transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b0-finetuned-cityscapes-1024-1024 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b0-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-cityscapes-512-512-finetuned-coastTrain
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b0-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b0-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5378
- Mean Iou: 0.6775
- Mean Accuracy: 0.7925
- Overall Accuracy: 0.8649
- Accuracy Water: 0.9301
- Accuracy Whitewater: 0.8078
- Accuracy Sediment: 0.8524
- Accuracy Other Natural Terrain: 0.4504
- Accuracy Vegetation: 0.8800
- Accuracy Development: 0.8711
- Accuracy Unknown: 0.7557
- Iou Water: 0.8527
- Iou Whitewater: 0.6447
- Iou Sediment: 0.7369
- Iou Other Natural Terrain: 0.3725
- Iou Vegetation: 0.7784
- Iou Development: 0.6649
- Iou Unknown: 0.6925

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.8939        | 0.05  | 20   | 1.8009          | 0.1757   | 0.2799        | 0.4235           | 0.4640         | 0.0119              | 0.2284            | 0.1490                         | 0.6562              | 0.2916               | 0.1580           | 0.3561    | 0.0066         | 0.1530       | 0.0316                    | 0.3685         | 0.1680          | 0.1463      |
| 1.7838        | 0.11  | 40   | 1.6413          | 0.2066   | 0.3051        | 0.5488           | 0.6998         | 0.0031              | 0.2163            | 0.0212                         | 0.8641              | 0.2599               | 0.0712           | 0.4814    | 0.0029         | 0.1659       | 0.0161                    | 0.4705         | 0.2388          | 0.0703      |
| 1.5144        | 0.16  | 60   | 1.5311          | 0.1637   | 0.2622        | 0.5187           | 0.6195         | 0.0015              | 0.1340            | 0.0006                         | 0.9498              | 0.1153               | 0.0146           | 0.4700    | 0.0015         | 0.1225       | 0.0006                    | 0.4302         | 0.1065          | 0.0145      |
| 1.3933        | 0.22  | 80   | 1.3673          | 0.1547   | 0.2544        | 0.5514           | 0.8071         | 0.0003              | 0.0430            | 0.0000                         | 0.8926              | 0.0345               | 0.0030           | 0.5430    | 0.0003         | 0.0420       | 0.0000                    | 0.4611         | 0.0338          | 0.0030      |
| 1.4881        | 0.27  | 100  | 1.3241          | 0.2379   | 0.3481        | 0.6030           | 0.8536         | 0.0003              | 0.1791            | 0.0                            | 0.8158              | 0.5878               | 0.0001           | 0.5436    | 0.0003         | 0.1487       | 0.0                       | 0.5413         | 0.4312          | 0.0001      |
| 1.2239        | 0.32  | 120  | 1.2230          | 0.1930   | 0.2923        | 0.5786           | 0.7742         | 0.0                 | 0.1617            | 0.0                            | 0.9559              | 0.1542               | 0.0000           | 0.5546    | 0.0            | 0.1549       | 0.0                       | 0.4918         | 0.1497          | 0.0000      |
| 1.3074        | 0.38  | 140  | 1.1599          | 0.2586   | 0.3631        | 0.6253           | 0.8622         | 0.0                 | 0.2012            | 0.0                            | 0.8544              | 0.5498               | 0.0738           | 0.5643    | 0.0            | 0.1717       | 0.0                       | 0.5608         | 0.4394          | 0.0738      |
| 1.6091        | 0.43  | 160  | 1.1134          | 0.2934   | 0.3867        | 0.6673           | 0.8411         | 0.0                 | 0.1474            | 0.0                            | 0.9567              | 0.3793               | 0.3827           | 0.6524    | 0.0            | 0.1353       | 0.0                       | 0.5573         | 0.3284          | 0.3807      |
| 1.3302        | 0.49  | 180  | 1.0882          | 0.3459   | 0.4398        | 0.6999           | 0.8641         | 0.0                 | 0.3832            | 0.0                            | 0.9200              | 0.4878               | 0.4236           | 0.6875    | 0.0            | 0.3174       | 0.0                       | 0.5725         | 0.4270          | 0.4169      |
| 1.3978        | 0.54  | 200  | 1.0461          | 0.3598   | 0.4702        | 0.7029           | 0.8354         | 0.0                 | 0.5273            | 0.0                            | 0.8885              | 0.6466               | 0.3937           | 0.6559    | 0.0            | 0.3910       | 0.0                       | 0.6005         | 0.4777          | 0.3935      |
| 1.4607        | 0.59  | 220  | 0.9932          | 0.3556   | 0.4500        | 0.7104           | 0.9035         | 0.0                 | 0.5185            | 0.0                            | 0.8854              | 0.4089               | 0.4336           | 0.6629    | 0.0            | 0.3949       | 0.0                       | 0.6153         | 0.3827          | 0.4332      |
| 1.3905        | 0.65  | 240  | 0.9937          | 0.3307   | 0.4411        | 0.6839           | 0.8618         | 0.0                 | 0.2941            | 0.0                            | 0.8545              | 0.6971               | 0.3803           | 0.6249    | 0.0            | 0.2334       | 0.0                       | 0.6066         | 0.4699          | 0.3798      |
| 1.2           | 0.7   | 260  | 0.9925          | 0.3435   | 0.4567        | 0.7028           | 0.8845         | 0.0                 | 0.2623            | 0.0                            | 0.8611              | 0.7456               | 0.4436           | 0.6661    | 0.0            | 0.2077       | 0.0                       | 0.6332         | 0.4585          | 0.4388      |
| 1.1277        | 0.76  | 280  | 0.9405          | 0.3764   | 0.4898        | 0.7224           | 0.8545         | 0.0                 | 0.5948            | 0.0                            | 0.8992              | 0.6786               | 0.4013           | 0.6926    | 0.0            | 0.4370       | 0.0                       | 0.6246         | 0.4793          | 0.4013      |
| 0.8794        | 0.81  | 300  | 0.9342          | 0.3943   | 0.4923        | 0.7386           | 0.8938         | 0.0000              | 0.5844            | 0.0                            | 0.9088              | 0.6060               | 0.4532           | 0.7071    | 0.0000         | 0.4828       | 0.0                       | 0.6303         | 0.4904          | 0.4494      |
| 1.8918        | 0.86  | 320  | 0.9046          | 0.3918   | 0.4903        | 0.7384           | 0.9021         | 0.0003              | 0.5725            | 0.0                            | 0.9110              | 0.6317               | 0.4147           | 0.7106    | 0.0003         | 0.4870       | 0.0                       | 0.6324         | 0.4980          | 0.4142      |
| 1.0063        | 0.92  | 340  | 0.9170          | 0.3935   | 0.4939        | 0.7365           | 0.8647         | 0.0                 | 0.6809            | 0.0                            | 0.9308              | 0.5375               | 0.4434           | 0.6975    | 0.0            | 0.5231       | 0.0                       | 0.6334         | 0.4623          | 0.4381      |
| 0.9234        | 0.97  | 360  | 0.9053          | 0.3997   | 0.5151        | 0.7348           | 0.8844         | 0.0                 | 0.6417            | 0.0                            | 0.8339              | 0.7699               | 0.4759           | 0.6832    | 0.0            | 0.5223       | 0.0                       | 0.6347         | 0.4916          | 0.4662      |
| 1.263         | 1.03  | 380  | 0.9067          | 0.3932   | 0.4919        | 0.7356           | 0.8445         | 0.0                 | 0.5782            | 0.0                            | 0.9569              | 0.5990               | 0.4648           | 0.7276    | 0.0            | 0.4778       | 0.0                       | 0.6096         | 0.4794          | 0.4582      |
| 1.2532        | 1.08  | 400  | 0.8312          | 0.4174   | 0.5286        | 0.7559           | 0.8973         | 0.0                 | 0.6878            | 0.0                            | 0.8777              | 0.7561               | 0.4812           | 0.7257    | 0.0            | 0.5181       | 0.0                       | 0.6574         | 0.5473          | 0.4731      |
| 0.8439        | 1.14  | 420  | 0.8301          | 0.4099   | 0.5422        | 0.7503           | 0.8862         | 0.0006              | 0.7529            | 0.0                            | 0.8241              | 0.8407               | 0.4906           | 0.7452    | 0.0006         | 0.5017       | 0.0                       | 0.6560         | 0.4870          | 0.4785      |
| 0.6868        | 1.19  | 440  | 0.8185          | 0.4163   | 0.5350        | 0.7573           | 0.8757         | 0.0000              | 0.7198            | 0.0                            | 0.8949              | 0.7800               | 0.4744           | 0.7453    | 0.0000         | 0.5021       | 0.0                       | 0.6620         | 0.5381          | 0.4663      |
| 0.6781        | 1.24  | 460  | 0.8137          | 0.3970   | 0.5031        | 0.7453           | 0.9123         | 0.0053              | 0.4775            | 0.0                            | 0.8872              | 0.7599               | 0.4793           | 0.7129    | 0.0053         | 0.3835       | 0.0                       | 0.6624         | 0.5465          | 0.4683      |
| 0.8714        | 1.3   | 480  | 0.8106          | 0.4206   | 0.5438        | 0.7610           | 0.8843         | 0.0004              | 0.7518            | 0.0                            | 0.8746              | 0.8130               | 0.4823           | 0.7530    | 0.0004         | 0.4914       | 0.0                       | 0.6695         | 0.5576          | 0.4720      |
| 1.35          | 1.35  | 500  | 0.7983          | 0.4195   | 0.5336        | 0.7606           | 0.8957         | 0.0099              | 0.6829            | 0.0                            | 0.8914              | 0.7755               | 0.4796           | 0.7512    | 0.0099         | 0.4995       | 0.0                       | 0.6627         | 0.5431          | 0.4699      |
| 0.8659        | 1.41  | 520  | 0.7891          | 0.4250   | 0.5429        | 0.7648           | 0.8907         | 0.0073              | 0.7420            | 0.0                            | 0.8891              | 0.7887               | 0.4826           | 0.7696    | 0.0073         | 0.5062       | 0.0                       | 0.6601         | 0.5590          | 0.4727      |
| 0.7291        | 1.46  | 540  | 0.7808          | 0.4227   | 0.5307        | 0.7637           | 0.9041         | 0.0101              | 0.6484            | 0.0                            | 0.9021              | 0.7569               | 0.4931           | 0.7466    | 0.0101         | 0.4390       | 0.0                       | 0.6814         | 0.6003          | 0.4812      |
| 0.8184        | 1.51  | 560  | 0.7532          | 0.4392   | 0.5480        | 0.7707           | 0.9056         | 0.0362              | 0.7362            | 0.0                            | 0.8884              | 0.7721               | 0.4972           | 0.7384    | 0.0362         | 0.5457       | 0.0                       | 0.6816         | 0.5938          | 0.4786      |
| 0.7056        | 1.57  | 580  | 0.7715          | 0.4345   | 0.5459        | 0.7627           | 0.9024         | 0.0448              | 0.7310            | 0.0                            | 0.8645              | 0.7957               | 0.4834           | 0.7326    | 0.0448         | 0.5492       | 0.0                       | 0.6540         | 0.5905          | 0.4708      |
| 0.834         | 1.62  | 600  | 0.7653          | 0.4384   | 0.5577        | 0.7686           | 0.8911         | 0.0494              | 0.8096            | 0.0                            | 0.8736              | 0.7991               | 0.4813           | 0.7581    | 0.0494         | 0.5364       | 0.0                       | 0.6647         | 0.5883          | 0.4719      |
| 0.6521        | 1.68  | 620  | 0.7356          | 0.4536   | 0.5680        | 0.7713           | 0.8855         | 0.1512              | 0.7489            | 0.0                            | 0.8890              | 0.8078               | 0.4934           | 0.7656    | 0.1502         | 0.5674       | 0.0                       | 0.6568         | 0.5579          | 0.4772      |
| 0.8044        | 1.73  | 640  | 0.7367          | 0.4543   | 0.5616        | 0.7734           | 0.8848         | 0.1458              | 0.7599            | 0.0                            | 0.9143              | 0.7229               | 0.5036           | 0.7535    | 0.1450         | 0.5463       | 0.0                       | 0.6753         | 0.5818          | 0.4783      |
| 1.1192        | 1.78  | 660  | 0.7333          | 0.4431   | 0.5613        | 0.7686           | 0.8820         | 0.0993              | 0.7646            | 0.0                            | 0.8852              | 0.7988               | 0.4992           | 0.7629    | 0.0989         | 0.5133       | 0.0                       | 0.6652         | 0.5800          | 0.4817      |
| 1.0653        | 1.84  | 680  | 0.7053          | 0.4662   | 0.5731        | 0.7839           | 0.9182         | 0.1530              | 0.7699            | 0.0                            | 0.8897              | 0.7690               | 0.5116           | 0.7710    | 0.1522         | 0.5560       | 0.0                       | 0.6854         | 0.6076          | 0.4914      |
| 0.7873        | 1.89  | 700  | 0.6987          | 0.4605   | 0.5808        | 0.7801           | 0.8942         | 0.1257              | 0.8202            | 0.0                            | 0.8681              | 0.8222               | 0.5350           | 0.7716    | 0.1252         | 0.5396       | 0.0                       | 0.6833         | 0.5974          | 0.5064      |
| 0.937         | 1.95  | 720  | 0.7128          | 0.4722   | 0.5816        | 0.7831           | 0.9157         | 0.1862              | 0.7831            | 0.0                            | 0.8717              | 0.7956               | 0.5188           | 0.7656    | 0.1851         | 0.5628       | 0.0                       | 0.6787         | 0.6160          | 0.4971      |
| 1.8552        | 2.0   | 740  | 0.6879          | 0.4733   | 0.5828        | 0.7845           | 0.9034         | 0.1974              | 0.7818            | 0.0                            | 0.8939              | 0.7858               | 0.5173           | 0.7679    | 0.1960         | 0.5495       | 0.0                       | 0.6889         | 0.6149          | 0.4963      |
| 0.5232        | 2.05  | 760  | 0.6851          | 0.4665   | 0.5688        | 0.7854           | 0.9255         | 0.1548              | 0.7511            | 0.0                            | 0.8973              | 0.7259               | 0.5270           | 0.7720    | 0.1539         | 0.5512       | 0.0                       | 0.6906         | 0.5986          | 0.4991      |
| 0.8354        | 2.11  | 780  | 0.7001          | 0.4708   | 0.5852        | 0.7821           | 0.9201         | 0.2489              | 0.7129            | 0.0                            | 0.8706              | 0.8345               | 0.5091           | 0.7778    | 0.2427         | 0.5363       | 0.0                       | 0.6869         | 0.5611          | 0.4905      |
| 0.7134        | 2.16  | 800  | 0.6688          | 0.4709   | 0.5864        | 0.7844           | 0.9029         | 0.1868              | 0.8496            | 0.0                            | 0.8778              | 0.7640               | 0.5235           | 0.7725    | 0.1853         | 0.5386       | 0.0                       | 0.6999         | 0.6160          | 0.4843      |
| 1.5585        | 2.22  | 820  | 0.6900          | 0.4758   | 0.5922        | 0.7795           | 0.9229         | 0.2858              | 0.7846            | 0.0                            | 0.8460              | 0.8185               | 0.4877           | 0.7533    | 0.2726         | 0.5534       | 0.0                       | 0.6942         | 0.5992          | 0.4577      |
| 0.5813        | 2.27  | 840  | 0.7092          | 0.4735   | 0.5994        | 0.7715           | 0.8456         | 0.3285              | 0.8038            | 0.0                            | 0.8931              | 0.8204               | 0.5045           | 0.7542    | 0.3039         | 0.5106       | 0.0                       | 0.6777         | 0.5836          | 0.4842      |
| 0.8398        | 2.32  | 860  | 0.6737          | 0.4789   | 0.5898        | 0.7843           | 0.9228         | 0.2957              | 0.7260            | 0.0                            | 0.8779              | 0.8087               | 0.4977           | 0.7651    | 0.2805         | 0.5316       | 0.0                       | 0.7015         | 0.5999          | 0.4735      |
| 0.3735        | 2.38  | 880  | 0.6795          | 0.4982   | 0.6291        | 0.7878           | 0.8850         | 0.4465              | 0.8534            | 0.0                            | 0.8643              | 0.8482               | 0.5066           | 0.7879    | 0.3874         | 0.5425       | 0.0                       | 0.6973         | 0.5887          | 0.4835      |
| 1.229         | 2.43  | 900  | 0.6574          | 0.5059   | 0.6184        | 0.7945           | 0.8900         | 0.3940              | 0.7972            | 0.0                            | 0.9054              | 0.8174               | 0.5251           | 0.7916    | 0.3657         | 0.5899       | 0.0                       | 0.6882         | 0.6089          | 0.4968      |
| 1.4385        | 2.49  | 920  | 0.6887          | 0.4930   | 0.6184        | 0.7860           | 0.9059         | 0.3922              | 0.8036            | 0.0                            | 0.8464              | 0.8713               | 0.5096           | 0.7933    | 0.3613         | 0.5583       | 0.0                       | 0.6763         | 0.5717          | 0.4901      |
| 0.8119        | 2.54  | 940  | 0.6667          | 0.5025   | 0.6156        | 0.7917           | 0.9164         | 0.4190              | 0.7492            | 0.0                            | 0.8738              | 0.8268               | 0.5238           | 0.7933    | 0.3776         | 0.5698       | 0.0                       | 0.6791         | 0.6031          | 0.4945      |
| 1.0087        | 2.59  | 960  | 0.6608          | 0.5051   | 0.6162        | 0.7929           | 0.9062         | 0.4341              | 0.7550            | 0.0                            | 0.8918              | 0.7909               | 0.5353           | 0.8012    | 0.3893         | 0.5917       | 0.0                       | 0.6766         | 0.5768          | 0.4998      |
| 0.6936        | 2.65  | 980  | 0.6754          | 0.5082   | 0.6334        | 0.7920           | 0.8948         | 0.4793              | 0.8217            | 0.0                            | 0.8631              | 0.8393               | 0.5355           | 0.7879    | 0.4224         | 0.5628       | 0.0                       | 0.6930         | 0.5816          | 0.5097      |
| 0.6061        | 2.7   | 1000 | 0.6633          | 0.4964   | 0.6175        | 0.7885           | 0.9065         | 0.4123              | 0.7905            | 0.0                            | 0.8601              | 0.8147               | 0.5382           | 0.7968    | 0.3668         | 0.5862       | 0.0                       | 0.6799         | 0.5399          | 0.5052      |
| 0.8416        | 2.76  | 1020 | 0.6518          | 0.5163   | 0.6418        | 0.7966           | 0.9171         | 0.5114              | 0.8322            | 0.0                            | 0.8305              | 0.8147               | 0.5867           | 0.7950    | 0.4390         | 0.5793       | 0.0                       | 0.6934         | 0.5726          | 0.5348      |
| 0.5346        | 2.81  | 1040 | 0.6407          | 0.5133   | 0.6387        | 0.7939           | 0.8860         | 0.5258              | 0.8051            | 0.0                            | 0.8729              | 0.8079               | 0.5735           | 0.7948    | 0.4347         | 0.5864       | 0.0                       | 0.6902         | 0.5687          | 0.5183      |
| 0.8814        | 2.86  | 1060 | 0.6849          | 0.5044   | 0.6180        | 0.7931           | 0.8976         | 0.4291              | 0.7605            | 0.0                            | 0.9005              | 0.8171               | 0.5210           | 0.8005    | 0.3754         | 0.5924       | 0.0                       | 0.6783         | 0.5851          | 0.4989      |
| 0.6068        | 2.92  | 1080 | 0.6514          | 0.5111   | 0.6319        | 0.7900           | 0.8852         | 0.4990              | 0.8137            | 0.0                            | 0.8782              | 0.8263               | 0.5205           | 0.7796    | 0.4320         | 0.5970       | 0.0                       | 0.6823         | 0.6107          | 0.4763      |
| 0.4913        | 2.97  | 1100 | 0.6809          | 0.5058   | 0.6422        | 0.7870           | 0.9077         | 0.5389              | 0.8696            | 0.0                            | 0.8187              | 0.8616               | 0.4988           | 0.7876    | 0.4495         | 0.5714       | 0.0                       | 0.6808         | 0.5661          | 0.4848      |
| 0.5911        | 3.03  | 1120 | 0.6579          | 0.5243   | 0.6388        | 0.8027           | 0.9144         | 0.5352              | 0.8477            | 0.0                            | 0.8932              | 0.7777               | 0.5034           | 0.7926    | 0.4508         | 0.5999       | 0.0                       | 0.7055         | 0.6283          | 0.4929      |
| 1.2313        | 3.08  | 1140 | 0.6253          | 0.5311   | 0.6569        | 0.8028           | 0.8918         | 0.6153              | 0.7917            | 0.0                            | 0.8811              | 0.8535               | 0.5653           | 0.7975    | 0.4727         | 0.6233       | 0.0                       | 0.6959         | 0.6005          | 0.5277      |
| 0.8767        | 3.14  | 1160 | 0.6481          | 0.5278   | 0.6548        | 0.8019           | 0.9031         | 0.6235              | 0.8001            | 0.0                            | 0.8798              | 0.8616               | 0.5157           | 0.7979    | 0.4955         | 0.6000       | 0.0                       | 0.7040         | 0.5946          | 0.5026      |
| 0.5104        | 3.19  | 1180 | 0.6850          | 0.5125   | 0.6319        | 0.7907           | 0.9250         | 0.5584              | 0.7678            | 0.0                            | 0.8499              | 0.8198               | 0.5023           | 0.7861    | 0.4728         | 0.5421       | 0.0                       | 0.6797         | 0.6202          | 0.4863      |
| 0.6755        | 3.24  | 1200 | 0.6330          | 0.5316   | 0.6535        | 0.8055           | 0.9215         | 0.5954              | 0.8080            | 0.0                            | 0.8661              | 0.8470               | 0.5364           | 0.8058    | 0.4795         | 0.6234       | 0.0                       | 0.6981         | 0.5996          | 0.5152      |
| 0.6616        | 3.3   | 1220 | 0.6210          | 0.5348   | 0.6495        | 0.8085           | 0.9012         | 0.5497              | 0.8405            | 0.0                            | 0.9002              | 0.7919               | 0.5630           | 0.8064    | 0.4626         | 0.5947       | 0.0                       | 0.7035         | 0.6319          | 0.5446      |
| 0.5066        | 3.35  | 1240 | 0.6087          | 0.5378   | 0.6550        | 0.8092           | 0.9155         | 0.5977              | 0.8393            | 0.0                            | 0.8874              | 0.8131               | 0.5319           | 0.8038    | 0.4882         | 0.6150       | 0.0                       | 0.7058         | 0.6339          | 0.5178      |
| 0.7347        | 3.41  | 1260 | 0.6213          | 0.5330   | 0.6582        | 0.8047           | 0.8913         | 0.6189              | 0.7992            | 0.0                            | 0.8902              | 0.8545               | 0.5532           | 0.8157    | 0.4912         | 0.6030       | 0.0                       | 0.6898         | 0.5972          | 0.5342      |
| 0.7995        | 3.46  | 1280 | 0.6017          | 0.5568   | 0.6757        | 0.8196           | 0.9053         | 0.6006              | 0.8638            | 0.0                            | 0.8706              | 0.8446               | 0.6449           | 0.8041    | 0.4994         | 0.6107       | 0.0                       | 0.7207         | 0.6557          | 0.6072      |
| 0.5279        | 3.51  | 1300 | 0.5770          | 0.5581   | 0.6888        | 0.8206           | 0.9005         | 0.7276              | 0.8010            | 0.0                            | 0.8757              | 0.8612               | 0.6556           | 0.8254    | 0.5018         | 0.6436       | 0.0                       | 0.7086         | 0.6080          | 0.6194      |
| 0.9094        | 3.57  | 1320 | 0.5775          | 0.5550   | 0.6755        | 0.8191           | 0.9008         | 0.6600              | 0.8207            | 0.0                            | 0.8921              | 0.8200               | 0.6348           | 0.8196    | 0.5016         | 0.6294       | 0.0                       | 0.7091         | 0.6253          | 0.5998      |
| 0.641         | 3.62  | 1340 | 0.6142          | 0.5410   | 0.6487        | 0.8139           | 0.9206         | 0.5862              | 0.7636            | 0.0                            | 0.9089              | 0.7703               | 0.5912           | 0.8081    | 0.4738         | 0.5996       | 0.0                       | 0.7114         | 0.6190          | 0.5747      |
| 0.6348        | 3.68  | 1360 | 0.5917          | 0.5522   | 0.6850        | 0.8162           | 0.8871         | 0.7345              | 0.8115            | 0.0                            | 0.8921              | 0.8593               | 0.6110           | 0.8149    | 0.5093         | 0.6286       | 0.0                       | 0.7122         | 0.6161          | 0.5842      |
| 1.019         | 3.73  | 1380 | 0.5584          | 0.5682   | 0.6996        | 0.8278           | 0.9126         | 0.7559              | 0.8358            | 0.0                            | 0.8644              | 0.8443               | 0.6842           | 0.8215    | 0.5070         | 0.6374       | 0.0                       | 0.7299         | 0.6578          | 0.6242      |
| 0.5293        | 3.78  | 1400 | 0.6158          | 0.5331   | 0.6605        | 0.8045           | 0.8847         | 0.6423              | 0.7669            | 0.0                            | 0.8973              | 0.8742               | 0.5579           | 0.8175    | 0.4744         | 0.6311       | 0.0                       | 0.6860         | 0.5845          | 0.5380      |
| 0.4153        | 3.84  | 1420 | 0.6074          | 0.5435   | 0.6725        | 0.8132           | 0.9103         | 0.6709              | 0.8122            | 0.0                            | 0.8792              | 0.8825               | 0.5524           | 0.8116    | 0.5061         | 0.6213       | 0.0                       | 0.7187         | 0.6091          | 0.5374      |
| 1.4237        | 3.89  | 1440 | 0.6078          | 0.5406   | 0.6601        | 0.8091           | 0.8851         | 0.6344              | 0.8218            | 0.0                            | 0.9123              | 0.7902               | 0.5770           | 0.8030    | 0.4912         | 0.6102       | 0.0                       | 0.7045         | 0.6281          | 0.5476      |
| 0.81          | 3.95  | 1460 | 0.5914          | 0.5511   | 0.6790        | 0.8156           | 0.8981         | 0.6884              | 0.8073            | 0.0000                         | 0.8798              | 0.8617               | 0.6176           | 0.8154    | 0.4980         | 0.6456       | 0.0000                    | 0.7065         | 0.6156          | 0.5763      |
| 0.624         | 4.0   | 1480 | 0.5874          | 0.5578   | 0.6757        | 0.8171           | 0.8914         | 0.6295              | 0.8335            | 0.0                            | 0.8821              | 0.8383               | 0.6550           | 0.8116    | 0.5096         | 0.6494       | 0.0                       | 0.6986         | 0.6454          | 0.5897      |
| 0.5411        | 4.05  | 1500 | 0.5974          | 0.5448   | 0.6669        | 0.8146           | 0.9223         | 0.6125              | 0.8481            | 0.0                            | 0.8704              | 0.8590               | 0.5557           | 0.8144    | 0.4958         | 0.6231       | 0.0                       | 0.7138         | 0.6310          | 0.5353      |
| 0.4001        | 4.11  | 1520 | 0.6008          | 0.5539   | 0.6775        | 0.8170           | 0.9233         | 0.6952              | 0.8152            | 0.0                            | 0.8675              | 0.8611               | 0.5800           | 0.8063    | 0.5401         | 0.6333       | 0.0                       | 0.7231         | 0.6278          | 0.5464      |
| 0.6311        | 4.16  | 1540 | 0.5651          | 0.5711   | 0.6885        | 0.8293           | 0.9018         | 0.6842              | 0.7799            | 0.0                            | 0.8894              | 0.8209               | 0.7431           | 0.8261    | 0.5138         | 0.6471       | 0.0                       | 0.7229         | 0.6441          | 0.6438      |
| 0.6195        | 4.22  | 1560 | 0.6095          | 0.5539   | 0.6951        | 0.8153           | 0.9020         | 0.8011              | 0.8435            | 0.0                            | 0.8628              | 0.8793               | 0.5773           | 0.8195    | 0.5508         | 0.6388       | 0.0                       | 0.7110         | 0.6067          | 0.5504      |
| 1.2858        | 4.27  | 1580 | 0.6609          | 0.5403   | 0.6851        | 0.8039           | 0.8834         | 0.7704              | 0.8079            | 0.0                            | 0.8573              | 0.9201               | 0.5568           | 0.8187    | 0.5505         | 0.6204       | 0.0                       | 0.6877         | 0.5718          | 0.5327      |
| 0.2454        | 4.32  | 1600 | 0.5728          | 0.5754   | 0.6939        | 0.8257           | 0.9275         | 0.7327              | 0.8318            | 0.0002                         | 0.8515              | 0.8592               | 0.6545           | 0.8162    | 0.6011         | 0.6387       | 0.0002                    | 0.7158         | 0.6521          | 0.6041      |
| 0.7312        | 4.38  | 1620 | 0.6029          | 0.5582   | 0.6755        | 0.8150           | 0.8839         | 0.6783              | 0.8302            | 0.0                            | 0.9037              | 0.8245               | 0.6075           | 0.8181    | 0.5441         | 0.6525       | 0.0                       | 0.6881         | 0.6272          | 0.5770      |
| 0.518         | 4.43  | 1640 | 0.5846          | 0.5611   | 0.6714        | 0.8215           | 0.9073         | 0.6652              | 0.7866            | 0.0                            | 0.9167              | 0.8277               | 0.5963           | 0.8295    | 0.5336         | 0.6562       | 0.0                       | 0.7022         | 0.6304          | 0.5759      |
| 0.5455        | 4.49  | 1660 | 0.5952          | 0.5502   | 0.6701        | 0.8187           | 0.9224         | 0.6373              | 0.8462            | 0.0                            | 0.8920              | 0.8631               | 0.5296           | 0.8194    | 0.5068         | 0.6427       | 0.0                       | 0.7218         | 0.6447          | 0.5158      |
| 0.339         | 4.54  | 1680 | 0.6343          | 0.5450   | 0.6804        | 0.8120           | 0.9310         | 0.6939              | 0.8771            | 0.0                            | 0.8303              | 0.8862               | 0.5443           | 0.8087    | 0.5323         | 0.6202       | 0.0                       | 0.7184         | 0.6127          | 0.5225      |
| 0.341         | 4.59  | 1700 | 0.5732          | 0.5556   | 0.6791        | 0.8182           | 0.9020         | 0.6571              | 0.8624            | 0.0001                         | 0.8873              | 0.8753               | 0.5695           | 0.8249    | 0.5281         | 0.6249       | 0.0001                    | 0.7073         | 0.6548          | 0.5494      |
| 0.4174        | 4.65  | 1720 | 0.5888          | 0.5560   | 0.6862        | 0.8174           | 0.9214         | 0.7178              | 0.8025            | 0.0027                         | 0.8498              | 0.9083               | 0.6009           | 0.8155    | 0.5173         | 0.6369       | 0.0027                    | 0.7016         | 0.6308          | 0.5872      |
| 0.691         | 4.7   | 1740 | 0.5619          | 0.5663   | 0.6831        | 0.8244           | 0.9181         | 0.6528              | 0.8544            | 0.0021                         | 0.8684              | 0.8323               | 0.6538           | 0.8178    | 0.5281         | 0.6200       | 0.0021                    | 0.7147         | 0.6590          | 0.6225      |
| 0.573         | 4.76  | 1760 | 0.6250          | 0.5429   | 0.6868        | 0.8088           | 0.9170         | 0.7629              | 0.8412            | 0.0007                         | 0.8373              | 0.9258               | 0.5227           | 0.8195    | 0.5520         | 0.6309       | 0.0007                    | 0.7038         | 0.5755          | 0.5178      |
| 0.907         | 4.81  | 1780 | 0.5687          | 0.5680   | 0.6965        | 0.8262           | 0.9270         | 0.7821              | 0.8371            | 0.0041                         | 0.8718              | 0.8575               | 0.5962           | 0.8247    | 0.5515         | 0.6413       | 0.0041                    | 0.7258         | 0.6522          | 0.5761      |
| 0.6766        | 4.86  | 1800 | 0.5506          | 0.5749   | 0.7078        | 0.8281           | 0.9102         | 0.8074              | 0.8339            | 0.0116                         | 0.8709              | 0.8819               | 0.6390           | 0.8274    | 0.5713         | 0.6547       | 0.0116                    | 0.7265         | 0.6307          | 0.6023      |
| 1.1054        | 4.92  | 1820 | 0.5725          | 0.5605   | 0.6869        | 0.8209           | 0.8967         | 0.7859              | 0.8343            | 0.0068                         | 0.9171              | 0.7902               | 0.5776           | 0.8273    | 0.5509         | 0.6705       | 0.0068                    | 0.7164         | 0.5953          | 0.5563      |
| 0.5959        | 4.97  | 1840 | 0.5886          | 0.5523   | 0.6948        | 0.8176           | 0.9088         | 0.8165              | 0.7595            | 0.0001                         | 0.8688              | 0.9147               | 0.5949           | 0.8312    | 0.5159         | 0.6554       | 0.0001                    | 0.7155         | 0.5764          | 0.5714      |
| 0.9881        | 5.03  | 1860 | 0.5784          | 0.5669   | 0.7068        | 0.8233           | 0.9055         | 0.8000              | 0.8901            | 0.0031                         | 0.8593              | 0.8925               | 0.5967           | 0.8276    | 0.5814         | 0.6421       | 0.0031                    | 0.7253         | 0.6248          | 0.5639      |
| 0.7057        | 5.08  | 1880 | 0.5537          | 0.5708   | 0.6880        | 0.8279           | 0.9169         | 0.6877              | 0.7574            | 0.0                            | 0.8768              | 0.8863               | 0.6908           | 0.8309    | 0.5536         | 0.6348       | 0.0                       | 0.7196         | 0.6366          | 0.6203      |
| 0.6047        | 5.14  | 1900 | 0.5354          | 0.5823   | 0.6874        | 0.8342           | 0.9132         | 0.6776              | 0.8263            | 0.0042                         | 0.9040              | 0.7686               | 0.7177           | 0.8223    | 0.5605         | 0.6502       | 0.0042                    | 0.7330         | 0.6639          | 0.6421      |
| 0.4686        | 5.19  | 1920 | 0.5565          | 0.5781   | 0.7105        | 0.8295           | 0.9065         | 0.8173              | 0.8908            | 0.0033                         | 0.8791              | 0.8669               | 0.6096           | 0.8273    | 0.5889         | 0.6433       | 0.0033                    | 0.7287         | 0.6676          | 0.5879      |
| 0.5868        | 5.24  | 1940 | 0.5605          | 0.5709   | 0.7074        | 0.8226           | 0.8672         | 0.7673              | 0.8500            | 0.0003                         | 0.8754              | 0.8905               | 0.7011           | 0.8078    | 0.5567         | 0.6434       | 0.0003                    | 0.7200         | 0.6488          | 0.6194      |
| 0.3423        | 5.3   | 1960 | 0.5681          | 0.5647   | 0.6943        | 0.8223           | 0.9068         | 0.6993              | 0.8457            | 0.0044                         | 0.8605              | 0.9243               | 0.6189           | 0.8290    | 0.5441         | 0.6611       | 0.0044                    | 0.7079         | 0.6096          | 0.5971      |
| 0.852         | 5.35  | 1980 | 0.5214          | 0.5943   | 0.7056        | 0.8403           | 0.9245         | 0.7771              | 0.8336            | 0.0016                         | 0.9023              | 0.8373               | 0.6627           | 0.8312    | 0.6031         | 0.6738       | 0.0016                    | 0.7436         | 0.6929          | 0.6138      |
| 0.5015        | 5.41  | 2000 | 0.5322          | 0.5941   | 0.7081        | 0.8408           | 0.9141         | 0.7895              | 0.8058            | 0.0                            | 0.9083              | 0.8464               | 0.6928           | 0.8338    | 0.6028         | 0.6647       | 0.0                       | 0.7434         | 0.6724          | 0.6417      |
| 0.84          | 5.46  | 2020 | 0.5355          | 0.5846   | 0.7111        | 0.8347           | 0.9122         | 0.7711              | 0.8360            | 0.0071                         | 0.8695              | 0.8866               | 0.6954           | 0.8295    | 0.5906         | 0.6576       | 0.0071                    | 0.7414         | 0.6314          | 0.6344      |
| 0.319         | 5.51  | 2040 | 0.5167          | 0.5929   | 0.7119        | 0.8408           | 0.9232         | 0.8206              | 0.8401            | 0.0070                         | 0.8948              | 0.8063               | 0.6915           | 0.8375    | 0.5923         | 0.6584       | 0.0070                    | 0.7436         | 0.6691          | 0.6423      |
| 0.6464        | 5.57  | 2060 | 0.6042          | 0.5706   | 0.7008        | 0.8255           | 0.9180         | 0.7167              | 0.8604            | 0.0065                         | 0.8397              | 0.9055               | 0.6587           | 0.8163    | 0.5756         | 0.6210       | 0.0065                    | 0.7322         | 0.6177          | 0.6251      |
| 0.5649        | 5.62  | 2080 | 0.5443          | 0.5825   | 0.7063        | 0.8329           | 0.9107         | 0.7752              | 0.8446            | 0.0037                         | 0.8889              | 0.8915               | 0.6292           | 0.8329    | 0.5787         | 0.6571       | 0.0037                    | 0.7234         | 0.6630          | 0.6184      |
| 0.57          | 5.68  | 2100 | 0.5638          | 0.5713   | 0.7047        | 0.8263           | 0.9197         | 0.8421              | 0.7896            | 0.0117                         | 0.8772              | 0.8982               | 0.5946           | 0.8351    | 0.5584         | 0.6588       | 0.0117                    | 0.7129         | 0.6453          | 0.5767      |
| 0.4955        | 5.73  | 2120 | 0.5187          | 0.5907   | 0.7060        | 0.8370           | 0.9195         | 0.8237              | 0.7775            | 0.0141                         | 0.9022              | 0.8116               | 0.6933           | 0.8306    | 0.5973         | 0.6565       | 0.0141                    | 0.7340         | 0.6701          | 0.6322      |
| 0.7459        | 5.78  | 2140 | 0.5606          | 0.5769   | 0.6877        | 0.8300           | 0.9045         | 0.7263              | 0.8175            | 0.0109                         | 0.9311              | 0.8203               | 0.6030           | 0.8299    | 0.5628         | 0.6852       | 0.0109                    | 0.7228         | 0.6488          | 0.5780      |
| 0.3206        | 5.84  | 2160 | 0.6069          | 0.5656   | 0.6986        | 0.8156           | 0.9365         | 0.7834              | 0.8238            | 0.0202                         | 0.8088              | 0.9247               | 0.5928           | 0.8101    | 0.6127         | 0.6498       | 0.0202                    | 0.6996         | 0.6136          | 0.5535      |
| 0.3453        | 5.89  | 2180 | 0.5355          | 0.5839   | 0.7068        | 0.8322           | 0.9059         | 0.7544              | 0.8581            | 0.0025                         | 0.8779              | 0.8858               | 0.6628           | 0.8346    | 0.5752         | 0.7021       | 0.0025                    | 0.7141         | 0.6415          | 0.6175      |
| 0.5035        | 5.95  | 2200 | 0.5044          | 0.5913   | 0.7069        | 0.8389           | 0.9044         | 0.7366              | 0.8663            | 0.0084                         | 0.9030              | 0.8391               | 0.6904           | 0.8405    | 0.5654         | 0.6833       | 0.0084                    | 0.7275         | 0.6711          | 0.6428      |
| 0.5026        | 6.0   | 2220 | 0.5325          | 0.5788   | 0.7096        | 0.8307           | 0.9177         | 0.8107              | 0.8539            | 0.0215                         | 0.8824              | 0.8970               | 0.5841           | 0.8286    | 0.5657         | 0.6710       | 0.0215                    | 0.7306         | 0.6666          | 0.5679      |
| 0.5487        | 6.05  | 2240 | 0.5434          | 0.5871   | 0.7001        | 0.8346           | 0.9093         | 0.7595              | 0.8212            | 0.0088                         | 0.9110              | 0.8443               | 0.6467           | 0.8264    | 0.5856         | 0.6637       | 0.0088                    | 0.7287         | 0.6765          | 0.6197      |
| 0.5384        | 6.11  | 2260 | 0.5393          | 0.5938   | 0.7062        | 0.8389           | 0.9203         | 0.7401              | 0.8412            | 0.0191                         | 0.8980              | 0.8788               | 0.6459           | 0.8306    | 0.6040         | 0.6657       | 0.0191                    | 0.7391         | 0.6683          | 0.6299      |
| 0.3663        | 6.16  | 2280 | 0.5204          | 0.6003   | 0.7161        | 0.8413           | 0.9314         | 0.7810              | 0.8201            | 0.0221                         | 0.8664              | 0.8805               | 0.7114           | 0.8316    | 0.6128         | 0.6364       | 0.0221                    | 0.7382         | 0.7017          | 0.6594      |
| 0.66          | 6.22  | 2300 | 0.5234          | 0.5950   | 0.7179        | 0.8393           | 0.9164         | 0.8072              | 0.8641            | 0.0194                         | 0.8882              | 0.8838               | 0.6461           | 0.8253    | 0.5964         | 0.6558       | 0.0194                    | 0.7469         | 0.6976          | 0.6237      |
| 0.6551        | 6.27  | 2320 | 0.5277          | 0.5933   | 0.7014        | 0.8393           | 0.9382         | 0.7923              | 0.7738            | 0.0127                         | 0.9069              | 0.8577               | 0.6280           | 0.8347    | 0.5989         | 0.6665       | 0.0127                    | 0.7317         | 0.6934          | 0.6150      |
| 0.4147        | 6.32  | 2340 | 0.5569          | 0.5822   | 0.7067        | 0.8300           | 0.9318         | 0.7773              | 0.8380            | 0.0211                         | 0.8536              | 0.9012               | 0.6236           | 0.8307    | 0.6051         | 0.6446       | 0.0211                    | 0.7171         | 0.6495          | 0.6076      |
| 0.4204        | 6.38  | 2360 | 0.5530          | 0.5865   | 0.7160        | 0.8340           | 0.9061         | 0.8361              | 0.8552            | 0.0087                         | 0.8876              | 0.8834               | 0.6352           | 0.8418    | 0.6104         | 0.6745       | 0.0087                    | 0.7254         | 0.6366          | 0.6081      |
| 0.4249        | 6.43  | 2380 | 0.5487          | 0.5839   | 0.7098        | 0.8337           | 0.9106         | 0.7906              | 0.8392            | 0.0186                         | 0.8893              | 0.8823               | 0.6377           | 0.8311    | 0.5810         | 0.6964       | 0.0186                    | 0.7381         | 0.6266          | 0.5954      |
| 0.9651        | 6.49  | 2400 | 0.5236          | 0.5981   | 0.7155        | 0.8437           | 0.9212         | 0.7767              | 0.8876            | 0.0242                         | 0.8976              | 0.8279               | 0.6729           | 0.8444    | 0.5776         | 0.6988       | 0.0242                    | 0.7410         | 0.6539          | 0.6470      |
| 0.3914        | 6.54  | 2420 | 0.5040          | 0.6007   | 0.7151        | 0.8415           | 0.8935         | 0.7620              | 0.8571            | 0.0226                         | 0.9038              | 0.8098               | 0.7567           | 0.8288    | 0.5852         | 0.7042       | 0.0226                    | 0.7374         | 0.6628          | 0.6641      |
| 0.3668        | 6.59  | 2440 | 0.4908          | 0.6086   | 0.7219        | 0.8511           | 0.9252         | 0.7504              | 0.8385            | 0.0212                         | 0.8867              | 0.8687               | 0.7624           | 0.8406    | 0.5743         | 0.6857       | 0.0212                    | 0.7566         | 0.6652          | 0.7169      |
| 0.5571        | 6.65  | 2460 | 0.5180          | 0.6038   | 0.7239        | 0.8455           | 0.8974         | 0.7237              | 0.8746            | 0.0242                         | 0.8795              | 0.8860               | 0.7817           | 0.8324    | 0.5702         | 0.6483       | 0.0241                    | 0.7456         | 0.6694          | 0.7369      |
| 0.3355        | 6.7   | 2480 | 0.5605          | 0.5872   | 0.7101        | 0.8333           | 0.8963         | 0.7750              | 0.8430            | 0.0219                         | 0.8990              | 0.8837               | 0.6520           | 0.8341    | 0.5719         | 0.6820       | 0.0219                    | 0.7163         | 0.6449          | 0.6393      |
| 0.6301        | 6.76  | 2500 | 0.4895          | 0.6021   | 0.7207        | 0.8418           | 0.9213         | 0.7784              | 0.8611            | 0.0282                         | 0.8702              | 0.8826               | 0.7031           | 0.8336    | 0.6146         | 0.6827       | 0.0282                    | 0.7369         | 0.6552          | 0.6637      |
| 0.8036        | 6.81  | 2520 | 0.5575          | 0.5863   | 0.7155        | 0.8331           | 0.9074         | 0.8072              | 0.8820            | 0.0260                         | 0.8803              | 0.8730               | 0.6325           | 0.8322    | 0.5991         | 0.6564       | 0.0259                    | 0.7305         | 0.6477          | 0.6122      |
| 0.4476        | 6.86  | 2540 | 0.5338          | 0.5917   | 0.7157        | 0.8368           | 0.9230         | 0.7807              | 0.8593            | 0.0235                         | 0.8674              | 0.9046               | 0.6513           | 0.8318    | 0.6036         | 0.6607       | 0.0234                    | 0.7345         | 0.6558          | 0.6320      |
| 0.5567        | 6.92  | 2560 | 0.5260          | 0.5927   | 0.7131        | 0.8376           | 0.9057         | 0.7555              | 0.8237            | 0.0218                         | 0.8854              | 0.8983               | 0.7013           | 0.8357    | 0.5572         | 0.7014       | 0.0218                    | 0.7218         | 0.6562          | 0.6545      |
| 0.3925        | 6.97  | 2580 | 0.5200          | 0.6016   | 0.7200        | 0.8408           | 0.9257         | 0.8159              | 0.8214            | 0.0257                         | 0.8625              | 0.8408               | 0.7477           | 0.8306    | 0.6165         | 0.6681       | 0.0257                    | 0.7333         | 0.6733          | 0.6637      |
| 0.3692        | 7.03  | 2600 | 0.5698          | 0.5815   | 0.7143        | 0.8297           | 0.9213         | 0.8166              | 0.8426            | 0.0244                         | 0.8577              | 0.9300               | 0.6074           | 0.8279    | 0.6045         | 0.6737       | 0.0243                    | 0.7278         | 0.6213          | 0.5913      |
| 1.0422        | 7.08  | 2620 | 0.5138          | 0.6010   | 0.7166        | 0.8429           | 0.9263         | 0.8102              | 0.8024            | 0.0228                         | 0.8927              | 0.8807               | 0.6814           | 0.8363    | 0.6143         | 0.6624       | 0.0228                    | 0.7414         | 0.6731          | 0.6566      |
| 1.3345        | 7.14  | 2640 | 0.4877          | 0.6127   | 0.7285        | 0.8482           | 0.9144         | 0.8258              | 0.8187            | 0.0233                         | 0.8872              | 0.8657               | 0.7642           | 0.8398    | 0.6200         | 0.6937       | 0.0233                    | 0.7406         | 0.6800          | 0.6914      |
| 0.1548        | 7.19  | 2660 | 0.5458          | 0.5971   | 0.7297        | 0.8364           | 0.9138         | 0.8204              | 0.8485            | 0.0553                         | 0.8466              | 0.9212               | 0.7022           | 0.8259    | 0.6028         | 0.6681       | 0.0551                    | 0.7361         | 0.6476          | 0.6441      |
| 0.7936        | 7.24  | 2680 | 0.5429          | 0.5978   | 0.7034        | 0.8415           | 0.9333         | 0.7441              | 0.8572            | 0.0240                         | 0.9076              | 0.8326               | 0.6251           | 0.8329    | 0.5979         | 0.6857       | 0.0240                    | 0.7401         | 0.6916          | 0.6123      |
| 0.4558        | 7.3   | 2700 | 0.5296          | 0.5968   | 0.7224        | 0.8400           | 0.9207         | 0.8380              | 0.8310            | 0.0216                         | 0.8807              | 0.9099               | 0.6551           | 0.8392    | 0.6082         | 0.6934       | 0.0216                    | 0.7354         | 0.6446          | 0.6354      |
| 0.3854        | 7.35  | 2720 | 0.5206          | 0.5939   | 0.7015        | 0.8401           | 0.9231         | 0.7227              | 0.8474            | 0.0193                         | 0.9097              | 0.8454               | 0.6426           | 0.8343    | 0.5813         | 0.6878       | 0.0193                    | 0.7363         | 0.6766          | 0.6219      |
| 0.3232        | 7.41  | 2740 | 0.5413          | 0.5967   | 0.7127        | 0.8369           | 0.9316         | 0.7801              | 0.7465            | 0.0630                         | 0.8749              | 0.9202               | 0.6729           | 0.8322    | 0.6151         | 0.6389       | 0.0629                    | 0.7295         | 0.6451          | 0.6535      |
| 0.7969        | 7.46  | 2760 | 0.5250          | 0.5982   | 0.7034        | 0.8421           | 0.9324         | 0.7357              | 0.8399            | 0.0286                         | 0.9075              | 0.8352               | 0.6442           | 0.8332    | 0.5874         | 0.6882       | 0.0285                    | 0.7388         | 0.6785          | 0.6331      |
| 0.8017        | 7.51  | 2780 | 0.5378          | 0.6009   | 0.7173        | 0.8407           | 0.9244         | 0.7816              | 0.8135            | 0.0264                         | 0.8689              | 0.8878               | 0.7187           | 0.8395    | 0.6190         | 0.6670       | 0.0264                    | 0.7269         | 0.6671          | 0.6604      |
| 0.3904        | 7.57  | 2800 | 0.5706          | 0.5835   | 0.7017        | 0.8338           | 0.9277         | 0.7338              | 0.8266            | 0.0389                         | 0.8854              | 0.8747               | 0.6245           | 0.8341    | 0.5795         | 0.6504       | 0.0387                    | 0.7360         | 0.6397          | 0.6057      |
| 0.5271        | 7.62  | 2820 | 0.5487          | 0.5937   | 0.6998        | 0.8376           | 0.9209         | 0.7370              | 0.7619            | 0.0459                         | 0.9106              | 0.8393               | 0.6827           | 0.8237    | 0.5718         | 0.6485       | 0.0458                    | 0.7338         | 0.6816          | 0.6505      |
| 0.3669        | 7.68  | 2840 | 0.5456          | 0.6019   | 0.7070        | 0.8425           | 0.9243         | 0.6953              | 0.8119            | 0.0520                         | 0.8987              | 0.8790               | 0.6876           | 0.8336    | 0.5750         | 0.6662       | 0.0518                    | 0.7339         | 0.6826          | 0.6704      |
| 1.9228        | 7.73  | 2860 | 0.5565          | 0.6022   | 0.7182        | 0.8360           | 0.9299         | 0.7420              | 0.8097            | 0.1025                         | 0.8527              | 0.8956               | 0.6952           | 0.8310    | 0.6014         | 0.6587       | 0.1001                    | 0.7215         | 0.6705          | 0.6324      |
| 0.369         | 7.78  | 2880 | 0.5413          | 0.6088   | 0.7275        | 0.8434           | 0.9422         | 0.7889              | 0.8692            | 0.0914                         | 0.8623              | 0.8910               | 0.6474           | 0.8360    | 0.6076         | 0.6893       | 0.0897                    | 0.7429         | 0.6623          | 0.6336      |
| 0.4409        | 7.84  | 2900 | 0.5581          | 0.5999   | 0.7094        | 0.8401           | 0.9255         | 0.7641              | 0.8420            | 0.0419                         | 0.9031              | 0.8579               | 0.6314           | 0.8313    | 0.6245         | 0.6810       | 0.0417                    | 0.7403         | 0.6620          | 0.6184      |
| 0.2636        | 7.89  | 2920 | 0.5230          | 0.6098   | 0.7330        | 0.8423           | 0.9135         | 0.7520              | 0.8099            | 0.1389                         | 0.8657              | 0.9095               | 0.7416           | 0.8338    | 0.5761         | 0.6837       | 0.1323                    | 0.7527         | 0.6396          | 0.6503      |
| 1.2616        | 7.95  | 2940 | 0.5199          | 0.6088   | 0.7164        | 0.8421           | 0.9178         | 0.7466              | 0.7818            | 0.1111                         | 0.9096              | 0.8680               | 0.6798           | 0.8275    | 0.5732         | 0.6773       | 0.1060                    | 0.7391         | 0.6862          | 0.6525      |
| 0.3254        | 8.0   | 2960 | 0.5048          | 0.6091   | 0.7274        | 0.8421           | 0.9313         | 0.8036              | 0.8058            | 0.1325                         | 0.8840              | 0.8730               | 0.6618           | 0.8314    | 0.5895         | 0.6815       | 0.1255                    | 0.7507         | 0.6575          | 0.6272      |
| 0.3726        | 8.05  | 2980 | 0.5647          | 0.5826   | 0.6964        | 0.8341           | 0.9242         | 0.6850              | 0.8356            | 0.0575                         | 0.8998              | 0.8543               | 0.6184           | 0.8422    | 0.5598         | 0.6735       | 0.0562                    | 0.7355         | 0.6097          | 0.6010      |
| 0.6332        | 8.11  | 3000 | 0.5521          | 0.5848   | 0.7003        | 0.8350           | 0.9337         | 0.7278              | 0.8062            | 0.0549                         | 0.8934              | 0.8766               | 0.6095           | 0.8370    | 0.5825         | 0.6616       | 0.0541                    | 0.7434         | 0.6190          | 0.5962      |
| 0.5999        | 8.16  | 3020 | 0.5100          | 0.6054   | 0.7231        | 0.8444           | 0.9301         | 0.8270              | 0.8377            | 0.0608                         | 0.8959              | 0.8559               | 0.6539           | 0.8438    | 0.6309         | 0.6863       | 0.0600                    | 0.7527         | 0.6364          | 0.6280      |
| 0.831         | 8.22  | 3040 | 0.5709          | 0.5877   | 0.7005        | 0.8366           | 0.9229         | 0.7052              | 0.8726            | 0.0473                         | 0.9056              | 0.8440               | 0.6062           | 0.8419    | 0.5930         | 0.6819       | 0.0468                    | 0.7425         | 0.6188          | 0.5888      |
| 0.3019        | 8.27  | 3060 | 0.4808          | 0.6327   | 0.7441        | 0.8537           | 0.9256         | 0.8332              | 0.8409            | 0.1456                         | 0.9021              | 0.8596               | 0.7016           | 0.8457    | 0.6335         | 0.7210       | 0.1405                    | 0.7579         | 0.6708          | 0.6595      |
| 0.4726        | 8.32  | 3080 | 0.5235          | 0.6162   | 0.7305        | 0.8412           | 0.9214         | 0.7532              | 0.8135            | 0.2102                         | 0.8990              | 0.8891               | 0.6270           | 0.8372    | 0.5813         | 0.7185       | 0.1948                    | 0.7431         | 0.6474          | 0.5909      |
| 0.2559        | 8.38  | 3100 | 0.5470          | 0.6223   | 0.7410        | 0.8452           | 0.9171         | 0.7655              | 0.8551            | 0.1817                         | 0.8764              | 0.9020               | 0.6889           | 0.8416    | 0.5812         | 0.7070       | 0.1758                    | 0.7347         | 0.6659          | 0.6501      |
| 0.3002        | 8.43  | 3120 | 0.5431          | 0.6215   | 0.7404        | 0.8452           | 0.9189         | 0.7536              | 0.8583            | 0.1841                         | 0.8754              | 0.9137               | 0.6790           | 0.8492    | 0.5840         | 0.7134       | 0.1721                    | 0.7326         | 0.6492          | 0.6498      |
| 1.16          | 8.49  | 3140 | 0.5282          | 0.6357   | 0.7592        | 0.8503           | 0.9087         | 0.8402              | 0.8790            | 0.2024                         | 0.8821              | 0.9053               | 0.6964           | 0.8491    | 0.6330         | 0.7266       | 0.1944                    | 0.7466         | 0.6504          | 0.6496      |
| 0.4884        | 8.54  | 3160 | 0.5297          | 0.6520   | 0.7687        | 0.8579           | 0.9279         | 0.8318              | 0.8466            | 0.2403                         | 0.8552              | 0.8744               | 0.8048           | 0.8483    | 0.6367         | 0.7167       | 0.2312                    | 0.7552         | 0.6800          | 0.6959      |
| 0.988         | 8.59  | 3180 | 0.5242          | 0.6304   | 0.7436        | 0.8508           | 0.9198         | 0.7915              | 0.8454            | 0.1620                         | 0.8930              | 0.9014               | 0.6921           | 0.8496    | 0.6279         | 0.7124       | 0.1551                    | 0.7459         | 0.6645          | 0.6576      |
| 0.2545        | 8.65  | 3200 | 0.5005          | 0.6438   | 0.7529        | 0.8560           | 0.9368         | 0.7965              | 0.8610            | 0.2009                         | 0.8739              | 0.8704               | 0.7310           | 0.8453    | 0.6361         | 0.7210       | 0.1924                    | 0.7558         | 0.6811          | 0.6745      |
| 0.6318        | 8.7   | 3220 | 0.5261          | 0.6330   | 0.7539        | 0.8470           | 0.9205         | 0.8050              | 0.8541            | 0.2112                         | 0.8567              | 0.9133               | 0.7167           | 0.8432    | 0.6299         | 0.7077       | 0.2013                    | 0.7346         | 0.6438          | 0.6706      |
| 0.2004        | 8.76  | 3240 | 0.5479          | 0.6309   | 0.7436        | 0.8486           | 0.9212         | 0.8008              | 0.8238            | 0.1940                         | 0.8948              | 0.8893               | 0.6812           | 0.8417    | 0.6091         | 0.7076       | 0.1840                    | 0.7396         | 0.6715          | 0.6624      |
| 0.465         | 8.81  | 3260 | 0.5127          | 0.6504   | 0.7861        | 0.8550           | 0.9193         | 0.8718              | 0.8497            | 0.3047                         | 0.8319              | 0.9260               | 0.7994           | 0.8514    | 0.5999         | 0.7097       | 0.2684                    | 0.7477         | 0.6250          | 0.7508      |
| 0.3093        | 8.86  | 3280 | 0.4763          | 0.6504   | 0.7652        | 0.8618           | 0.9220         | 0.8239              | 0.8677            | 0.2154                         | 0.8894              | 0.8694               | 0.7684           | 0.8473    | 0.6134         | 0.7095       | 0.1928                    | 0.7723         | 0.6889          | 0.7284      |
| 0.2898        | 8.92  | 3300 | 0.5152          | 0.6472   | 0.7618        | 0.8534           | 0.9363         | 0.7936              | 0.8503            | 0.2602                         | 0.8427              | 0.8674               | 0.7818           | 0.8328    | 0.6324         | 0.6993       | 0.2497                    | 0.7569         | 0.6670          | 0.6920      |
| 0.5217        | 8.97  | 3320 | 0.5242          | 0.6374   | 0.7497        | 0.8519           | 0.9209         | 0.7576              | 0.8050            | 0.2244                         | 0.8663              | 0.8623               | 0.8111           | 0.8375    | 0.6110         | 0.6916       | 0.2173                    | 0.7590         | 0.6653          | 0.6803      |
| 0.3229        | 9.03  | 3340 | 0.5255          | 0.6315   | 0.7513        | 0.8524           | 0.9072         | 0.7611              | 0.8597            | 0.1724                         | 0.8756              | 0.9155               | 0.7678           | 0.8437    | 0.5873         | 0.7014       | 0.1675                    | 0.7520         | 0.6446          | 0.7239      |
| 0.2766        | 9.08  | 3360 | 0.4832          | 0.6461   | 0.7544        | 0.8605           | 0.9266         | 0.7496              | 0.8494            | 0.2068                         | 0.8857              | 0.8856               | 0.7769           | 0.8487    | 0.5941         | 0.7214       | 0.1987                    | 0.7648         | 0.6670          | 0.7282      |
| 0.4664        | 9.14  | 3380 | 0.5001          | 0.6489   | 0.7504        | 0.8608           | 0.9311         | 0.7513              | 0.8191            | 0.2284                         | 0.8954              | 0.8282               | 0.7992           | 0.8424    | 0.6021         | 0.7025       | 0.2131                    | 0.7685         | 0.6755          | 0.7380      |
| 0.3626        | 9.19  | 3400 | 0.4764          | 0.6505   | 0.7584        | 0.8613           | 0.9229         | 0.7660              | 0.8181            | 0.2491                         | 0.9018              | 0.8870               | 0.7638           | 0.8501    | 0.5857         | 0.7134       | 0.2311                    | 0.7656         | 0.6779          | 0.7299      |
| 1.1592        | 9.24  | 3420 | 0.4771          | 0.6490   | 0.7630        | 0.8572           | 0.9288         | 0.7558              | 0.8341            | 0.2975                         | 0.8762              | 0.9044               | 0.7438           | 0.8407    | 0.5969         | 0.6880       | 0.2664                    | 0.7696         | 0.6676          | 0.7140      |
| 0.4315        | 9.3   | 3440 | 0.5208          | 0.6305   | 0.7400        | 0.8452           | 0.9428         | 0.7124              | 0.8236            | 0.3036                         | 0.8785              | 0.8863               | 0.6325           | 0.8332    | 0.5891         | 0.6926       | 0.2726                    | 0.7496         | 0.6543          | 0.6224      |
| 0.228         | 9.35  | 3460 | 0.4672          | 0.6562   | 0.7669        | 0.8607           | 0.9414         | 0.8174              | 0.8165            | 0.2896                         | 0.8846              | 0.9018               | 0.7168           | 0.8413    | 0.6146         | 0.7158       | 0.2712                    | 0.7739         | 0.6717          | 0.7047      |
| 0.3787        | 9.41  | 3480 | 0.4789          | 0.6428   | 0.7432        | 0.8589           | 0.9411         | 0.7223              | 0.8199            | 0.2222                         | 0.9012              | 0.8798               | 0.7159           | 0.8501    | 0.5793         | 0.7112       | 0.2098                    | 0.7592         | 0.6832          | 0.7065      |
| 0.382         | 9.46  | 3500 | 0.4638          | 0.6604   | 0.7806        | 0.8637           | 0.9242         | 0.8538              | 0.8249            | 0.2793                         | 0.8666              | 0.8880               | 0.8276           | 0.8521    | 0.6241         | 0.6980       | 0.2606                    | 0.7722         | 0.6661          | 0.7494      |
| 0.3404        | 9.51  | 3520 | 0.4759          | 0.6437   | 0.7554        | 0.8568           | 0.9315         | 0.7959              | 0.8415            | 0.2003                         | 0.8730              | 0.8902               | 0.7554           | 0.8439    | 0.6283         | 0.7048       | 0.1878                    | 0.7586         | 0.6768          | 0.7059      |
| 0.7056        | 9.57  | 3540 | 0.4863          | 0.6492   | 0.7570        | 0.8586           | 0.9302         | 0.8009              | 0.8622            | 0.2202                         | 0.8934              | 0.8808               | 0.7116           | 0.8455    | 0.6351         | 0.7072       | 0.2101                    | 0.7608         | 0.6916          | 0.6944      |
| 0.3559        | 9.62  | 3560 | 0.5245          | 0.6485   | 0.7644        | 0.8535           | 0.9286         | 0.8266              | 0.8501            | 0.2913                         | 0.8860              | 0.9077               | 0.6604           | 0.8495    | 0.6293         | 0.7124       | 0.2687                    | 0.7459         | 0.6807          | 0.6529      |
| 0.9057        | 9.68  | 3580 | 0.5318          | 0.6506   | 0.7589        | 0.8577           | 0.9378         | 0.8146              | 0.8500            | 0.2752                         | 0.8961              | 0.8463               | 0.6926           | 0.8488    | 0.6242         | 0.7091       | 0.2489                    | 0.7589         | 0.6874          | 0.6773      |
| 0.6264        | 9.73  | 3600 | 0.5203          | 0.6539   | 0.7687        | 0.8560           | 0.9192         | 0.8392              | 0.8608            | 0.3130                         | 0.8999              | 0.8544               | 0.6944           | 0.8494    | 0.6377         | 0.7124       | 0.2842                    | 0.7560         | 0.6700          | 0.6678      |
| 0.2915        | 9.78  | 3620 | 0.4934          | 0.6504   | 0.7717        | 0.8527           | 0.9121         | 0.8184              | 0.8732            | 0.3370                         | 0.8861              | 0.8813               | 0.6939           | 0.8495    | 0.6397         | 0.7033       | 0.3026                    | 0.7560         | 0.6397          | 0.6622      |
| 0.2786        | 9.84  | 3640 | 0.5126          | 0.6509   | 0.7666        | 0.8553           | 0.9194         | 0.8032              | 0.8857            | 0.3140                         | 0.8990              | 0.8814               | 0.6636           | 0.8579    | 0.6411         | 0.7178       | 0.2884                    | 0.7573         | 0.6454          | 0.6487      |
| 0.3469        | 9.89  | 3660 | 0.4875          | 0.6504   | 0.7594        | 0.8543           | 0.9369         | 0.8130              | 0.7960            | 0.3013                         | 0.8769              | 0.8423               | 0.7492           | 0.8397    | 0.6475         | 0.6830       | 0.2792                    | 0.7610         | 0.6623          | 0.6799      |
| 0.3799        | 9.95  | 3680 | 0.5035          | 0.6527   | 0.7631        | 0.8562           | 0.9282         | 0.8302              | 0.7690            | 0.3268                         | 0.8936              | 0.8189               | 0.7751           | 0.8405    | 0.6414         | 0.6893       | 0.2881                    | 0.7703         | 0.6438          | 0.6958      |
| 0.2919        | 10.0  | 3700 | 0.5084          | 0.6589   | 0.7776        | 0.8565           | 0.9291         | 0.8221              | 0.8298            | 0.3652                         | 0.8691              | 0.8978               | 0.7298           | 0.8391    | 0.6394         | 0.7262       | 0.3116                    | 0.7701         | 0.6474          | 0.6786      |
| 0.2472        | 10.05 | 3720 | 0.5028          | 0.6456   | 0.7549        | 0.8539           | 0.9207         | 0.7212              | 0.8731            | 0.3139                         | 0.8987              | 0.8683               | 0.6885           | 0.8495    | 0.6015         | 0.7109       | 0.2746                    | 0.7549         | 0.6653          | 0.6628      |
| 0.231         | 10.11 | 3740 | 0.5197          | 0.6531   | 0.7680        | 0.8565           | 0.9326         | 0.8142              | 0.8842            | 0.2997                         | 0.8722              | 0.8538               | 0.7194           | 0.8469    | 0.6374         | 0.7087       | 0.2683                    | 0.7591         | 0.6782          | 0.6735      |
| 0.3072        | 10.16 | 3760 | 0.5004          | 0.6540   | 0.7747        | 0.8559           | 0.9377         | 0.8538              | 0.8071            | 0.3557                         | 0.8704              | 0.8752               | 0.7229           | 0.8493    | 0.6066         | 0.7087       | 0.3175                    | 0.7587         | 0.6613          | 0.6757      |
| 0.9021        | 10.22 | 3780 | 0.4992          | 0.6577   | 0.7642        | 0.8587           | 0.9145         | 0.8153              | 0.8518            | 0.2961                         | 0.9180              | 0.8410               | 0.7125           | 0.8522    | 0.6354         | 0.7224       | 0.2745                    | 0.7531         | 0.6715          | 0.6945      |
| 0.3564        | 10.27 | 3800 | 0.4956          | 0.6562   | 0.7684        | 0.8582           | 0.9389         | 0.8305              | 0.8556            | 0.3119                         | 0.8843              | 0.8643               | 0.6931           | 0.8524    | 0.6409         | 0.7197       | 0.2893                    | 0.7607         | 0.6625          | 0.6678      |
| 0.2847        | 10.32 | 3820 | 0.4886          | 0.6602   | 0.7848        | 0.8568           | 0.9320         | 0.8357              | 0.8747            | 0.3707                         | 0.8448              | 0.8801               | 0.7554           | 0.8545    | 0.6366         | 0.7192       | 0.3204                    | 0.7521         | 0.6545          | 0.6843      |
| 0.3397        | 10.38 | 3840 | 0.5136          | 0.6651   | 0.7770        | 0.8615           | 0.9351         | 0.8131              | 0.8366            | 0.3587                         | 0.8677              | 0.8248               | 0.8032           | 0.8428    | 0.6212         | 0.7232       | 0.3203                    | 0.7716         | 0.6724          | 0.7043      |
| 0.3105        | 10.43 | 3860 | 0.5063          | 0.6535   | 0.7609        | 0.8588           | 0.9270         | 0.7769              | 0.8623            | 0.2865                         | 0.8931              | 0.8370               | 0.7432           | 0.8417    | 0.6225         | 0.7227       | 0.2609                    | 0.7698         | 0.6669          | 0.6898      |
| 0.8592        | 10.49 | 3880 | 0.4761          | 0.6588   | 0.7743        | 0.8623           | 0.9254         | 0.8439              | 0.8777            | 0.2634                         | 0.8848              | 0.8847               | 0.7406           | 0.8496    | 0.6406         | 0.7172       | 0.2457                    | 0.7698         | 0.6682          | 0.7202      |
| 0.2191        | 10.54 | 3900 | 0.4309          | 0.6706   | 0.7809        | 0.8681           | 0.9113         | 0.8328              | 0.8341            | 0.2878                         | 0.8977              | 0.8605               | 0.8419           | 0.8533    | 0.6408         | 0.7172       | 0.2689                    | 0.7750         | 0.6766          | 0.7627      |
| 0.2441        | 10.59 | 3920 | 0.4367          | 0.6733   | 0.7828        | 0.8663           | 0.9228         | 0.8456              | 0.8389            | 0.3480                         | 0.9014              | 0.8482               | 0.7744           | 0.8549    | 0.6417         | 0.7236       | 0.3188                    | 0.7710         | 0.6751          | 0.7281      |
| 0.4835        | 10.65 | 3940 | 0.4510          | 0.6737   | 0.7866        | 0.8653           | 0.9248         | 0.8314              | 0.8330            | 0.3737                         | 0.8857              | 0.8764               | 0.7814           | 0.8532    | 0.6430         | 0.7245       | 0.3326                    | 0.7722         | 0.6635          | 0.7270      |
| 0.2735        | 10.7  | 3960 | 0.4645          | 0.6727   | 0.7894        | 0.8637           | 0.9227         | 0.8450              | 0.8498            | 0.3728                         | 0.8755              | 0.8795               | 0.7806           | 0.8546    | 0.6460         | 0.7230       | 0.3363                    | 0.7647         | 0.6609          | 0.7232      |
| 0.2339        | 10.76 | 3980 | 0.4755          | 0.6712   | 0.7747        | 0.8652           | 0.9300         | 0.8172              | 0.8621            | 0.3396                         | 0.9065              | 0.8303               | 0.7376           | 0.8516    | 0.6499         | 0.7260       | 0.3068                    | 0.7700         | 0.6860          | 0.7082      |
| 0.2167        | 10.81 | 4000 | 0.4563          | 0.6798   | 0.8005        | 0.8665           | 0.9232         | 0.8521              | 0.8537            | 0.4398                         | 0.8763              | 0.8744               | 0.7836           | 0.8544    | 0.6386         | 0.7238       | 0.3569                    | 0.7714         | 0.6812          | 0.7324      |
| 0.356         | 10.86 | 4020 | 0.4764          | 0.6751   | 0.7883        | 0.8655           | 0.9261         | 0.8309              | 0.8329            | 0.3992                         | 0.8843              | 0.8490               | 0.7953           | 0.8523    | 0.6317         | 0.7213       | 0.3358                    | 0.7679         | 0.6816          | 0.7354      |
| 0.4159        | 10.92 | 4040 | 0.4655          | 0.6796   | 0.7944        | 0.8675           | 0.9276         | 0.8356              | 0.8282            | 0.4023                         | 0.8726              | 0.8772               | 0.8173           | 0.8580    | 0.6464         | 0.7264       | 0.3366                    | 0.7679         | 0.6806          | 0.7410      |
| 1.1711        | 10.97 | 4060 | 0.4626          | 0.6756   | 0.7885        | 0.8643           | 0.9223         | 0.8391              | 0.8263            | 0.3981                         | 0.8842              | 0.8512               | 0.7982           | 0.8525    | 0.6477         | 0.7263       | 0.3344                    | 0.7637         | 0.6821          | 0.7222      |
| 0.466         | 11.03 | 4080 | 0.4878          | 0.6714   | 0.7841        | 0.8633           | 0.9268         | 0.8460              | 0.7998            | 0.3947                         | 0.8901              | 0.8460               | 0.7848           | 0.8464    | 0.6357         | 0.7090       | 0.3319                    | 0.7705         | 0.6865          | 0.7196      |
| 0.3465        | 11.08 | 4100 | 0.4820          | 0.6715   | 0.7819        | 0.8650           | 0.9357         | 0.8339              | 0.8274            | 0.3754                         | 0.8858              | 0.8414               | 0.7738           | 0.8485    | 0.6342         | 0.7232       | 0.3276                    | 0.7767         | 0.6766          | 0.7136      |
| 0.2251        | 11.14 | 4120 | 0.4503          | 0.6807   | 0.7924        | 0.8700           | 0.9360         | 0.8349              | 0.8461            | 0.3918                         | 0.8816              | 0.8691               | 0.7877           | 0.8527    | 0.6427         | 0.7266       | 0.3332                    | 0.7837         | 0.6750          | 0.7508      |
| 0.3216        | 11.19 | 4140 | 0.4536          | 0.6723   | 0.7783        | 0.8671           | 0.9316         | 0.8169              | 0.8420            | 0.3408                         | 0.9016              | 0.8629               | 0.7524           | 0.8555    | 0.6474         | 0.7222       | 0.3056                    | 0.7759         | 0.6686          | 0.7310      |
| 0.1642        | 11.24 | 4160 | 0.4619          | 0.6763   | 0.7796        | 0.8692           | 0.9417         | 0.8225              | 0.8204            | 0.3641                         | 0.8971              | 0.8286               | 0.7831           | 0.8503    | 0.6389         | 0.7136       | 0.3134                    | 0.7810         | 0.6828          | 0.7539      |
| 0.2554        | 11.3  | 4180 | 0.4517          | 0.6737   | 0.7836        | 0.8658           | 0.9210         | 0.8279              | 0.8398            | 0.3657                         | 0.8955              | 0.8432               | 0.7924           | 0.8484    | 0.6426         | 0.7292       | 0.3153                    | 0.7742         | 0.6723          | 0.7334      |
| 0.4583        | 11.35 | 4200 | 0.4763          | 0.6656   | 0.7737        | 0.8620           | 0.9325         | 0.8033              | 0.8603            | 0.3369                         | 0.8883              | 0.8638               | 0.7310           | 0.8522    | 0.6465         | 0.7323       | 0.3024                    | 0.7650         | 0.6636          | 0.6970      |
| 0.3084        | 11.41 | 4220 | 0.4731          | 0.6742   | 0.7806        | 0.8674           | 0.9364         | 0.8137              | 0.8577            | 0.3301                         | 0.8771              | 0.8503               | 0.7990           | 0.8494    | 0.6510         | 0.7224       | 0.2997                    | 0.7752         | 0.6843          | 0.7372      |
| 0.266         | 11.46 | 4240 | 0.5071          | 0.6588   | 0.7692        | 0.8580           | 0.9329         | 0.8034              | 0.8575            | 0.3527                         | 0.8928              | 0.8501               | 0.6949           | 0.8469    | 0.6459         | 0.7186       | 0.3105                    | 0.7686         | 0.6547          | 0.6661      |
| 0.5354        | 11.51 | 4260 | 0.4999          | 0.6646   | 0.7827        | 0.8609           | 0.9342         | 0.8246              | 0.8536            | 0.3766                         | 0.8696              | 0.8778               | 0.7422           | 0.8557    | 0.6384         | 0.7281       | 0.3257                    | 0.7682         | 0.6456          | 0.6903      |
| 0.2397        | 11.57 | 4280 | 0.4972          | 0.6662   | 0.7818        | 0.8599           | 0.9190         | 0.7958              | 0.8618            | 0.3832                         | 0.8759              | 0.8659               | 0.7708           | 0.8455    | 0.6364         | 0.7226       | 0.3306                    | 0.7668         | 0.6643          | 0.6974      |
| 0.5025        | 11.62 | 4300 | 0.5343          | 0.6692   | 0.7953        | 0.8589           | 0.9311         | 0.8089              | 0.8629            | 0.4365                         | 0.8262              | 0.8836               | 0.8179           | 0.8507    | 0.6321         | 0.7357       | 0.3492                    | 0.7539         | 0.6592          | 0.7036      |
| 0.1878        | 11.68 | 4320 | 0.5217          | 0.6659   | 0.7795        | 0.8587           | 0.9297         | 0.8094              | 0.8222            | 0.4133                         | 0.8715              | 0.8206               | 0.7901           | 0.8428    | 0.6299         | 0.7210       | 0.3359                    | 0.7608         | 0.6706          | 0.7004      |
| 1.034         | 11.73 | 4340 | 0.4965          | 0.6687   | 0.7828        | 0.8619           | 0.9329         | 0.8392              | 0.8602            | 0.3868                         | 0.8800              | 0.8272               | 0.7532           | 0.8512    | 0.6398         | 0.7203       | 0.3296                    | 0.7625         | 0.6558          | 0.7220      |
| 0.3203        | 11.78 | 4360 | 0.5073          | 0.6671   | 0.7728        | 0.8610           | 0.9363         | 0.8011              | 0.8298            | 0.3882                         | 0.8940              | 0.8230               | 0.7368           | 0.8468    | 0.6411         | 0.7269       | 0.3292                    | 0.7639         | 0.6520          | 0.7101      |
| 0.1988        | 11.84 | 4380 | 0.4860          | 0.6720   | 0.7835        | 0.8634           | 0.9290         | 0.8446              | 0.8352            | 0.3782                         | 0.8839              | 0.8315               | 0.7822           | 0.8479    | 0.6457         | 0.7268       | 0.3247                    | 0.7660         | 0.6717          | 0.7215      |
| 0.479         | 11.89 | 4400 | 0.5356          | 0.6617   | 0.7757        | 0.8570           | 0.9424         | 0.8373              | 0.8021            | 0.3598                         | 0.8532              | 0.8590               | 0.7762           | 0.8334    | 0.6365         | 0.7023       | 0.3179                    | 0.7600         | 0.6720          | 0.7098      |
| 0.3036        | 11.95 | 4420 | 0.5433          | 0.6640   | 0.7827        | 0.8581           | 0.9288         | 0.8048              | 0.8188            | 0.3895                         | 0.8506              | 0.8803               | 0.8060           | 0.8446    | 0.6329         | 0.7162       | 0.3262                    | 0.7627         | 0.6786          | 0.6869      |
| 0.2225        | 12.0  | 4440 | 0.5095          | 0.6716   | 0.7923        | 0.8635           | 0.9234         | 0.8134              | 0.8488            | 0.4139                         | 0.8660              | 0.8838               | 0.7968           | 0.8476    | 0.6181         | 0.7352       | 0.3349                    | 0.7738         | 0.6798          | 0.7115      |
| 0.3636        | 12.05 | 4460 | 0.4831          | 0.6666   | 0.7787        | 0.8629           | 0.9218         | 0.7455              | 0.8455            | 0.4168                         | 0.8928              | 0.8585               | 0.7699           | 0.8491    | 0.5952         | 0.7331       | 0.3193                    | 0.7717         | 0.6819          | 0.7160      |
| 0.4563        | 12.11 | 4480 | 0.5138          | 0.6671   | 0.7843        | 0.8610           | 0.9134         | 0.8195              | 0.8651            | 0.3871                         | 0.8837              | 0.8314               | 0.7902           | 0.8417    | 0.6273         | 0.7232       | 0.3202                    | 0.7701         | 0.6746          | 0.7126      |
| 0.4611        | 12.16 | 4500 | 0.5611          | 0.6487   | 0.7639        | 0.8546           | 0.9364         | 0.7368              | 0.8272            | 0.3486                         | 0.8580              | 0.8829               | 0.7576           | 0.8332    | 0.5756         | 0.7141       | 0.2811                    | 0.7634         | 0.6682          | 0.7053      |
| 0.2496        | 12.22 | 4520 | 0.5001          | 0.6642   | 0.7775        | 0.8608           | 0.9180         | 0.8055              | 0.8575            | 0.3687                         | 0.8938              | 0.8386               | 0.7606           | 0.8448    | 0.6187         | 0.7312       | 0.3064                    | 0.7675         | 0.6769          | 0.7035      |
| 1.0404        | 12.27 | 4540 | 0.5020          | 0.6698   | 0.7866        | 0.8625           | 0.9189         | 0.8382              | 0.8570            | 0.3665                         | 0.8809              | 0.8730               | 0.7716           | 0.8464    | 0.6399         | 0.7394       | 0.3183                    | 0.7704         | 0.6706          | 0.7037      |
| 0.2865        | 12.32 | 4560 | 0.4854          | 0.6716   | 0.7904        | 0.8641           | 0.9181         | 0.8195              | 0.8737            | 0.3857                         | 0.8774              | 0.8779               | 0.7803           | 0.8526    | 0.6304         | 0.7359       | 0.3315                    | 0.7729         | 0.6678          | 0.7100      |
| 0.1384        | 12.38 | 4580 | 0.5150          | 0.6640   | 0.7715        | 0.8617           | 0.9207         | 0.7582              | 0.8433            | 0.3823                         | 0.8965              | 0.8003               | 0.7990           | 0.8537    | 0.6027         | 0.7319       | 0.3270                    | 0.7654         | 0.6641          | 0.7031      |
| 0.2106        | 12.43 | 4600 | 0.5193          | 0.6700   | 0.7962        | 0.8617           | 0.9142         | 0.8399              | 0.8736            | 0.4208                         | 0.8645              | 0.8586               | 0.8020           | 0.8486    | 0.6170         | 0.7201       | 0.3542                    | 0.7716         | 0.6737          | 0.7049      |
| 0.2151        | 12.49 | 4620 | 0.5244          | 0.6675   | 0.7854        | 0.8610           | 0.9312         | 0.8037              | 0.8590            | 0.3918                         | 0.8589              | 0.8785               | 0.7746           | 0.8453    | 0.6248         | 0.7201       | 0.3341                    | 0.7674         | 0.6775          | 0.7036      |
| 0.4629        | 12.54 | 4640 | 0.5125          | 0.6705   | 0.7837        | 0.8624           | 0.9294         | 0.8234              | 0.8336            | 0.4096                         | 0.8866              | 0.8476               | 0.7561           | 0.8436    | 0.6290         | 0.7298       | 0.3325                    | 0.7718         | 0.6852          | 0.7018      |
| 0.3029        | 12.59 | 4660 | 0.5020          | 0.6708   | 0.7821        | 0.8641           | 0.9226         | 0.7807              | 0.8452            | 0.3878                         | 0.8839              | 0.8617               | 0.7930           | 0.8481    | 0.6218         | 0.7328       | 0.3231                    | 0.7722         | 0.6797          | 0.7177      |
| 0.5942        | 12.65 | 4680 | 0.4961          | 0.6705   | 0.7871        | 0.8636           | 0.9234         | 0.8261              | 0.8580            | 0.3716                         | 0.8739              | 0.8690               | 0.7875           | 0.8505    | 0.6395         | 0.7307       | 0.3172                    | 0.7697         | 0.6683          | 0.7177      |
| 0.368         | 12.7  | 4700 | 0.5400          | 0.6664   | 0.7849        | 0.8619           | 0.9211         | 0.8095              | 0.8383            | 0.3680                         | 0.8638              | 0.8714               | 0.8223           | 0.8512    | 0.6292         | 0.7256       | 0.3095                    | 0.7673         | 0.6680          | 0.7141      |
| 0.4249        | 12.76 | 4720 | 0.5092          | 0.6694   | 0.7883        | 0.8628           | 0.9210         | 0.8259              | 0.8213            | 0.3992                         | 0.8747              | 0.8696               | 0.8061           | 0.8539    | 0.6356         | 0.7236       | 0.3240                    | 0.7694         | 0.6646          | 0.7146      |
| 0.1753        | 12.81 | 4740 | 0.5102          | 0.6707   | 0.7865        | 0.8628           | 0.9271         | 0.8165              | 0.8404            | 0.4123                         | 0.8753              | 0.8404               | 0.7933           | 0.8490    | 0.6401         | 0.7239       | 0.3261                    | 0.7718         | 0.6744          | 0.7094      |
| 0.2521        | 12.86 | 4760 | 0.5313          | 0.6540   | 0.7699        | 0.8553           | 0.9347         | 0.8184              | 0.8346            | 0.3785                         | 0.8903              | 0.8567               | 0.6759           | 0.8508    | 0.6315         | 0.7253       | 0.3082                    | 0.7615         | 0.6542          | 0.6466      |
| 0.2897        | 12.92 | 4780 | 0.5331          | 0.6630   | 0.7822        | 0.8603           | 0.9351         | 0.8578              | 0.8300            | 0.3989                         | 0.8907              | 0.8645               | 0.6980           | 0.8481    | 0.6213         | 0.7303       | 0.3325                    | 0.7759         | 0.6622          | 0.6711      |
| 0.2434        | 12.97 | 4800 | 0.5096          | 0.6747   | 0.7865        | 0.8634           | 0.9283         | 0.8070              | 0.8075            | 0.4392                         | 0.8847              | 0.8577               | 0.7810           | 0.8498    | 0.6372         | 0.7255       | 0.3552                    | 0.7699         | 0.6874          | 0.6979      |
| 0.3099        | 13.03 | 4820 | 0.5082          | 0.6731   | 0.7855        | 0.8637           | 0.9312         | 0.8004              | 0.8552            | 0.3981                         | 0.8708              | 0.8607               | 0.7822           | 0.8484    | 0.6399         | 0.7295       | 0.3338                    | 0.7710         | 0.6917          | 0.6975      |
| 0.2967        | 13.08 | 4840 | 0.5157          | 0.6607   | 0.7819        | 0.8578           | 0.9220         | 0.8289              | 0.8720            | 0.3841                         | 0.8823              | 0.8790               | 0.7051           | 0.8491    | 0.6406         | 0.7166       | 0.3336                    | 0.7718         | 0.6495          | 0.6637      |
| 0.3569        | 13.14 | 4860 | 0.5009          | 0.6597   | 0.7836        | 0.8564           | 0.9238         | 0.8392              | 0.8704            | 0.3932                         | 0.8710              | 0.8693               | 0.7182           | 0.8463    | 0.6398         | 0.7192       | 0.3322                    | 0.7684         | 0.6475          | 0.6647      |
| 0.2445        | 13.19 | 4880 | 0.5128          | 0.6603   | 0.7801        | 0.8564           | 0.9281         | 0.8227              | 0.8419            | 0.4230                         | 0.8866              | 0.8719               | 0.6866           | 0.8471    | 0.6405         | 0.7303       | 0.3424                    | 0.7711         | 0.6394          | 0.6514      |
| 0.5326        | 13.24 | 4900 | 0.4863          | 0.6743   | 0.7865        | 0.8652           | 0.9269         | 0.8421              | 0.8430            | 0.3841                         | 0.8891              | 0.8457               | 0.7745           | 0.8501    | 0.6429         | 0.7319       | 0.3322                    | 0.7743         | 0.6831          | 0.7059      |
| 0.2514        | 13.3  | 4920 | 0.4935          | 0.6709   | 0.7871        | 0.8623           | 0.9339         | 0.8357              | 0.8609            | 0.3910                         | 0.8698              | 0.8696               | 0.7485           | 0.8471    | 0.6480         | 0.7290       | 0.3329                    | 0.7702         | 0.6714          | 0.6978      |
| 0.3894        | 13.35 | 4940 | 0.5009          | 0.6659   | 0.7906        | 0.8593           | 0.9267         | 0.8664              | 0.8495            | 0.3956                         | 0.8620              | 0.8768               | 0.7573           | 0.8434    | 0.6276         | 0.7292       | 0.3260                    | 0.7636         | 0.6668          | 0.7048      |
| 0.4839        | 13.41 | 4960 | 0.4901          | 0.6670   | 0.7744        | 0.8633           | 0.9282         | 0.7450              | 0.8599            | 0.3995                         | 0.8916              | 0.8192               | 0.7776           | 0.8526    | 0.6136         | 0.7311       | 0.3150                    | 0.7690         | 0.6704          | 0.7173      |
| 0.2441        | 13.46 | 4980 | 0.5106          | 0.6709   | 0.7896        | 0.8628           | 0.9379         | 0.8019              | 0.8483            | 0.4314                         | 0.8572              | 0.8752               | 0.7757           | 0.8502    | 0.6320         | 0.7327       | 0.3386                    | 0.7717         | 0.6580          | 0.7129      |
| 0.5473        | 13.51 | 5000 | 0.5255          | 0.6621   | 0.7782        | 0.8580           | 0.9438         | 0.8000              | 0.8369            | 0.4123                         | 0.8537              | 0.8246               | 0.7760           | 0.8377    | 0.6141         | 0.7204       | 0.3186                    | 0.7635         | 0.6706          | 0.7098      |
| 0.1486        | 13.57 | 5020 | 0.5195          | 0.6662   | 0.7827        | 0.8599           | 0.9242         | 0.8125              | 0.8350            | 0.3937                         | 0.8710              | 0.8547               | 0.7875           | 0.8411    | 0.6260         | 0.7198       | 0.3243                    | 0.7654         | 0.6701          | 0.7165      |
| 0.2186        | 13.62 | 5040 | 0.4999          | 0.6729   | 0.7870        | 0.8642           | 0.9226         | 0.8238              | 0.8248            | 0.4081                         | 0.8901              | 0.8603               | 0.7794           | 0.8535    | 0.6293         | 0.7207       | 0.3501                    | 0.7717         | 0.6766          | 0.7083      |
| 0.5523        | 13.68 | 5060 | 0.4972          | 0.6716   | 0.7834        | 0.8621           | 0.9364         | 0.7830              | 0.8347            | 0.4345                         | 0.8711              | 0.8521               | 0.7719           | 0.8469    | 0.6391         | 0.7225       | 0.3558                    | 0.7737         | 0.6702          | 0.6927      |
| 0.3129        | 13.73 | 5080 | 0.5006          | 0.6754   | 0.7911        | 0.8640           | 0.9256         | 0.8120              | 0.8491            | 0.4344                         | 0.8778              | 0.8622               | 0.7767           | 0.8516    | 0.6405         | 0.7243       | 0.3645                    | 0.7737         | 0.6711          | 0.7023      |
| 1.1368        | 13.78 | 5100 | 0.4848          | 0.6775   | 0.7909        | 0.8666           | 0.9317         | 0.8042              | 0.8594            | 0.4132                         | 0.8729              | 0.8673               | 0.7878           | 0.8526    | 0.6345         | 0.7259       | 0.3470                    | 0.7741         | 0.6848          | 0.7237      |
| 0.4972        | 13.84 | 5120 | 0.4955          | 0.6762   | 0.7907        | 0.8650           | 0.9312         | 0.8042              | 0.8393            | 0.4242                         | 0.8667              | 0.8641               | 0.8047           | 0.8506    | 0.6356         | 0.7240       | 0.3519                    | 0.7720         | 0.6832          | 0.7160      |
| 0.2806        | 13.89 | 5140 | 0.4865          | 0.6790   | 0.7891        | 0.8661           | 0.9345         | 0.8125              | 0.8296            | 0.4257                         | 0.8805              | 0.8656               | 0.7756           | 0.8500    | 0.6440         | 0.7236       | 0.3526                    | 0.7723         | 0.6952          | 0.7154      |
| 0.2612        | 13.95 | 5160 | 0.4950          | 0.6812   | 0.7990        | 0.8665           | 0.9214         | 0.8179              | 0.8357            | 0.4575                         | 0.8766              | 0.8844               | 0.7997           | 0.8528    | 0.6312         | 0.7298       | 0.3690                    | 0.7719         | 0.6899          | 0.7238      |
| 0.2957        | 14.0  | 5180 | 0.5090          | 0.6800   | 0.7929        | 0.8664           | 0.9351         | 0.8069              | 0.8468            | 0.4483                         | 0.8734              | 0.8575               | 0.7822           | 0.8471    | 0.6272         | 0.7311       | 0.3675                    | 0.7755         | 0.6947          | 0.7166      |
| 0.1289        | 14.05 | 5200 | 0.5218          | 0.6751   | 0.7966        | 0.8628           | 0.9211         | 0.8475              | 0.8457            | 0.4619                         | 0.8863              | 0.8768               | 0.7373           | 0.8431    | 0.6333         | 0.7286       | 0.3674                    | 0.7769         | 0.6771          | 0.6995      |
| 2.1114        | 14.11 | 5220 | 0.5168          | 0.6746   | 0.8010        | 0.8623           | 0.9081         | 0.8350              | 0.8713            | 0.4562                         | 0.8718              | 0.8709               | 0.7936           | 0.8467    | 0.6255         | 0.7192       | 0.3640                    | 0.7700         | 0.6874          | 0.7094      |
| 0.2717        | 14.16 | 5240 | 0.5292          | 0.6714   | 0.7891        | 0.8624           | 0.9252         | 0.8115              | 0.8675            | 0.4141                         | 0.8713              | 0.8636               | 0.7701           | 0.8451    | 0.6335         | 0.7217       | 0.3411                    | 0.7728         | 0.6879          | 0.6981      |
| 0.3883        | 14.22 | 5260 | 0.5264          | 0.6706   | 0.7862        | 0.8622           | 0.9271         | 0.8114              | 0.8587            | 0.3985                         | 0.8694              | 0.8545               | 0.7840           | 0.8459    | 0.6333         | 0.7198       | 0.3393                    | 0.7712         | 0.6890          | 0.6958      |
| 0.1332        | 14.27 | 5280 | 0.5285          | 0.6681   | 0.7870        | 0.8603           | 0.9204         | 0.8360              | 0.8476            | 0.3851                         | 0.8751              | 0.8891               | 0.7555           | 0.8489    | 0.6390         | 0.7189       | 0.3416                    | 0.7641         | 0.6699          | 0.6944      |
| 0.3121        | 14.32 | 5300 | 0.5467          | 0.6776   | 0.7920        | 0.8656           | 0.9319         | 0.8045              | 0.8490            | 0.4261                         | 0.8644              | 0.8584               | 0.8100           | 0.8515    | 0.6317         | 0.7259       | 0.3577                    | 0.7716         | 0.6897          | 0.7148      |
| 0.3477        | 14.38 | 5320 | 0.5295          | 0.6760   | 0.7842        | 0.8655           | 0.9295         | 0.8077              | 0.8372            | 0.4016                         | 0.8879              | 0.8395               | 0.7860           | 0.8510    | 0.6352         | 0.7274       | 0.3495                    | 0.7723         | 0.6888          | 0.7076      |
| 0.1593        | 14.43 | 5340 | 0.4977          | 0.6823   | 0.7933        | 0.8682           | 0.9344         | 0.8290              | 0.8320            | 0.4197                         | 0.8838              | 0.8896               | 0.7644           | 0.8544    | 0.6498         | 0.7360       | 0.3592                    | 0.7755         | 0.6696          | 0.7314      |
| 0.3181        | 14.49 | 5360 | 0.4896          | 0.6837   | 0.7973        | 0.8692           | 0.9398         | 0.8331              | 0.8755            | 0.4149                         | 0.8664              | 0.8754               | 0.7762           | 0.8511    | 0.6519         | 0.7369       | 0.3492                    | 0.7798         | 0.6870          | 0.7297      |
| 0.2664        | 14.54 | 5380 | 0.4998          | 0.6796   | 0.7972        | 0.8656           | 0.9299         | 0.8438              | 0.8715            | 0.4403                         | 0.8770              | 0.8700               | 0.7480           | 0.8444    | 0.6466         | 0.7292       | 0.3618                    | 0.7797         | 0.6895          | 0.7063      |
| 0.207         | 14.59 | 5400 | 0.5029          | 0.6787   | 0.7896        | 0.8674           | 0.9278         | 0.8000              | 0.8380            | 0.4078                         | 0.8846              | 0.8850               | 0.7839           | 0.8528    | 0.6402         | 0.7308       | 0.3444                    | 0.7767         | 0.6743          | 0.7317      |
| 0.2319        | 14.65 | 5420 | 0.5305          | 0.6727   | 0.7816        | 0.8655           | 0.9299         | 0.7777              | 0.8264            | 0.4076                         | 0.8890              | 0.8526               | 0.7880           | 0.8474    | 0.6143         | 0.7290       | 0.3372                    | 0.7791         | 0.6874          | 0.7142      |
| 0.4921        | 14.7  | 5440 | 0.5203          | 0.6710   | 0.7847        | 0.8646           | 0.9315         | 0.7697              | 0.8360            | 0.4168                         | 0.8748              | 0.8799               | 0.7841           | 0.8497    | 0.6098         | 0.7354       | 0.3341                    | 0.7761         | 0.6800          | 0.7121      |
| 0.3038        | 14.76 | 5460 | 0.4807          | 0.6783   | 0.7881        | 0.8685           | 0.9280         | 0.8140              | 0.8348            | 0.3998                         | 0.8942              | 0.8582               | 0.7875           | 0.8586    | 0.6327         | 0.7431       | 0.3385                    | 0.7768         | 0.6791          | 0.7193      |
| 0.3345        | 14.81 | 5480 | 0.5134          | 0.6740   | 0.7889        | 0.8648           | 0.9249         | 0.8266              | 0.8209            | 0.4041                         | 0.8822              | 0.8734               | 0.7904           | 0.8541    | 0.6356         | 0.7297       | 0.3416                    | 0.7724         | 0.6751          | 0.7093      |
| 0.2955        | 14.86 | 5500 | 0.4883          | 0.6779   | 0.7900        | 0.8680           | 0.9395         | 0.8132              | 0.8422            | 0.4169                         | 0.8772              | 0.8587               | 0.7820           | 0.8555    | 0.6349         | 0.7330       | 0.3268                    | 0.7752         | 0.6859          | 0.7338      |
| 1.0757        | 14.92 | 5520 | 0.4846          | 0.6810   | 0.7985        | 0.8692           | 0.9434         | 0.8587              | 0.8273            | 0.4333                         | 0.8672              | 0.8656               | 0.7945           | 0.8539    | 0.6293         | 0.7301       | 0.3441                    | 0.7787         | 0.6867          | 0.7440      |
| 0.3312        | 14.97 | 5540 | 0.4857          | 0.6724   | 0.7861        | 0.8642           | 0.9313         | 0.8113              | 0.8457            | 0.3913                         | 0.8753              | 0.8795               | 0.7683           | 0.8494    | 0.6431         | 0.7286       | 0.3286                    | 0.7742         | 0.6727          | 0.7099      |
| 0.4682        | 15.03 | 5560 | 0.5042          | 0.6663   | 0.7715        | 0.8652           | 0.9348         | 0.7342              | 0.8550            | 0.3689                         | 0.8918              | 0.8496               | 0.7666           | 0.8530    | 0.6006         | 0.7241       | 0.3070                    | 0.7741         | 0.6821          | 0.7236      |
| 0.3006        | 15.08 | 5580 | 0.4855          | 0.6706   | 0.7894        | 0.8655           | 0.9319         | 0.7705              | 0.8250            | 0.4516                         | 0.8788              | 0.9007               | 0.7675           | 0.8554    | 0.6000         | 0.7302       | 0.3311                    | 0.7800         | 0.6684          | 0.7292      |
| 0.2306        | 15.14 | 5600 | 0.4908          | 0.6715   | 0.7847        | 0.8654           | 0.9293         | 0.8007              | 0.8582            | 0.4116                         | 0.8913              | 0.8402               | 0.7616           | 0.8483    | 0.6164         | 0.7314       | 0.3271                    | 0.7807         | 0.6812          | 0.7154      |
| 0.3002        | 15.19 | 5620 | 0.4985          | 0.6742   | 0.7889        | 0.8645           | 0.9162         | 0.8279              | 0.8530            | 0.4063                         | 0.8931              | 0.8420               | 0.7840           | 0.8460    | 0.6346         | 0.7274       | 0.3419                    | 0.7774         | 0.6814          | 0.7109      |
| 0.1737        | 15.24 | 5640 | 0.4909          | 0.6781   | 0.7953        | 0.8648           | 0.9256         | 0.8263              | 0.8514            | 0.4503                         | 0.8787              | 0.8620               | 0.7726           | 0.8446    | 0.6417         | 0.7351       | 0.3517                    | 0.7770         | 0.6858          | 0.7109      |
| 0.4677        | 15.3  | 5660 | 0.4998          | 0.6785   | 0.7928        | 0.8653           | 0.9249         | 0.7964              | 0.8667            | 0.4439                         | 0.8779              | 0.8599               | 0.7800           | 0.8443    | 0.6366         | 0.7375       | 0.3548                    | 0.7782         | 0.6893          | 0.7089      |
| 0.18          | 15.35 | 5680 | 0.4993          | 0.6834   | 0.7929        | 0.8688           | 0.9293         | 0.8141              | 0.8446            | 0.4348                         | 0.8940              | 0.8692               | 0.7643           | 0.8533    | 0.6466         | 0.7362       | 0.3624                    | 0.7788         | 0.6836          | 0.7228      |
| 0.2046        | 15.41 | 5700 | 0.5077          | 0.6809   | 0.7907        | 0.8668           | 0.9280         | 0.8157              | 0.8260            | 0.4354                         | 0.8903              | 0.8592               | 0.7804           | 0.8509    | 0.6412         | 0.7331       | 0.3692                    | 0.7760         | 0.6871          | 0.7091      |
| 0.3242        | 15.46 | 5720 | 0.5112          | 0.6802   | 0.7967        | 0.8665           | 0.9270         | 0.8207              | 0.8405            | 0.4317                         | 0.8703              | 0.8902               | 0.7967           | 0.8542    | 0.6380         | 0.7406       | 0.3624                    | 0.7729         | 0.6773          | 0.7159      |
| 0.3739        | 15.51 | 5740 | 0.5063          | 0.6813   | 0.7931        | 0.8684           | 0.9286         | 0.8123              | 0.8386            | 0.4300                         | 0.8886              | 0.8765               | 0.7769           | 0.8535    | 0.6320         | 0.7431       | 0.3603                    | 0.7795         | 0.6847          | 0.7160      |
| 0.2666        | 15.57 | 5760 | 0.4717          | 0.6864   | 0.7994        | 0.8710           | 0.9265         | 0.8450              | 0.8283            | 0.4613                         | 0.8958              | 0.8273               | 0.8116           | 0.8542    | 0.6258         | 0.7363       | 0.3765                    | 0.7835         | 0.6854          | 0.7433      |
| 0.7799        | 15.62 | 5780 | 0.4945          | 0.6844   | 0.7885        | 0.8706           | 0.9381         | 0.7950              | 0.8566            | 0.4049                         | 0.8864              | 0.8540               | 0.7846           | 0.8519    | 0.6508         | 0.7316       | 0.3453                    | 0.7807         | 0.6894          | 0.7410      |
| 0.1876        | 15.68 | 5800 | 0.5152          | 0.6771   | 0.7853        | 0.8665           | 0.9328         | 0.7844              | 0.8687            | 0.3990                         | 0.8833              | 0.8695               | 0.7596           | 0.8478    | 0.6443         | 0.7298       | 0.3451                    | 0.7802         | 0.6746          | 0.7177      |
| 0.1649        | 15.73 | 5820 | 0.5039          | 0.6807   | 0.7918        | 0.8689           | 0.9366         | 0.7952              | 0.8548            | 0.4232                         | 0.8794              | 0.8828               | 0.7706           | 0.8543    | 0.6376         | 0.7388       | 0.3519                    | 0.7820         | 0.6676          | 0.7324      |
| 0.1766        | 15.78 | 5840 | 0.4911          | 0.6838   | 0.8026        | 0.8680           | 0.9355         | 0.8092              | 0.8322            | 0.4831                         | 0.8594              | 0.8927               | 0.8063           | 0.8525    | 0.6296         | 0.7336       | 0.3748                    | 0.7749         | 0.6685          | 0.7526      |
| 0.2473        | 15.84 | 5860 | 0.5188          | 0.6789   | 0.7894        | 0.8675           | 0.9466         | 0.8100              | 0.8388            | 0.4420                         | 0.8813              | 0.8656               | 0.7415           | 0.8531    | 0.6392         | 0.7344       | 0.3628                    | 0.7816         | 0.6610          | 0.7200      |
| 0.289         | 15.89 | 5880 | 0.5022          | 0.6749   | 0.7844        | 0.8675           | 0.9353         | 0.7571              | 0.8180            | 0.4601                         | 0.8985              | 0.8605               | 0.7614           | 0.8563    | 0.6040         | 0.7332       | 0.3545                    | 0.7819         | 0.6636          | 0.7311      |
| 0.5168        | 15.95 | 5900 | 0.5095          | 0.6770   | 0.7964        | 0.8659           | 0.9219         | 0.8194              | 0.8637            | 0.4406                         | 0.8834              | 0.8862               | 0.7593           | 0.8551    | 0.6415         | 0.7352       | 0.3583                    | 0.7803         | 0.6479          | 0.7209      |
| 0.2442        | 16.0  | 5920 | 0.4844          | 0.6777   | 0.7875        | 0.8662           | 0.9214         | 0.7834              | 0.8410            | 0.4380                         | 0.8973              | 0.8531               | 0.7787           | 0.8530    | 0.6426         | 0.7376       | 0.3594                    | 0.7799         | 0.6593          | 0.7118      |
| 0.149         | 16.05 | 5940 | 0.4835          | 0.6846   | 0.7981        | 0.8709           | 0.9328         | 0.7926              | 0.8671            | 0.4370                         | 0.8748              | 0.8925               | 0.7899           | 0.8608    | 0.6477         | 0.7436       | 0.3550                    | 0.7834         | 0.6581          | 0.7438      |
| 0.4233        | 16.11 | 5960 | 0.5287          | 0.6761   | 0.7899        | 0.8666           | 0.9340         | 0.7707              | 0.8678            | 0.4285                         | 0.8752              | 0.9000               | 0.7533           | 0.8594    | 0.6358         | 0.7414       | 0.3471                    | 0.7767         | 0.6480          | 0.7239      |
| 0.2474        | 16.16 | 5980 | 0.4975          | 0.6807   | 0.7989        | 0.8678           | 0.9279         | 0.8210              | 0.8633            | 0.4565                         | 0.8807              | 0.8738               | 0.7694           | 0.8594    | 0.6435         | 0.7429       | 0.3570                    | 0.7782         | 0.6595          | 0.7247      |
| 0.9518        | 16.22 | 6000 | 0.4897          | 0.6827   | 0.8002        | 0.8687           | 0.9317         | 0.7875              | 0.8792            | 0.4526                         | 0.8642              | 0.9030               | 0.7834           | 0.8582    | 0.6419         | 0.7417       | 0.3634                    | 0.7796         | 0.6595          | 0.7350      |
| 0.2513        | 16.27 | 6020 | 0.4773          | 0.6805   | 0.7953        | 0.8689           | 0.9289         | 0.7429              | 0.8511            | 0.4985                         | 0.8836              | 0.8754               | 0.7870           | 0.8582    | 0.5985         | 0.7464       | 0.3724                    | 0.7806         | 0.6781          | 0.7290      |
| 0.1251        | 16.32 | 6040 | 0.5102          | 0.6733   | 0.7894        | 0.8649           | 0.9319         | 0.7316              | 0.8592            | 0.4897                         | 0.8732              | 0.8606               | 0.7793           | 0.8550    | 0.5949         | 0.7385       | 0.3618                    | 0.7740         | 0.6789          | 0.7101      |
| 0.2096        | 16.38 | 6060 | 0.5544          | 0.6654   | 0.7734        | 0.8613           | 0.9346         | 0.7286              | 0.8316            | 0.4491                         | 0.8952              | 0.8402               | 0.7348           | 0.8490    | 0.5997         | 0.7362       | 0.3508                    | 0.7744         | 0.6675          | 0.6800      |
| 0.2968        | 16.43 | 6080 | 0.5408          | 0.6708   | 0.7810        | 0.8642           | 0.9319         | 0.7308              | 0.8530            | 0.4436                         | 0.8817              | 0.8506               | 0.7752           | 0.8492    | 0.6021         | 0.7360       | 0.3420                    | 0.7744         | 0.6818          | 0.7102      |
| 0.1925        | 16.49 | 6100 | 0.5234          | 0.6751   | 0.7802        | 0.8655           | 0.9362         | 0.7851              | 0.8293            | 0.4033                         | 0.8891              | 0.8507               | 0.7680           | 0.8455    | 0.6390         | 0.7345       | 0.3436                    | 0.7800         | 0.6783          | 0.7048      |
| 0.1512        | 16.54 | 6120 | 0.5169          | 0.6733   | 0.7879        | 0.8634           | 0.9197         | 0.8116              | 0.8403            | 0.4337                         | 0.8938              | 0.8521               | 0.7642           | 0.8466    | 0.6324         | 0.7295       | 0.3554                    | 0.7780         | 0.6752          | 0.6960      |
| 1.0842        | 16.59 | 6140 | 0.5388          | 0.6687   | 0.7816        | 0.8619           | 0.9273         | 0.8104              | 0.8460            | 0.3814                         | 0.8826              | 0.8725               | 0.7509           | 0.8460    | 0.6449         | 0.7241       | 0.3350                    | 0.7759         | 0.6668          | 0.6880      |
| 0.1614        | 16.65 | 6160 | 0.5187          | 0.6636   | 0.7771        | 0.8618           | 0.9259         | 0.7617              | 0.8386            | 0.4061                         | 0.8914              | 0.8633               | 0.7525           | 0.8526    | 0.6064         | 0.7309       | 0.3259                    | 0.7757         | 0.6629          | 0.6908      |
| 0.1858        | 16.7  | 6180 | 0.5286          | 0.6650   | 0.7822        | 0.8611           | 0.9313         | 0.7921              | 0.8496            | 0.3952                         | 0.8735              | 0.8957               | 0.7382           | 0.8523    | 0.6241         | 0.7337       | 0.3299                    | 0.7718         | 0.6543          | 0.6887      |
| 0.3468        | 16.76 | 6200 | 0.5273          | 0.6678   | 0.7859        | 0.8629           | 0.9267         | 0.7752              | 0.8506            | 0.4243                         | 0.8773              | 0.8873               | 0.7601           | 0.8538    | 0.6083         | 0.7321       | 0.3376                    | 0.7744         | 0.6689          | 0.6993      |
| 0.354         | 16.81 | 6220 | 0.5206          | 0.6757   | 0.7902        | 0.8648           | 0.9230         | 0.8183              | 0.8311            | 0.4240                         | 0.8890              | 0.8805               | 0.7657           | 0.8532    | 0.6349         | 0.7324       | 0.3594                    | 0.7741         | 0.6757          | 0.7004      |
| 2.8871        | 16.86 | 6240 | 0.5194          | 0.6730   | 0.7803        | 0.8664           | 0.9292         | 0.7858              | 0.8634            | 0.3612                         | 0.8870              | 0.8517               | 0.7838           | 0.8505    | 0.6421         | 0.7243       | 0.3101                    | 0.7781         | 0.6912          | 0.7150      |
| 0.1432        | 16.92 | 6260 | 0.5332          | 0.6776   | 0.7969        | 0.8659           | 0.9276         | 0.8357              | 0.8347            | 0.4328                         | 0.8681              | 0.8728               | 0.8065           | 0.8490    | 0.6304         | 0.7277       | 0.3565                    | 0.7787         | 0.6866          | 0.7143      |
| 0.4293        | 16.97 | 6280 | 0.5359          | 0.6743   | 0.7911        | 0.8640           | 0.9263         | 0.8173              | 0.8417            | 0.4337                         | 0.8768              | 0.8573               | 0.7848           | 0.8464    | 0.6288         | 0.7288       | 0.3619                    | 0.7803         | 0.6743          | 0.6995      |
| 0.1615        | 17.03 | 6300 | 0.5312          | 0.6707   | 0.7850        | 0.8631           | 0.9235         | 0.8195              | 0.8376            | 0.3972                         | 0.8822              | 0.8427               | 0.7923           | 0.8458    | 0.6318         | 0.7257       | 0.3399                    | 0.7763         | 0.6717          | 0.7040      |
| 0.3256        | 17.08 | 6320 | 0.5576          | 0.6765   | 0.7988        | 0.8649           | 0.9241         | 0.8049              | 0.8456            | 0.4676                         | 0.8607              | 0.8651               | 0.8239           | 0.8499    | 0.6193         | 0.7269       | 0.3615                    | 0.7758         | 0.6810          | 0.7214      |
| 0.151         | 17.14 | 6340 | 0.5276          | 0.6770   | 0.7981        | 0.8653           | 0.9209         | 0.7924              | 0.8636            | 0.4883                         | 0.8718              | 0.8319               | 0.8178           | 0.8506    | 0.6124         | 0.7279       | 0.3667                    | 0.7769         | 0.6822          | 0.7221      |
| 0.2787        | 17.19 | 6360 | 0.5150          | 0.6654   | 0.7880        | 0.8606           | 0.9278         | 0.7669              | 0.8693            | 0.4623                         | 0.8675              | 0.8649               | 0.7572           | 0.8474    | 0.6019         | 0.7234       | 0.3441                    | 0.7750         | 0.6662          | 0.7002      |
| 0.6129        | 17.24 | 6380 | 0.5554          | 0.6559   | 0.7707        | 0.8571           | 0.9284         | 0.7225              | 0.8456            | 0.4307                         | 0.8853              | 0.8551               | 0.7277           | 0.8464    | 0.5879         | 0.7259       | 0.3290                    | 0.7711         | 0.6578          | 0.6731      |
| 0.3666        | 17.3  | 6400 | 0.5100          | 0.6695   | 0.7746        | 0.8655           | 0.9290         | 0.7164              | 0.8563            | 0.4180                         | 0.8972              | 0.8196               | 0.7855           | 0.8501    | 0.5937         | 0.7323       | 0.3277                    | 0.7774         | 0.6819          | 0.7233      |
| 0.1233        | 17.35 | 6420 | 0.4955          | 0.6726   | 0.7803        | 0.8662           | 0.9277         | 0.7551              | 0.8202            | 0.4411                         | 0.9018              | 0.8264               | 0.7897           | 0.8524    | 0.5977         | 0.7293       | 0.3464                    | 0.7777         | 0.6796          | 0.7251      |
| 0.7043        | 17.41 | 6440 | 0.5055          | 0.6735   | 0.7901        | 0.8654           | 0.9249         | 0.8187              | 0.8239            | 0.4528                         | 0.8974              | 0.8461               | 0.7670           | 0.8505    | 0.6076         | 0.7329       | 0.3561                    | 0.7815         | 0.6724          | 0.7138      |
| 0.3247        | 17.46 | 6460 | 0.4886          | 0.6842   | 0.7946        | 0.8707           | 0.9325         | 0.8308              | 0.8628            | 0.4370                         | 0.9001              | 0.8430               | 0.7561           | 0.8576    | 0.6502         | 0.7371       | 0.3639                    | 0.7875         | 0.6680          | 0.7249      |
| 0.1201        | 17.51 | 6480 | 0.4806          | 0.6831   | 0.8002        | 0.8685           | 0.9306         | 0.8270              | 0.8591            | 0.4705                         | 0.8839              | 0.8699               | 0.7606           | 0.8563    | 0.6460         | 0.7360       | 0.3745                    | 0.7843         | 0.6700          | 0.7144      |
| 0.2859        | 17.57 | 6500 | 0.4819          | 0.6807   | 0.7987        | 0.8674           | 0.9277         | 0.8291              | 0.8295            | 0.4689                         | 0.8842              | 0.8757               | 0.7762           | 0.8552    | 0.6415         | 0.7294       | 0.3689                    | 0.7825         | 0.6706          | 0.7170      |
| 0.85          | 17.62 | 6520 | 0.4951          | 0.6789   | 0.8020        | 0.8657           | 0.9229         | 0.8269              | 0.8442            | 0.4726                         | 0.8671              | 0.8716               | 0.8085           | 0.8543    | 0.6410         | 0.7275       | 0.3625                    | 0.7776         | 0.6692          | 0.7199      |
| 0.2891        | 17.68 | 6540 | 0.5159          | 0.6789   | 0.8060        | 0.8650           | 0.9188         | 0.8347              | 0.8527            | 0.4956                         | 0.8656              | 0.8682               | 0.8065           | 0.8534    | 0.6368         | 0.7307       | 0.3709                    | 0.7776         | 0.6692          | 0.7134      |
| 0.2246        | 17.73 | 6560 | 0.5151          | 0.6783   | 0.8033        | 0.8641           | 0.9213         | 0.8281              | 0.8562            | 0.4880                         | 0.8647              | 0.8718               | 0.7927           | 0.8524    | 0.6389         | 0.7344       | 0.3734                    | 0.7744         | 0.6724          | 0.7019      |
| 0.4184        | 17.78 | 6580 | 0.5202          | 0.6732   | 0.7929        | 0.8631           | 0.9195         | 0.8327              | 0.8393            | 0.4255                         | 0.8774              | 0.8691               | 0.7870           | 0.8506    | 0.6369         | 0.7364       | 0.3448                    | 0.7731         | 0.6737          | 0.6971      |
| 0.2739        | 17.84 | 6600 | 0.5558          | 0.6730   | 0.7846        | 0.8647           | 0.9285         | 0.7919              | 0.8604            | 0.3761                         | 0.8708              | 0.8686               | 0.7960           | 0.8504    | 0.6414         | 0.7323       | 0.3235                    | 0.7723         | 0.6851          | 0.7062      |
| 0.4198        | 17.89 | 6620 | 0.5310          | 0.6773   | 0.7942        | 0.8651           | 0.9198         | 0.8075              | 0.8715            | 0.4232                         | 0.8751              | 0.8768               | 0.7859           | 0.8531    | 0.6374         | 0.7361       | 0.3571                    | 0.7720         | 0.6824          | 0.7031      |
| 0.3448        | 17.95 | 6640 | 0.5310          | 0.6794   | 0.7970        | 0.8665           | 0.9171         | 0.8254              | 0.8586            | 0.4184                         | 0.8792              | 0.8831               | 0.7970           | 0.8548    | 0.6355         | 0.7338       | 0.3593                    | 0.7738         | 0.6861          | 0.7122      |
| 0.3218        | 18.0  | 6660 | 0.5516          | 0.6786   | 0.7982        | 0.8655           | 0.9237         | 0.8256              | 0.8563            | 0.4483                         | 0.8752              | 0.8841               | 0.7742           | 0.8532    | 0.6365         | 0.7345       | 0.3675                    | 0.7756         | 0.6774          | 0.7056      |
| 0.2151        | 18.05 | 6680 | 0.5252          | 0.6805   | 0.7886        | 0.8680           | 0.9241         | 0.8029              | 0.8558            | 0.4180                         | 0.8976              | 0.8386               | 0.7830           | 0.8533    | 0.6378         | 0.7335       | 0.3566                    | 0.7785         | 0.6948          | 0.7092      |
| 0.2831        | 18.11 | 6700 | 0.5185          | 0.6814   | 0.7989        | 0.8675           | 0.9255         | 0.8418              | 0.8253            | 0.4590                         | 0.8880              | 0.8788               | 0.7741           | 0.8574    | 0.6273         | 0.7285       | 0.3793                    | 0.7750         | 0.6817          | 0.7205      |
| 0.6765        | 18.16 | 6720 | 0.5246          | 0.6745   | 0.7953        | 0.8635           | 0.9275         | 0.8244              | 0.8627            | 0.4352                         | 0.8681              | 0.8915               | 0.7576           | 0.8551    | 0.6368         | 0.7318       | 0.3662                    | 0.7712         | 0.6627          | 0.6978      |
| 0.2592        | 18.22 | 6740 | 0.5048          | 0.6786   | 0.7895        | 0.8672           | 0.9331         | 0.7973              | 0.8677            | 0.4404                         | 0.8898              | 0.8431               | 0.7551           | 0.8583    | 0.6392         | 0.7339       | 0.3650                    | 0.7779         | 0.6711          | 0.7048      |
| 0.3397        | 18.27 | 6760 | 0.5005          | 0.6778   | 0.7915        | 0.8671           | 0.9272         | 0.8123              | 0.8553            | 0.4511                         | 0.8990              | 0.8458               | 0.7498           | 0.8623    | 0.6305         | 0.7407       | 0.3699                    | 0.7777         | 0.6635          | 0.6998      |
| 0.276         | 18.32 | 6780 | 0.4965          | 0.6826   | 0.7984        | 0.8687           | 0.9293         | 0.8315              | 0.8583            | 0.4615                         | 0.8894              | 0.8546               | 0.7642           | 0.8614    | 0.6394         | 0.7373       | 0.3841                    | 0.7811         | 0.6663          | 0.7089      |
| 0.5233        | 18.38 | 6800 | 0.5128          | 0.6863   | 0.8032        | 0.8685           | 0.9314         | 0.8102              | 0.8510            | 0.4930                         | 0.8696              | 0.8704               | 0.7969           | 0.8544    | 0.6358         | 0.7349       | 0.3946                    | 0.7783         | 0.6904          | 0.7159      |
| 0.2686        | 18.43 | 6820 | 0.5189          | 0.6843   | 0.8053        | 0.8683           | 0.9253         | 0.8375              | 0.8458            | 0.4728                         | 0.8706              | 0.8831               | 0.8023           | 0.8571    | 0.6341         | 0.7365       | 0.3860                    | 0.7791         | 0.6814          | 0.7158      |
| 0.2907        | 18.49 | 6840 | 0.5356          | 0.6794   | 0.7971        | 0.8664           | 0.9303         | 0.8305              | 0.8627            | 0.4554                         | 0.8832              | 0.8779               | 0.7402           | 0.8583    | 0.6444         | 0.7405       | 0.3809                    | 0.7801         | 0.6560          | 0.6955      |
| 0.511         | 18.54 | 6860 | 0.5090          | 0.6836   | 0.7989        | 0.8695           | 0.9279         | 0.8181              | 0.8743            | 0.4708                         | 0.8947              | 0.8545               | 0.7522           | 0.8626    | 0.6412         | 0.7371       | 0.3795                    | 0.7818         | 0.6654          | 0.7180      |
| 0.2285        | 18.59 | 6880 | 0.5030          | 0.6816   | 0.7943        | 0.8681           | 0.9400         | 0.8199              | 0.8509            | 0.4595                         | 0.8834              | 0.8544               | 0.7521           | 0.8595    | 0.6491         | 0.7376       | 0.3711                    | 0.7786         | 0.6627          | 0.7125      |
| 0.3124        | 18.65 | 6900 | 0.5115          | 0.6826   | 0.8004        | 0.8679           | 0.9301         | 0.8306              | 0.8591            | 0.4934                         | 0.8910              | 0.8521               | 0.7467           | 0.8623    | 0.6393         | 0.7413       | 0.3870                    | 0.7780         | 0.6632          | 0.7073      |
| 0.1733        | 18.7  | 6920 | 0.4880          | 0.6831   | 0.8010        | 0.8680           | 0.9311         | 0.8239              | 0.8513            | 0.4843                         | 0.8797              | 0.8642               | 0.7725           | 0.8620    | 0.6415         | 0.7393       | 0.3856                    | 0.7775         | 0.6665          | 0.7096      |
| 0.2267        | 18.76 | 6940 | 0.5028          | 0.6811   | 0.8005        | 0.8682           | 0.9295         | 0.8470              | 0.8558            | 0.4682                         | 0.8901              | 0.8658               | 0.7473           | 0.8633    | 0.6316         | 0.7438       | 0.3772                    | 0.7789         | 0.6638          | 0.7091      |
| 0.307         | 18.81 | 6960 | 0.5258          | 0.6781   | 0.7975        | 0.8652           | 0.9294         | 0.8300              | 0.8467            | 0.4764                         | 0.8834              | 0.8748               | 0.7422           | 0.8596    | 0.6395         | 0.7458       | 0.3798                    | 0.7754         | 0.6530          | 0.6935      |
| 0.187         | 18.86 | 6980 | 0.5359          | 0.6722   | 0.7894        | 0.8642           | 0.9333         | 0.7634              | 0.8475            | 0.5009                         | 0.8879              | 0.8576               | 0.7353           | 0.8598    | 0.5980         | 0.7494       | 0.3770                    | 0.7753         | 0.6578          | 0.6880      |
| 0.2678        | 18.92 | 7000 | 0.5277          | 0.6793   | 0.7931        | 0.8664           | 0.9326         | 0.7522              | 0.8773            | 0.5069                         | 0.8829              | 0.8433               | 0.7565           | 0.8573    | 0.6145         | 0.7548       | 0.3915                    | 0.7779         | 0.6649          | 0.6941      |
| 0.2436        | 18.97 | 7020 | 0.5311          | 0.6837   | 0.8020        | 0.8661           | 0.9304         | 0.7861              | 0.8661            | 0.5132                         | 0.8670              | 0.8816               | 0.7698           | 0.8566    | 0.6426         | 0.7544       | 0.4019                    | 0.7765         | 0.6635          | 0.6905      |
| 0.2466        | 19.03 | 7040 | 0.5334          | 0.6766   | 0.7972        | 0.8630           | 0.9244         | 0.8066              | 0.8763            | 0.4638                         | 0.8672              | 0.8852               | 0.7567           | 0.8567    | 0.6462         | 0.7455       | 0.3825                    | 0.7711         | 0.6551          | 0.6793      |
| 0.2922        | 19.08 | 7060 | 0.5254          | 0.6785   | 0.7952        | 0.8648           | 0.9341         | 0.7850              | 0.8670            | 0.4755                         | 0.8681              | 0.8837               | 0.7529           | 0.8595    | 0.6417         | 0.7414       | 0.3854                    | 0.7719         | 0.6543          | 0.6950      |
| 0.2851        | 19.14 | 7080 | 0.5448          | 0.6698   | 0.7885        | 0.8618           | 0.9261         | 0.7548              | 0.8677            | 0.5010                         | 0.8877              | 0.8572               | 0.7248           | 0.8568    | 0.6070         | 0.7449       | 0.3773                    | 0.7730         | 0.6546          | 0.6752      |
| 0.3811        | 19.19 | 7100 | 0.5472          | 0.6695   | 0.7851        | 0.8621           | 0.9216         | 0.7501              | 0.8634            | 0.4780                         | 0.8930              | 0.8448               | 0.7452           | 0.8550    | 0.6090         | 0.7412       | 0.3704                    | 0.7752         | 0.6557          | 0.6797      |
| 0.2044        | 19.24 | 7120 | 0.5571          | 0.6715   | 0.7910        | 0.8615           | 0.9348         | 0.8034              | 0.8669            | 0.4702                         | 0.8699              | 0.8574               | 0.7340           | 0.8544    | 0.6283         | 0.7410       | 0.3800                    | 0.7718         | 0.6573          | 0.6680      |
| 0.337         | 19.3  | 7140 | 0.5657          | 0.6727   | 0.7933        | 0.8621           | 0.9304         | 0.8151              | 0.8696            | 0.4737                         | 0.8761              | 0.8550               | 0.7328           | 0.8556    | 0.6258         | 0.7406       | 0.3878                    | 0.7736         | 0.6547          | 0.6706      |
| 0.3188        | 19.35 | 7160 | 0.5480          | 0.6736   | 0.7891        | 0.8631           | 0.9238         | 0.7901              | 0.8765            | 0.4373                         | 0.8826              | 0.8698               | 0.7438           | 0.8543    | 0.6365         | 0.7441       | 0.3712                    | 0.7755         | 0.6574          | 0.6758      |
| 0.1684        | 19.41 | 7180 | 0.5362          | 0.6718   | 0.7808        | 0.8638           | 0.9288         | 0.7782              | 0.8464            | 0.4226                         | 0.8991              | 0.8584               | 0.7323           | 0.8537    | 0.6330         | 0.7388       | 0.3572                    | 0.7769         | 0.6589          | 0.6844      |
| 0.2568        | 19.46 | 7200 | 0.5566          | 0.6741   | 0.7859        | 0.8640           | 0.9279         | 0.7974              | 0.8459            | 0.4424                         | 0.8945              | 0.8481               | 0.7448           | 0.8546    | 0.6341         | 0.7413       | 0.3717                    | 0.7768         | 0.6596          | 0.6809      |
| 0.2017        | 19.51 | 7220 | 0.5375          | 0.6725   | 0.7928        | 0.8617           | 0.9348         | 0.8162              | 0.8171            | 0.4739                         | 0.8657              | 0.8791               | 0.7631           | 0.8510    | 0.6289         | 0.7299       | 0.3826                    | 0.7745         | 0.6566          | 0.6842      |
| 0.3478        | 19.57 | 7240 | 0.5244          | 0.6734   | 0.7913        | 0.8630           | 0.9264         | 0.7568              | 0.8530            | 0.5122                         | 0.8852              | 0.8598               | 0.7456           | 0.8544    | 0.6045         | 0.7484       | 0.3926                    | 0.7774         | 0.6607          | 0.6754      |
| 0.4189        | 19.62 | 7260 | 0.5379          | 0.6772   | 0.7929        | 0.8641           | 0.9304         | 0.7891              | 0.8547            | 0.4839                         | 0.8795              | 0.8598               | 0.7525           | 0.8533    | 0.6293         | 0.7462       | 0.3926                    | 0.7777         | 0.6636          | 0.6774      |
| 0.1435        | 19.68 | 7280 | 0.5324          | 0.6760   | 0.7886        | 0.8652           | 0.9262         | 0.7511              | 0.8580            | 0.4868                         | 0.8889              | 0.8336               | 0.7756           | 0.8564    | 0.6086         | 0.7424       | 0.3826                    | 0.7762         | 0.6760          | 0.6900      |
| 0.3509        | 19.73 | 7300 | 0.5434          | 0.6787   | 0.7927        | 0.8655           | 0.9238         | 0.7719              | 0.8767            | 0.4682                         | 0.8793              | 0.8413               | 0.7878           | 0.8562    | 0.6221         | 0.7375       | 0.3817                    | 0.7725         | 0.6854          | 0.6953      |
| 0.1724        | 19.78 | 7320 | 0.5452          | 0.6691   | 0.7800        | 0.8620           | 0.9331         | 0.7561              | 0.8398            | 0.4562                         | 0.8913              | 0.8543               | 0.7292           | 0.8520    | 0.6121         | 0.7362       | 0.3733                    | 0.7750         | 0.6626          | 0.6726      |
| 1.9144        | 19.84 | 7340 | 0.5713          | 0.6730   | 0.7866        | 0.8628           | 0.9362         | 0.7796              | 0.8558            | 0.4640                         | 0.8827              | 0.8719               | 0.7163           | 0.8528    | 0.6390         | 0.7352       | 0.3774                    | 0.7772         | 0.6500          | 0.6793      |
| 2.2308        | 19.89 | 7360 | 0.5973          | 0.6656   | 0.7805        | 0.8603           | 0.9385         | 0.7490              | 0.8561            | 0.4747                         | 0.8820              | 0.8552               | 0.7083           | 0.8494    | 0.6093         | 0.7362       | 0.3655                    | 0.7762         | 0.6503          | 0.6721      |
| 0.2666        | 19.95 | 7380 | 0.5695          | 0.6628   | 0.7856        | 0.8576           | 0.9229         | 0.7530              | 0.8463            | 0.4889                         | 0.8732              | 0.8741               | 0.7408           | 0.8489    | 0.5991         | 0.7358       | 0.3695                    | 0.7717         | 0.6487          | 0.6660      |
| 0.4097        | 20.0  | 7400 | 0.5781          | 0.6633   | 0.7868        | 0.8579           | 0.9269         | 0.7480              | 0.8447            | 0.5099                         | 0.8731              | 0.8752               | 0.7297           | 0.8486    | 0.5977         | 0.7381       | 0.3708                    | 0.7735         | 0.6473          | 0.6671      |
| 0.2567        | 20.05 | 7420 | 0.5523          | 0.6683   | 0.7907        | 0.8606           | 0.9261         | 0.7528              | 0.8684            | 0.5051                         | 0.8702              | 0.8558               | 0.7565           | 0.8495    | 0.6057         | 0.7356       | 0.3699                    | 0.7763         | 0.6607          | 0.6805      |
| 0.2002        | 20.11 | 7440 | 0.5616          | 0.6696   | 0.7832        | 0.8611           | 0.9256         | 0.7633              | 0.8469            | 0.4735                         | 0.8910              | 0.8387               | 0.7434           | 0.8485    | 0.6184         | 0.7368       | 0.3741                    | 0.7764         | 0.6634          | 0.6693      |
| 0.2807        | 20.16 | 7460 | 0.5567          | 0.6695   | 0.7860        | 0.8619           | 0.9205         | 0.7429              | 0.8393            | 0.4759                         | 0.8828              | 0.8626               | 0.7781           | 0.8515    | 0.6024         | 0.7346       | 0.3666                    | 0.7743         | 0.6691          | 0.6881      |
| 0.1497        | 20.22 | 7480 | 0.5457          | 0.6733   | 0.7861        | 0.8645           | 0.9254         | 0.7311              | 0.8481            | 0.4687                         | 0.8832              | 0.8638               | 0.7822           | 0.8510    | 0.6040         | 0.7387       | 0.3629                    | 0.7780         | 0.6789          | 0.6997      |
| 0.1644        | 20.27 | 7500 | 0.5432          | 0.6769   | 0.7881        | 0.8659           | 0.9245         | 0.7421              | 0.8503            | 0.4678                         | 0.8846              | 0.8500               | 0.7976           | 0.8505    | 0.6100         | 0.7347       | 0.3684                    | 0.7780         | 0.6871          | 0.7100      |
| 0.4763        | 20.32 | 7520 | 0.5587          | 0.6754   | 0.7862        | 0.8654           | 0.9293         | 0.7410              | 0.8392            | 0.4551                         | 0.8778              | 0.8623               | 0.7986           | 0.8495    | 0.6106         | 0.7323       | 0.3636                    | 0.7781         | 0.6848          | 0.7088      |
| 0.2634        | 20.38 | 7540 | 0.5551          | 0.6737   | 0.7856        | 0.8650           | 0.9207         | 0.7427              | 0.8635            | 0.4470                         | 0.8886              | 0.8495               | 0.7871           | 0.8495    | 0.6027         | 0.7339       | 0.3573                    | 0.7776         | 0.6898          | 0.7055      |
| 0.1473        | 20.43 | 7560 | 0.5576          | 0.6766   | 0.7889        | 0.8660           | 0.9287         | 0.7743              | 0.8413            | 0.4375                         | 0.8768              | 0.8633               | 0.8001           | 0.8507    | 0.6179         | 0.7313       | 0.3625                    | 0.7779         | 0.6879          | 0.7078      |
| 0.2638        | 20.49 | 7580 | 0.5454          | 0.6812   | 0.7913        | 0.8674           | 0.9351         | 0.7689              | 0.8607            | 0.4440                         | 0.8698              | 0.8677               | 0.7931           | 0.8506    | 0.6343         | 0.7352       | 0.3730                    | 0.7800         | 0.6864          | 0.7088      |
| 0.1232        | 20.54 | 7600 | 0.5401          | 0.6785   | 0.7961        | 0.8657           | 0.9264         | 0.8068              | 0.8602            | 0.4667                         | 0.8789              | 0.8597               | 0.7739           | 0.8527    | 0.6303         | 0.7343       | 0.3779                    | 0.7798         | 0.6758          | 0.6989      |
| 0.1246        | 20.59 | 7620 | 0.5461          | 0.6756   | 0.7903        | 0.8647           | 0.9375         | 0.7832              | 0.8359            | 0.4673                         | 0.8727              | 0.8705               | 0.7653           | 0.8506    | 0.6245         | 0.7347       | 0.3669                    | 0.7774         | 0.6747          | 0.7005      |
| 0.6392        | 20.65 | 7640 | 0.5528          | 0.6752   | 0.7928        | 0.8642           | 0.9367         | 0.8021              | 0.8405            | 0.4706                         | 0.8716              | 0.8741               | 0.7541           | 0.8530    | 0.6282         | 0.7388       | 0.3723                    | 0.7772         | 0.6668          | 0.6897      |
| 1.7632        | 20.7  | 7660 | 0.5513          | 0.6701   | 0.7884        | 0.8615           | 0.9396         | 0.7580              | 0.8374            | 0.4983                         | 0.8685              | 0.8830               | 0.7341           | 0.8517    | 0.6139         | 0.7413       | 0.3739                    | 0.7754         | 0.6578          | 0.6770      |
| 0.2853        | 20.76 | 7680 | 0.5380          | 0.6719   | 0.7906        | 0.8633           | 0.9323         | 0.7910              | 0.8346            | 0.4673                         | 0.8769              | 0.8820               | 0.7498           | 0.8522    | 0.6203         | 0.7382       | 0.3643                    | 0.7799         | 0.6614          | 0.6871      |
| 1.0247        | 20.81 | 7700 | 0.5586          | 0.6690   | 0.7875        | 0.8621           | 0.9252         | 0.8175              | 0.8317            | 0.4320                         | 0.8884              | 0.8797               | 0.7378           | 0.8522    | 0.6269         | 0.7310       | 0.3572                    | 0.7791         | 0.6585          | 0.6780      |
| 0.3639        | 20.86 | 7720 | 0.5361          | 0.6727   | 0.7909        | 0.8640           | 0.9272         | 0.8209              | 0.8505            | 0.4239                         | 0.8809              | 0.8833               | 0.7498           | 0.8531    | 0.6347         | 0.7345       | 0.3582                    | 0.7809         | 0.6614          | 0.6860      |
| 0.3096        | 20.92 | 7740 | 0.5385          | 0.6741   | 0.7953        | 0.8645           | 0.9254         | 0.8413              | 0.8328            | 0.4470                         | 0.8828              | 0.8763               | 0.7616           | 0.8539    | 0.6304         | 0.7345       | 0.3626                    | 0.7820         | 0.6622          | 0.6928      |
| 0.5695        | 20.97 | 7760 | 0.5202          | 0.6741   | 0.7823        | 0.8657           | 0.9300         | 0.8066              | 0.8373            | 0.4161                         | 0.9024              | 0.8247               | 0.7592           | 0.8536    | 0.6361         | 0.7382       | 0.3500                    | 0.7803         | 0.6628          | 0.6978      |
| 0.4472        | 21.03 | 7780 | 0.5408          | 0.6714   | 0.7812        | 0.8639           | 0.9404         | 0.7837              | 0.8517            | 0.4329                         | 0.8818              | 0.8166               | 0.7609           | 0.8478    | 0.6278         | 0.7371       | 0.3502                    | 0.7801         | 0.6617          | 0.6950      |
| 0.2762        | 21.08 | 7800 | 0.5450          | 0.6753   | 0.7903        | 0.8644           | 0.9293         | 0.7843              | 0.8543            | 0.4647                         | 0.8818              | 0.8578               | 0.7599           | 0.8532    | 0.6342         | 0.7370       | 0.3659                    | 0.7786         | 0.6680          | 0.6900      |
| 0.2919        | 21.14 | 7820 | 0.5823          | 0.6745   | 0.7916        | 0.8637           | 0.9264         | 0.7987              | 0.8634            | 0.4816                         | 0.8905              | 0.8437               | 0.7369           | 0.8557    | 0.6340         | 0.7368       | 0.3768                    | 0.7777         | 0.6642          | 0.6767      |
| 0.1599        | 21.19 | 7840 | 0.5397          | 0.6800   | 0.7975        | 0.8661           | 0.9309         | 0.7898              | 0.8740            | 0.4889                         | 0.8725              | 0.8521               | 0.7739           | 0.8560    | 0.6395         | 0.7337       | 0.3786                    | 0.7787         | 0.6772          | 0.6964      |
| 0.253         | 21.24 | 7860 | 0.5282          | 0.6798   | 0.7967        | 0.8660           | 0.9284         | 0.7940              | 0.8653            | 0.4938                         | 0.8840              | 0.8577               | 0.7534           | 0.8571    | 0.6417         | 0.7384       | 0.3821                    | 0.7802         | 0.6697          | 0.6894      |
| 0.0915        | 21.3  | 7880 | 0.5516          | 0.6781   | 0.7933        | 0.8649           | 0.9220         | 0.7936              | 0.8697            | 0.4776                         | 0.8921              | 0.8474               | 0.7508           | 0.8548    | 0.6430         | 0.7365       | 0.3820                    | 0.7794         | 0.6676          | 0.6833      |
| 0.301         | 21.35 | 7900 | 0.5582          | 0.6754   | 0.7997        | 0.8620           | 0.9207         | 0.8100              | 0.8543            | 0.5104                         | 0.8765              | 0.8802               | 0.7456           | 0.8541    | 0.6405         | 0.7353       | 0.3891                    | 0.7755         | 0.6584          | 0.6745      |
| 0.4519        | 21.41 | 7920 | 0.5619          | 0.6764   | 0.7975        | 0.8637           | 0.9289         | 0.8137              | 0.8374            | 0.5068                         | 0.8779              | 0.8584               | 0.7597           | 0.8541    | 0.6330         | 0.7353       | 0.3844                    | 0.7789         | 0.6673          | 0.6815      |
| 0.2657        | 21.46 | 7940 | 0.5608          | 0.6741   | 0.7839        | 0.8637           | 0.9325         | 0.7527              | 0.8559            | 0.4717                         | 0.8917              | 0.8513               | 0.7317           | 0.8525    | 0.6321         | 0.7394       | 0.3778                    | 0.7797         | 0.6643          | 0.6727      |
| 0.1903        | 21.51 | 7960 | 0.5542          | 0.6749   | 0.7882        | 0.8641           | 0.9340         | 0.7666              | 0.8320            | 0.4951                         | 0.8885              | 0.8586               | 0.7422           | 0.8539    | 0.6249         | 0.7400       | 0.3815                    | 0.7801         | 0.6645          | 0.6795      |
| 0.2253        | 21.57 | 7980 | 0.5599          | 0.6739   | 0.7874        | 0.8638           | 0.9338         | 0.7631              | 0.8466            | 0.4863                         | 0.8872              | 0.8604               | 0.7346           | 0.8532    | 0.6221         | 0.7438       | 0.3776                    | 0.7797         | 0.6645          | 0.6766      |
| 0.3034        | 21.62 | 8000 | 0.5609          | 0.6746   | 0.7904        | 0.8636           | 0.9298         | 0.7917              | 0.8406            | 0.4676                         | 0.8829              | 0.8733               | 0.7468           | 0.8535    | 0.6354         | 0.7390       | 0.3740                    | 0.7789         | 0.6628          | 0.6787      |
| 0.2565        | 21.68 | 8020 | 0.5416          | 0.6797   | 0.7952        | 0.8664           | 0.9332         | 0.7962              | 0.8432            | 0.4772                         | 0.8771              | 0.8677               | 0.7718           | 0.8534    | 0.6328         | 0.7389       | 0.3736                    | 0.7799         | 0.6794          | 0.6999      |
| 0.3258        | 21.73 | 8040 | 0.5454          | 0.6797   | 0.7861        | 0.8679           | 0.9327         | 0.7458              | 0.8366            | 0.4684                         | 0.8947              | 0.8472               | 0.7773           | 0.8542    | 0.6185         | 0.7362       | 0.3705                    | 0.7804         | 0.6877          | 0.7106      |
| 0.6455        | 21.78 | 8060 | 0.5492          | 0.6802   | 0.7929        | 0.8669           | 0.9323         | 0.7892              | 0.8576            | 0.4754                         | 0.8877              | 0.8541               | 0.7539           | 0.8542    | 0.6333         | 0.7384       | 0.3770                    | 0.7803         | 0.6804          | 0.6976      |
| 0.1277        | 21.84 | 8080 | 0.5772          | 0.6765   | 0.7956        | 0.8644           | 0.9262         | 0.7794              | 0.8516            | 0.4935                         | 0.8790              | 0.8864               | 0.7532           | 0.8555    | 0.6257         | 0.7374       | 0.3820                    | 0.7772         | 0.6646          | 0.6930      |
| 0.247         | 21.89 | 8100 | 0.5477          | 0.6818   | 0.8011        | 0.8669           | 0.9248         | 0.8149              | 0.8619            | 0.4743                         | 0.8752              | 0.8772               | 0.7796           | 0.8558    | 0.6383         | 0.7351       | 0.3829                    | 0.7787         | 0.6757          | 0.7063      |
| 0.3894        | 21.95 | 8120 | 0.5328          | 0.6812   | 0.7974        | 0.8668           | 0.9277         | 0.7967              | 0.8662            | 0.4736                         | 0.8798              | 0.8727               | 0.7649           | 0.8562    | 0.6393         | 0.7383       | 0.3836                    | 0.7797         | 0.6726          | 0.6986      |
| 0.2153        | 22.0  | 8140 | 0.5330          | 0.6799   | 0.7979        | 0.8660           | 0.9280         | 0.7928              | 0.8551            | 0.4723                         | 0.8707              | 0.8879               | 0.7784           | 0.8571    | 0.6368         | 0.7394       | 0.3831                    | 0.7772         | 0.6615          | 0.7043      |
| 0.2015        | 22.05 | 8160 | 0.5312          | 0.6781   | 0.8005        | 0.8646           | 0.9267         | 0.8101              | 0.8466            | 0.4925                         | 0.8691              | 0.8849               | 0.7733           | 0.8559    | 0.6354         | 0.7396       | 0.3812                    | 0.7766         | 0.6610          | 0.6970      |
| 0.2168        | 22.11 | 8180 | 0.5503          | 0.6753   | 0.7922        | 0.8637           | 0.9291         | 0.7735              | 0.8590            | 0.4720                         | 0.8734              | 0.8825               | 0.7560           | 0.8546    | 0.6354         | 0.7398       | 0.3764                    | 0.7763         | 0.6567          | 0.6882      |
| 0.4469        | 22.16 | 8200 | 0.5526          | 0.6742   | 0.7972        | 0.8630           | 0.9269         | 0.8248              | 0.8543            | 0.4744                         | 0.8733              | 0.8763               | 0.7502           | 0.8546    | 0.6352         | 0.7413       | 0.3739                    | 0.7768         | 0.6545          | 0.6829      |
| 0.3353        | 22.22 | 8220 | 0.5531          | 0.6742   | 0.7936        | 0.8631           | 0.9229         | 0.8009              | 0.8492            | 0.4790                         | 0.8853              | 0.8722               | 0.7460           | 0.8538    | 0.6325         | 0.7421       | 0.3774                    | 0.7785         | 0.6558          | 0.6794      |
| 0.2552        | 22.27 | 8240 | 0.5338          | 0.6758   | 0.7939        | 0.8647           | 0.9239         | 0.8105              | 0.8462            | 0.4679                         | 0.8874              | 0.8620               | 0.7596           | 0.8566    | 0.6329         | 0.7396       | 0.3759                    | 0.7795         | 0.6578          | 0.6884      |
| 0.1856        | 22.32 | 8260 | 0.5686          | 0.6724   | 0.7918        | 0.8622           | 0.9309         | 0.8019              | 0.8484            | 0.4726                         | 0.8775              | 0.8814               | 0.7302           | 0.8546    | 0.6347         | 0.7370       | 0.3787                    | 0.7769         | 0.6523          | 0.6728      |
| 0.6238        | 22.38 | 8280 | 0.5681          | 0.6689   | 0.7898        | 0.8609           | 0.9231         | 0.7965              | 0.8589            | 0.4665                         | 0.8857              | 0.8780               | 0.7197           | 0.8549    | 0.6254         | 0.7344       | 0.3760                    | 0.7761         | 0.6488          | 0.6669      |
| 0.2235        | 22.43 | 8300 | 0.5510          | 0.6703   | 0.7850        | 0.8636           | 0.9318         | 0.7475              | 0.8484            | 0.4702                         | 0.8848              | 0.8658               | 0.7466           | 0.8565    | 0.6071         | 0.7364       | 0.3699                    | 0.7793         | 0.6593          | 0.6835      |
| 0.178         | 22.49 | 8320 | 0.5297          | 0.6747   | 0.7860        | 0.8657           | 0.9328         | 0.7687              | 0.8615            | 0.4653                         | 0.8903              | 0.8184               | 0.7653           | 0.8567    | 0.6149         | 0.7379       | 0.3721                    | 0.7785         | 0.6657          | 0.6971      |
| 0.2142        | 22.54 | 8340 | 0.5370          | 0.6766   | 0.7931        | 0.8650           | 0.9230         | 0.7937              | 0.8393            | 0.4900                         | 0.8953              | 0.8528               | 0.7573           | 0.8569    | 0.6243         | 0.7405       | 0.3810                    | 0.7787         | 0.6628          | 0.6918      |
| 0.1722        | 22.59 | 8360 | 0.5411          | 0.6771   | 0.7972        | 0.8652           | 0.9300         | 0.8198              | 0.8452            | 0.4812                         | 0.8786              | 0.8652               | 0.7602           | 0.8560    | 0.6305         | 0.7395       | 0.3790                    | 0.7798         | 0.6626          | 0.6923      |
| 0.3379        | 22.65 | 8380 | 0.5338          | 0.6761   | 0.7974        | 0.8644           | 0.9280         | 0.8223              | 0.8480            | 0.4820                         | 0.8800              | 0.8725               | 0.7487           | 0.8564    | 0.6327         | 0.7424       | 0.3781                    | 0.7789         | 0.6580          | 0.6865      |
| 0.234         | 22.7  | 8400 | 0.5411          | 0.6774   | 0.7940        | 0.8654           | 0.9359         | 0.8061              | 0.8398            | 0.4775                         | 0.8771              | 0.8633               | 0.7587           | 0.8529    | 0.6325         | 0.7401       | 0.3769                    | 0.7819         | 0.6651          | 0.6922      |
| 0.1014        | 22.76 | 8420 | 0.5276          | 0.6796   | 0.7998        | 0.8662           | 0.9280         | 0.8193              | 0.8424            | 0.4855                         | 0.8786              | 0.8773               | 0.7675           | 0.8563    | 0.6379         | 0.7423       | 0.3790                    | 0.7823         | 0.6619          | 0.6976      |
| 2.0377        | 22.81 | 8440 | 0.5346          | 0.6794   | 0.7987        | 0.8656           | 0.9341         | 0.8144              | 0.8554            | 0.4889                         | 0.8708              | 0.8618               | 0.7654           | 0.8531    | 0.6388         | 0.7410       | 0.3797                    | 0.7812         | 0.6687          | 0.6932      |
| 0.1084        | 22.86 | 8460 | 0.5164          | 0.6816   | 0.8018        | 0.8670           | 0.9296         | 0.8217              | 0.8593            | 0.4786                         | 0.8694              | 0.8676               | 0.7863           | 0.8564    | 0.6392         | 0.7391       | 0.3804                    | 0.7805         | 0.6716          | 0.7036      |
| 0.5124        | 22.92 | 8480 | 0.5087          | 0.6839   | 0.7976        | 0.8681           | 0.9290         | 0.8007              | 0.8598            | 0.4861                         | 0.8864              | 0.8476               | 0.7741           | 0.8558    | 0.6421         | 0.7424       | 0.3888                    | 0.7830         | 0.6742          | 0.7012      |
| 0.3523        | 22.97 | 8500 | 0.5250          | 0.6822   | 0.7997        | 0.8674           | 0.9294         | 0.8249              | 0.8418            | 0.4816                         | 0.8824              | 0.8658               | 0.7718           | 0.8558    | 0.6398         | 0.7406       | 0.3856                    | 0.7833         | 0.6699          | 0.7001      |
| 1.9236        | 23.03 | 8520 | 0.5523          | 0.6806   | 0.7945        | 0.8662           | 0.9306         | 0.8077              | 0.8416            | 0.4796                         | 0.8891              | 0.8612               | 0.7514           | 0.8538    | 0.6425         | 0.7401       | 0.3876                    | 0.7820         | 0.6676          | 0.6904      |
| 0.5167        | 23.08 | 8540 | 0.5353          | 0.6796   | 0.7950        | 0.8659           | 0.9295         | 0.8207              | 0.8316            | 0.4707                         | 0.8868              | 0.8641               | 0.7614           | 0.8535    | 0.6396         | 0.7350       | 0.3856                    | 0.7813         | 0.6674          | 0.6948      |
| 0.264         | 23.14 | 8560 | 0.5335          | 0.6776   | 0.7923        | 0.8640           | 0.9251         | 0.7984              | 0.8386            | 0.4799                         | 0.8911              | 0.8700               | 0.7431           | 0.8533    | 0.6427         | 0.7368       | 0.3883                    | 0.7777         | 0.6606          | 0.6837      |
| 0.2344        | 23.19 | 8580 | 0.5304          | 0.6826   | 0.8002        | 0.8669           | 0.9323         | 0.8061              | 0.8546            | 0.4979                         | 0.8727              | 0.8585               | 0.7789           | 0.8534    | 0.6399         | 0.7379       | 0.3849                    | 0.7795         | 0.6777          | 0.7050      |
| 0.216         | 23.24 | 8600 | 0.5131          | 0.6822   | 0.7990        | 0.8670           | 0.9278         | 0.8122              | 0.8459            | 0.4937                         | 0.8843              | 0.8557               | 0.7731           | 0.8552    | 0.6367         | 0.7396       | 0.3864                    | 0.7799         | 0.6742          | 0.7031      |
| 0.3375        | 23.3  | 8620 | 0.5380          | 0.6790   | 0.7884        | 0.8663           | 0.9334         | 0.7768              | 0.8409            | 0.4500                         | 0.8847              | 0.8676               | 0.7652           | 0.8530    | 0.6391         | 0.7360       | 0.3768                    | 0.7804         | 0.6686          | 0.6992      |
| 0.2533        | 23.35 | 8640 | 0.5302          | 0.6818   | 0.7982        | 0.8674           | 0.9322         | 0.8078              | 0.8703            | 0.4620                         | 0.8698              | 0.8595               | 0.7858           | 0.8536    | 0.6408         | 0.7360       | 0.3718                    | 0.7795         | 0.6780          | 0.7130      |
| 1.8624        | 23.41 | 8660 | 0.5406          | 0.6754   | 0.7942        | 0.8633           | 0.9336         | 0.7872              | 0.8716            | 0.4791                         | 0.8680              | 0.8774               | 0.7422           | 0.8522    | 0.6379         | 0.7375       | 0.3759                    | 0.7761         | 0.6616          | 0.6866      |
| 1.0204        | 23.46 | 8680 | 0.5445          | 0.6774   | 0.7958        | 0.8640           | 0.9334         | 0.8067              | 0.8618            | 0.4917                         | 0.8761              | 0.8620               | 0.7389           | 0.8522    | 0.6411         | 0.7402       | 0.3823                    | 0.7776         | 0.6628          | 0.6855      |
| 0.4319        | 23.51 | 8700 | 0.5575          | 0.6761   | 0.7842        | 0.8644           | 0.9330         | 0.7870              | 0.8584            | 0.4541                         | 0.8983              | 0.8321               | 0.7268           | 0.8515    | 0.6421         | 0.7399       | 0.3800                    | 0.7790         | 0.6607          | 0.6794      |
| 0.3824        | 23.57 | 8720 | 0.5651          | 0.6789   | 0.7945        | 0.8649           | 0.9265         | 0.8109              | 0.8596            | 0.4808                         | 0.8900              | 0.8521               | 0.7418           | 0.8525    | 0.6440         | 0.7408       | 0.3846                    | 0.7787         | 0.6645          | 0.6871      |
| 0.424         | 23.62 | 8740 | 0.5348          | 0.6799   | 0.8022        | 0.8654           | 0.9314         | 0.8305              | 0.8570            | 0.4871                         | 0.8662              | 0.8753               | 0.7680           | 0.8530    | 0.6383         | 0.7385       | 0.3809                    | 0.7774         | 0.6690          | 0.7019      |
| 0.3484        | 23.68 | 8760 | 0.5246          | 0.6796   | 0.8001        | 0.8651           | 0.9205         | 0.8201              | 0.8626            | 0.4867                         | 0.8839              | 0.8672               | 0.7595           | 0.8542    | 0.6413         | 0.7402       | 0.3840                    | 0.7786         | 0.6641          | 0.6950      |
| 0.2052        | 23.73 | 8780 | 0.5205          | 0.6797   | 0.8006        | 0.8651           | 0.9191         | 0.8256              | 0.8549            | 0.4955                         | 0.8879              | 0.8622               | 0.7591           | 0.8543    | 0.6376         | 0.7398       | 0.3860                    | 0.7779         | 0.6662          | 0.6959      |
| 0.2227        | 23.78 | 8800 | 0.5212          | 0.6831   | 0.7996        | 0.8673           | 0.9257         | 0.8082              | 0.8544            | 0.4907                         | 0.8838              | 0.8569               | 0.7775           | 0.8549    | 0.6411         | 0.7400       | 0.3846                    | 0.7802         | 0.6750          | 0.7061      |
| 0.0855        | 23.84 | 8820 | 0.5288          | 0.6803   | 0.7980        | 0.8660           | 0.9326         | 0.8236              | 0.8414            | 0.4848                         | 0.8779              | 0.8591               | 0.7667           | 0.8522    | 0.6365         | 0.7385       | 0.3829                    | 0.7805         | 0.6719          | 0.6995      |
| 0.1876        | 23.89 | 8840 | 0.5312          | 0.6785   | 0.7938        | 0.8650           | 0.9283         | 0.8211              | 0.8388            | 0.4769                         | 0.8919              | 0.8546               | 0.7452           | 0.8527    | 0.6402         | 0.7382       | 0.3865                    | 0.7801         | 0.6643          | 0.6877      |
| 0.2652        | 23.95 | 8860 | 0.5448          | 0.6765   | 0.7915        | 0.8645           | 0.9260         | 0.8175              | 0.8456            | 0.4434                         | 0.8882              | 0.8728               | 0.7470           | 0.8530    | 0.6441         | 0.7365       | 0.3765                    | 0.7789         | 0.6590          | 0.6879      |
| 0.3136        | 24.0  | 8880 | 0.5504          | 0.6777   | 0.7928        | 0.8645           | 0.9217         | 0.8179              | 0.8489            | 0.4581                         | 0.8940              | 0.8609               | 0.7478           | 0.8531    | 0.6439         | 0.7374       | 0.3832                    | 0.7781         | 0.6603          | 0.6877      |
| 1.1827        | 24.05 | 8900 | 0.5455          | 0.6788   | 0.7935        | 0.8655           | 0.9308         | 0.8150              | 0.8454            | 0.4596                         | 0.8826              | 0.8612               | 0.7598           | 0.8526    | 0.6413         | 0.7383       | 0.3798                    | 0.7794         | 0.6661          | 0.6938      |
| 0.3576        | 24.11 | 8920 | 0.5369          | 0.6771   | 0.7949        | 0.8643           | 0.9274         | 0.8169              | 0.8516            | 0.4640                         | 0.8802              | 0.8723               | 0.7520           | 0.8531    | 0.6416         | 0.7382       | 0.3798                    | 0.7781         | 0.6598          | 0.6891      |
| 0.0951        | 24.16 | 8940 | 0.5345          | 0.6767   | 0.7935        | 0.8640           | 0.9312         | 0.7990              | 0.8618            | 0.4753                         | 0.8772              | 0.8644               | 0.7457           | 0.8523    | 0.6414         | 0.7388       | 0.3798                    | 0.7776         | 0.6612          | 0.6859      |
| 0.1689        | 24.22 | 8960 | 0.5322          | 0.6784   | 0.7976        | 0.8650           | 0.9299         | 0.8143              | 0.8480            | 0.4917                         | 0.8778              | 0.8599               | 0.7614           | 0.8536    | 0.6371         | 0.7393       | 0.3800                    | 0.7787         | 0.6658          | 0.6942      |
| 0.2502        | 24.27 | 8980 | 0.5430          | 0.6770   | 0.7916        | 0.8643           | 0.9306         | 0.7985              | 0.8570            | 0.4779                         | 0.8865              | 0.8493               | 0.7415           | 0.8523    | 0.6402         | 0.7394       | 0.3804                    | 0.7784         | 0.6642          | 0.6840      |
| 0.2338        | 24.32 | 9000 | 0.5284          | 0.6779   | 0.7905        | 0.8651           | 0.9304         | 0.8062              | 0.8482            | 0.4791                         | 0.8937              | 0.8213               | 0.7543           | 0.8527    | 0.6374         | 0.7389       | 0.3811                    | 0.7784         | 0.6651          | 0.6921      |
| 0.0904        | 24.38 | 9020 | 0.5442          | 0.6766   | 0.7928        | 0.8639           | 0.9271         | 0.8030              | 0.8538            | 0.4748                         | 0.8864              | 0.8627               | 0.7415           | 0.8528    | 0.6413         | 0.7383       | 0.3794                    | 0.7777         | 0.6623          | 0.6841      |
| 0.2973        | 24.43 | 9040 | 0.5526          | 0.6772   | 0.7904        | 0.8651           | 0.9353         | 0.8064              | 0.8423            | 0.4479                         | 0.8786              | 0.8639               | 0.7586           | 0.8511    | 0.6417         | 0.7349       | 0.3714                    | 0.7793         | 0.6672          | 0.6948      |
| 0.1973        | 24.49 | 9060 | 0.5450          | 0.6777   | 0.7948        | 0.8644           | 0.9271         | 0.7946              | 0.8472            | 0.4792                         | 0.8791              | 0.8783               | 0.7583           | 0.8537    | 0.6423         | 0.7368       | 0.3788                    | 0.7776         | 0.6609          | 0.6936      |
| 0.2345        | 24.54 | 9080 | 0.5344          | 0.6785   | 0.7948        | 0.8650           | 0.9264         | 0.8065              | 0.8527            | 0.4720                         | 0.8835              | 0.8661               | 0.7567           | 0.8532    | 0.6442         | 0.7373       | 0.3773                    | 0.7783         | 0.6659          | 0.6929      |
| 0.1227        | 24.59 | 9100 | 0.5327          | 0.6777   | 0.7995        | 0.8642           | 0.9193         | 0.8322              | 0.8524            | 0.4890                         | 0.8874              | 0.8611               | 0.7552           | 0.8534    | 0.6371         | 0.7376       | 0.3809                    | 0.7773         | 0.6654          | 0.6923      |
| 0.2269        | 24.65 | 9120 | 0.5482          | 0.6768   | 0.7926        | 0.8646           | 0.9300         | 0.8189              | 0.8392            | 0.4533                         | 0.8827              | 0.8705               | 0.7533           | 0.8526    | 0.6424         | 0.7349       | 0.3743                    | 0.7785         | 0.6638          | 0.6913      |
| 0.5482        | 24.7  | 9140 | 0.5459          | 0.6757   | 0.7918        | 0.8635           | 0.9332         | 0.8076              | 0.8408            | 0.4733                         | 0.8814              | 0.8695               | 0.7366           | 0.8519    | 0.6424         | 0.7369       | 0.3779                    | 0.7773         | 0.6611          | 0.6824      |
| 0.531         | 24.76 | 9160 | 0.5407          | 0.6775   | 0.7892        | 0.8647           | 0.9267         | 0.8065              | 0.8533            | 0.4633                         | 0.8974              | 0.8306               | 0.7464           | 0.8525    | 0.6438         | 0.7386       | 0.3777                    | 0.7773         | 0.6645          | 0.6878      |
| 0.1625        | 24.81 | 9180 | 0.5337          | 0.6775   | 0.7927        | 0.8648           | 0.9252         | 0.8249              | 0.8392            | 0.4683                         | 0.8948              | 0.8448               | 0.7518           | 0.8529    | 0.6391         | 0.7366       | 0.3786                    | 0.7780         | 0.6666          | 0.6905      |
| 0.2802        | 24.86 | 9200 | 0.5346          | 0.6778   | 0.7903        | 0.8651           | 0.9288         | 0.8010              | 0.8471            | 0.4557                         | 0.8893              | 0.8583               | 0.7519           | 0.8527    | 0.6444         | 0.7375       | 0.3754                    | 0.7789         | 0.6658          | 0.6902      |
| 0.189         | 24.92 | 9220 | 0.5548          | 0.6751   | 0.7891        | 0.8638           | 0.9377         | 0.8096              | 0.8332            | 0.4555                         | 0.8799              | 0.8674               | 0.7404           | 0.8506    | 0.6400         | 0.7338       | 0.3734                    | 0.7786         | 0.6632          | 0.6860      |
| 0.1898        | 24.97 | 9240 | 0.5378          | 0.6775   | 0.7925        | 0.8649           | 0.9301         | 0.8078              | 0.8524            | 0.4504                         | 0.8800              | 0.8711               | 0.7557           | 0.8527    | 0.6447         | 0.7369       | 0.3725                    | 0.7784         | 0.6649          | 0.6925      |


### Framework versions

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