 0.7588       | 0.3731                    | 0.7844         | 0.7045          | 0.7144      |
| 0.1813        | 8.05  | 2980 | 0.4979          | 0.7072   | 0.8054        | 0.8825           | 0.9384         | 0.7601              | 0.8637            | 0.4972                         | 0.9082              | 0.8651               | 0.8054           | 0.8662    | 0.6573         | 0.7656       | 0.3857                    | 0.8013         | 0.7092          | 0.7650      |
| 0.2996        | 8.11  | 3000 | 0.4599          | 0.7154   | 0.8211        | 0.8854           | 0.9316         | 0.8283              | 0.8601            | 0.5269                         | 0.9060              | 0.8602               | 0.8345           | 0.8690    | 0.6880         | 0.7628       | 0.3920                    | 0.8073         | 0.7011          | 0.7879      |
| 0.2983        | 8.16  | 3020 | 0.4657          | 0.7168   | 0.8177        | 0.8876           | 0.9388         | 0.8314              | 0.8762            | 0.4802                         | 0.9060              | 0.8649               | 0.8265           | 0.8734    | 0.6929         | 0.7619       | 0.3872                    | 0.8092         | 0.6967          | 0.7967      |
| 0.512         | 8.22  | 3040 | 0.4672          | 0.7148   | 0.8119        | 0.8864           | 0.9414         | 0.7956              | 0.8628            | 0.5067                         | 0.9141              | 0.8484               | 0.8144           | 0.8713    | 0.6848         | 0.7671       | 0.3808                    | 0.8064         | 0.6993          | 0.7937      |
| 0.182         | 8.27  | 3060 | 0.4480          | 0.7153   | 0.8190        | 0.8851           | 0.9432         | 0.8298              | 0.8509            | 0.5410                         | 0.9032              | 0.8446               | 0.8200           | 0.8692    | 0.6906         | 0.7711       | 0.3787                    | 0.8038         | 0.7074          | 0.7867      |
| 0.1986        | 8.32  | 3080 | 0.5153          | 0.7015   | 0.8026        | 0.8773           | 0.9438         | 0.7877              | 0.8787            | 0.4991                         | 0.9038              | 0.8646               | 0.7408           | 0.8691    | 0.6709         | 0.7734       | 0.3863                    | 0.7858         | 0.7162          | 0.7085      |
| 0.1252        | 8.38  | 3100 | 0.5256          | 0.7018   | 0.8026        | 0.8768           | 0.9358         | 0.8417              | 0.8622            | 0.4587                         | 0.9148              | 0.8675               | 0.7376           | 0.8674    | 0.6960         | 0.7640       | 0.3816                    | 0.7857         | 0.7131          | 0.7050      |
| 0.1778        | 8.43  | 3120 | 0.5156          | 0.7006   | 0.8025        | 0.8762           | 0.9295         | 0.7772              | 0.8867            | 0.4904                         | 0.9104              | 0.8760               | 0.7474           | 0.8714    | 0.6709         | 0.7701       | 0.3884                    | 0.7796         | 0.7155          | 0.7081      |
| 0.4537        | 8.49  | 3140 | 0.4896          | 0.7111   | 0.8117        | 0.8850           | 0.9302         | 0.7755              | 0.8865            | 0.4924                         | 0.9149              | 0.8773               | 0.8049           | 0.8734    | 0.6599         | 0.7760       | 0.3906                    | 0.8035         | 0.7110          | 0.7636      |
| 0.2145        | 8.54  | 3160 | 0.4882          | 0.7216   | 0.8248        | 0.8874           | 0.9386         | 0.8280              | 0.8589            | 0.5382                         | 0.9001              | 0.8789               | 0.8309           | 0.8747    | 0.6816         | 0.7719       | 0.4142                    | 0.8002         | 0.7277          | 0.7810      |
| 0.122         | 8.59  | 3180 | 0.5472          | 0.7025   | 0.8031        | 0.8754           | 0.9395         | 0.8099              | 0.8762            | 0.5051                         | 0.9096              | 0.8586               | 0.7224           | 0.8657    | 0.6846         | 0.7729       | 0.4120                    | 0.7849         | 0.7169          | 0.6803      |
| 0.1508        | 8.65  | 3200 | 0.5601          | 0.6966   | 0.8057        | 0.8721           | 0.9367         | 0.8412              | 0.8686            | 0.5247                         | 0.9049              | 0.8520               | 0.7121           | 0.8637    | 0.6709         | 0.7671       | 0.3982                    | 0.7770         | 0.7219          | 0.6773      |
| 0.4993        | 8.7   | 3220 | 0.5737          | 0.6972   | 0.7957        | 0.8731           | 0.9402         | 0.8048              | 0.8753            | 0.4891                         | 0.9151              | 0.8364               | 0.7090           | 0.8643    | 0.6825         | 0.7628       | 0.3978                    | 0.7795         | 0.7202          | 0.6736      |
| 0.0767        | 8.76  | 3240 | 0.5454          | 0.7052   | 0.8102        | 0.8760           | 0.9274         | 0.8521              | 0.8674            | 0.5045                         | 0.9141              | 0.8621               | 0.7441           | 0.8693    | 0.6900         | 0.7596       | 0.4048                    | 0.7759         | 0.7264          | 0.7102      |
| 0.2786        | 8.81  | 3260 | 0.5146          | 0.7033   | 0.8035        | 0.8766           | 0.9393         | 0.8303              | 0.8532            | 0.4791                         | 0.9087              | 0.8694               | 0.7443           | 0.8675    | 0.6943         | 0.7525       | 0.3987                    | 0.7831         | 0.7178          | 0.7093      |
| 0.1633        | 8.86  | 3280 | 0.4591          | 0.7194   | 0.8222        | 0.8865           | 0.9428         | 0.8341              | 0.8836            | 0.5065                         | 0.8904              | 0.8704               | 0.8274           | 0.8671    | 0.6946         | 0.7677       | 0.3988                    | 0.8039         | 0.7112          | 0.7924      |
| 0.1259        | 8.92  | 3300 | 0.4320          | 0.7223   | 0.8275        | 0.8895           | 0.9368         | 0.8330              | 0.9041            | 0.5151                         | 0.8898              | 0.8378               | 0.8757           | 0.8727    | 0.6900         | 0.7687       | 0.3766                    | 0.8055         | 0.7210          | 0.8215      |
| 0.2201        | 8.97  | 3320 | 0.4566          | 0.7287   | 0.8239        | 0.8938           | 0.9394         | 0.8272              | 0.8730            | 0.4734                         | 0.9048              | 0.8717               | 0.8778           | 0.8750    | 0.6905         | 0.7656       | 0.3990                    | 0.8140         | 0.7268          | 0.8300      |
| 0.2125        | 9.03  | 3340 | 0.4679          | 0.7176   | 0.8216        | 0.8858           | 0.9358         | 0.8377              | 0.8983            | 0.4901                         | 0.8962              | 0.8793               | 0.8140           | 0.8647    | 0.6957         | 0.7710       | 0.3897                    | 0.8068         | 0.7199          | 0.7753      |
| 0.1314        | 9.08  | 3360 | 0.4641          | 0.7203   | 0.8144        | 0.8878           | 0.9404         | 0.8227              | 0.8681            | 0.4839                         | 0.9150              | 0.8544               | 0.8164           | 0.8645    | 0.6968         | 0.7780       | 0.3938                    | 0.8116         | 0.7206          | 0.7770      |
| 0.2678        | 9.14  | 3380 | 0.5029          | 0.7158   | 0.8139        | 0.8847           | 0.9369         | 0.8421              | 0.8687            | 0.4804                         | 0.9142              | 0.8587               | 0.7962           | 0.8680    | 0.6944         | 0.7741       | 0.3978                    | 0.8013         | 0.7197          | 0.7554      |
| 0.1653        | 9.19  | 3400 | 0.5625          | 0.7036   | 0.8104        | 0.8762           | 0.9346         | 0.8486              | 0.8761            | 0.5090                         | 0.9074              | 0.8631               | 0.7343           | 0.8683    | 0.6925         | 0.7689       | 0.3983                    | 0.7838         | 0.7123          | 0.7009      |
| 0.1075        | 9.24  | 3420 | 0.5050          | 0.7067   | 0.8133        | 0.8773           | 0.9398         | 0.8176              | 0.8944            | 0.5225                         | 0.8919              | 0.8846               | 0.7425           | 0.8704    | 0.6955         | 0.7710       | 0.4031                    | 0.7823         | 0.7195          | 0.7049      |
| 0.2607        | 9.3   | 3440 | 0.5197          | 0.7070   | 0.8086        | 0.8785           | 0.9407         | 0.8058              | 0.8881            | 0.5119                         | 0.9015              | 0.8580               | 0.7543           | 0.8664    | 0.6911         | 0.7765       | 0.3871                    | 0.7863         | 0.7193          | 0.7219      |
| 0.111         | 9.35  | 3460 | 0.5327          | 0.7099   | 0.8098        | 0.8817           | 0.9416         | 0.8412              | 0.8594            | 0.4685                         | 0.9082              | 0.8837               | 0.7658           | 0.8725    | 0.6938         | 0.7697       | 0.3851                    | 0.7902         | 0.7220          | 0.7362      |
| 0.1358        | 9.41  | 3480 | 0.4572          | 0.7143   | 0.8155        | 0.8857           | 0.9449         | 0.8100              | 0.8780            | 0.4886                         | 0.8912              | 0.8628               | 0.8328           | 0.8675    | 0.6818         | 0.7675       | 0.3769                    | 0.8055         | 0.7211          | 0.7794      |
| 0.1794        | 9.46  | 3500 | 0.4778          | 0.7072   | 0.8141        | 0.8799           | 0.9367         | 0.8324              | 0.8530            | 0.5274                         | 0.9060              | 0.8690               | 0.7742           | 0.8703    | 0.6888         | 0.7636       | 0.3918                    | 0.7955         | 0.7094          | 0.7308      |
| 0.1146        | 9.51  | 3520 | 0.5337          | 0.6935   | 0.7966        | 0.8740           | 0.9459         | 0.8011              | 0.8545            | 0.4980                         | 0.9119              | 0.8569               | 0.7083           | 0.8687    | 0.6794         | 0.7643       | 0.3924                    | 0.7935         | 0.6795          | 0.6768      |
| 0.4693        | 9.57  | 3540 | 0.5688          | 0.6864   | 0.7860        | 0.8732           | 0.9407         | 0.7510              | 0.8634            | 0.4659                         | 0.9212              | 0.8391               | 0.7205           | 0.8703    | 0.6482         | 0.7612       | 0.3688                    | 0.7911         | 0.6820          | 0.6830      |
| 0.2297        | 9.62  | 3560 | 0.5465          | 0.7049   | 0.8135        | 0.8772           | 0.9337         | 0.8205              | 0.8839            | 0.5210                         | 0.8966              | 0.8817               | 0.7569           | 0.8679    | 0.6903         | 0.7676       | 0.3856                    | 0.7855         | 0.7209          | 0.7163      |
| 0.3738        | 9.68  | 3580 | 0.5458          | 0.7063   | 0.8052        | 0.8797           | 0.9394         | 0.8195              | 0.8574            | 0.5006                         | 0.9146              | 0.8267               | 0.7783           | 0.8682    | 0.6861         | 0.7628       | 0.3779                    | 0.7898         | 0.7244          | 0.7348      |
| 0.2401        | 9.73  | 3600 | 0.5446          | 0.7028   | 0.8113        | 0.8772           | 0.9306         | 0.8440              | 0.8732            | 0.5133                         | 0.9136              | 0.8654               | 0.7392           | 0.8709    | 0.6858         | 0.7633       | 0.4003                    | 0.7900         | 0.7039          | 0.7054      |
| 0.1552        | 9.78  | 3620 | 0.5462          | 0.7034   | 0.8091        | 0.8772           | 0.9337         | 0.8208              | 0.8948            | 0.5019                         | 0.9061              | 0.8639               | 0.7422           | 0.8720    | 0.6944         | 0.7614       | 0.4068                    | 0.7898         | 0.6974          | 0.7019      |
| 0.1767        | 9.84  | 3640 | 0.6458          | 0.6895   | 0.7931        | 0.8700           | 0.9378         | 0.8240              | 0.8680            | 0.4922                         | 0.9234              | 0.8316               | 0.6745           | 0.8725    | 0.6978         | 0.7662       | 0.4067                    | 0.7840         | 0.6572          | 0.6423      |
| 0.2452        | 9.89  | 3660 | 0.5251          | 0.6978   | 0.8087        | 0.8739           | 0.9411         | 0.8178              | 0.8852            | 0.5412                         | 0.8968              | 0.8593               | 0.7194           | 0.8721    | 0.6928         | 0.7677       | 0.4042                    | 0.7878         | 0.6807          | 0.6794      |
| 0.218         | 9.95  | 3680 | 0.5541          | 0.6987   | 0.8074        | 0.8745           | 0.9378         | 0.8340              | 0.8495            | 0.5413                         | 0.9072              | 0.8368               | 0.7451           | 0.8711    | 0.6906         | 0.7643       | 0.3786                    | 0.7824         | 0.7028          | 0.7010      |
| 0.1928        | 10.0  | 3700 | 0.5603          | 0.7023   | 0.8083        | 0.8778           | 0.9418         | 0.8415              | 0.8670            | 0.4924                         | 0.9043              | 0.8692               | 0.7416           | 0.8697    | 0.6857         | 0.7684       | 0.3845                    | 0.7907         | 0.7082          | 0.7089      |
| 0.0984        | 10.05 | 3720 | 0.6013          | 0.6959   | 0.7949        | 0.8758           | 0.9430         | 0.7542              | 0.8797            | 0.4777                         | 0.9055              | 0.8645               | 0.7396           | 0.8699    | 0.6738         | 0.7583       | 0.3702                    | 0.7868         | 0.7053          | 0.7073      |
| 0.1346        | 10.11 | 3740 | 0.5829          | 0.7016   | 0.8074        | 0.8764           | 0.9393         | 0.7869              | 0.8904            | 0.5164                         | 0.8944              | 0.8757               | 0.7488           | 0.8710    | 0.6825         | 0.7643       | 0.3911                    | 0.7843         | 0.7127          | 0.7055      |
| 0.1479        | 10.16 | 3760 | 0.4795          | 0.7208   | 0.8207        | 0.8893           | 0.9386         | 0.7929              | 0.8455            | 0.5388                         | 0.9065              | 0.8620               | 0.8604           | 0.8707    | 0.6719         | 0.7647       | 0.4008                    | 0.8139         | 0.7273          | 0.7960      |
| 0.193         | 10.22 | 3780 | 0.4772          | 0.7096   | 0.8125        | 0.8833           | 0.9302         | 0.7916              | 0.8914            | 0.5130                         | 0.9141              | 0.8452               | 0.8021           | 0.8722    | 0.6818         | 0.7675       | 0.4099                    | 0.8108         | 0.6772          | 0.7481      |
| 0.1574        | 10.27 | 3800 | 0.4449          | 0.7268   | 0.8243        | 0.8923           | 0.9417         | 0.8150              | 0.8765            | 0.5202                         | 0.9099              | 0.8649               | 0.8421           | 0.8742    | 0.6931         | 0.7703       | 0.4116                    | 0.8200         | 0.7169          | 0.8017      |
| 0.1357        | 10.32 | 3820 | 0.4419          | 0.7214   | 0.8302        | 0.8891           | 0.9352         | 0.8044              | 0.8781            | 0.5679                         | 0.8897              | 0.8569               | 0.8792           | 0.8756    | 0.6765         | 0.7712       | 0.3742                    | 0.8061         | 0.7319          | 0.8142      |
| 0.1049        | 10.38 | 3840 | 0.4425          | 0.7260   | 0.8296        | 0.8915           | 0.9362         | 0.7928              | 0.8675            | 0.5635                         | 0.8963              | 0.8647               | 0.8861           | 0.8760    | 0.6718         | 0.7747       | 0.3990                    | 0.8098         | 0.7364          | 0.8142      |
| 0.1607        | 10.43 | 3860 | 0.4764          | 0.7204   | 0.8283        | 0.8885           | 0.9317         | 0.8047              | 0.8821            | 0.5544                         | 0.8937              | 0.8585               | 0.8735           | 0.8748    | 0.6710         | 0.7674       | 0.3788                    | 0.8028         | 0.7337          | 0.8141      |
| 0.7998        | 10.49 | 3880 | 0.4903          | 0.7190   | 0.8258        | 0.8866           | 0.9293         | 0.8216              | 0.8807            | 0.5352                         | 0.8990              | 0.8687               | 0.8463           | 0.8689    | 0.6759         | 0.7684       | 0.4070                    | 0.8060         | 0.7214          | 0.7852      |
| 0.1199        | 10.54 | 3900 | 0.4547          | 0.7258   | 0.8253        | 0.8905           | 0.9312         | 0.8032              | 0.8797            | 0.5204                         | 0.9023              | 0.8627               | 0.8772           | 0.8707    | 0.6839         | 0.7741       | 0.4092                    | 0.8106         | 0.7323          | 0.7998      |
| 0.1326        | 10.59 | 3920 | 0.4905          | 0.7125   | 0.8102        | 0.8818           | 0.9367         | 0.7898              | 0.8574            | 0.5258                         | 0.9087              | 0.8482               | 0.8050           | 0.8691    | 0.6801         | 0.7665       | 0.4044                    | 0.7903         | 0.7306          | 0.7463      |
| 0.1629        | 10.65 | 3940 | 0.5135          | 0.7051   | 0.8160        | 0.8778           | 0.9379         | 0.8330              | 0.8334            | 0.5501                         | 0.8931              | 0.8747               | 0.7895           | 0.8722    | 0.6742         | 0.7511       | 0.3941                    | 0.7827         | 0.7289          | 0.7323      |
| 0.0679        | 10.7  | 3960 | 0.5245          | 0.7076   | 0.8094        | 0.8792           | 0.9409         | 0.8088              | 0.8733            | 0.5049                         | 0.8983              | 0.8658               | 0.7735           | 0.8711    | 0.6837         | 0.7620       | 0.3979                    | 0.7853         | 0.7317          | 0.7214      |
| 0.1393        | 10.76 | 3980 | 0.5436          | 0.7136   | 0.8117        | 0.8829           | 0.9367         | 0.8293              | 0.8717            | 0.4982                         | 0.9166              | 0.8495               | 0.7798           | 0.8723    | 0.6868         | 0.7678       | 0.4089                    | 0.7928         | 0.7266          | 0.7397      |
| 0.1078        | 10.81 | 4000 | 0.5010          | 0.7127   | 0.8149        | 0.8819           | 0.9452         | 0.8207              | 0.8718            | 0.5382                         | 0.9047              | 0.8634               | 0.7601           | 0.8705    | 0.6890         | 0.7707       | 0.4062                    | 0.7944         | 0.7293          | 0.7291      |
| 0.1262        | 10.86 | 4020 | 0.5119          | 0.7137   | 0.8120        | 0.8831           | 0.9401         | 0.8343              | 0.8624            | 0.4949                         | 0.9146              | 0.8643               | 0.7732           | 0.8707    | 0.6901         | 0.7673       | 0.4050                    | 0.7960         | 0.7303          | 0.7366      |
| 0.2813        | 10.92 | 4040 | 0.4873          | 0.7121   | 0.8212        | 0.8824           | 0.9391         | 0.8373              | 0.8584            | 0.5629                         | 0.9044              | 0.8678               | 0.7788           | 0.8733    | 0.6904         | 0.7699       | 0.3986                    | 0.7993         | 0.7094          | 0.7439      |
| 0.6835        | 10.97 | 4060 | 0.5088          | 0.6994   | 0.8073        | 0.8751           | 0.9275         | 0.8088              | 0.8660            | 0.5367                         | 0.9130              | 0.8390               | 0.7598           | 0.8694    | 0.6796         | 0.7653       | 0.3894                    | 0.7855         | 0.6999          | 0.7069      |
| 0.24          | 11.03 | 4080 | 0.5099          | 0.7101   | 0.8181        | 0.8817           | 0.9348         | 0.8374              | 0.8767            | 0.5382                         | 0.9085              | 0.8531               | 0.7782           | 0.8722    | 0.6903         | 0.7680       | 0.3917                    | 0.7992         | 0.7114          | 0.7378      |
| 0.1172        | 11.08 | 4100 | 0.5336          | 0.7054   | 0.8088        | 0.8794           | 0.9448         | 0.8377              | 0.8661            | 0.5007                         | 0.9066              | 0.8568               | 0.7493           | 0.8678    | 0.6831         | 0.7684       | 0.3967                    | 0.7963         | 0.7119          | 0.7139      |
| 0.0705        | 11.14 | 4120 | 0.5258          | 0.7049   | 0.8014        | 0.8798           | 0.9424         | 0.8152              | 0.8762            | 0.4608                         | 0.9168              | 0.8534               | 0.7447           | 0.8689    | 0.6900         | 0.7707       | 0.3883                    | 0.7960         | 0.7123          | 0.7084      |
| 0.1683        | 11.19 | 4140 | 0.4890          | 0.7091   | 0.8063        | 0.8829           | 0.9440         | 0.7922              | 0.8761            | 0.4739                         | 0.9035              | 0.8588               | 0.7957           | 0.8690    | 0.6781         | 0.7642       | 0.3927                    | 0.8021         | 0.7156          | 0.7418      |
| 0.0792        | 11.24 | 4160 | 0.5043          | 0.7072   | 0.8172        | 0.8798           | 0.9436         | 0.8273              | 0.8587            | 0.5521                         | 0.8918              | 0.8655               | 0.7812           | 0.8713    | 0.6821         | 0.7606       | 0.3962                    | 0.7943         | 0.7169          | 0.7292      |
| 0.1486        | 11.3  | 4180 | 0.5367          | 0.7052   | 0.8043        | 0.8783           | 0.9389         | 0.7943              | 0.8553            | 0.5066                         | 0.9108              | 0.8652               | 0.7592           | 0.8733    | 0.6778         | 0.7633       | 0.4170                    | 0.7877         | 0.7134          | 0.7040      |
| 0.2621        | 11.35 | 4200 | 0.5333          | 0.7016   | 0.8055        | 0.8770           | 0.9428         | 0.8055              | 0.8440            | 0.5177                         | 0.9030              | 0.8714               | 0.7542           | 0.8717    | 0.6815         | 0.7596       | 0.3952                    | 0.7884         | 0.7123          | 0.7029      |
| 0.1573        | 11.41 | 4220 | 0.5311          | 0.7036   | 0.8070        | 0.8775           | 0.9407         | 0.8258              | 0.8659            | 0.4995                         | 0.9045              | 0.8626               | 0.7499           | 0.8707    | 0.6917         | 0.7638       | 0.3966                    | 0.7893         | 0.7121          | 0.7007      |
| 0.1706        | 11.46 | 4240 | 0.5298          | 0.7062   | 0.8133        | 0.8774           | 0.9385         | 0.8210              | 0.8889            | 0.5300                         | 0.8954              | 0.8700               | 0.7495           | 0.8715    | 0.6947         | 0.7709       | 0.4077                    | 0.7856         | 0.7115          | 0.7016      |
| 0.2682        | 11.51 | 4260 | 0.5481          | 0.7082   | 0.8057        | 0.8801           | 0.9444         | 0.8204              | 0.8799            | 0.4890                         | 0.9099              | 0.8406               | 0.7554           | 0.8715    | 0.6969         | 0.7734       | 0.3951                    | 0.7902         | 0.7176          | 0.7128      |
| 0.1008        | 11.57 | 4280 | 0.5343          | 0.7053   | 0.8131        | 0.8770           | 0.9272         | 0.7950              | 0.8888            | 0.5527                         | 0.9074              | 0.8655               | 0.7551           | 0.8723    | 0.6802         | 0.7748       | 0.4058                    | 0.7848         | 0.7189          | 0.7000      |
| 0.2386        | 11.62 | 4300 | 0.5017          | 0.7097   | 0.8228        | 0.8813           | 0.9308         | 0.7722              | 0.8942            | 0.5822                         | 0.8842              | 0.8695               | 0.8265           | 0.8662    | 0.6711         | 0.7772       | 0.3790                    | 0.8012         | 0.7206          | 0.7526      |
| 0.1102        | 11.68 | 4320 | 0.4944          | 0.7106   | 0.8179        | 0.8823           | 0.9286         | 0.8126              | 0.8744            | 0.5304                         | 0.9009              | 0.8469               | 0.8317           | 0.8592    | 0.6791         | 0.7732       | 0.3770                    | 0.8077         | 0.7172          | 0.7611      |
| 0.1461        | 11.73 | 4340 | 0.5308          | 0.7016   | 0.8080        | 0.8756           | 0.9270         | 0.8166              | 0.8748            | 0.5144                         | 0.9086              | 0.8492               | 0.7654           | 0.8572    | 0.6779         | 0.7672       | 0.3964                    | 0.7956         | 0.7171          | 0.6998      |
| 0.1593        | 11.78 | 4360 | 0.5414          | 0.7097   | 0.8131        | 0.8799           | 0.9415         | 0.8112              | 0.8727            | 0.5428                         | 0.9044              | 0.8635               | 0.7555           | 0.8653    | 0.6940         | 0.7638       | 0.4048                    | 0.7962         | 0.7219          | 0.7224      |
| 0.1039        | 11.84 | 4380 | 0.5111          | 0.7156   | 0.8199        | 0.8830           | 0.9364         | 0.8319              | 0.8651            | 0.5438                         | 0.9069              | 0.8736               | 0.7819           | 0.8673    | 0.6925         | 0.7635       | 0.4138                    | 0.7998         | 0.7295          | 0.7431      |
| 0.3453        | 11.89 | 4400 | 0.5305          | 0.7131   | 0.8093        | 0.8818           | 0.9432         | 0.8346              | 0.8722            | 0.4977                         | 0.9165              | 0.8497               | 0.7513           | 0.8652    | 0.6879         | 0.7682       | 0.4254                    | 0.7981         | 0.7278          | 0.7194      |
| 0.15          | 11.95 | 4420 | 0.4693          | 0.7259   | 0.8316        | 0.8903           | 0.9435         | 0.8364              | 0.8837            | 0.5534                         | 0.8908              | 0.8672               | 0.8460           | 0.8715    | 0.6885         | 0.7678       | 0.4070                    | 0.8116         | 0.7273          | 0.8075      |
| 0.1132        | 12.0  | 4440 | 0.4752          | 0.7248   | 0.8355        | 0.8893           | 0.9381         | 0.8157              | 0.8643            | 0.6057                         | 0.8898              | 0.8787               | 0.8560           | 0.8722    | 0.6864         | 0.7675       | 0.3969                    | 0.8100         | 0.7267          | 0.8141      |
| 0.2272        | 12.05 | 4460 | 0.4776          | 0.7244   | 0.8240        | 0.8911           | 0.9364         | 0.7727              | 0.8572            | 0.5785                         | 0.9150              | 0.8516               | 0.8565           | 0.8748    | 0.6708         | 0.7655       | 0.4108                    | 0.8158         | 0.7212          | 0.8117      |
| 0.1862        | 12.11 | 4480 | 0.4954          | 0.7204   | 0.8241        | 0.8878           | 0.9394         | 0.8316              | 0.8658            | 0.5470                         | 0.9084              | 0.8582               | 0.8186           | 0.8730    | 0.6965         | 0.7638       | 0.4046                    | 0.8122         | 0.7081          | 0.7845      |
| 0.1436        | 12.16 | 4500 | 0.5070          | 0.7154   | 0.8182        | 0.8840           | 0.9417         | 0.8228              | 0.8489            | 0.5516                         | 0.9087              | 0.8635               | 0.7903           | 0.8700    | 0.6895         | 0.7569       | 0.4171                    | 0.8040         | 0.7163          | 0.7537      |
| 0.1581        | 12.22 | 4520 | 0.4918          | 0.7174   | 0.8263        | 0.8842           | 0.9284         | 0.8167              | 0.8722            | 0.5734                         | 0.9050              | 0.8823               | 0.8058           | 0.8716    | 0.6850         | 0.7606       | 0.4183                    | 0.8006         | 0.7239          | 0.7619      |
| 0.2003        | 12.27 | 4540 | 0.5508          | 0.7075   | 0.8139        | 0.8776           | 0.9303         | 0.8128              | 0.8467            | 0.5666                         | 0.9128              | 0.8689               | 0.7590           | 0.8691    | 0.6917         | 0.7535       | 0.4125                    | 0.7878         | 0.7209          | 0.7167      |
| 0.1785        | 12.32 | 4560 | 0.4795          | 0.7141   | 0.8262        | 0.8825           | 0.9354         | 0.8445              | 0.8594            | 0.5835                         | 0.9014              | 0.8716               | 0.7876           | 0.8715    | 0.6871         | 0.7638       | 0.4103                    | 0.7987         | 0.7186          | 0.7488      |
| 0.0645        | 12.38 | 4580 | 0.4897          | 0.7221   | 0.8265        | 0.8875           | 0.9328         | 0.8254              | 0.8690            | 0.5660                         | 0.9127              | 0.8652               | 0.8145           | 0.8731    | 0.6958         | 0.7662       | 0.4194                    | 0.8097         | 0.7179          | 0.7727      |
| 0.0784        | 12.43 | 4600 | 0.5016          | 0.7248   | 0.8310        | 0.8896           | 0.9303         | 0.8241              | 0.8822            | 0.5576                         | 0.9062              | 0.8807               | 0.8362           | 0.8728    | 0.6910         | 0.7655       | 0.4182                    | 0.8151         | 0.7209          | 0.7901      |
| 0.1183        | 12.49 | 4620 | 0.5362          | 0.7072   | 0.8020        | 0.8802           | 0.9433         | 0.8042              | 0.8626            | 0.4774                         | 0.9161              | 0.8566               | 0.7538           | 0.8702    | 0.6923         | 0.7646       | 0.3956                    | 0.7930         | 0.7202          | 0.7145      |
| 0.2538        | 12.54 | 4640 | 0.5996          | 0.7075   | 0.8150        | 0.8784           | 0.9358         | 0.8371              | 0.8669            | 0.5344                         | 0.9051              | 0.8757               | 0.7496           | 0.8722    | 0.6942         | 0.7627       | 0.4062                    | 0.7872         | 0.7139          | 0.7161      |
| 0.1557        | 12.59 | 4660 | 0.5350          | 0.7070   | 0.8149        | 0.8787           | 0.9377         | 0.8244              | 0.8555            | 0.5539                         | 0.9038              | 0.8654               | 0.7638           | 0.8742    | 0.6887         | 0.7628       | 0.4033                    | 0.7875         | 0.7079          | 0.7249      |
| 0.3497        | 12.65 | 4680 | 0.4915          | 0.7138   | 0.8195        | 0.8835           | 0.9416         | 0.8156              | 0.8645            | 0.5468                         | 0.8973              | 0.8716               | 0.7994           | 0.8758    | 0.6877         | 0.7662       | 0.4042                    | 0.7962         | 0.7115          | 0.7552      |
| 0.1298        | 12.7  | 4700 | 0.4880          | 0.7154   | 0.8223        | 0.8841           | 0.9379         | 0.7987              | 0.8712            | 0.5789                         | 0.9026              | 0.8717               | 0.7947           | 0.8782    | 0.6819         | 0.7713       | 0.4105                    | 0.7964         | 0.7150          | 0.7545      |
| 0.248         | 12.76 | 4720 | 0.5498          | 0.7106   | 0.8102        | 0.8817           | 0.9356         | 0.8214              | 0.8667            | 0.5055                         | 0.9203              | 0.8617               | 0.7605           | 0.8763    | 0.6887         | 0.7685       | 0.4113                    | 0.7928         | 0.7108          | 0.7255      |
| 0.0969        | 12.81 | 4740 | 0.5653          | 0.7107   | 0.8169        | 0.8805           | 0.9369         | 0.8377              | 0.8712            | 0.5441                         | 0.9098              | 0.8652               | 0.7536           | 0.8739    | 0.6900         | 0.7678       | 0.4176                    | 0.7918         | 0.7133          | 0.7204      |
| 0.1095        | 12.86 | 4760 | 0.5436          | 0.7105   | 0.8125        | 0.8808           | 0.9459         | 0.8153              | 0.8896            | 0.5127                         | 0.8978              | 0.8735               | 0.7524           | 0.8727    | 0.6978         | 0.7675       | 0.4101                    | 0.7922         | 0.7139          | 0.7190      |
| 0.1964        | 12.92 | 4780 | 0.6304          | 0.7005   | 0.8044        | 0.8752           | 0.9413         | 0.8388              | 0.8647            | 0.5172                         | 0.9168              | 0.8495               | 0.7027           | 0.8674    | 0.6873         | 0.7677       | 0.4157                    | 0.7904         | 0.7023          | 0.6725      |
| 0.1341        | 12.97 | 4800 | 0.5768          | 0.7055   | 0.8045        | 0.8782           | 0.9402         | 0.8154              | 0.8773            | 0.4902                         | 0.9136              | 0.8653               | 0.7298           | 0.8686    | 0.6967         | 0.7681       | 0.4123                    | 0.7939         | 0.7056          | 0.6930      |
| 0.1123        | 13.03 | 4820 | 0.5759          | 0.7002   | 0.8034        | 0.8755           | 0.9434         | 0.8259              | 0.8765            | 0.4800                         | 0.9013              | 0.8750               | 0.7221           | 0.8651    | 0.6934         | 0.7657       | 0.3973                    | 0.7897         | 0.7014          | 0.6886      |
| 0.1658        | 13.08 | 4840 | 0.5776          | 0.7006   | 0.8076        | 0.8748           | 0.9364         | 0.8288              | 0.8806            | 0.5232                         | 0.9092              | 0.8625               | 0.7121           | 0.8665    | 0.6883         | 0.7674       | 0.4129                    | 0.7891         | 0.7019          | 0.6778      |
| 0.1839        | 13.14 | 4860 | 0.5867          | 0.6981   | 0.8042        | 0.8744           | 0.9386         | 0.8375              | 0.8730            | 0.4946                         | 0.9098              | 0.8683               | 0.7075           | 0.8647    | 0.6890         | 0.7616       | 0.4011                    | 0.7914         | 0.7040          | 0.6747      |
| 0.1099        | 13.19 | 4880 | 0.6082          | 0.6983   | 0.8013        | 0.8742           | 0.9445         | 0.8159              | 0.8635            | 0.5103                         | 0.9103              | 0.8655               | 0.6990           | 0.8639    | 0.6907         | 0.7644       | 0.4066                    | 0.7923         | 0.7000          | 0.6699      |
| 0.3081        | 13.24 | 4900 | 0.5948          | 0.6993   | 0.8048        | 0.8745           | 0.9346         | 0.8352              | 0.8682            | 0.5033                         | 0.9140              | 0.8640               | 0.7146           | 0.8655    | 0.6920         | 0.7625       | 0.4031                    | 0.7891         | 0.7025          | 0.6804      |
| 0.0714        | 13.3  | 4920 | 0.5051          | 0.7049   | 0.8191        | 0.8782           | 0.9342         | 0.8449              | 0.8754            | 0.5468                         | 0.8989              | 0.8811               | 0.7522           | 0.8685    | 0.6846         | 0.7704       | 0.3944                    | 0.7956         | 0.7036          | 0.7175      |
| 0.2305        | 13.35 | 4940 | 0.5408          | 0.7004   | 0.8093        | 0.8756           | 0.9396         | 0.8220              | 0.8793            | 0.5384                         | 0.9057              | 0.8616               | 0.7183           | 0.8691    | 0.6900         | 0.7697       | 0.3954                    | 0.7909         | 0.7016          | 0.6861      |
| 0.2512        | 13.41 | 4960 | 0.5822          | 0.6990   | 0.8107        | 0.8738           | 0.9390         | 0.8140              | 0.8907            | 0.5550                         | 0.8980              | 0.8683               | 0.7096           | 0.8679    | 0.6899         | 0.7657       | 0.4019                    | 0.7876         | 0.7041          | 0.6757      |
| 0.1393        | 13.46 | 4980 | 0.5820          | 0.6959   | 0.8083        | 0.8723           | 0.9446         | 0.8042              | 0.8774            | 0.5541                         | 0.8882              | 0.8804               | 0.7092           | 0.8667    | 0.6888         | 0.7699       | 0.3841                    | 0.7838         | 0.7022          | 0.6755      |
| 0.9497        | 13.51 | 5000 | 0.5431          | 0.6950   | 0.8085        | 0.8726           | 0.9424         | 0.8437              | 0.8893            | 0.5207                         | 0.8900              | 0.8553               | 0.7182           | 0.8657    | 0.6915         | 0.7660       | 0.3743                    | 0.7847         | 0.7006          | 0.6824      |
| 0.0806        | 13.57 | 5020 | 0.5681          | 0.6932   | 0.8071        | 0.8730           | 0.9460         | 0.8298              | 0.8792            | 0.5086                         | 0.8840              | 0.8783               | 0.7235           | 0.8651    | 0.6882         | 0.7591       | 0.3640                    | 0.7898         | 0.6952          | 0.6910      |
| 0.1022        | 13.62 | 5040 | 0.6025          | 0.7020   | 0.8031        | 0.8773           | 0.9384         | 0.8149              | 0.8617            | 0.5091                         | 0.9205              | 0.8461               | 0.7313           | 0.8709    | 0.6938         | 0.7583       | 0.3988                    | 0.7930         | 0.7026          | 0.6969      |
| 0.184         | 13.68 | 5060 | 0.5221          | 0.7129   | 0.8152        | 0.8834           | 0.9440         | 0.8107              | 0.8484            | 0.5483                         | 0.9078              | 0.8577               | 0.7891           | 0.8723    | 0.6916         | 0.7579       | 0.4009                    | 0.8017         | 0.7134          | 0.7525      |
| 0.1923        | 13.73 | 5080 | 0.5278          | 0.7074   | 0.8231        | 0.8794           | 0.9363         | 0.8139              | 0.8365            | 0.6253                         | 0.8986              | 0.8638               | 0.7869           | 0.8725    | 0.6876         | 0.7527       | 0.3841                    | 0.7960         | 0.7094          | 0.7491      |
| 0.1851        | 13.78 | 5100 | 0.5243          | 0.7208   | 0.8293        | 0.8880           | 0.9352         | 0.8263              | 0.8504            | 0.5776                         | 0.9032              | 0.8726               | 0.8400           | 0.8708    | 0.6909         | 0.7572       | 0.4059                    | 0.8167         | 0.7142          | 0.7900      |
| 0.0883        | 13.84 | 5120 | 0.5024          | 0.7236   | 0.8229        | 0.8902           | 0.9409         | 0.7976              | 0.8571            | 0.5421                         | 0.9083              | 0.8774               | 0.8370           | 0.8729    | 0.6898         | 0.7625       | 0.4175                    | 0.8193         | 0.7105          | 0.7929      |
| 0.195         | 13.89 | 5140 | 0.4746          | 0.7218   | 0.8266        | 0.8886           | 0.9399         | 0.8212              | 0.8697            | 0.5583                         | 0.9008              | 0.8562               | 0.8400           | 0.8729    | 0.6952         | 0.7671       | 0.4038                    | 0.8141         | 0.7114          | 0.7878      |
| 0.0844        | 13.95 | 5160 | 0.4909          | 0.7205   | 0.8265        | 0.8880           | 0.9351         | 0.8371              | 0.8583            | 0.5528                         | 0.9070              | 0.8559               | 0.8395           | 0.8718    | 0.6946         | 0.7642       | 0.3979                    | 0.8136         | 0.7127          | 0.7886      |
| 0.1474        | 14.0  | 5180 | 0.4922          | 0.7258   | 0.8272        | 0.8905           | 0.9388         | 0.8234              | 0.8750            | 0.5452                         | 0.9064              | 0.8615               | 0.8401           | 0.8720    | 0.6999         | 0.7722       | 0.4129                    | 0.8181         | 0.7126          | 0.7933      |
| 0.0503        | 14.05 | 5200 | 0.5318          | 0.7121   | 0.8123        | 0.8824           | 0.9386         | 0.8375              | 0.8687            | 0.4913                         | 0.9146              | 0.8767               | 0.7582           | 0.8721    | 0.6998         | 0.7690       | 0.4109                    | 0.7996         | 0.7093          | 0.7243      |
| 1.5633        | 14.11 | 5220 | 0.5514          | 0.7080   | 0.8110        | 0.8790           | 0.9361         | 0.8298              | 0.8660            | 0.5116                         | 0.9110              | 0.8762               | 0.7465           | 0.8721    | 0.6993         | 0.7625       | 0.4142                    | 0.7913         | 0.7101          | 0.7068      |
| 0.1624        | 14.16 | 5240 | 0.5814          | 0.7004   | 0.8080        | 0.8748           | 0.9385         | 0.8203              | 0.8895            | 0.5267                         | 0.9042              | 0.8668               | 0.7101           | 0.8666    | 0.6915         | 0.7616       | 0.4128                    | 0.7906         | 0.7032          | 0.6764      |
| 0.1234        | 14.22 | 5260 | 0.5338          | 0.7057   | 0.8118        | 0.8776           | 0.9384         | 0.8265              | 0.8866            | 0.5304                         | 0.9078              | 0.8708               | 0.7222           | 0.8691    | 0.6993         | 0.7745       | 0.4113                    | 0.7951         | 0.7052          | 0.6853      |
| 0.0554        | 14.27 | 5280 | 0.6325          | 0.7015   | 0.8086        | 0.8754           | 0.9377         | 0.8343              | 0.8675            | 0.5338                         | 0.9147              | 0.8722               | 0.6998           | 0.8688    | 0.6954         | 0.7702       | 0.4123                    | 0.7921         | 0.7013          | 0.6701      |
| 0.115         | 14.32 | 5300 | 0.4993          | 0.7210   | 0.8234        | 0.8861           | 0.9333         | 0.8439              | 0.8784            | 0.5337                         | 0.9141              | 0.8679               | 0.7922           | 0.8755    | 0.6996         | 0.7750       | 0.4152                    | 0.7987         | 0.7285          | 0.7545      |
| 0.1561        | 14.38 | 5320 | 0.5592          | 0.7135   | 0.8152        | 0.8818           | 0.9352         | 0.8277              | 0.8701            | 0.5345                         | 0.9173              | 0.8638               | 0.7574           | 0.8746    | 0.7009         | 0.7720       | 0.4173                    | 0.7938         | 0.7157          | 0.7203      |
| 0.0848        | 14.43 | 5340 | 0.5579          | 0.7164   | 0.8164        | 0.8833           | 0.9436         | 0.8026              | 0.8806            | 0.5433                         | 0.9054              | 0.8765               | 0.7631           | 0.8745    | 0.6958         | 0.7746       | 0.4219                    | 0.7952         | 0.7242          | 0.7287      |
| 0.1941        | 14.49 | 5360 | 0.5586          | 0.7189   | 0.8199        | 0.8843           | 0.9371         | 0.8163              | 0.8892            | 0.5516                         | 0.9127              | 0.8632               | 0.7692           | 0.8737    | 0.6961         | 0.7774       | 0.4221                    | 0.7964         | 0.7319          | 0.7347      |
| 0.1339        | 14.54 | 5380 | 0.5690          | 0.7114   | 0.8206        | 0.8800           | 0.9383         | 0.8260              | 0.8833            | 0.5868                         | 0.9054              | 0.8599               | 0.7444           | 0.8714    | 0.6967         | 0.7769       | 0.4115                    | 0.7933         | 0.7164          | 0.7138      |
| 0.1054        | 14.59 | 5400 | 0.5522          | 0.7119   | 0.8216        | 0.8797           | 0.9407         | 0.8214              | 0.8717            | 0.5864                         | 0.8963              | 0.8839               | 0.7510           | 0.8725    | 0.6988         | 0.7761       | 0.4120                    | 0.7897         | 0.7169          | 0.7175      |
| 0.1314        | 14.65 | 5420 | 0.5695          | 0.7134   | 0.8164        | 0.8815           | 0.9420         | 0.8324              | 0.8740            | 0.5469                         | 0.9087              | 0.8569               | 0.7540           | 0.8724    | 0.6957         | 0.7754       | 0.4228                    | 0.7945         | 0.7145          | 0.7183      |
| 0.2918        | 14.7  | 5440 | 0.5720          | 0.7115   | 0.8167        | 0.8806           | 0.9385         | 0.8318              | 0.8726            | 0.5263                         | 0.9036              | 0.8930               | 0.7509           | 0.8738    | 0.6959         | 0.7796       | 0.4111                    | 0.7905         | 0.7138          | 0.7155      |
| 0.1543        | 14.76 | 5460 | 0.5569          | 0.7137   | 0.8163        | 0.8817           | 0.9396         | 0.8374              | 0.8688            | 0.5230                         | 0.9078              | 0.8829               | 0.7549           | 0.8741    | 0.6978         | 0.7713       | 0.4232                    | 0.7927         | 0.7180          | 0.7187      |
| 0.1186        | 14.81 | 5480 | 0.5482          | 0.7212   | 0.8233        | 0.8853           | 0.9366         | 0.8389              | 0.8538            | 0.5453                         | 0.9084              | 0.8849               | 0.7954           | 0.8771    | 0.6978         | 0.7658       | 0.4222                    | 0.7920         | 0.7386          | 0.7551      |
| 0.1624        | 14.86 | 5500 | 0.5372          | 0.7189   | 0.8240        | 0.8842           | 0.9355         | 0.8337              | 0.8733            | 0.5587                         | 0.9046              | 0.8694               | 0.7930           | 0.8756    | 0.6953         | 0.7717       | 0.4070                    | 0.7904         | 0.7386          | 0.7533      |
| 0.9141        | 14.92 | 5520 | 0.5415          | 0.7166   | 0.8202        | 0.8832           | 0.9415         | 0.8160              | 0.8734            | 0.5625                         | 0.9007              | 0.8602               | 0.7873           | 0.8744    | 0.6917         | 0.7683       | 0.4067                    | 0.7896         | 0.7359          | 0.7495      |
| 0.1429        | 14.97 | 5540 | 0.5310          | 0.7171   | 0.8185        | 0.8837           | 0.9397         | 0.8161              | 0.8610            | 0.5489                         | 0.9098              | 0.8795               | 0.7743           | 0.8751    | 0.6908         | 0.7675       | 0.4220                    | 0.7939         | 0.7309          | 0.7396      |
| 0.21          | 15.03 | 5560 | 0.4918          | 0.7230   | 0.8230        | 0.8871           | 0.9395         | 0.8298              | 0.8797            | 0.5404                         | 0.9100              | 0.8671               | 0.7944           | 0.8748    | 0.6930         | 0.7726       | 0.4246                    | 0.7999         | 0.7373          | 0.7586      |
| 0.1884        | 15.08 | 5580 | 0.5099          | 0.7153   | 0.8160        | 0.8831           | 0.9437         | 0.8006              | 0.8602            | 0.5582                         | 0.9087              | 0.8716               | 0.7686           | 0.8741    | 0.6895         | 0.7719       | 0.4206                    | 0.7963         | 0.7214          | 0.7331      |
| 0.1516        | 15.14 | 5600 | 0.5335          | 0.7137   | 0.8168        | 0.8823           | 0.9372         | 0.8281              | 0.8823            | 0.5498                         | 0.9161              | 0.8459               | 0.7585           | 0.8757    | 0.6937         | 0.7763       | 0.4186                    | 0.7949         | 0.7140          | 0.7230      |
| 0.1574        | 15.19 | 5620 | 0.5654          | 0.7136   | 0.8156        | 0.8818           | 0.9410         | 0.8196              | 0.8757            | 0.5507                         | 0.9120              | 0.8582               | 0.7521           | 0.8756    | 0.6989         | 0.7708       | 0.4237                    | 0.7942         | 0.7134          | 0.7186      |
| 0.0803        | 15.24 | 5640 | 0.5721          | 0.7136   | 0.8178        | 0.8815           | 0.9429         | 0.8285              | 0.8653            | 0.5589                         | 0.9080              | 0.8754               | 0.7458           | 0.8739    | 0.6983         | 0.7693       | 0.4272                    | 0.7956         | 0.7165          | 0.7142      |
| 0.1424        | 15.3  | 5660 | 0.5583          | 0.7127   | 0.8150        | 0.8812           | 0.9406         | 0.8168              | 0.8676            | 0.5656                         | 0.9163              | 0.8526               | 0.7456           | 0.8734    | 0.6944         | 0.7721       | 0.4269                    | 0.7956         | 0.7123          | 0.7142      |
| 0.0757        | 15.35 | 5680 | 0.5655          | 0.7106   | 0.8140        | 0.8803           | 0.9388         | 0.8168              | 0.8697            | 0.5482                         | 0.9116              | 0.8631               | 0.7501           | 0.8729    | 0.6917         | 0.7703       | 0.4162                    | 0.7925         | 0.7139          | 0.7164      |
| 0.1092        | 15.41 | 5700 | 0.5550          | 0.7114   | 0.8160        | 0.8808           | 0.9429         | 0.8282              | 0.8617            | 0.5558                         | 0.9075              | 0.8621               | 0.7535           | 0.8742    | 0.6944         | 0.7703       | 0.4152                    | 0.7926         | 0.7138          | 0.7195      |
| 0.1833        | 15.46 | 5720 | 0.4969          | 0.7304   | 0.8307        | 0.8930           | 0.9412         | 0.8311              | 0.8812            | 0.5391                         | 0.9056              | 0.8764               | 0.8401           | 0.8759    | 0.6980         | 0.7712       | 0.4282                    | 0.8201         | 0.7182          | 0.8013      |
| 0.0929        | 15.51 | 5740 | 0.5019          | 0.7272   | 0.8228        | 0.8918           | 0.9443         | 0.8274              | 0.8651            | 0.5131                         | 0.9135              | 0.8714               | 0.8244           | 0.8757    | 0.6980         | 0.7731       | 0.4210                    | 0.8170         | 0.7180          | 0.7873      |
| 0.1537        | 15.57 | 5760 | 0.5682          | 0.7139   | 0.8192        | 0.8818           | 0.9327         | 0.8587              | 0.8672            | 0.5456                         | 0.9196              | 0.8503               | 0.7602           | 0.8732    | 0.6913         | 0.7723       | 0.4284                    | 0.7955         | 0.7165          | 0.7204      |
| 0.0488        | 15.62 | 5780 | 0.5516          | 0.7133   | 0.8158        | 0.8819           | 0.9407         | 0.8418              | 0.8711            | 0.5235                         | 0.9096              | 0.8678               | 0.7562           | 0.8725    | 0.6953         | 0.7739       | 0.4228                    | 0.7961         | 0.7140          | 0.7185      |
| 0.1074        | 15.68 | 5800 | 0.5703          | 0.7111   | 0.8162        | 0.8808           | 0.9394         | 0.8297              | 0.8875            | 0.5129                         | 0.8991              | 0.8886               | 0.7560           | 0.8723    | 0.6930         | 0.7699       | 0.4142                    | 0.7925         | 0.7174          | 0.7185      |
| 0.0859        | 15.73 | 5820 | 0.6073          | 0.7116   | 0.8095        | 0.8817           | 0.9371         | 0.8186              | 0.8766            | 0.5036                         | 0.9199              | 0.8565               | 0.7546           | 0.8715    | 0.6931         | 0.7697       | 0.4136                    | 0.7964         | 0.7204          | 0.7164      |
| 0.1068        | 15.78 | 5840 | 0.5386          | 0.7113   | 0.8205        | 0.8807           | 0.9382         | 0.8395              | 0.8582            | 0.5640                         | 0.9029              | 0.8745               | 0.7664           | 0.8724    | 0.6948         | 0.7691       | 0.3998                    | 0.7936         | 0.7235          | 0.7259      |
| 0.1288        | 15.84 | 5860 | 0.5640          | 0.7078   | 0.8112        | 0.8790           | 0.9459         | 0.8185              | 0.8664            | 0.5460                         | 0.9050              | 0.8530               | 0.7438           | 0.8705    | 0.6968         | 0.7707       | 0.3983                    | 0.7905         | 0.7155          | 0.7125      |
| 0.161         | 15.89 | 5880 | 0.6023          | 0.7055   | 0.8088        | 0.8782           | 0.9439         | 0.8222              | 0.8378            | 0.5346                         | 0.9084              | 0.8665               | 0.7484           | 0.8716    | 0.6953         | 0.7624       | 0.3912                    | 0.7886         | 0.7156          | 0.7141      |
| 0.2896        | 15.95 | 5900 | 0.6422          | 0.7098   | 0.8131        | 0.8799           | 0.9374         | 0.8238              | 0.8658            | 0.5354                         | 0.9128              | 0.8696               | 0.7469           | 0.8726    | 0.6964         | 0.7694       | 0.4089                    | 0.7913         | 0.7165          | 0.7133      |
| 0.1331        | 16.0  | 5920 | 0.6165          | 0.7120   | 0.8111        | 0.8815           | 0.9381         | 0.8166              | 0.8853            | 0.5089                         | 0.9154              | 0.8665               | 0.7471           | 0.8742    | 0.6978         | 0.7667       | 0.4211                    | 0.7942         | 0.7162          | 0.7140      |
| 0.0851        | 16.05 | 5940 | 0.5548          | 0.7146   | 0.8151        | 0.8835           | 0.9402         | 0.8268              | 0.8766            | 0.5103                         | 0.9110              | 0.8780               | 0.7630           | 0.8772    | 0.6979         | 0.7719       | 0.4141                    | 0.7961         | 0.7195          | 0.7256      |
| 0.1627        | 16.11 | 5960 | 0.6263          | 0.7120   | 0.8142        | 0.8817           | 0.9388         | 0.8262              | 0.8748            | 0.5333                         | 0.9158              | 0.8616               | 0.7488           | 0.8774    | 0.6959         | 0.7727       | 0.4138                    | 0.7927         | 0.7140          | 0.7176      |
| 0.1197        | 16.16 | 5980 | 0.5825          | 0.7085   | 0.8212        | 0.8792           | 0.9366         | 0.8377              | 0.8605            | 0.5824                         | 0.9000              | 0.8640               | 0.7672           | 0.8767    | 0.6925         | 0.7708       | 0.3867                    | 0.7857         | 0.7185          | 0.7288      |
| 0.5273        | 16.22 | 6000 | 0.5988          | 0.7157   | 0.8174        | 0.8830           | 0.9368         | 0.8146              | 0.8820            | 0.5475                         | 0.9120              | 0.8567               | 0.7720           | 0.8767    | 0.6938         | 0.7706       | 0.4224                    | 0.7928         | 0.7219          | 0.7321      |
| 0.1381        | 16.27 | 6020 | 0.5692          | 0.7150   | 0.8190        | 0.8827           | 0.9362         | 0.8343              | 0.8639            | 0.5474                         | 0.9134              | 0.8709               | 0.7665           | 0.8773    | 0.6931         | 0.7721       | 0.4248                    | 0.7940         | 0.7158          | 0.7276      |
| 0.0793        | 16.32 | 6040 | 0.5893          | 0.7136   | 0.8163        | 0.8818           | 0.9345         | 0.8222              | 0.8708            | 0.5475                         | 0.9168              | 0.8616               | 0.7604           | 0.8758    | 0.6929         | 0.7744       | 0.4245                    | 0.7928         | 0.7118          | 0.7232      |
| 0.0582        | 16.38 | 6060 | 0.7212          | 0.7032   | 0.8038        | 0.8757           | 0.9439         | 0.8061              | 0.8635            | 0.5485                         | 0.9181              | 0.8428               | 0.7036           | 0.8632    | 0.6901         | 0.7688       | 0.4265                    | 0.7936         | 0.7034          | 0.6770      |
| 0.1339        | 16.43 | 6080 | 0.5848          | 0.7123   | 0.8164        | 0.8810           | 0.9412         | 0.8312              | 0.8795            | 0.5399                         | 0.9070              | 0.8696               | 0.7461           | 0.8715    | 0.6968         | 0.7737       | 0.4204                    | 0.7956         | 0.7149          | 0.7131      |
| 0.1311        | 16.49 | 6100 | 0.6171          | 0.7109   | 0.8072        | 0.8811           | 0.9419         | 0.8082              | 0.8586            | 0.5156                         | 0.9201              | 0.8596               | 0.7466           | 0.8714    | 0.6964         | 0.7690       | 0.4151                    | 0.7955         | 0.7154          | 0.7138      |
| 0.0856        | 16.54 | 6120 | 0.6195          | 0.7095   | 0.8073        | 0.8804           | 0.9374         | 0.8099              | 0.8548            | 0.5201                         | 0.9239              | 0.8550               | 0.7499           | 0.8722    | 0.6938         | 0.7662       | 0.4083                    | 0.7932         | 0.7162          | 0.7163      |
| 0.8163        | 16.59 | 6140 | 0.5405          | 0.7141   | 0.8122        | 0.8836           | 0.9403         | 0.8288              | 0.8689            | 0.5015                         | 0.9177              | 0.8631               | 0.7647           | 0.8734    | 0.6956         | 0.7713       | 0.4100                    | 0.7994         | 0.7193          | 0.7294      |
| 0.0893        | 16.65 | 6160 | 0.5658          | 0.7105   | 0.8122        | 0.8809           | 0.9414         | 0.8283              | 0.8689            | 0.5119                         | 0.9088              | 0.8746               | 0.7517           | 0.8725    | 0.6944         | 0.7686       | 0.4096                    | 0.7936         | 0.7184          | 0.7168      |
| 0.0869        | 16.7  | 6180 | 0.5834          | 0.7103   | 0.8113        | 0.8811           | 0.9394         | 0.8424              | 0.8676            | 0.4995                         | 0.9163              | 0.8702               | 0.7437           | 0.8731    | 0.6978         | 0.7695       | 0.4088                    | 0.7950         | 0.7158          | 0.7120      |
| 0.161         | 16.76 | 6200 | 0.5759          | 0.7121   | 0.8129        | 0.8817           | 0.9404         | 0.8337              | 0.8744            | 0.5100                         | 0.9125              | 0.8678               | 0.7516           | 0.8738    | 0.6992         | 0.7728       | 0.4140                    | 0.7951         | 0.7147          | 0.7154      |
| 0.1898        | 16.81 | 6220 | 0.5838          | 0.7121   | 0.8098        | 0.8821           | 0.9413         | 0.8366              | 0.8608            | 0.5007                         | 0.9211              | 0.8593               | 0.7492           | 0.8740    | 0.6970         | 0.7721       | 0.4164                    | 0.7967         | 0.7128          | 0.7156      |
| 2.3534        | 16.86 | 6240 | 0.5930          | 0.7118   | 0.8086        | 0.8822           | 0.9427         | 0.8268              | 0.8857            | 0.4846                         | 0.9158              | 0.8565               | 0.7483           | 0.8732    | 0.6989         | 0.7740       | 0.4120                    | 0.7968         | 0.7125          | 0.7153      |
| 0.0658        | 16.92 | 6260 | 0.5076          | 0.7169   | 0.8225        | 0.8842           | 0.9412         | 0.8316              | 0.8670            | 0.5666                         | 0.9066              | 0.8665               | 0.7779           | 0.8747    | 0.6946         | 0.7772       | 0.4169                    | 0.8013         | 0.7137          | 0.7397      |
| 0.1386        | 16.97 | 6280 | 0.5100          | 0.7244   | 0.8309        | 0.8893           | 0.9373         | 0.8286              | 0.8770            | 0.5876                         | 0.9056              | 0.8446               | 0.8356           | 0.8735    | 0.6964         | 0.7752       | 0.4061                    | 0.8133         | 0.7103          | 0.7960      |
| 0.0797        | 17.03 | 6300 | 0.4916          | 0.7254   | 0.8309        | 0.8904           | 0.9378         | 0.8263              | 0.8680            | 0.5825                         | 0.9079              | 0.8548               | 0.8389           | 0.8751    | 0.6940         | 0.7768       | 0.4061                    | 0.8155         | 0.7121          | 0.7983      |
| 0.1281        | 17.08 | 6320 | 0.4981          | 0.7263   | 0.8313        | 0.8909           | 0.9397         | 0.8092              | 0.8823            | 0.5861                         | 0.9015              | 0.8531               | 0.8472           | 0.8762    | 0.6908         | 0.7721       | 0.4094                    | 0.8148         | 0.7163          | 0.8045      |
| 0.0712        | 17.14 | 6340 | 0.5308          | 0.7242   | 0.8318        | 0.8892           | 0.9362         | 0.8222              | 0.8747            | 0.5963                         | 0.9033              | 0.8473               | 0.8428           | 0.8729    | 0.6944         | 0.7704       | 0.4005                    | 0.8126         | 0.7158          | 0.8030      |
| 0.1443        | 17.19 | 6360 | 0.5330          | 0.7112   | 0.8118        | 0.8815           | 0.9431         | 0.8179              | 0.8822            | 0.5203                         | 0.9094              | 0.8550               | 0.7545           | 0.8727    | 0.6979         | 0.7716       | 0.4045                    | 0.7951         | 0.7158          | 0.7210      |
| 0.7862        | 17.24 | 6380 | 0.6242          | 0.7111   | 0.8107        | 0.8811           | 0.9461         | 0.8333              | 0.8621            | 0.5086                         | 0.9098              | 0.8705               | 0.7442           | 0.8721    | 0.7009         | 0.7679       | 0.4137                    | 0.7949         | 0.7152          | 0.7128      |
| 0.1323        | 17.3  | 6400 | 0.6169          | 0.7062   | 0.8104        | 0.8782           | 0.9392         | 0.8061              | 0.8697            | 0.5477                         | 0.9125              | 0.8703               | 0.7276           | 0.8739    | 0.6952         | 0.7672       | 0.4245                    | 0.7943         | 0.6948          | 0.6935      |
| 0.0704        | 17.35 | 6420 | 0.6165          | 0.7112   | 0.8108        | 0.8808           | 0.9378         | 0.8084              | 0.8616            | 0.5438                         | 0.9205              | 0.8516               | 0.7521           | 0.8733    | 0.6905         | 0.7665       | 0.4271                    | 0.7943         | 0.7113          | 0.7151      |
| 0.1044        | 17.41 | 6440 | 0.5954          | 0.7101   | 0.8119        | 0.8807           | 0.9396         | 0.8048              | 0.8641            | 0.5539                         | 0.9155              | 0.8492               | 0.7560           | 0.8735    | 0.6838         | 0.7672       | 0.4176                    | 0.7936         | 0.7167          | 0.7183      |
| 0.4188        | 17.46 | 6460 | 0.6219          | 0.7138   | 0.8113        | 0.8822           | 0.9381         | 0.8040              | 0.8722            | 0.5351                         | 0.9202              | 0.8501               | 0.7597           | 0.8739    | 0.6925         | 0.7673       | 0.4190                    | 0.7933         | 0.7264          | 0.7242      |
| 0.0606        | 17.51 | 6480 | 0.5436          | 0.7196   | 0.8189        | 0.8850           | 0.9411         | 0.8160              | 0.8758            | 0.5394                         | 0.9080              | 0.8697               | 0.7826           | 0.8745    | 0.6983         | 0.7684       | 0.4206                    | 0.7967         | 0.7355          | 0.7431      |
| 0.1067        | 17.57 | 6500 | 0.5200          | 0.7233   | 0.8264        | 0.8882           | 0.9433         | 0.8147              | 0.8653            | 0.5683                         | 0.9000              | 0.8729               | 0.8203           | 0.8740    | 0.6962         | 0.7670       | 0.4042                    | 0.8055         | 0.7336          | 0.7828      |
| 0.3848        | 17.62 | 6520 | 0.4962          | 0.7292   | 0.8336        | 0.8920           | 0.9366         | 0.8121              | 0.8657            | 0.5910                         | 0.9033              | 0.8612               | 0.8653           | 0.8755    | 0.6931         | 0.7688       | 0.3959                    | 0.8123         | 0.7385          | 0.8205      |
| 0.1252        | 17.68 | 6540 | 0.5172          | 0.7192   | 0.8187        | 0.8850           | 0.9383         | 0.8123              | 0.8679            | 0.5446                         | 0.9126              | 0.8695               | 0.7854           | 0.8739    | 0.6940         | 0.7705       | 0.4168                    | 0.7979         | 0.7371          | 0.7439      |
| 0.1498        | 17.73 | 6560 | 0.4809          | 0.7283   | 0.8310        | 0.8920           | 0.9402         | 0.8245              | 0.8852            | 0.5427                         | 0.8983              | 0.8750               | 0.8509           | 0.8728    | 0.6941         | 0.7754       | 0.4045                    | 0.8164         | 0.7263          | 0.8084      |
| 0.1339        | 17.78 | 6580 | 0.4834          | 0.7283   | 0.8310        | 0.8921           | 0.9358         | 0.8345              | 0.8709            | 0.5393                         | 0.9060              | 0.8791               | 0.8517           | 0.8737    | 0.6922         | 0.7721       | 0.4075                    | 0.8162         | 0.7265          | 0.8096      |
| 0.155         | 17.84 | 6600 | 0.5174          | 0.7280   | 0.8253        | 0.8921           | 0.9397         | 0.8201              | 0.8806            | 0.5166                         | 0.9097              | 0.8698               | 0.8405           | 0.8729    | 0.6928         | 0.7705       | 0.4115                    | 0.8164         | 0.7283          | 0.8032      |
| 0.3213        | 17.89 | 6620 | 0.5081          | 0.7286   | 0.8303        | 0.8922           | 0.9377         | 0.8294              | 0.8755            | 0.5476                         | 0.9070              | 0.8652               | 0.8499           | 0.8738    | 0.6948         | 0.7714       | 0.4071                    | 0.8164         | 0.7258          | 0.8106      |
| 0.178         | 17.95 | 6640 | 0.5023          | 0.7329   | 0.8289        | 0.8945           | 0.9379         | 0.8278              | 0.8713            | 0.5284                         | 0.9133              | 0.8571               | 0.8664           | 0.8737    | 0.6960         | 0.7717       | 0.4138                    | 0.8183         | 0.7347          | 0.8219      |
| 0.1809        | 18.0  | 6660 | 0.5378          | 0.7303   | 0.8290        | 0.8932           | 0.9422         | 0.8208              | 0.8670            | 0.5306                         | 0.9038              | 0.8885               | 0.8499           | 0.8736    | 0.6950         | 0.7706       | 0.4134                    | 0.8182         | 0.7297          | 0.8116      |
| 0.1183        | 18.05 | 6680 | 0.5358          | 0.7305   | 0.8232        | 0.8940           | 0.9387         | 0.8151              | 0.8823            | 0.4934                         | 0.9152              | 0.8635               | 0.8547           | 0.8726    | 0.6962         | 0.7696       | 0.4086                    | 0.8196         | 0.7322          | 0.8144      |
| 0.0902        | 18.11 | 6700 | 0.5166          | 0.7308   | 0.8300        | 0.8935           | 0.9395         | 0.8267              | 0.8612            | 0.5466                         | 0.9113              | 0.8730               | 0.8521           | 0.8743    | 0.6937         | 0.7691       | 0.4176                    | 0.8206         | 0.7297          | 0.8106      |
| 0.2487        | 18.16 | 6720 | 0.5290          | 0.7296   | 0.8283        | 0.8928           | 0.9401         | 0.8130              | 0.8690            | 0.5405                         | 0.9087              | 0.8849               | 0.8418           | 0.8745    | 0.6961         | 0.7675       | 0.4223                    | 0.8203         | 0.7235          | 0.8032      |
| 0.1186        | 18.22 | 6740 | 0.5202          | 0.7302   | 0.8264        | 0.8933           | 0.9429         | 0.7918              | 0.8686            | 0.5522                         | 0.9070              | 0.8609               | 0.8612           | 0.8746    | 0.6945         | 0.7690       | 0.4091                    | 0.8174         | 0.7308          | 0.8161      |
| 0.3732        | 18.27 | 6760 | 0.5339          | 0.7253   | 0.8236        | 0.8912           | 0.9418         | 0.8295              | 0.8555            | 0.5244                         | 0.9130              | 0.8635               | 0.8371           | 0.8738    | 0.7020         | 0.7671       | 0.4021                    | 0.8184         | 0.7166          | 0.7974      |
| 0.155         | 18.32 | 6780 | 0.5497          | 0.7263   | 0.8239        | 0.8913           | 0.9405         | 0.8221              | 0.8754            | 0.5133                         | 0.9112              | 0.8795               | 0.8255           | 0.8741    | 0.7025         | 0.7702       | 0.4144                    | 0.8192         | 0.7174          | 0.7866      |
| 0.2159        | 18.38 | 6800 | 0.5251          | 0.7267   | 0.8279        | 0.8913           | 0.9412         | 0.8193              | 0.8767            | 0.5469                         | 0.9052              | 0.8675               | 0.8383           | 0.8737    | 0.7002         | 0.7723       | 0.4077                    | 0.8191         | 0.7180          | 0.7958      |
| 0.1727        | 18.43 | 6820 | 0.5323          | 0.7267   | 0.8290        | 0.8914           | 0.9391         | 0.8435              | 0.8636            | 0.5414                         | 0.9093              | 0.8668               | 0.8397           | 0.8741    | 0.7019         | 0.7696       | 0.4110                    | 0.8198         | 0.7153          | 0.7952      |
| 0.1184        | 18.49 | 6840 | 0.5390          | 0.7279   | 0.8275        | 0.8919           | 0.9443         | 0.8292              | 0.8675            | 0.5370                         | 0.9058              | 0.8745               | 0.8344           | 0.8733    | 0.7014         | 0.7688       | 0.4164                    | 0.8206         | 0.7187          | 0.7961      |
| 0.1718        | 18.54 | 6860 | 0.5446          | 0.7227   | 0.8228        | 0.8885           | 0.9388         | 0.8258              | 0.8711            | 0.5280                         | 0.9106              | 0.8750               | 0.8106           | 0.8737    | 0.7009         | 0.7685       | 0.4147                    | 0.8117         | 0.7202          | 0.7690      |
| 0.1154        | 18.59 | 6880 | 0.5651          | 0.7153   | 0.8143        | 0.8835           | 0.9458         | 0.8170              | 0.8670            | 0.5288                         | 0.9084              | 0.8668               | 0.7665           | 0.8726    | 0.6994         | 0.7697       | 0.4155                    | 0.7994         | 0.7197          | 0.7306      |
| 0.1404        | 18.65 | 6900 | 0.5538          | 0.7159   | 0.8190        | 0.8833           | 0.9356         | 0.8293              | 0.8771            | 0.5495                         | 0.9156              | 0.8586               | 0.7676           | 0.8738    | 0.6984         | 0.7709       | 0.4208                    | 0.7993         | 0.7173          | 0.7309      |
| 0.071         | 18.7  | 6920 | 0.5250          | 0.7262   | 0.8285        | 0.8901           | 0.9375         | 0.8250              | 0.8717            | 0.5567                         | 0.9094              | 0.8740               | 0.8249           | 0.8751    | 0.7000         | 0.7706       | 0.4210                    | 0.8148         | 0.7190          | 0.7828      |
| 0.0938        | 18.76 | 6940 | 0.5374          | 0.7237   | 0.8247        | 0.8881           | 0.9400         | 0.8258              | 0.8701            | 0.5568                         | 0.9119              | 0.8683               | 0.7999           | 0.8746    | 0.7015         | 0.7696       | 0.4281                    | 0.8101         | 0.7185          | 0.7633      |
| 0.1624        | 18.81 | 6960 | 0.5468          | 0.7202   | 0.8220        | 0.8855           | 0.9412         | 0.8236              | 0.8749            | 0.5559                         | 0.9097              | 0.8739               | 0.7748           | 0.8744    | 0.7019         | 0.7724       | 0.4289                    | 0.8040         | 0.7197          | 0.7398      |
| 0.0766        | 18.86 | 6980 | 0.5889          | 0.7146   | 0.8156        | 0.8817           | 0.9370         | 0.8305              | 0.8660            | 0.5483                         | 0.9193              | 0.8562               | 0.7518           | 0.8734    | 0.7006         | 0.7685       | 0.4292                    | 0.7948         | 0.7190          | 0.7164      |
| 0.1392        | 18.92 | 7000 | 0.5337          | 0.7193   | 0.8191        | 0.8855           | 0.9409         | 0.8197              | 0.8699            | 0.5424                         | 0.9119              | 0.8666               | 0.7826           | 0.8728    | 0.6962         | 0.7700       | 0.4286                    | 0.8044         | 0.7190          | 0.7442      |
| 0.1355        | 18.97 | 7020 | 0.5454          | 0.7258   | 0.8283        | 0.8901           | 0.9425         | 0.8168              | 0.8598            | 0.5748                         | 0.9060              | 0.8705               | 0.8279           | 0.8743    | 0.6964         | 0.7664       | 0.4196                    | 0.8154         | 0.7179          | 0.7909      |
| 0.1311        | 19.03 | 7040 | 0.5109          | 0.7277   | 0.8286        | 0.8915           | 0.9404         | 0.8328              | 0.8597            | 0.5547                         | 0.9111              | 0.8634               | 0.8379           | 0.8740    | 0.6958         | 0.7679       | 0.4189                    | 0.8177         | 0.7200          | 0.7995      |
| 0.1482        | 19.08 | 7060 | 0.5200          | 0.7294   | 0.8293        | 0.8921           | 0.9414         | 0.8118              | 0.8670            | 0.5599                         | 0.9054              | 0.8759               | 0.8438           | 0.8746    | 0.6977         | 0.7689       | 0.4223                    | 0.8174         | 0.7217          | 0.8031      |
| 0.1097        | 19.14 | 7080 | 0.5579          | 0.7150   | 0.8173        | 0.8821           | 0.9386         | 0.8159              | 0.8658            | 0.5675                         | 0.9150              | 0.8629               | 0.7555           | 0.8742    | 0.6979         | 0.7698       | 0.4300                    | 0.7960         | 0.7167          | 0.7205      |
| 0.1646        | 19.19 | 7100 | 0.5838          | 0.7139   | 0.8143        | 0.8815           | 0.9400         | 0.8129              | 0.8633            | 0.5555                         | 0.9159              | 0.8606               | 0.7518           | 0.8733    | 0.6975         | 0.7666       | 0.4313                    | 0.7950         | 0.7159          | 0.7175      |
| 0.0971        | 19.24 | 7120 | 0.5568          | 0.7135   | 0.8168        | 0.8816           | 0.9445         | 0.8272              | 0.8667            | 0.5603                         | 0.9081              | 0.8585               | 0.7521           | 0.8726    | 0.6968         | 0.7699       | 0.4247                    | 0.7961         | 0.7161          | 0.7186      |
| 0.1318        | 19.3  | 7140 | 0.6116          | 0.7129   | 0.8136        | 0.8814           | 0.9422         | 0.8247              | 0.8791            | 0.5414                         | 0.9141              | 0.8462               | 0.7472           | 0.8726    | 0.6966         | 0.7730       | 0.4221                    | 0.7947         | 0.7176          | 0.7139      |
| 0.0763        | 19.35 | 7160 | 0.5854          | 0.7149   | 0.8149        | 0.8826           | 0.9390         | 0.8274              | 0.8725            | 0.5344                         | 0.9174              | 0.8576               | 0.7558           | 0.8733    | 0.6960         | 0.7707       | 0.4267                    | 0.7965         | 0.7198          | 0.7214      |
| 0.0788        | 19.41 | 7180 | 0.5573          | 0.7174   | 0.8149        | 0.8842           | 0.9420         | 0.8117              | 0.8622            | 0.5320                         | 0.9159              | 0.8796               | 0.7609           | 0.8743    | 0.6977         | 0.7706       | 0.4311                    | 0.8002         | 0.7221          | 0.7262      |
| 0.1318        | 19.46 | 7200 | 0.6123          | 0.7159   | 0.8151        | 0.8830           | 0.9387         | 0.8202              | 0.8640            | 0.5288                         | 0.9166              | 0.8842               | 0.7533           | 0.8745    | 0.6989         | 0.7705       | 0.4289                    | 0.7975         | 0.7230          | 0.7179      |
| 0.1114        | 19.51 | 7220 | 0.5467          | 0.7182   | 0.8213        | 0.8847           | 0.9439         | 0.8315              | 0.8570            | 0.5607                         | 0.9081              | 0.8738               | 0.7739           | 0.8732    | 0.6985         | 0.7708       | 0.4228                    | 0.8032         | 0.7214          | 0.7373      |
| 0.07          | 19.57 | 7240 | 0.5694          | 0.7138   | 0.8176        | 0.8817           | 0.9386         | 0.8233              | 0.8625            | 0.5745                         | 0.9159              | 0.8512               | 0.7575           | 0.8729    | 0.6989         | 0.7690       | 0.4191                    | 0.7970         | 0.7168          | 0.7230      |
| 0.1917        | 19.62 | 7260 | 0.5537          | 0.7195   | 0.8173        | 0.8859           | 0.9437         | 0.8205              | 0.8595            | 0.5427                         | 0.9160              | 0.8555               | 0.7832           | 0.8731    | 0.7001         | 0.7673       | 0.4260                    | 0.8061         | 0.7163          | 0.7480      |
| 0.0786        | 19.68 | 7280 | 0.5282          | 0.7266   | 0.8297        | 0.8899           | 0.9354         | 0.8340              | 0.8717            | 0.5637                         | 0.9123              | 0.8692               | 0.8213           | 0.8734    | 0.7018         | 0.7706       | 0.4258                    | 0.8159         | 0.7188          | 0.7801      |
| 0.1788        | 19.73 | 7300 | 0.5386          | 0.7247   | 0.8293        | 0.8889           | 0.9368         | 0.8228              | 0.8783            | 0.5741                         | 0.9068              | 0.8675               | 0.8190           | 0.8735    | 0.7034         | 0.7712       | 0.4134                    | 0.8130         | 0.7181          | 0.7804      |
| 0.1096        | 19.78 | 7320 | 0.5480          | 0.7266   | 0.8267        | 0.8909           | 0.9418         | 0.8234              | 0.8574            | 0.5573                         | 0.9114              | 0.8640               | 0.8312           | 0.8734    | 0.7014         | 0.7679       | 0.4138                    | 0.8179         | 0.7169          | 0.7953      |
| 1.5805        | 19.84 | 7340 | 0.5748          | 0.7261   | 0.8253        | 0.8906           | 0.9431         | 0.8027              | 0.8709            | 0.5585                         | 0.9086              | 0.8687               | 0.8245           | 0.8736    | 0.6984         | 0.7696       | 0.4153                    | 0.8171         | 0.7187          | 0.7903      |
| 1.7115        | 19.89 | 7360 | 0.5969          | 0.7266   | 0.8303        | 0.8905           | 0.9425         | 0.8219              | 0.8725            | 0.5765                         | 0.9044              | 0.8711               | 0.8233           | 0.8739    | 0.7003         | 0.7707       | 0.4141                    | 0.8172         | 0.7201          | 0.7899      |
| 0.0866        | 19.95 | 7380 | 0.5321          | 0.7292   | 0.8317        | 0.8920           | 0.9398         | 0.8248              | 0.8647            | 0.5692                         | 0.9078              | 0.8798               | 0.8358           | 0.8751    | 0.7000         | 0.7697       | 0.4220                    | 0.8199         | 0.7211          | 0.7965      |
| 0.2194        | 20.0  | 7400 | 0.5505          | 0.7289   | 0.8303        | 0.8920           | 0.9425         | 0.8285              | 0.8649            | 0.5543                         | 0.9055              | 0.8832               | 0.8333           | 0.8743    | 0.7002         | 0.7694       | 0.4222                    | 0.8199         | 0.7208          | 0.7956      |
| 0.1087        | 20.05 | 7420 | 0.5341          | 0.7300   | 0.8288        | 0.8929           | 0.9402         | 0.8256              | 0.8784            | 0.5351                         | 0.9097              | 0.8758               | 0.8370           | 0.8742    | 0.7021         | 0.7717       | 0.4235                    | 0.8221         | 0.7200          | 0.7968      |
| 0.126         | 20.11 | 7440 | 0.5485          | 0.7276   | 0.8256        | 0.8913           | 0.9412         | 0.8205              | 0.8598            | 0.5495                         | 0.9151              | 0.8677               | 0.8256           | 0.8742    | 0.7018         | 0.7672       | 0.4241                    | 0.8185         | 0.7189          | 0.7885      |
| 0.1614        | 20.16 | 7460 | 0.5406          | 0.7284   | 0.8246        | 0.8922           | 0.9410         | 0.8192              | 0.8571            | 0.5357                         | 0.9163              | 0.8660               | 0.8369           | 0.8741    | 0.7034         | 0.7652       | 0.4218                    | 0.8208         | 0.7172          | 0.7964      |
| 0.0881        | 20.22 | 7480 | 0.5345          | 0.7282   | 0.8212        | 0.8927           | 0.9437         | 0.8140              | 0.8735            | 0.5126                         | 0.9175              | 0.8540               | 0.8334           | 0.8737    | 0.7033         | 0.7695       | 0.4166                    | 0.8223         | 0.7164          | 0.7957      |
| 0.0598        | 20.27 | 7500 | 0.5295          | 0.7292   | 0.8264        | 0.8926           | 0.9387         | 0.8281              | 0.8747            | 0.5295                         | 0.9167              | 0.8614               | 0.8358           | 0.8739    | 0.7031         | 0.7726       | 0.4197                    | 0.8219         | 0.7171          | 0.7961      |
| 0.2735        | 20.32 | 7520 | 0.5292          | 0.7294   | 0.8250        | 0.8929           | 0.9416         | 0.8190              | 0.8668            | 0.5309                         | 0.9165              | 0.8646               | 0.8356           | 0.8740    | 0.7014         | 0.7724       | 0.4220                    | 0.8230         | 0.7171          | 0.7958      |
| 0.1385        | 20.38 | 7540 | 0.5413          | 0.7287   | 0.8247        | 0.8924           | 0.9373         | 0.8115              | 0.8671            | 0.5391                         | 0.9209              | 0.8626               | 0.8344           | 0.8739    | 0.6977         | 0.7710       | 0.4253                    | 0.8216         | 0.7153          | 0.7961      |
| 0.0755        | 20.43 | 7560 | 0.5195          | 0.7286   | 0.8275        | 0.8927           | 0.9411         | 0.8251              | 0.8726            | 0.5339                         | 0.9118              | 0.8729               | 0.8349           | 0.8744    | 0.6969         | 0.7717       | 0.4212                    | 0.8233         | 0.7166          | 0.7965      |
| 0.0906        | 20.49 | 7580 | 0.5124          | 0.7289   | 0.8287        | 0.8927           | 0.9415         | 0.8096              | 0.8768            | 0.5495                         | 0.9084              | 0.8819               | 0.8332           | 0.8749    | 0.6968         | 0.7740       | 0.4196                    | 0.8234         | 0.7184          | 0.7954      |
| 0.042         | 20.54 | 7600 | 0.5236          | 0.7280   | 0.8265        | 0.8917           | 0.9388         | 0.8250              | 0.8719            | 0.5447                         | 0.9173              | 0.8612               | 0.8264           | 0.8743    | 0.6990         | 0.7736       | 0.4233                    | 0.8198         | 0.7185          | 0.7874      |
| 0.07          | 20.59 | 7620 | 0.5167          | 0.7294   | 0.8273        | 0.8931           | 0.9423         | 0.8160              | 0.8627            | 0.5535                         | 0.9156              | 0.8655               | 0.8354           | 0.8751    | 0.6981         | 0.7748       | 0.4189                    | 0.8237         | 0.7189          | 0.7963      |
| 0.3463        | 20.65 | 7640 | 0.5487          | 0.7202   | 0.8196        | 0.8867           | 0.9400         | 0.8278              | 0.8703            | 0.5256                         | 0.9147              | 0.8751               | 0.7839           | 0.8750    | 0.7002         | 0.7753       | 0.4198                    | 0.8069         | 0.7190          | 0.7451      |
| 1.3278        | 20.7  | 7660 | 0.5206          | 0.7261   | 0.8251        | 0.8910           | 0.9440         | 0.8036              | 0.8725            | 0.5500                         | 0.9080              | 0.8751               | 0.8224           | 0.8765    | 0.6975         | 0.7747       | 0.4158                    | 0.8169         | 0.7185          | 0.7830      |
| 0.0927        | 20.76 | 7680 | 0.5543          | 0.7179   | 0.8190        | 0.8849           | 0.9415         | 0.8215              | 0.8581            | 0.5538                         | 0.9142              | 0.8695               | 0.7746           | 0.8764    | 0.6997         | 0.7696       | 0.4219                    | 0.8024         | 0.7191          | 0.7364      |
| 0.2095        | 20.81 | 7700 | 0.5537          | 0.7187   | 0.8184        | 0.8857           | 0.9393         | 0.8291              | 0.8589            | 0.5333                         | 0.9178              | 0.8714               | 0.7791           | 0.8766    | 0.7009         | 0.7684       | 0.4209                    | 0.8037         | 0.7186          | 0.7416      |
| 0.1448        | 20.86 | 7720 | 0.5224          | 0.7306   | 0.8271        | 0.8936           | 0.9408         | 0.8154              | 0.8759            | 0.5356                         | 0.9140              | 0.8660               | 0.8420           | 0.8764    | 0.7017         | 0.7709       | 0.4236                    | 0.8226         | 0.7195          | 0.7999      |
| 0.1207        | 20.92 | 7740 | 0.5309          | 0.7301   | 0.8263        | 0.8931           | 0.9410         | 0.8200              | 0.8619            | 0.5352                         | 0.9152              | 0.8713               | 0.8396           | 0.8752    | 0.7022         | 0.7691       | 0.4258                    | 0.8221         | 0.7186          | 0.7977      |
| 0.1776        | 20.97 | 7760 | 0.5330          | 0.7285   | 0.8198        | 0.8934           | 0.9418         | 0.8182              | 0.8697            | 0.4839                         | 0.9194              | 0.8639               | 0.8415           | 0.8740    | 0.7016         | 0.7706       | 0.4123                    | 0.8227         | 0.7194          | 0.7989      |
| 0.1048        | 21.03 | 7780 | 0.5440          | 0.7290   | 0.8230        | 0.8931           | 0.9448         | 0.8097              | 0.8735            | 0.5200                         | 0.9125              | 0.8580               | 0.8422           | 0.8739    | 0.6989         | 0.7721       | 0.4185                    | 0.8225         | 0.7175          | 0.7992      |
| 0.1082        | 21.08 | 7800 | 0.5301          | 0.7297   | 0.8274        | 0.8932           | 0.9400         | 0.8203              | 0.8686            | 0.5293                         | 0.9122              | 0.8801               | 0.8413           | 0.8759    | 0.7000         | 0.7707       | 0.4212                    | 0.8222         | 0.7181          | 0.7997      |
| 0.1496        | 21.14 | 7820 | 0.5470          | 0.7287   | 0.8299        | 0.8926           | 0.9427         | 0.8256              | 0.8717            | 0.5486                         | 0.9066              | 0.8808               | 0.8333           | 0.8759    | 0.6996         | 0.7722       | 0.4174                    | 0.8217         | 0.7175          | 0.7969      |
| 0.0932        | 21.19 | 7840 | 0.5195          | 0.7300   | 0.8295        | 0.8933           | 0.9406         | 0.8178              | 0.8741            | 0.5493                         | 0.9109              | 0.8735               | 0.8402           | 0.8766    | 0.7004         | 0.7741       | 0.4181                    | 0.8228         | 0.7193          | 0.7990      |
| 0.1466        | 21.24 | 7860 | 0.5228          | 0.7288   | 0.8293        | 0.8921           | 0.9391         | 0.8230              | 0.8679            | 0.5565                         | 0.9131              | 0.8748               | 0.8304           | 0.8764    | 0.6989         | 0.7710       | 0.4269                    | 0.8202         | 0.7167          | 0.7915      |
| 0.0394        | 21.3  | 7880 | 0.5633          | 0.7241   | 0.8231        | 0.8886           | 0.9386         | 0.8253              | 0.8721            | 0.5429                         | 0.9158              | 0.8617               | 0.8054           | 0.8757    | 0.7003         | 0.7688       | 0.4307                    | 0.8103         | 0.7161          | 0.7666      |
| 0.1345        | 21.35 | 7900 | 0.5410          | 0.7306   | 0.8282        | 0.8932           | 0.9397         | 0.8250              | 0.8754            | 0.5366                         | 0.9131              | 0.8665               | 0.8408           | 0.8755    | 0.7008         | 0.7683       | 0.4301                    | 0.8215         | 0.7172          | 0.8007      |
| 0.1801        | 21.41 | 7920 | 0.5387          | 0.7290   | 0.8278        | 0.8923           | 0.9413         | 0.8294              | 0.8634            | 0.5482                         | 0.9129              | 0.8609               | 0.8388           | 0.8738    | 0.6983         | 0.7694       | 0.4262                    | 0.8216         | 0.7163          | 0.7973      |
| 0.1575        | 21.46 | 7940 | 0.5452          | 0.7284   | 0.8204        | 0.8928           | 0.9441         | 0.7959              | 0.8741            | 0.5224                         | 0.9173              | 0.8516               | 0.8372           | 0.8734    | 0.6961         | 0.7709       | 0.4232                    | 0.8224         | 0.7152          | 0.7974      |
| 0.0942        | 21.51 | 7960 | 0.5162          | 0.7301   | 0.8321        | 0.8932           | 0.9397         | 0.8254              | 0.8756            | 0.5561                         | 0.9070              | 0.8756               | 0.8452           | 0.8771    | 0.6995         | 0.7750       | 0.4166                    | 0.8214         | 0.7190          | 0.8022      |
| 0.1019        | 21.57 | 7980 | 0.5306          | 0.7286   | 0.8285        | 0.8924           | 0.9416         | 0.8238              | 0.8743            | 0.5455                         | 0.9090              | 0.8676               | 0.8375           | 0.8748    | 0.7000         | 0.7735       | 0.4162                    | 0.8208         | 0.7178          | 0.7974      |
| 0.0743        | 21.62 | 8000 | 0.5440          | 0.7282   | 0.8264        | 0.8921           | 0.9427         | 0.8218              | 0.8664            | 0.5419                         | 0.9118              | 0.8679               | 0.8320           | 0.8748    | 0.7005         | 0.7706       | 0.4207                    | 0.8202         | 0.7173          | 0.7933      |
| 0.1217        | 21.68 | 8020 | 0.5120          | 0.7295   | 0.8311        | 0.8927           | 0.9427         | 0.8248              | 0.8734            | 0.5578                         | 0.9046              | 0.8748               | 0.8400           | 0.8754    | 0.7003         | 0.7741       | 0.4189                    | 0.8219         | 0.7183          | 0.7975      |
| 0.1475        | 21.73 | 8040 | 0.5327          | 0.7275   | 0.8246        | 0.8919           | 0.9418         | 0.8002              | 0.8690            | 0.5502                         | 0.9134              | 0.8645               | 0.8334           | 0.8755    | 0.6968         | 0.7715       | 0.4204                    | 0.8197         | 0.7174          | 0.7913      |
| 0.1826        | 21.78 | 8060 | 0.5325          | 0.7262   | 0.8273        | 0.8908           | 0.9416         | 0.8221              | 0.8712            | 0.5580                         | 0.9108              | 0.8645               | 0.8227           | 0.8756    | 0.6983         | 0.7754       | 0.4152                    | 0.8174         | 0.7178          | 0.7840      |
| 0.0675        | 21.84 | 8080 | 0.5753          | 0.7282   | 0.8306        | 0.8921           | 0.9397         | 0.8173              | 0.8692            | 0.5628                         | 0.9076              | 0.8811               | 0.8362           | 0.8760    | 0.6965         | 0.7727       | 0.4177                    | 0.8204         | 0.7172          | 0.7972      |
| 0.0812        | 21.89 | 8100 | 0.5417          | 0.7295   | 0.8309        | 0.8926           | 0.9372         | 0.8265              | 0.8756            | 0.5521                         | 0.9108              | 0.8727               | 0.8413           | 0.8749    | 0.6972         | 0.7732       | 0.4221                    | 0.8216         | 0.7196          | 0.7983      |
| 0.1776        | 21.95 | 8120 | 0.5303          | 0.7287   | 0.8295        | 0.8921           | 0.9402         | 0.8105              | 0.8765            | 0.5650                         | 0.9096              | 0.8716               | 0.8329           | 0.8756    | 0.6965         | 0.7742       | 0.4219                    | 0.8203         | 0.7202          | 0.7924      |
| 0.119         | 22.0  | 8140 | 0.5318          | 0.7263   | 0.8259        | 0.8904           | 0.9404         | 0.8202              | 0.8735            | 0.5467                         | 0.9111              | 0.8700               | 0.8195           | 0.8752    | 0.6995         | 0.7739       | 0.4228                    | 0.8153         | 0.7206          | 0.7768      |
| 0.0873        | 22.05 | 8160 | 0.5227          | 0.7298   | 0.8328        | 0.8926           | 0.9396         | 0.8222              | 0.8697            | 0.5743                         | 0.9073              | 0.8764               | 0.8402           | 0.8753    | 0.7002         | 0.7743       | 0.4176                    | 0.8221         | 0.7213          | 0.7978      |
| 0.0634        | 22.11 | 8180 | 0.5273          | 0.7281   | 0.8285        | 0.8919           | 0.9413         | 0.7973              | 0.8735            | 0.5803                         | 0.9108              | 0.8627               | 0.8335           | 0.8752    | 0.6951         | 0.7736       | 0.4190                    | 0.8209         | 0.7190          | 0.7940      |
| 0.1767        | 22.16 | 8200 | 0.5275          | 0.7300   | 0.8306        | 0.8928           | 0.9388         | 0.8289              | 0.8729            | 0.5560                         | 0.9123              | 0.8680               | 0.8378           | 0.8745    | 0.7004         | 0.7738       | 0.4224                    | 0.8225         | 0.7194          | 0.7969      |
| 0.1508        | 22.22 | 8220 | 0.5532          | 0.7289   | 0.8291        | 0.8921           | 0.9385         | 0.8246              | 0.8679            | 0.5526                         | 0.9118              | 0.8693               | 0.8388           | 0.8738    | 0.6998         | 0.7710       | 0.4227                    | 0.8205         | 0.7178          | 0.7968      |
| 0.0866        | 22.27 | 8240 | 0.5304          | 0.7303   | 0.8280        | 0.8930           | 0.9380         | 0.8240              | 0.8680            | 0.5412                         | 0.9161              | 0.8676               | 0.8415           | 0.8747    | 0.7010         | 0.7729       | 0.4240                    | 0.8219         | 0.7197          | 0.7978      |
| 0.1141        | 22.32 | 8260 | 0.5599          | 0.7296   | 0.8305        | 0.8925           | 0.9413         | 0.8189              | 0.8704            | 0.5594                         | 0.9070              | 0.8785               | 0.8376           | 0.8754    | 0.6997         | 0.7724       | 0.4208                    | 0.8206         | 0.7200          | 0.7979      |
| 0.5142        | 22.38 | 8280 | 0.5377          | 0.7294   | 0.8281        | 0.8926           | 0.9413         | 0.8232              | 0.8723            | 0.5388                         | 0.9106              | 0.8792               | 0.8310           | 0.8753    | 0.7005         | 0.7727       | 0.4233                    | 0.8208         | 0.7195          | 0.7935      |
| 0.1262        | 22.43 | 8300 | 0.5415          | 0.7208   | 0.8213        | 0.8865           | 0.9406         | 0.8204              | 0.8620            | 0.5525                         | 0.9135              | 0.8714               | 0.7885           | 0.8750    | 0.6993         | 0.7717       | 0.4248                    | 0.8064         | 0.7194          | 0.7492      |
| 0.0996        | 22.49 | 8320 | 0.5172          | 0.7284   | 0.8277        | 0.8919           | 0.9414         | 0.8244              | 0.8787            | 0.5501                         | 0.9114              | 0.8573               | 0.8309           | 0.8752    | 0.7005         | 0.7751       | 0.4204                    | 0.8189         | 0.7196          | 0.7891      |
| 0.099         | 22.54 | 8340 | 0.5433          | 0.7298   | 0.8289        | 0.8927           | 0.9408         | 0.8299              | 0.8624            | 0.5486                         | 0.9124              | 0.8681               | 0.8401           | 0.8751    | 0.7008         | 0.7688       | 0.4232                    | 0.8205         | 0.7204          | 0.7997      |
| 0.0542        | 22.59 | 8360 | 0.5318          | 0.7291   | 0.8300        | 0.8922           | 0.9415         | 0.8288              | 0.8653            | 0.5631                         | 0.9094              | 0.8622               | 0.8401           | 0.8746    | 0.6998         | 0.7707       | 0.4204                    | 0.8199         | 0.7200          | 0.7983      |
| 0.107         | 22.65 | 8380 | 0.5395          | 0.7293   | 0.8302        | 0.8924           | 0.9412         | 0.8340              | 0.8674            | 0.5524                         | 0.9095              | 0.8701               | 0.8367           | 0.8749    | 0.7002         | 0.7702       | 0.4215                    | 0.8205         | 0.7204          | 0.7977      |
| 0.1479        | 22.7  | 8400 | 0.5555          | 0.7297   | 0.8283        | 0.8928           | 0.9433         | 0.8251              | 0.8648            | 0.5496                         | 0.9110              | 0.8681               | 0.8365           | 0.8746    | 0.6999         | 0.7724       | 0.4213                    | 0.8219         | 0.7201          | 0.7974      |
| 0.042         | 22.76 | 8420 | 0.5373          | 0.7259   | 0.8257        | 0.8900           | 0.9398         | 0.8162              | 0.8614            | 0.5572                         | 0.9135              | 0.8759               | 0.8161           | 0.8753    | 0.6993         | 0.7712       | 0.4241                    | 0.8147         | 0.7199          | 0.7769      |
| 1.2058        | 22.81 | 8440 | 0.5498          | 0.7249   | 0.8244        | 0.8896           | 0.9424         | 0.8223              | 0.8755            | 0.5537                         | 0.9130              | 0.8528               | 0.8112           | 0.8738    | 0.6991         | 0.7754       | 0.4188                    | 0.8148         | 0.7187          | 0.7736      |
| 0.0554        | 22.86 | 8460 | 0.5314          | 0.7270   | 0.8267        | 0.8910           | 0.9414         | 0.8247              | 0.8741            | 0.5495                         | 0.9117              | 0.8640               | 0.8216           | 0.8742    | 0.6997         | 0.7747       | 0.4202                    | 0.8176         | 0.7213          | 0.7815      |
| 0.171         | 22.92 | 8480 | 0.5404          | 0.7260   | 0.8255        | 0.8904           | 0.9416         | 0.8163              | 0.8787            | 0.5466                         | 0.9099              | 0.8679               | 0.8173           | 0.8745    | 0.6992         | 0.7735       | 0.4193                    | 0.8160         | 0.7215          | 0.7777      |
| 0.2158        | 22.97 | 8500 | 0.5370          | 0.7286   | 0.8289        | 0.8922           | 0.9415         | 0.8259              | 0.8658            | 0.5471                         | 0.9091              | 0.8797               | 0.8330           | 0.8750    | 0.6999         | 0.7725       | 0.4179                    | 0.8207         | 0.7215          | 0.7925      |
| 1.52          | 23.03 | 8520 | 0.5842          | 0.7270   | 0.8247        | 0.8914           | 0.9417         | 0.8265              | 0.8659            | 0.5366                         | 0.9155              | 0.8610               | 0.8258           | 0.8743    | 0.6995         | 0.7703       | 0.4172                    | 0.8186         | 0.7198          | 0.7890      |
| 0.529         | 23.08 | 8540 | 0.5676          | 0.7283   | 0.8253        | 0.8923           | 0.9416         | 0.8326              | 0.8613            | 0.5270                         | 0.9158              | 0.8643               | 0.8343           | 0.8738    | 0.6996         | 0.7691       | 0.4192                    | 0.8207         | 0.7197          | 0.7960      |
| 0.1741        | 23.14 | 8560 | 0.5727          | 0.7221   | 0.8205        | 0.8879           | 0.9415         | 0.8098              | 0.8613            | 0.5479                         | 0.9152              | 0.8696               | 0.7984           | 0.8745    | 0.6984         | 0.7692       | 0.4202                    | 0.8103         | 0.7188          | 0.7631      |
| 0.1051        | 23.19 | 8580 | 0.5467          | 0.7276   | 0.8296        | 0.8913           | 0.9389         | 0.8303              | 0.8751            | 0.5555                         | 0.9109              | 0.8711               | 0.8250           | 0.8750    | 0.6998         | 0.7760       | 0.4177                    | 0.8184         | 0.7212          | 0.7850      |
| 0.1127        | 23.24 | 8600 | 0.5468          | 0.7260   | 0.8249        | 0.8904           | 0.9407         | 0.8258              | 0.8640            | 0.5454                         | 0.9146              | 0.8641               | 0.8196           | 0.8748    | 0.7002         | 0.7715       | 0.4207                    | 0.8156         | 0.7195          | 0.7796      |
| 0.17          | 23.3  | 8620 | 0.5703          | 0.7214   | 0.8138        | 0.8882           | 0.9441         | 0.8009              | 0.8589            | 0.5086                         | 0.9188              | 0.8665               | 0.7993           | 0.8735    | 0.6976         | 0.7684       | 0.4193                    | 0.8102         | 0.7193          | 0.7613      |
| 0.0949        | 23.35 | 8640 | 0.5267          | 0.7298   | 0.8273        | 0.8934           | 0.9404         | 0.8271              | 0.8779            | 0.5269                         | 0.9136              | 0.8633               | 0.8415           | 0.8755    | 0.7009         | 0.7761       | 0.4150                    | 0.8221         | 0.7202          | 0.7990      |
| 1.5673        | 23.41 | 8660 | 0.5401          | 0.7268   | 0.8274        | 0.8911           | 0.9420         | 0.8186              | 0.8733            | 0.5551                         | 0.9094              | 0.8699               | 0.8240           | 0.8759    | 0.6996         | 0.7749       | 0.4144                    | 0.8171         | 0.7199          | 0.7859      |
| 0.5701        | 23.46 | 8680 | 0.5517          | 0.7261   | 0.8286        | 0.8905           | 0.9412         | 0.8296              | 0.8681            | 0.5617                         | 0.9091              | 0.8678               | 0.8223           | 0.8753    | 0.6996         | 0.7738       | 0.4140                    | 0.8161         | 0.7191          | 0.7845      |
| 0.1587        | 23.51 | 8700 | 0.5709          | 0.7235   | 0.8183        | 0.8894           | 0.9442         | 0.8075              | 0.8675            | 0.5310                         | 0.9175              | 0.8494               | 0.8108           | 0.8736    | 0.6984         | 0.7708       | 0.4167                    | 0.8137         | 0.7158          | 0.7756      |
| 0.1153        | 23.57 | 8720 | 0.5978          | 0.7220   | 0.8225        | 0.8878           | 0.9406         | 0.8162              | 0.8667            | 0.5568                         | 0.9136              | 0.8619               | 0.8018           | 0.8750    | 0.6997         | 0.7707       | 0.4151                    | 0.8095         | 0.7182          | 0.7659      |
| 0.1148        | 23.62 | 8740 | 0.5372          | 0.7284   | 0.8294        | 0.8921           | 0.9412         | 0.8239              | 0.8748            | 0.5533                         | 0.9077              | 0.8684               | 0.8366           | 0.8752    | 0.6995         | 0.7751       | 0.4134                    | 0.8196         | 0.7194          | 0.7963      |
| 0.2087        | 23.68 | 8760 | 0.5470          | 0.7285   | 0.8302        | 0.8920           | 0.9373         | 0.8269              | 0.8707            | 0.5554                         | 0.9108              | 0.8709               | 0.8395           | 0.8751    | 0.6990         | 0.7723       | 0.4165                    | 0.8190         | 0.7194          | 0.7982      |
| 0.1216        | 23.73 | 8780 | 0.5484          | 0.7280   | 0.8299        | 0.8916           | 0.9382         | 0.8336              | 0.8610            | 0.5569                         | 0.9117              | 0.8697               | 0.8380           | 0.8754    | 0.6995         | 0.7699       | 0.4164                    | 0.8179         | 0.7188          | 0.7979      |
| 0.098         | 23.78 | 8800 | 0.5326          | 0.7289   | 0.8286        | 0.8924           | 0.9391         | 0.8182              | 0.8663            | 0.5531                         | 0.9118              | 0.8679               | 0.8436           | 0.8758    | 0.6996         | 0.7723       | 0.4154                    | 0.8195         | 0.7197          | 0.8001      |
| 0.0423        | 23.84 | 8820 | 0.5410          | 0.7278   | 0.8294        | 0.8917           | 0.9413         | 0.8324              | 0.8598            | 0.5582                         | 0.9090              | 0.8654               | 0.8397           | 0.8746    | 0.6993         | 0.7712       | 0.4144                    | 0.8190         | 0.7185          | 0.7977      |
| 0.0599        | 23.89 | 8840 | 0.5354          | 0.7263   | 0.8275        | 0.8908           | 0.9418         | 0.8331              | 0.8599            | 0.5525                         | 0.9103              | 0.8680               | 0.8272           | 0.8744    | 0.6991         | 0.7719       | 0.4149                    | 0.8170         | 0.7184          | 0.7886      |
| 0.1217        | 23.95 | 8860 | 0.5390          | 0.7278   | 0.8243        | 0.8921           | 0.9395         | 0.8286              | 0.8653            | 0.5150                         | 0.9166              | 0.8740               | 0.8311           | 0.8750    | 0.7013         | 0.7723       | 0.4158                    | 0.8192         | 0.7193          | 0.7916      |
| 0.1271        | 24.0  | 8880 | 0.5720          | 0.7230   | 0.8223        | 0.8885           | 0.9396         | 0.8296              | 0.8644            | 0.5324                         | 0.9142              | 0.8678               | 0.8078           | 0.8749    | 0.7004         | 0.7687       | 0.4200                    | 0.8101         | 0.7180          | 0.7691      |
| 0.8749        | 24.05 | 8900 | 0.5618          | 0.7229   | 0.8224        | 0.8885           | 0.9406         | 0.8369              | 0.8630            | 0.5319                         | 0.9148              | 0.8648               | 0.8049           | 0.8747    | 0.7003         | 0.7712       | 0.4194                    | 0.8108         | 0.7179          | 0.7660      |
| 0.1267        | 24.11 | 8920 | 0.5620          | 0.7189   | 0.8196        | 0.8855           | 0.9403         | 0.8298              | 0.8642            | 0.5377                         | 0.9132              | 0.8705               | 0.7815           | 0.8750    | 0.6998         | 0.7708       | 0.4212                    | 0.8035         | 0.7181          | 0.7437      |
| 0.0353        | 24.16 | 8940 | 0.5602          | 0.7189   | 0.8200        | 0.8855           | 0.9423         | 0.8229              | 0.8692            | 0.5499                         | 0.9107              | 0.8636               | 0.7818           | 0.8745    | 0.6997         | 0.7715       | 0.4203                    | 0.8038         | 0.7180          | 0.7448      |
| 0.0954        | 24.22 | 8960 | 0.5401          | 0.7248   | 0.8285        | 0.8894           | 0.9394         | 0.8352              | 0.8624            | 0.5651                         | 0.9097              | 0.8692               | 0.8182           | 0.8758    | 0.6992         | 0.7730       | 0.4175                    | 0.8130         | 0.7193          | 0.7760      |
| 0.1345        | 24.27 | 8980 | 0.5673          | 0.7198   | 0.8213        | 0.8861           | 0.9410         | 0.8262              | 0.8680            | 0.5563                         | 0.9134              | 0.8585               | 0.7854           | 0.8746    | 0.6991         | 0.7717       | 0.4203                    | 0.8054         | 0.7180          | 0.7495      |
| 0.182         | 24.32 | 9000 | 0.5590          | 0.7199   | 0.8217        | 0.8861           | 0.9403         | 0.8270              | 0.8610            | 0.5642                         | 0.9147              | 0.8526               | 0.7916           | 0.8746    | 0.6987         | 0.7706       | 0.4196                    | 0.8054         | 0.7174          | 0.7530      |
| 0.0283        | 24.38 | 9020 | 0.5669          | 0.7185   | 0.8202        | 0.8851           | 0.9408         | 0.8212              | 0.8673            | 0.5536                         | 0.9121              | 0.8696               | 0.7770           | 0.8747    | 0.6992         | 0.7720       | 0.4202                    | 0.8031         | 0.7189          | 0.7413      |
| 0.1126        | 24.43 | 9040 | 0.5652          | 0.7233   | 0.8221        | 0.8886           | 0.9419         | 0.8274              | 0.8676            | 0.5325                         | 0.9121              | 0.8682               | 0.8051           | 0.8740    | 0.7003         | 0.7725       | 0.4194                    | 0.8111         | 0.7195          | 0.7659      |
| 0.1226        | 24.49 | 9060 | 0.5617          | 0.7205   | 0.8208        | 0.8866           | 0.9417         | 0.8152              | 0.8606            | 0.5532                         | 0.9116              | 0.8708               | 0.7928           | 0.8749    | 0.6993         | 0.7694       | 0.4200                    | 0.8063         | 0.7191          | 0.7547      |
| 0.1244        | 24.54 | 9080 | 0.5755          | 0.7207   | 0.8229        | 0.8865           | 0.9391         | 0.8244              | 0.8632            | 0.5605                         | 0.9126              | 0.8655               | 0.7949           | 0.8748    | 0.6991         | 0.7693       | 0.4193                    | 0.8059         | 0.7196          | 0.7567      |
| 0.0556        | 24.59 | 9100 | 0.5516          | 0.7217   | 0.8259        | 0.8872           | 0.9387         | 0.8315              | 0.8668            | 0.5669                         | 0.9103              | 0.8669               | 0.8002           | 0.8752    | 0.6991         | 0.7720       | 0.4162                    | 0.8079         | 0.7197          | 0.7617      |
| 0.1242        | 24.65 | 9120 | 0.5604          | 0.7243   | 0.8230        | 0.8893           | 0.9423         | 0.8217              | 0.8642            | 0.5392                         | 0.9121              | 0.8700               | 0.8113           | 0.8745    | 0.6998         | 0.7707       | 0.4201                    | 0.8128         | 0.7196          | 0.7727      |
| 0.2209        | 24.7  | 9140 | 0.5639          | 0.7218   | 0.8229        | 0.8876           | 0.9436         | 0.8224              | 0.8605            | 0.5561                         | 0.9094              | 0.8689               | 0.7992           | 0.8741    | 0.6989         | 0.7700       | 0.4189                    | 0.8094         | 0.7187          | 0.7628      |
| 0.1885        | 24.76 | 9160 | 0.5806          | 0.7212   | 0.8184        | 0.8873           | 0.9400         | 0.8232              | 0.8684            | 0.5415                         | 0.9211              | 0.8368               | 0.7980           | 0.8741    | 0.6996         | 0.7702       | 0.4207                    | 0.8076         | 0.7150          | 0.7609      |
| 0.0536        | 24.81 | 9180 | 0.5671          | 0.7228   | 0.8232        | 0.8883           | 0.9408         | 0.8333              | 0.8617            | 0.5446                         | 0.9136              | 0.8618               | 0.8064           | 0.8742    | 0.6989         | 0.7693       | 0.4201                    | 0.8104         | 0.7190          | 0.7678      |
| 0.1423        | 24.86 | 9200 | 0.5636          | 0.7233   | 0.8210        | 0.8887           | 0.9412         | 0.8229              | 0.8660            | 0.5305                         | 0.9146              | 0.8657               | 0.8061           | 0.8743    | 0.7000         | 0.7699       | 0.4206                    | 0.8109         | 0.7196          | 0.7676      |
| 0.0816        | 24.92 | 9220 | 0.5686          | 0.7222   | 0.8216        | 0.8880           | 0.9433         | 0.8247              | 0.8596            | 0.5472                         | 0.9134              | 0.8637               | 0.7993           | 0.8741    | 0.6991         | 0.7707       | 0.4196                    | 0.8104         | 0.7191          | 0.7627      |
| 0.132         | 24.97 | 9240 | 0.5503          | 0.7259   | 0.8239        | 0.8905           | 0.9420         | 0.8275              | 0.8697            | 0.5254                         | 0.9118              | 0.8725               | 0.8182           | 0.8743    | 0.7005         | 0.7725       | 0.4188                    | 0.8159         | 0.7204          | 0.7786      |


### Framework versions

- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
