transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b2-finetuned-ade-512-512 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b2-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b2-ade-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-b2-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b2-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6325
- Mean Iou: 0.7077
- Mean Accuracy: 0.8137
- Overall Accuracy: 0.8816
- Accuracy Water: 0.9348
- Accuracy Whitewater: 0.8020
- Accuracy Sediment: 0.8775
- Accuracy Other Natural Terrain: 0.5017
- Accuracy Vegetation: 0.8953
- Accuracy Development: 0.8739
- Accuracy Unknown: 0.8105
- Iou Water: 0.8677
- Iou Whitewater: 0.6774
- Iou Sediment: 0.7684
- Iou Other Natural Terrain: 0.4116
- Iou Vegetation: 0.8094
- Iou Development: 0.6762
- Iou Unknown: 0.7429

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.774         | 0.05  | 20   | 1.6698          | 0.2430   | 0.3629        | 0.5226           | 0.4223         | 0.1819              | 0.2460            | 0.0005                         | 0.8964              | 0.3490               | 0.4442           | 0.3799    | 0.1235         | 0.1849       | 0.0005                    | 0.4341         | 0.2778          | 0.3001      |
| 1.7174        | 0.11  | 40   | 1.4427          | 0.2786   | 0.3779        | 0.6107           | 0.7533         | 0.0232              | 0.3707            | 0.0                            | 0.8382              | 0.3590               | 0.3006           | 0.5472    | 0.0228         | 0.2829       | 0.0                       | 0.4830         | 0.3259          | 0.2888      |
| 1.3093        | 0.16  | 60   | 1.2604          | 0.2465   | 0.3397        | 0.6011           | 0.7105         | 0.0004              | 0.0875            | 0.0                            | 0.9559              | 0.3212               | 0.3026           | 0.5685    | 0.0004         | 0.0802       | 0.0                       | 0.4744         | 0.2994          | 0.3022      |
| 1.1732        | 0.22  | 80   | 1.1278          | 0.2491   | 0.3431        | 0.6274           | 0.8303         | 0.0008              | 0.0586            | 0.0                            | 0.9291              | 0.3276               | 0.2555           | 0.6103    | 0.0008         | 0.0560       | 0.0                       | 0.5141         | 0.3076          | 0.2547      |
| 1.2471        | 0.27  | 100  | 1.0584          | 0.2724   | 0.3736        | 0.6494           | 0.8989         | 0.0375              | 0.1763            | 0.0                            | 0.9176              | 0.5844               | 0.0006           | 0.5888    | 0.0374         | 0.1514       | 0.0                       | 0.6245         | 0.5043          | 0.0006      |
| 0.8947        | 0.32  | 120  | 0.9324          | 0.3357   | 0.4425        | 0.7042           | 0.9033         | 0.0096              | 0.2778            | 0.0                            | 0.9146              | 0.7000               | 0.2923           | 0.6888    | 0.0096         | 0.2355       | 0.0                       | 0.6223         | 0.5019          | 0.2916      |
| 1.1922        | 0.38  | 140  | 0.9745          | 0.3410   | 0.4493        | 0.6821           | 0.7822         | 0.0148              | 0.2773            | 0.0                            | 0.9225              | 0.7338               | 0.4144           | 0.6567    | 0.0148         | 0.2420       | 0.0                       | 0.5463         | 0.5184          | 0.4086      |
| 1.5695        | 0.43  | 160  | 0.8840          | 0.3772   | 0.5025        | 0.7286           | 0.8957         | 0.0288              | 0.5000            | 0.0                            | 0.8538              | 0.8545               | 0.3848           | 0.7277    | 0.0288         | 0.4012       | 0.0                       | 0.6443         | 0.4589          | 0.3798      |
| 1.095         | 0.49  | 180  | 0.8596          | 0.3740   | 0.4988        | 0.7191           | 0.8436         | 0.0453              | 0.3715            | 0.0                            | 0.8723              | 0.8661               | 0.4927           | 0.7428    | 0.0452         | 0.3100       | 0.0                       | 0.5999         | 0.4533          | 0.4665      |
| 1.0495        | 0.54  | 200  | 0.7698          | 0.4265   | 0.5374        | 0.7612           | 0.8938         | 0.0653              | 0.6521            | 0.0                            | 0.9071              | 0.7978               | 0.4455           | 0.7438    | 0.0650         | 0.5082       | 0.0                       | 0.6655         | 0.5652          | 0.4378      |
| 0.6566        | 0.59  | 220  | 0.7619          | 0.4341   | 0.5580        | 0.7664           | 0.8953         | 0.0462              | 0.7732            | 0.0                            | 0.8552              | 0.8443               | 0.4920           | 0.7358    | 0.0458         | 0.5370       | 0.0                       | 0.6896         | 0.5557          | 0.4749      |
| 1.177         | 0.65  | 240  | 0.7722          | 0.4191   | 0.5324        | 0.7538           | 0.9128         | 0.0950              | 0.7406            | 0.0                            | 0.8794              | 0.7236               | 0.3755           | 0.7230    | 0.0945         | 0.4920       | 0.0                       | 0.6798         | 0.5699          | 0.3745      |
| 0.7819        | 0.7   | 260  | 0.7664          | 0.4015   | 0.5032        | 0.7414           | 0.9350         | 0.0834              | 0.3838            | 0.0                            | 0.8537              | 0.7514               | 0.5153           | 0.6864    | 0.0821         | 0.2828       | 0.0                       | 0.6919         | 0.5665          | 0.5011      |
| 0.7828        | 0.76  | 280  | 0.7064          | 0.4645   | 0.5823        | 0.7789           | 0.8782         | 0.1966              | 0.8202            | 0.0                            | 0.9030              | 0.7815               | 0.4968           | 0.7609    | 0.1911         | 0.5326       | 0.0                       | 0.6956         | 0.5829          | 0.4883      |
| 0.6092        | 0.81  | 300  | 0.7097          | 0.5114   | 0.6268        | 0.7947           | 0.9039         | 0.5025              | 0.7176            | 0.0                            | 0.8930              | 0.8421               | 0.5283           | 0.7870    | 0.4181         | 0.5706       | 0.0                       | 0.6882         | 0.6010          | 0.5149      |
| 1.7916        | 0.86  | 320  | 0.6693          | 0.5099   | 0.6222        | 0.7982           | 0.9064         | 0.4097              | 0.8063            | 0.0                            | 0.8941              | 0.8109               | 0.5281           | 0.7762    | 0.3720         | 0.5858       | 0.0                       | 0.7113         | 0.6113          | 0.5130      |
| 0.7345        | 0.92  | 340  | 0.6743          | 0.5055   | 0.6143        | 0.7979           | 0.9100         | 0.3940              | 0.7794            | 0.0                            | 0.9127              | 0.8028               | 0.5009           | 0.7780    | 0.3587         | 0.6001       | 0.0                       | 0.7140         | 0.5964          | 0.4915      |
| 0.637         | 0.97  | 360  | 0.6245          | 0.5222   | 0.6306        | 0.8067           | 0.9141         | 0.4131              | 0.7853            | 0.0                            | 0.8914              | 0.8234               | 0.5870           | 0.7888    | 0.3803         | 0.6094       | 0.0                       | 0.7178         | 0.6178          | 0.5414      |
| 0.8406        | 1.03  | 380  | 0.6479          | 0.5206   | 0.6254        | 0.8043           | 0.9103         | 0.4757              | 0.7567            | 0.0                            | 0.9263              | 0.7775               | 0.5312           | 0.7995    | 0.4132         | 0.6059       | 0.0                       | 0.7047         | 0.6121          | 0.5091      |
| 0.9531        | 1.08  | 400  | 0.6132          | 0.5323   | 0.6444        | 0.8113           | 0.9146         | 0.5178              | 0.8316            | 0.0                            | 0.9081              | 0.8024               | 0.5364           | 0.8080    | 0.4352         | 0.6308       | 0.0                       | 0.7162         | 0.6211          | 0.5151      |
| 0.6297        | 1.14  | 420  | 0.6529          | 0.5191   | 0.6509        | 0.7944           | 0.9257         | 0.5420              | 0.8718            | 0.0                            | 0.7996              | 0.8808               | 0.5366           | 0.7799    | 0.4613         | 0.5873       | 0.0                       | 0.6893         | 0.6036          | 0.5119      |
| 0.4527        | 1.19  | 440  | 0.6055          | 0.5393   | 0.6617        | 0.8136           | 0.9146         | 0.5618              | 0.8581            | 0.0                            | 0.8712              | 0.8413               | 0.5852           | 0.8082    | 0.4572         | 0.6102       | 0.0                       | 0.7232         | 0.6275          | 0.5490      |
| 0.3314        | 1.24  | 460  | 0.6061          | 0.5426   | 0.6457        | 0.8187           | 0.9256         | 0.4963              | 0.7948            | 0.0                            | 0.9067              | 0.7824               | 0.6142           | 0.8083    | 0.4497         | 0.6202       | 0.0                       | 0.7307         | 0.6162          | 0.5734      |
| 0.5344        | 1.3   | 480  | 0.6365          | 0.5289   | 0.6559        | 0.8089           | 0.9062         | 0.5875              | 0.8884            | 0.0                            | 0.8953              | 0.7999               | 0.5137           | 0.8089    | 0.4373         | 0.6093       | 0.0                       | 0.7265         | 0.6329          | 0.4873      |
| 1.0977        | 1.35  | 500  | 0.6129          | 0.5325   | 0.6456        | 0.8098           | 0.9402         | 0.6061              | 0.7829            | 0.0                            | 0.8902              | 0.7751               | 0.5248           | 0.7957    | 0.4603         | 0.6199       | 0.0                       | 0.7236         | 0.6247          | 0.5035      |
| 0.5028        | 1.41  | 520  | 0.6530          | 0.5303   | 0.6531        | 0.8049           | 0.9023         | 0.6113              | 0.7989            | 0.0                            | 0.8993              | 0.8574               | 0.5029           | 0.8103    | 0.4972         | 0.6195       | 0.0                       | 0.7036         | 0.5900          | 0.4914      |
| 0.4093        | 1.46  | 540  | 0.6043          | 0.5327   | 0.6330        | 0.8096           | 0.9220         | 0.5348              | 0.7972            | 0.0                            | 0.9261              | 0.7064               | 0.5442           | 0.8086    | 0.4678         | 0.6166       | 0.0                       | 0.7056         | 0.6094          | 0.5207      |
| 0.4392        | 1.51  | 560  | 0.5532          | 0.5729   | 0.6868        | 0.8318           | 0.9135         | 0.6389              | 0.8304            | 0.0                            | 0.8862              | 0.8367               | 0.7019           | 0.8082    | 0.5218         | 0.6223       | 0.0                       | 0.7509         | 0.6559          | 0.6515      |
| 0.4156        | 1.57  | 580  | 0.5921          | 0.5594   | 0.6634        | 0.8223           | 0.9162         | 0.6216              | 0.8008            | 0.0                            | 0.9240              | 0.8058               | 0.5757           | 0.8100    | 0.5296         | 0.6424       | 0.0                       | 0.7249         | 0.6494          | 0.5593      |
| 0.5817        | 1.62  | 600  | 0.6145          | 0.5603   | 0.6917        | 0.8233           | 0.9267         | 0.7580              | 0.8471            | 0.0                            | 0.8722              | 0.8801               | 0.5577           | 0.8163    | 0.5487         | 0.6300       | 0.0                       | 0.7402         | 0.6417          | 0.5450      |
| 0.3551        | 1.68  | 620  | 0.5390          | 0.5859   | 0.7156        | 0.8361           | 0.9135         | 0.8256              | 0.8467            | 0.0                            | 0.8715              | 0.8494               | 0.7025           | 0.8289    | 0.5863         | 0.6466       | 0.0                       | 0.7419         | 0.6485          | 0.6492      |
| 0.453         | 1.73  | 640  | 0.5088          | 0.5999   | 0.7029        | 0.8466           | 0.9237         | 0.7069              | 0.8011            | 0.0                            | 0.9102              | 0.8441               | 0.7345           | 0.8305    | 0.5881         | 0.6650       | 0.0                       | 0.7576         | 0.6760          | 0.6822      |
| 1.2453        | 1.78  | 660  | 0.5524          | 0.5847   | 0.6951        | 0.8369           | 0.9104         | 0.6767              | 0.8362            | 0.0                            | 0.9038              | 0.8516               | 0.6871           | 0.8318    | 0.5614         | 0.6554       | 0.0                       | 0.7336         | 0.6489          | 0.6621      |
| 0.7462        | 1.84  | 680  | 0.5106          | 0.6009   | 0.7035        | 0.8458           | 0.9255         | 0.7246              | 0.8720            | 0.0                            | 0.9117              | 0.7932               | 0.6975           | 0.8210    | 0.6033         | 0.6703       | 0.0                       | 0.7621         | 0.6712          | 0.6782      |
| 0.5394        | 1.89  | 700  | 0.5511          | 0.6024   | 0.7181        | 0.8431           | 0.8944         | 0.7458              | 0.8676            | 0.0002                         | 0.8938              | 0.8785               | 0.7462           | 0.8143    | 0.6177         | 0.6510       | 0.0002                    | 0.7569         | 0.6770          | 0.7000      |
| 0.687         | 1.95  | 720  | 0.5729          | 0.5931   | 0.7128        | 0.8334           | 0.8541         | 0.7522              | 0.8466            | 0.0                            | 0.8989              | 0.8057               | 0.8324           | 0.7866    | 0.6072         | 0.6188       | 0.0                       | 0.7447         | 0.6640          | 0.7302      |
| 1.8817        | 2.0   | 740  | 0.5696          | 0.5922   | 0.7055        | 0.8409           | 0.9274         | 0.7567              | 0.7970            | 0.0004                         | 0.8907              | 0.8681               | 0.6980           | 0.8139    | 0.5882         | 0.6528       | 0.0004                    | 0.7629         | 0.6662          | 0.6612      |
| 0.3863        | 2.05  | 760  | 0.5317          | 0.5858   | 0.6944        | 0.8390           | 0.9085         | 0.7019              | 0.8568            | 0.0004                         | 0.9237              | 0.7845               | 0.6850           | 0.8275    | 0.5633         | 0.6667       | 0.0004                    | 0.7480         | 0.6380          | 0.6568      |
| 0.4857        | 2.11  | 780  | 0.5299          | 0.5867   | 0.7092        | 0.8366           | 0.8941         | 0.7602              | 0.8367            | 0.0113                         | 0.9016              | 0.8441               | 0.7162           | 0.8195    | 0.5735         | 0.6947       | 0.0113                    | 0.7573         | 0.6176          | 0.6331      |
| 0.4574        | 2.16  | 800  | 0.4897          | 0.6125   | 0.7202        | 0.8538           | 0.9369         | 0.7566              | 0.8603            | 0.0110                         | 0.8903              | 0.8365               | 0.7495           | 0.8322    | 0.5830         | 0.7061       | 0.0110                    | 0.7690         | 0.6780          | 0.7082      |
| 1.2893        | 2.22  | 820  | 0.4904          | 0.6083   | 0.7060        | 0.8501           | 0.9106         | 0.7215              | 0.7903            | 0.0066                         | 0.9298              | 0.7943               | 0.7891           | 0.8376    | 0.5719         | 0.7046       | 0.0066                    | 0.7425         | 0.6604          | 0.7342      |
| 0.3318        | 2.27  | 840  | 0.5034          | 0.6084   | 0.7443        | 0.8465           | 0.9073         | 0.8481              | 0.9087            | 0.0175                         | 0.8324              | 0.8653               | 0.8304           | 0.8301    | 0.6099         | 0.6466       | 0.0175                    | 0.7525         | 0.6664          | 0.7359      |
| 0.7274        | 2.32  | 860  | 0.5037          | 0.6095   | 0.7283        | 0.8495           | 0.9094         | 0.7908              | 0.8544            | 0.0246                         | 0.8896              | 0.8579               | 0.7715           | 0.8239    | 0.6145         | 0.6409       | 0.0246                    | 0.7778         | 0.6544          | 0.7302      |
| 0.2701        | 2.38  | 880  | 0.4549          | 0.6217   | 0.7399        | 0.8567           | 0.9149         | 0.8438              | 0.8606            | 0.0327                         | 0.8966              | 0.8430               | 0.7875           | 0.8370    | 0.6066         | 0.6989       | 0.0327                    | 0.7736         | 0.6696          | 0.7338      |
| 0.7689        | 2.43  | 900  | 0.4638          | 0.6372   | 0.7440        | 0.8630           | 0.9084         | 0.8053              | 0.8739            | 0.0723                         | 0.9211              | 0.8214               | 0.8054           | 0.8440    | 0.6305         | 0.6970       | 0.0723                    | 0.7779         | 0.6641          | 0.7749      |
| 0.9057        | 2.49  | 920  | 0.4861          | 0.6244   | 0.7361        | 0.8576           | 0.9113         | 0.7860              | 0.8618            | 0.0268                         | 0.8999              | 0.8763               | 0.7906           | 0.8372    | 0.6200         | 0.6959       | 0.0268                    | 0.7706         | 0.6673          | 0.7534      |
| 0.4402        | 2.54  | 940  | 0.4684          | 0.6285   | 0.7347        | 0.8587           | 0.9232         | 0.8211              | 0.8214            | 0.0369                         | 0.8997              | 0.8182               | 0.8225           | 0.8471    | 0.6360         | 0.7181       | 0.0369                    | 0.7598         | 0.6635          | 0.7384      |
| 0.5323        | 2.59  | 960  | 0.5211          | 0.6238   | 0.7290        | 0.8542           | 0.9292         | 0.7797              | 0.8183            | 0.0548                         | 0.8885              | 0.8458               | 0.7864           | 0.8261    | 0.6093         | 0.6929       | 0.0548                    | 0.7610         | 0.6825          | 0.7401      |
| 0.3023        | 2.65  | 980  | 0.5354          | 0.6030   | 0.7154        | 0.8478           | 0.9187         | 0.7808              | 0.8493            | 0.0235                         | 0.9198              | 0.8300               | 0.6854           | 0.8381    | 0.5942         | 0.6901       | 0.0235                    | 0.7623         | 0.6448          | 0.6679      |
| 0.4543        | 2.7   | 1000 | 0.5198          | 0.6117   | 0.7449        | 0.8484           | 0.9163         | 0.8640              | 0.8625            | 0.0540                         | 0.8592              | 0.9093               | 0.7492           | 0.8439    | 0.6254         | 0.6749       | 0.0539                    | 0.7631         | 0.6250          | 0.6962      |
| 0.3895        | 2.76  | 1020 | 0.5174          | 0.6274   | 0.7447        | 0.8562           | 0.9323         | 0.8145              | 0.8672            | 0.0671                         | 0.8619              | 0.8897               | 0.7806           | 0.8467    | 0.6486         | 0.6881       | 0.0670                    | 0.7666         | 0.6495          | 0.7251      |
| 0.2782        | 2.81  | 1040 | 0.4946          | 0.6339   | 0.7520        | 0.8574           | 0.9124         | 0.8106              | 0.8587            | 0.0948                         | 0.8764              | 0.9153               | 0.7958           | 0.8325    | 0.6386         | 0.6997       | 0.0946                    | 0.7773         | 0.6642          | 0.7307      |
| 0.4942        | 2.86  | 1060 | 0.5120          | 0.6234   | 0.7283        | 0.8505           | 0.9292         | 0.8251              | 0.8523            | 0.0801                         | 0.9149              | 0.8401               | 0.6565           | 0.8105    | 0.6503         | 0.7118       | 0.0797                    | 0.7799         | 0.6880          | 0.6436      |
| 0.4381        | 2.92  | 1080 | 0.4983          | 0.6212   | 0.7341        | 0.8497           | 0.9364         | 0.8388              | 0.8506            | 0.1094                         | 0.8976              | 0.8516               | 0.6543           | 0.8150    | 0.6122         | 0.7030       | 0.1088                    | 0.7781         | 0.6929          | 0.6383      |
| 0.3068        | 2.97  | 1100 | 0.4810          | 0.6381   | 0.7514        | 0.8591           | 0.9265         | 0.8078              | 0.9013            | 0.0818                         | 0.8630              | 0.8842               | 0.7953           | 0.8313    | 0.6523         | 0.7002       | 0.0815                    | 0.7721         | 0.6849          | 0.7446      |
| 0.359         | 3.03  | 1120 | 0.4442          | 0.6598   | 0.7630        | 0.8697           | 0.9335         | 0.8282              | 0.8824            | 0.1721                         | 0.9068              | 0.8465               | 0.7713           | 0.8409    | 0.6478         | 0.7214       | 0.1701                    | 0.7973         | 0.6896          | 0.7517      |
| 0.9712        | 3.08  | 1140 | 0.4595          | 0.6490   | 0.7589        | 0.8595           | 0.9024         | 0.7823              | 0.8386            | 0.1947                         | 0.8985              | 0.8891               | 0.8066           | 0.8274    | 0.6393         | 0.6980       | 0.1919                    | 0.7811         | 0.6527          | 0.7527      |
| 0.9749        | 3.14  | 1160 | 0.4557          | 0.6531   | 0.7585        | 0.8647           | 0.9180         | 0.8494              | 0.8345            | 0.1702                         | 0.9225              | 0.8509               | 0.7639           | 0.8341    | 0.6295         | 0.7190       | 0.1675                    | 0.7838         | 0.6935          | 0.7446      |
| 0.2994        | 3.19  | 1180 | 0.4756          | 0.6362   | 0.7491        | 0.8622           | 0.9186         | 0.8165              | 0.8692            | 0.0591                         | 0.8875              | 0.8784               | 0.8145           | 0.8459    | 0.6472         | 0.6854       | 0.0587                    | 0.7768         | 0.6755          | 0.7638      |
| 0.2181        | 3.24  | 1200 | 0.4904          | 0.6266   | 0.7280        | 0.8585           | 0.9324         | 0.7221              | 0.8585            | 0.0592                         | 0.9003              | 0.8704               | 0.7530           | 0.8398    | 0.6149         | 0.6996       | 0.0563                    | 0.7772         | 0.6744          | 0.7238      |
| 0.5907        | 3.3   | 1220 | 0.5001          | 0.6422   | 0.7463        | 0.8642           | 0.9217         | 0.7183              | 0.8707            | 0.1054                         | 0.8825              | 0.8751               | 0.8503           | 0.8427    | 0.6143         | 0.7039       | 0.1013                    | 0.7779         | 0.6731          | 0.7825      |
| 0.3174        | 3.35  | 1240 | 0.4629          | 0.6486   | 0.7537        | 0.8596           | 0.9221         | 0.8126              | 0.8176            | 0.2011                         | 0.9011              | 0.8308               | 0.7909           | 0.8320    | 0.6382         | 0.6930       | 0.1973                    | 0.7762         | 0.6748          | 0.7287      |
| 0.9913        | 3.41  | 1260 | 0.5059          | 0.6454   | 0.7423        | 0.8616           | 0.9192         | 0.7211              | 0.8417            | 0.1734                         | 0.9158              | 0.8354               | 0.7898           | 0.8376    | 0.6134         | 0.6851       | 0.1673                    | 0.7757         | 0.6847          | 0.7541      |
| 0.594         | 3.46  | 1280 | 0.4978          | 0.6499   | 0.7564        | 0.8641           | 0.9234         | 0.7176              | 0.8996            | 0.1993                         | 0.8755              | 0.8285               | 0.8510           | 0.8385    | 0.5961         | 0.6907       | 0.1834                    | 0.7839         | 0.6827          | 0.7742      |
| 0.3606        | 3.51  | 1300 | 0.4553          | 0.6745   | 0.7827        | 0.8730           | 0.9278         | 0.8154              | 0.8644            | 0.2862                         | 0.8900              | 0.8579               | 0.8372           | 0.8536    | 0.6281         | 0.7173       | 0.2693                    | 0.7924         | 0.6784          | 0.7821      |
| 0.2496        | 3.57  | 1320 | 0.4779          | 0.6537   | 0.7524        | 0.8650           | 0.9381         | 0.7943              | 0.8497            | 0.2063                         | 0.9145              | 0.8173               | 0.7467           | 0.8372    | 0.6416         | 0.7134       | 0.2002                    | 0.7955         | 0.6703          | 0.7176      |
| 0.4585        | 3.62  | 1340 | 0.4831          | 0.6602   | 0.7539        | 0.8677           | 0.9365         | 0.7896              | 0.8694            | 0.2350                         | 0.9203              | 0.7235               | 0.8029           | 0.8464    | 0.6458         | 0.7212       | 0.2264                    | 0.7868         | 0.6337          | 0.7611      |
| 0.3049        | 3.68  | 1360 | 0.4651          | 0.6745   | 0.7803        | 0.8699           | 0.9383         | 0.8015              | 0.8047            | 0.3400                         | 0.8881              | 0.8867               | 0.8027           | 0.8571    | 0.6454         | 0.7250       | 0.3120                    | 0.7901         | 0.6405          | 0.7512      |
| 0.8292        | 3.73  | 1380 | 0.4662          | 0.6804   | 0.7807        | 0.8739           | 0.9435         | 0.7807              | 0.8659            | 0.3394                         | 0.8889              | 0.8257               | 0.8207           | 0.8536    | 0.6421         | 0.7443       | 0.3049                    | 0.7961         | 0.6561          | 0.7661      |
| 0.3299        | 3.78  | 1400 | 0.4314          | 0.6869   | 0.7926        | 0.8747           | 0.9229         | 0.7418              | 0.8517            | 0.4578                         | 0.9058              | 0.8336               | 0.8349           | 0.8604    | 0.6217         | 0.7513       | 0.3634                    | 0.7984         | 0.6544          | 0.7589      |
| 0.2797        | 3.84  | 1420 | 0.4894          | 0.6547   | 0.7635        | 0.8597           | 0.9276         | 0.7365              | 0.8303            | 0.3512                         | 0.9020              | 0.8735               | 0.7233           | 0.8455    | 0.6126         | 0.7413       | 0.2852                    | 0.7865         | 0.6307          | 0.6810      |
| 0.4773        | 3.89  | 1440 | 0.4983          | 0.6631   | 0.7652        | 0.8687           | 0.9388         | 0.8061              | 0.8921            | 0.2478                         | 0.9071              | 0.8083               | 0.7560           | 0.8528    | 0.6477         | 0.7304       | 0.2323                    | 0.7924         | 0.6646          | 0.7211      |
| 1.1257        | 3.95  | 1460 | 0.4759          | 0.6409   | 0.7308        | 0.8658           | 0.9443         | 0.7182              | 0.8320            | 0.1004                         | 0.9206              | 0.8346               | 0.7656           | 0.8452    | 0.6081         | 0.7408       | 0.0951                    | 0.7865         | 0.6783          | 0.7324      |
| 0.4146        | 4.0   | 1480 | 0.4447          | 0.6743   | 0.7708        | 0.8730           | 0.9185         | 0.7105              | 0.8995            | 0.3146                         | 0.9137              | 0.7890               | 0.8495           | 0.8499    | 0.6032         | 0.7433       | 0.2770                    | 0.7908         | 0.6761          | 0.7800      |
| 0.247         | 4.05  | 1500 | 0.4617          | 0.6677   | 0.7749        | 0.8645           | 0.9282         | 0.7519              | 0.8744            | 0.3599                         | 0.8824              | 0.8310               | 0.7966           | 0.8370    | 0.6169         | 0.7111       | 0.3129                    | 0.7859         | 0.6736          | 0.7364      |
| 0.2868        | 4.11  | 1520 | 0.4976          | 0.6640   | 0.7671        | 0.8623           | 0.9411         | 0.7546              | 0.8310            | 0.3615                         | 0.8860              | 0.8316               | 0.7639           | 0.8324    | 0.6275         | 0.7132       | 0.3215                    | 0.7919         | 0.6548          | 0.7071      |
| 0.4645        | 4.16  | 1540 | 0.4701          | 0.6657   | 0.7674        | 0.8686           | 0.9253         | 0.7647              | 0.8576            | 0.2678                         | 0.9047              | 0.8506               | 0.8010           | 0.8455    | 0.6336         | 0.7184       | 0.2481                    | 0.7931         | 0.6830          | 0.7384      |
| 0.3623        | 4.22  | 1560 | 0.4887          | 0.6773   | 0.7871        | 0.8734           | 0.9318         | 0.8109              | 0.8683            | 0.3052                         | 0.8794              | 0.8817               | 0.8324           | 0.8523    | 0.6352         | 0.7358       | 0.2812                    | 0.7979         | 0.6737          | 0.7650      |
| 0.8344        | 4.27  | 1580 | 0.4911          | 0.6732   | 0.7857        | 0.8728           | 0.9205         | 0.8140              | 0.8770            | 0.2531                         | 0.8766              | 0.9037               | 0.8552           | 0.8564    | 0.6502         | 0.7171       | 0.2384                    | 0.7906         | 0.6723          | 0.7875      |
| 0.1409        | 4.32  | 1600 | 0.4735          | 0.6764   | 0.7763        | 0.8757           | 0.9316         | 0.8224              | 0.8617            | 0.2534                         | 0.9103              | 0.8249               | 0.8299           | 0.8535    | 0.6488         | 0.7286       | 0.2430                    | 0.8013         | 0.6948          | 0.7645      |
| 0.4398        | 4.38  | 1620 | 0.4830          | 0.6820   | 0.7941        | 0.8709           | 0.9065         | 0.7114              | 0.8315            | 0.5040                         | 0.9072              | 0.8489               | 0.8494           | 0.8530    | 0.5943         | 0.7336       | 0.3566                    | 0.7883         | 0.6695          | 0.7789      |
| 0.3379        | 4.43  | 1640 | 0.4664          | 0.6838   | 0.7842        | 0.8749           | 0.9217         | 0.6983              | 0.8737            | 0.4312                         | 0.9116              | 0.8084               | 0.8444           | 0.8576    | 0.5941         | 0.7437       | 0.3459                    | 0.7933         | 0.6760          | 0.7760      |
| 0.2342        | 4.49  | 1660 | 0.4703          | 0.6771   | 0.7869        | 0.8721           | 0.9355         | 0.7352              | 0.8944            | 0.4283                         | 0.8918              | 0.8368               | 0.7864           | 0.8629    | 0.5971         | 0.7208       | 0.3525                    | 0.7961         | 0.6644          | 0.7461      |
| 0.148         | 4.54  | 1680 | 0.5671          | 0.6553   | 0.7752        | 0.8594           | 0.9377         | 0.7633              | 0.8931            | 0.3852                         | 0.8725              | 0.8710               | 0.7036           | 0.8569    | 0.6201         | 0.7142       | 0.3288                    | 0.7899         | 0.6168          | 0.6603      |
| 0.202         | 4.59  | 1700 | 0.5108          | 0.6819   | 0.7964        | 0.8695           | 0.9365         | 0.7900              | 0.8888            | 0.4566                         | 0.8726              | 0.8431               | 0.7876           | 0.8467    | 0.6424         | 0.7405       | 0.3440                    | 0.7963         | 0.6810          | 0.7222      |
| 0.2107        | 4.65  | 1720 | 0.4934          | 0.6838   | 0.7900        | 0.8730           | 0.9253         | 0.7301              | 0.8546            | 0.4374                         | 0.8957              | 0.8634               | 0.8239           | 0.8512    | 0.5960         | 0.7502       | 0.3568                    | 0.7942         | 0.6805          | 0.7574      |
| 0.5085        | 4.7   | 1740 | 0.5234          | 0.6806   | 0.7843        | 0.8705           | 0.9371         | 0.7440              | 0.8956            | 0.3814                         | 0.8739              | 0.8448               | 0.8133           | 0.8413    | 0.6311         | 0.7240       | 0.3318                    | 0.7942         | 0.6990          | 0.7432      |
| 0.3162        | 4.76  | 1760 | 0.5976          | 0.6440   | 0.7734        | 0.8483           | 0.9272         | 0.7952              | 0.9161            | 0.3980                         | 0.8581              | 0.8645               | 0.6544           | 0.8406    | 0.6433         | 0.7053       | 0.3131                    | 0.7712         | 0.6232          | 0.6116      |
| 0.4468        | 4.81  | 1780 | 0.5528          | 0.6616   | 0.7922        | 0.8563           | 0.9287         | 0.7599              | 0.8737            | 0.5399                         | 0.8717              | 0.9086               | 0.6627           | 0.8518    | 0.6196         | 0.7356       | 0.3876                    | 0.7842         | 0.6112          | 0.6411      |
| 0.2914        | 4.86  | 1800 | 0.4448          | 0.6855   | 0.8009        | 0.8731           | 0.9382         | 0.7935              | 0.8643            | 0.4820                         | 0.8858              | 0.8662               | 0.7763           | 0.8616    | 0.6218         | 0.7468       | 0.3700                    | 0.7976         | 0.6694          | 0.7314      |
| 0.3376        | 4.92  | 1820 | 0.4391          | 0.6927   | 0.7955        | 0.8774           | 0.9252         | 0.7407              | 0.8542            | 0.4768                         | 0.9156              | 0.8381               | 0.8182           | 0.8606    | 0.6084         | 0.7608       | 0.3708                    | 0.7959         | 0.6706          | 0.7822      |
| 0.3751        | 4.97  | 1840 | 0.4395          | 0.7040   | 0.8084        | 0.8803           | 0.9272         | 0.7596              | 0.8446            | 0.4874                         | 0.8938              | 0.9010               | 0.8449           | 0.8613    | 0.6312         | 0.7617       | 0.3956                    | 0.7935         | 0.6819          | 0.8028      |
| 0.178         | 5.03  | 1860 | 0.4407          | 0.6937   | 0.8031        | 0.8773           | 0.9406         | 0.7685              | 0.8876            | 0.4798                         | 0.8827              | 0.8525               | 0.8103           | 0.8658    | 0.6382         | 0.7346       | 0.3686                    | 0.7968         | 0.6835          | 0.7681      |
| 0.3075        | 5.08  | 1880 | 0.4485          | 0.6878   | 0.7883        | 0.8770           | 0.9411         | 0.6814              | 0.8326            | 0.5002                         | 0.9071              | 0.8429               | 0.8130           | 0.8644    | 0.5854         | 0.7454       | 0.3662                    | 0.7967         | 0.6784          | 0.7783      |
| 0.3155        | 5.14  | 1900 | 0.4399          | 0.6962   | 0.8050        | 0.8761           | 0.9352         | 0.8200              | 0.8642            | 0.4813                         | 0.8897              | 0.8217               | 0.8226           | 0.8543    | 0.6421         | 0.7495       | 0.3825                    | 0.7953         | 0.6951          | 0.7549      |
| 0.2081        | 5.19  | 1920 | 0.4378          | 0.7054   | 0.8064        | 0.8827           | 0.9331         | 0.8320              | 0.8833            | 0.4178                         | 0.9041              | 0.8469               | 0.8278           | 0.8627    | 0.6702         | 0.7516       | 0.3508                    | 0.7990         | 0.7127          | 0.7910      |
| 0.4906        | 5.24  | 1940 | 0.4397          | 0.7017   | 0.8146        | 0.8772           | 0.9188         | 0.8495              | 0.8683            | 0.4437                         | 0.8827              | 0.8972               | 0.8419           | 0.8578    | 0.6533         | 0.7541       | 0.3838                    | 0.7843         | 0.7012          | 0.7773      |
| 0.1855        | 5.3   | 1960 | 0.4616          | 0.6914   | 0.8004        | 0.8745           | 0.9245         | 0.7732              | 0.8977            | 0.4276                         | 0.8822              | 0.8784               | 0.8191           | 0.8531    | 0.6409         | 0.7521       | 0.3624                    | 0.7931         | 0.6883          | 0.7500      |
| 0.3019        | 5.35  | 1980 | 0.4658          | 0.6902   | 0.7901        | 0.8740           | 0.9221         | 0.7511              | 0.8538            | 0.4708                         | 0.9197              | 0.7969               | 0.8167           | 0.8518    | 0.6226         | 0.7643       | 0.3793                    | 0.7932         | 0.6694          | 0.7510      |
| 0.2349        | 5.41  | 2000 | 0.4969          | 0.6752   | 0.7835        | 0.8682           | 0.9260         | 0.7555              | 0.8678            | 0.4031                         | 0.8963              | 0.8608               | 0.7746           | 0.8603    | 0.6412         | 0.7587       | 0.3488                    | 0.7958         | 0.6117          | 0.7098      |
| 0.6845        | 5.46  | 2020 | 0.4809          | 0.6869   | 0.8029        | 0.8713           | 0.9326         | 0.8102              | 0.8850            | 0.4438                         | 0.8600              | 0.8531               | 0.8357           | 0.8624    | 0.6586         | 0.7590       | 0.3593                    | 0.7824         | 0.6246          | 0.7619      |
| 0.1687        | 5.51  | 2040 | 0.4282          | 0.7010   | 0.8068        | 0.8790           | 0.9320         | 0.8177              | 0.8642            | 0.4669                         | 0.9015              | 0.8591               | 0.8059           | 0.8592    | 0.6517         | 0.7646       | 0.3818                    | 0.7980         | 0.6817          | 0.7702      |
| 0.3555        | 5.57  | 2060 | 0.4627          | 0.6923   | 0.7981        | 0.8755           | 0.9458         | 0.7103              | 0.8504            | 0.5134                         | 0.8782              | 0.8827               | 0.8058           | 0.8554    | 0.6083         | 0.7531       | 0.3919                    | 0.7967         | 0.6811          | 0.7593      |
| 0.3006        | 5.62  | 2080 | 0.4758          | 0.6888   | 0.8039        | 0.8736           | 0.9239         | 0.7116              | 0.8500            | 0.5832                         | 0.8970              | 0.8409               | 0.8206           | 0.8595    | 0.5948         | 0.7377       | 0.3947                    | 0.7952         | 0.6844          | 0.7553      |
| 0.1909        | 5.68  | 2100 | 0.5164          | 0.6708   | 0.7887        | 0.8634           | 0.9366         | 0.7535              | 0.8412            | 0.5040                         | 0.8853              | 0.8875               | 0.7126           | 0.8649    | 0.6044         | 0.7471       | 0.3775                    | 0.7730         | 0.6505          | 0.6781      |
| 0.1298        | 5.73  | 2120 | 0.4719          | 0.6907   | 0.8048        | 0.8754           | 0.9197         | 0.7386              | 0.8630            | 0.5636                         | 0.9034              | 0.7945               | 0.8508           | 0.8587    | 0.5945         | 0.7715       | 0.3663                    | 0.7952         | 0.6657          | 0.7833      |
| 0.4167        | 5.78  | 2140 | 0.4801          | 0.6937   | 0.8060        | 0.8764           | 0.9225         | 0.7367              | 0.8686            | 0.5372                         | 0.8945              | 0.8355               | 0.8471           | 0.8622    | 0.6013         | 0.7672       | 0.3903                    | 0.7943         | 0.6654          | 0.7749      |
| 0.1717        | 5.84  | 2160 | 0.5276          | 0.6703   | 0.7827        | 0.8624           | 0.9348         | 0.7363              | 0.8846            | 0.4353                         | 0.8702              | 0.8796               | 0.7382           | 0.8528    | 0.6274         | 0.7190       | 0.3811                    | 0.7778         | 0.6236          | 0.7102      |
| 0.2303        | 5.89  | 2180 | 0.4999          | 0.6868   | 0.7950        | 0.8726           | 0.9112         | 0.7915              | 0.8782            | 0.4238                         | 0.9146              | 0.8532               | 0.7925           | 0.8551    | 0.6426         | 0.7221       | 0.3567                    | 0.7900         | 0.6791          | 0.7622      |
| 0.3475        | 5.95  | 2200 | 0.4783          | 0.6961   | 0.8122        | 0.8730           | 0.9255         | 0.8479              | 0.8630            | 0.5174                         | 0.8952              | 0.8707               | 0.7654           | 0.8586    | 0.6580         | 0.7578       | 0.3956                    | 0.7845         | 0.6948          | 0.7237      |
| 0.3662        | 6.0   | 2220 | 0.5238          | 0.6894   | 0.7961        | 0.8685           | 0.9335         | 0.8246              | 0.8653            | 0.4771                         | 0.8993              | 0.8467               | 0.7261           | 0.8543    | 0.6671         | 0.7621       | 0.3943                    | 0.7742         | 0.6805          | 0.6932      |
| 0.318         | 6.05  | 2240 | 0.4639          | 0.7007   | 0.8073        | 0.8766           | 0.9228         | 0.8070              | 0.8638            | 0.4879                         | 0.9013              | 0.8522               | 0.8162           | 0.8630    | 0.6605         | 0.7610       | 0.3921                    | 0.7846         | 0.6852          | 0.7586      |
| 0.2406        | 6.11  | 2260 | 0.4532          | 0.7060   | 0.8107        | 0.8807           | 0.9294         | 0.8086              | 0.8812            | 0.4703                         | 0.8904              | 0.8375               | 0.8575           | 0.8600    | 0.6627         | 0.7584       | 0.3876                    | 0.7963         | 0.6931          | 0.7843      |
| 0.2521        | 6.16  | 2280 | 0.5303          | 0.6836   | 0.8013        | 0.8649           | 0.9314         | 0.7973              | 0.8723            | 0.5140                         | 0.8745              | 0.8990               | 0.7206           | 0.8617    | 0.6634         | 0.7422       | 0.3974                    | 0.7653         | 0.6672          | 0.6877      |
| 0.3682        | 6.22  | 2300 | 0.4872          | 0.6991   | 0.8096        | 0.8769           | 0.9385         | 0.8007              | 0.8556            | 0.5189                         | 0.8812              | 0.8445               | 0.8276           | 0.8604    | 0.6454         | 0.7445       | 0.3880                    | 0.7897         | 0.6958          | 0.7700      |
| 0.2375        | 6.27  | 2320 | 0.5122          | 0.7005   | 0.8031        | 0.8764           | 0.9361         | 0.7812              | 0.8391            | 0.5068                         | 0.8956              | 0.8495               | 0.8133           | 0.8528    | 0.6484         | 0.7545       | 0.4079                    | 0.7950         | 0.6965          | 0.7482      |
| 0.2016        | 6.32  | 2340 | 0.5179          | 0.6681   | 0.7813        | 0.8652           | 0.9287         | 0.8025              | 0.9013            | 0.3811                         | 0.9038              | 0.8525               | 0.6991           | 0.8573    | 0.6532         | 0.7251       | 0.3362                    | 0.7960         | 0.6402          | 0.6690      |
| 0.3004        | 6.38  | 2360 | 0.5304          | 0.6753   | 0.7917        | 0.8656           | 0.9263         | 0.8587              | 0.8450            | 0.4287                         | 0.9053              | 0.8642               | 0.7137           | 0.8554    | 0.6586         | 0.7352       | 0.3698                    | 0.7921         | 0.6325          | 0.6834      |
| 0.2964        | 6.43  | 2380 | 0.4926          | 0.7003   | 0.8086        | 0.8749           | 0.9319         | 0.8082              | 0.8491            | 0.5135                         | 0.8856              | 0.8568               | 0.8154           | 0.8478    | 0.6560         | 0.7508       | 0.4095                    | 0.7935         | 0.6932          | 0.7513      |
| 0.3581        | 6.49  | 2400 | 0.4978          | 0.7056   | 0.8147        | 0.8789           | 0.9219         | 0.8106              | 0.8758            | 0.4859                         | 0.8868              | 0.8750               | 0.8467           | 0.8554    | 0.6623         | 0.7478       | 0.4092                    | 0.7976         | 0.6903          | 0.7767      |
| 0.2314        | 6.54  | 2420 | 0.5135          | 0.7069   | 0.8124        | 0.8806           | 0.9216         | 0.8201              | 0.8698            | 0.4748                         | 0.8957              | 0.8311               | 0.8739           | 0.8529    | 0.6531         | 0.7548       | 0.3895                    | 0.7970         | 0.7054          | 0.7959      |
| 0.2579        | 6.59  | 2440 | 0.5198          | 0.7065   | 0.8177        | 0.8774           | 0.9268         | 0.8008              | 0.8579            | 0.5449                         | 0.8749              | 0.8501               | 0.8685           | 0.8587    | 0.6586         | 0.7613       | 0.4115                    | 0.7841         | 0.7070          | 0.7645      |
| 0.2868        | 6.65  | 2460 | 0.4945          | 0.7088   | 0.8165        | 0.8816           | 0.9211         | 0.7457              | 0.8820            | 0.5451                         | 0.8926              | 0.8669               | 0.8625           | 0.8590    | 0.6359         | 0.7593       | 0.4065                    | 0.7987         | 0.7092          | 0.7932      |
| 0.1662        | 6.7   | 2480 | 0.5108          | 0.6747   | 0.7882        | 0.8665           | 0.9180         | 0.7134              | 0.8785            | 0.4941                         | 0.8982              | 0.8366               | 0.7787           | 0.8438    | 0.5949         | 0.7428       | 0.3568                    | 0.7933         | 0.6736          | 0.7176      |
| 0.4887        | 6.76  | 2500 | 0.5402          | 0.6787   | 0.7846        | 0.8676           | 0.9325         | 0.7387              | 0.8802            | 0.4523                         | 0.8937              | 0.8354               | 0.7598           | 0.8441    | 0.6263         | 0.7582       | 0.3668                    | 0.7947         | 0.6628          | 0.6979      |
| 0.2958        | 6.81  | 2520 | 0.5463          | 0.6879   | 0.8021        | 0.8693           | 0.9166         | 0.7788              | 0.8735            | 0.4952                         | 0.8866              | 0.8606               | 0.8033           | 0.8506    | 0.6427         | 0.7519       | 0.3907                    | 0.7843         | 0.6571          | 0.7384      |
| 0.1797        | 6.86  | 2540 | 0.5422          | 0.6755   | 0.7921        | 0.8630           | 0.9257         | 0.8059              | 0.8971            | 0.4600                         | 0.8825              | 0.8415               | 0.7323           | 0.8440    | 0.6593         | 0.7343       | 0.3841                    | 0.7896         | 0.6389          | 0.6784      |
| 0.3753        | 6.92  | 2560 | 0.5063          | 0.6908   | 0.8078        | 0.8715           | 0.9315         | 0.8338              | 0.8600            | 0.5039                         | 0.8815              | 0.8582               | 0.7853           | 0.8502    | 0.6637         | 0.7301       | 0.3682                    | 0.7913         | 0.6859          | 0.7463      |
| 0.2522        | 6.97  | 2580 | 0.5076          | 0.7051   | 0.8176        | 0.8795           | 0.9245         | 0.8097              | 0.8640            | 0.5244                         | 0.8831              | 0.8414               | 0.8761           | 0.8574    | 0.6570         | 0.7438       | 0.3786                    | 0.7951         | 0.7094          | 0.7947      |
| 0.1963        | 7.03  | 2600 | 0.5412          | 0.6953   | 0.8033        | 0.8755           | 0.9257         | 0.8008              | 0.8806            | 0.4512                         | 0.8876              | 0.8389               | 0.8382           | 0.8524    | 0.6578         | 0.7383       | 0.3740                    | 0.7959         | 0.6813          | 0.7676      |
| 0.2533        | 7.08  | 2620 | 0.5306          | 0.6941   | 0.8020        | 0.8749           | 0.9250         | 0.8002              | 0.8596            | 0.4599                         | 0.8929              | 0.8457               | 0.8310           | 0.8526    | 0.6567         | 0.7543       | 0.3649                    | 0.7948         | 0.6773          | 0.7584      |
| 0.5541        | 7.14  | 2640 | 0.4998          | 0.6890   | 0.8018        | 0.8720           | 0.9232         | 0.7654              | 0.8556            | 0.5372                         | 0.8919              | 0.7927               | 0.8463           | 0.8573    | 0.6352         | 0.7635       | 0.3538                    | 0.7833         | 0.6576          | 0.7724      |
| 0.0754        | 7.19  | 2660 | 0.5106          | 0.6958   | 0.8093        | 0.8759           | 0.9283         | 0.8220              | 0.8579            | 0.4752                         | 0.8801              | 0.8556               | 0.8459           | 0.8570    | 0.6494         | 0.7530       | 0.3634                    | 0.7918         | 0.6893          | 0.7669      |
| 0.2814        | 7.24  | 2680 | 0.4975          | 0.6984   | 0.8098        | 0.8768           | 0.9245         | 0.8033              | 0.8694            | 0.4664                         | 0.8791              | 0.8741               | 0.8522           | 0.8568    | 0.6600         | 0.7555       | 0.3510                    | 0.7891         | 0.6977          | 0.7788      |
| 0.2554        | 7.3   | 2700 | 0.5054          | 0.7003   | 0.8036        | 0.8779           | 0.9225         | 0.8051              | 0.8610            | 0.4625                         | 0.9101              | 0.8438               | 0.8204           | 0.8561    | 0.6545         | 0.7509       | 0.3953                    | 0.7986         | 0.6869          | 0.7602      |
| 0.3146        | 7.35  | 2720 | 0.5127          | 0.6946   | 0.7991        | 0.8764           | 0.9263         | 0.7836              | 0.8618            | 0.4574                         | 0.9023              | 0.8321               | 0.8299           | 0.8564    | 0.6548         | 0.7525       | 0.3664                    | 0.7994         | 0.6725          | 0.7600      |
| 0.2087        | 7.41  | 2740 | 0.5040          | 0.6965   | 0.8015        | 0.8755           | 0.9326         | 0.7905              | 0.8362            | 0.4804                         | 0.8916              | 0.8476               | 0.8315           | 0.8541    | 0.6544         | 0.7533       | 0.3868                    | 0.7943         | 0.6721          | 0.7607      |
| 0.1496        | 7.46  | 2760 | 0.5244          | 0.6893   | 0.7867        | 0.8743           | 0.9272         | 0.7775              | 0.8650            | 0.4209                         | 0.9172              | 0.7854               | 0.8139           | 0.8556    | 0.6555         | 0.7573       | 0.3754                    | 0.7983         | 0.6397          | 0.7434      |
| 0.3823        | 7.51  | 2780 | 0.5747          | 0.6768   | 0.7897        | 0.8643           | 0.9148         | 0.7911              | 0.8751            | 0.4695                         | 0.9054              | 0.8193               | 0.7525           | 0.8540    | 0.6638         | 0.7402       | 0.3878                    | 0.7889         | 0.6162          | 0.6866      |
| 0.2446        | 7.57  | 2800 | 0.6275          | 0.6678   | 0.7875        | 0.8619           | 0.9218         | 0.7070              | 0.8815            | 0.5210                         | 0.8876              | 0.8579               | 0.7355           | 0.8564    | 0.6162         | 0.7259       | 0.3794                    | 0.7888         | 0.6316          | 0.6763      |
| 0.2835        | 7.62  | 2820 | 0.5051          | 0.6959   | 0.8041        | 0.8762           | 0.9263         | 0.8025              | 0.8453            | 0.5165                         | 0.9079              | 0.7984               | 0.8319           | 0.8567    | 0.6381         | 0.7513       | 0.3942                    | 0.7988         | 0.6717          | 0.7606      |
| 0.2461        | 7.68  | 2840 | 0.4727          | 0.7052   | 0.8061        | 0.8823           | 0.9331         | 0.7872              | 0.8752            | 0.4974                         | 0.9138              | 0.8080               | 0.8281           | 0.8625    | 0.6577         | 0.7555       | 0.3805                    | 0.8062         | 0.6868          | 0.7876      |
| 1.5004        | 7.73  | 2860 | 0.4791          | 0.7056   | 0.8100        | 0.8830           | 0.9410         | 0.8027              | 0.8831            | 0.4808                         | 0.8950              | 0.8375               | 0.8298           | 0.8652    | 0.6591         | 0.7512       | 0.3775                    | 0.8080         | 0.6986          | 0.7794      |
| 0.1986        | 7.78  | 2880 | 0.5078          | 0.6965   | 0.7987        | 0.8790           | 0.9429         | 0.7843              | 0.8732            | 0.4093                         | 0.8797              | 0.8623               | 0.8391           | 0.8571    | 0.6569         | 0.7405       | 0.3438                    | 0.7997         | 0.6984          | 0.7788      |
| 0.2339        | 7.84  | 2900 | 0.5000          | 0.7044   | 0.8077        | 0.8810           | 0.9319         | 0.7377              | 0.8550            | 0.5302                         | 0.9025              | 0.8697               | 0.8269           | 0.8614    | 0.6325         | 0.7542       | 0.4047                    | 0.8033         | 0.6984          | 0.7766      |
| 0.0837        | 7.89  | 2920 | 0.5007          | 0.6982   | 0.8144        | 0.8763           | 0.9253         | 0.7582              | 0.8479            | 0.6030                         | 0.8950              | 0.8469               | 0.8248           | 0.8550    | 0.6169         | 0.7484       | 0.4139                    | 0.8027         | 0.6928          | 0.7577      |
| 1.3492        | 7.95  | 2940 | 0.5037          | 0.7013   | 0.8103        | 0.8780           | 0.9140         | 0.7773              | 0.8419            | 0.5456                         | 0.9124              | 0.8252               | 0.8556           | 0.8571    | 0.6288         | 0.7564       | 0.4051                    | 0.7975         | 0.6892          | 0.7750      |
| 0.1609        | 8.0   | 2960 | 0.5388          | 0.6951   | 0.8070        | 0.8771           | 0.9309         | 0.7180              | 0.8600            | 0.5458                         | 0.8846              | 0.8751               | 0.8346           | 0.8616    | 0.6048         | 0.7611       | 0.3913                    | 0.7982         | 0.6846          | 0.7640      |
| 0.1974        | 8.05  | 2980 | 0.5616          | 0.6876   | 0.7942        | 0.8735           | 0.9369         | 0.7196              | 0.8774            | 0.4704                         | 0.8778              | 0.8559               | 0.8217           | 0.8551    | 0.6205         | 0.7453       | 0.3603                    | 0.7912         | 0.6828          | 0.7575      |
| 0.3758        | 8.11  | 3000 | 0.5371          | 0.6905   | 0.7959        | 0.8751           | 0.9300         | 0.7476              | 0.8519            | 0.4906                         | 0.9060              | 0.8422               | 0.8033           | 0.8609    | 0.6354         | 0.7528       | 0.3878                    | 0.8035         | 0.6576          | 0.7357      |
| 0.3258        | 8.16  | 3020 | 0.5377          | 0.7041   | 0.8142        | 0.8800           | 0.9247         | 0.8074              | 0.8684            | 0.4980                         | 0.8955              | 0.8712               | 0.8341           | 0.8620    | 0.6547         | 0.7613       | 0.4021                    | 0.8047         | 0.6799          | 0.7639      |
| 0.6562        | 8.22  | 3040 | 0.5174          | 0.6983   | 0.8014        | 0.8770           | 0.9314         | 0.7726              | 0.8735            | 0.5109                         | 0.9061              | 0.7972               | 0.8180           | 0.8600    | 0.6557         | 0.7687       | 0.3960                    | 0.7985         | 0.6545          | 0.7546      |
| 0.1986        | 8.27  | 3060 | 0.4938          | 0.6974   | 0.8105        | 0.8764           | 0.9298         | 0.8153              | 0.8806            | 0.5178                         | 0.8897              | 0.8100               | 0.8299           | 0.8614    | 0.6635         | 0.7664       | 0.3697                    | 0.7956         | 0.6648          | 0.7607      |
| 0.2218        | 8.32  | 3080 | 0.4929          | 0.6988   | 0.8076        | 0.8781           | 0.9372         | 0.8038              | 0.8684            | 0.4851                         | 0.8902              | 0.8650               | 0.8035           | 0.8626    | 0.6487         | 0.7563       | 0.4011                    | 0.8030         | 0.6678          | 0.7521      |
| 0.181         | 8.38  | 3100 | 0.4854          | 0.7063   | 0.8118        | 0.8812           | 0.9257         | 0.7996              | 0.8745            | 0.5019                         | 0.8993              | 0.8189               | 0.8630           | 0.8637    | 0.6552         | 0.7577       | 0.4015                    | 0.7980         | 0.6787          | 0.7892      |
| 0.204         | 8.43  | 3120 | 0.4932          | 0.7113   | 0.8182        | 0.8835           | 0.9217         | 0.7920              | 0.8898            | 0.5004                         | 0.8925              | 0.8545               | 0.8763           | 0.8663    | 0.6615         | 0.7517       | 0.3951                    | 0.7976         | 0.7067          | 0.8001      |
| 0.5453        | 8.49  | 3140 | 0.4829          | 0.7143   | 0.8229        | 0.8869           | 0.9246         | 0.8194              | 0.8835            | 0.5282                         | 0.9107              | 0.8404               | 0.8534           | 0.8713    | 0.6598         | 0.7619       | 0.3889                    | 0.8103         | 0.6973          | 0.8106      |
| 0.2292        | 8.54  | 3160 | 0.5237          | 0.7038   | 0.8241        | 0.8793           | 0.9210         | 0.8151              | 0.8620            | 0.5617                         | 0.8857              | 0.8758               | 0.8471           | 0.8655    | 0.6544         | 0.7576       | 0.3918                    | 0.8016         | 0.6845          | 0.7710      |
| 0.1385        | 8.59  | 3180 | 0.5481          | 0.6862   | 0.8014        | 0.8701           | 0.9265         | 0.7939              | 0.8747            | 0.5152                         | 0.8964              | 0.8391               | 0.7637           | 0.8588    | 0.6542         | 0.7545       | 0.3946                    | 0.7982         | 0.6452          | 0.6975      |
| 0.1635        | 8.65  | 3200 | 0.5343          | 0.6881   | 0.7996        | 0.8714           | 0.9318         | 0.8101              | 0.8753            | 0.4698                         | 0.8906              | 0.8485               | 0.7714           | 0.8524    | 0.6505         | 0.7575       | 0.3919                    | 0.7995         | 0.6584          | 0.7066      |
| 0.4739        | 8.7   | 3220 | 0.5714          | 0.6824   | 0.7937        | 0.8679           | 0.9211         | 0.7951              | 0.8765            | 0.4737                         | 0.9050              | 0.8307               | 0.7536           | 0.8483    | 0.6485         | 0.7458       | 0.3918                    | 0.7968         | 0.6535          | 0.6920      |
| 0.0793        | 8.76  | 3240 | 0.5943          | 0.6928   | 0.8056        | 0.8730           | 0.9282         | 0.8230              | 0.8639            | 0.4809                         | 0.8898              | 0.8667               | 0.7871           | 0.8574    | 0.6578         | 0.7553       | 0.4043                    | 0.7971         | 0.6536          | 0.7243      |
| 0.457         | 8.81  | 3260 | 0.5463          | 0.6962   | 0.8103        | 0.8747           | 0.9296         | 0.8083              | 0.8663            | 0.5222                         | 0.8885              | 0.8611               | 0.7962           | 0.8615    | 0.6589         | 0.7576       | 0.4144                    | 0.8003         | 0.6528          | 0.7283      |
| 0.1746        | 8.86  | 3280 | 0.5066          | 0.7015   | 0.8137        | 0.8776           | 0.9288         | 0.8112              | 0.8883            | 0.5120                         | 0.8900              | 0.8623               | 0.8032           | 0.8597    | 0.6556         | 0.7580       | 0.4177                    | 0.8038         | 0.6769          | 0.7386      |
| 0.1672        | 8.92  | 3300 | 0.4937          | 0.7096   | 0.8195        | 0.8820           | 0.9303         | 0.8124              | 0.8993            | 0.5266                         | 0.8841              | 0.8154               | 0.8682           | 0.8624    | 0.6627         | 0.7619       | 0.3900                    | 0.7968         | 0.6986          | 0.7950      |
| 0.2551        | 8.97  | 3320 | 0.4960          | 0.7167   | 0.8159        | 0.8871           | 0.9345         | 0.7941              | 0.8738            | 0.4865                         | 0.8973              | 0.8495               | 0.8758           | 0.8699    | 0.6624         | 0.7631       | 0.4167                    | 0.8062         | 0.7013          | 0.7974      |
| 0.2257        | 9.03  | 3340 | 0.4759          | 0.7055   | 0.8053        | 0.8823           | 0.9389         | 0.7972              | 0.8856            | 0.4653                         | 0.9050              | 0.8305               | 0.8146           | 0.8699    | 0.6631         | 0.7645       | 0.4127                    | 0.8071         | 0.6584          | 0.7628      |
| 0.1426        | 9.08  | 3360 | 0.5225          | 0.7002   | 0.8077        | 0.8786           | 0.9387         | 0.8276              | 0.8668            | 0.4760                         | 0.9021              | 0.8812               | 0.7617           | 0.8689    | 0.6713         | 0.7618       | 0.4178                    | 0.8108         | 0.6443          | 0.7265      |
| 0.3053        | 9.14  | 3380 | 0.5660          | 0.6966   | 0.8077        | 0.8762           | 0.9376         | 0.8388              | 0.8694            | 0.5149                         | 0.9038              | 0.8209               | 0.7682           | 0.8671    | 0.6636         | 0.7515       | 0.4205                    | 0.8039         | 0.6474          | 0.7219      |
| 0.1548        | 9.19  | 3400 | 0.5813          | 0.6893   | 0.8127        | 0.8702           | 0.9234         | 0.8438              | 0.8660            | 0.5554                         | 0.8943              | 0.8522               | 0.7538           | 0.8627    | 0.6629         | 0.7515       | 0.4097                    | 0.7951         | 0.6362          | 0.7066      |
| 0.1211        | 9.24  | 3420 | 0.5769          | 0.6932   | 0.8118        | 0.8727           | 0.9283         | 0.8104              | 0.8924            | 0.5413                         | 0.8906              | 0.8706               | 0.7492           | 0.8634    | 0.6655         | 0.7570       | 0.4123                    | 0.7995         | 0.6412          | 0.7131      |
| 0.3147        | 9.3   | 3440 | 0.5796          | 0.6837   | 0.7944        | 0.8694           | 0.9430         | 0.8004              | 0.8910            | 0.4942                         | 0.8914              | 0.7999               | 0.7407           | 0.8596    | 0.6598         | 0.7527       | 0.3965                    | 0.7944         | 0.6143          | 0.7083      |
| 0.1144        | 9.35  | 3460 | 0.5141          | 0.7011   | 0.8072        | 0.8787           | 0.9328         | 0.8200              | 0.8415            | 0.5128                         | 0.9064              | 0.8054               | 0.8311           | 0.8622    | 0.6524         | 0.7557       | 0.4135                    | 0.8022         | 0.6547          | 0.7668      |
| 0.1403        | 9.41  | 3480 | 0.5173          | 0.6984   | 0.8031        | 0.8770           | 0.9355         | 0.7785              | 0.8427            | 0.5184                         | 0.8989              | 0.8227               | 0.8251           | 0.8596    | 0.6557         | 0.7544       | 0.3990                    | 0.7994         | 0.6599          | 0.7611      |
| 0.203         | 9.46  | 3500 | 0.5448          | 0.6956   | 0.8058        | 0.8747           | 0.9276         | 0.8036              | 0.8666            | 0.5026                         | 0.8981              | 0.8497               | 0.7924           | 0.8585    | 0.6576         | 0.7538       | 0.4119                    | 0.8012         | 0.6598          | 0.7268      |
| 0.1282        | 9.51  | 3520 | 0.5381          | 0.6883   | 0.7928        | 0.8737           | 0.9430         | 0.7925              | 0.8682            | 0.4397                         | 0.8971              | 0.8504               | 0.7585           | 0.8612    | 0.6569         | 0.7461       | 0.3839                    | 0.8005         | 0.6522          | 0.7175      |
| 0.432         | 9.57  | 3540 | 0.5318          | 0.6937   | 0.8023        | 0.8754           | 0.9268         | 0.8147              | 0.8637            | 0.4540                         | 0.8954              | 0.8362               | 0.8253           | 0.8571    | 0.6500         | 0.7432       | 0.3879                    | 0.7980         | 0.6640          | 0.7557      |
| 0.2516        | 9.62  | 3560 | 0.5506          | 0.6840   | 0.7978        | 0.8681           | 0.9232         | 0.8109              | 0.8477            | 0.5013                         | 0.8985              | 0.8223               | 0.7809           | 0.8549    | 0.6578         | 0.7348       | 0.3866                    | 0.7868         | 0.6453          | 0.7217      |
| 0.4764        | 9.68  | 3580 | 0.5261          | 0.7026   | 0.8114        | 0.8799           | 0.9304         | 0.8107              | 0.8580            | 0.5347                         | 0.9048              | 0.7993               | 0.8418           | 0.8653    | 0.6570         | 0.7500       | 0.3826                    | 0.7991         | 0.6800          | 0.7842      |
| 0.2307        | 9.73  | 3600 | 0.5296          | 0.7008   | 0.8118        | 0.8791           | 0.9377         | 0.8005              | 0.8662            | 0.5038                         | 0.8850              | 0.8763               | 0.8130           | 0.8678    | 0.6570         | 0.7503       | 0.4018                    | 0.8025         | 0.6632          | 0.7633      |
| 0.1737        | 9.78  | 3620 | 0.5454          | 0.7018   | 0.8109        | 0.8783           | 0.9224         | 0.7941              | 0.8902            | 0.4868                         | 0.8924              | 0.8574               | 0.8328           | 0.8626    | 0.6616         | 0.7485       | 0.4094                    | 0.8002         | 0.6707          | 0.7595      |
| 0.1987        | 9.84  | 3640 | 0.5651          | 0.6953   | 0.7997        | 0.8760           | 0.9312         | 0.7764              | 0.8770            | 0.4707                         | 0.9034              | 0.8563               | 0.7825           | 0.8672    | 0.6606         | 0.7450       | 0.4049                    | 0.7976         | 0.6536          | 0.7379      |
| 0.2626        | 9.89  | 3660 | 0.5389          | 0.7021   | 0.8095        | 0.8786           | 0.9281         | 0.8088              | 0.8662            | 0.4890                         | 0.8949              | 0.8447               | 0.8350           | 0.8625    | 0.6628         | 0.7507       | 0.4134                    | 0.8023         | 0.6652          | 0.7577      |
| 0.228         | 9.95  | 3680 | 0.4990          | 0.7072   | 0.8153        | 0.8809           | 0.9265         | 0.8167              | 0.8577            | 0.5368                         | 0.9022              | 0.8071               | 0.8602           | 0.8640    | 0.6599         | 0.7581       | 0.4045                    | 0.7984         | 0.6771          | 0.7882      |
| 0.202         | 10.0  | 3700 | 0.5157          | 0.7034   | 0.8153        | 0.8797           | 0.9390         | 0.8201              | 0.8618            | 0.5079                         | 0.8794              | 0.8709               | 0.8278           | 0.8647    | 0.6624         | 0.7616       | 0.3828                    | 0.7975         | 0.6802          | 0.7747      |
| 0.1267        | 10.05 | 3720 | 0.6238          | 0.6908   | 0.7911        | 0.8720           | 0.9357         | 0.7617              | 0.8816            | 0.4644                         | 0.9074              | 0.8577               | 0.7292           | 0.8644    | 0.6666         | 0.7559       | 0.3939                    | 0.7830         | 0.6742          | 0.6974      |
| 0.201         | 10.11 | 3740 | 0.5198          | 0.7118   | 0.8110        | 0.8851           | 0.9465         | 0.7879              | 0.8955            | 0.4572                         | 0.8783              | 0.8490               | 0.8626           | 0.8647    | 0.6697         | 0.7411       | 0.3811                    | 0.8006         | 0.7150          | 0.8104      |
| 0.1652        | 10.16 | 3760 | 0.4975          | 0.7185   | 0.8179        | 0.8882           | 0.9393         | 0.8016              | 0.8422            | 0.5026                         | 0.9001              | 0.8738               | 0.8657           | 0.8708    | 0.6646         | 0.7568       | 0.4102                    | 0.8077         | 0.7127          | 0.8068      |
| 0.2556        | 10.22 | 3780 | 0.5185          | 0.7079   | 0.8096        | 0.8823           | 0.9310         | 0.7939              | 0.8767            | 0.4982                         | 0.9101              | 0.8376               | 0.8200           | 0.8702    | 0.6698         | 0.7605       | 0.4202                    | 0.8064         | 0.6650          | 0.7630      |
| 0.1816        | 10.27 | 3800 | 0.5099          | 0.7049   | 0.8087        | 0.8808           | 0.9357         | 0.8126              | 0.8794            | 0.5079                         | 0.9117              | 0.8190               | 0.7943           | 0.8725    | 0.6798         | 0.7567       | 0.4192                    | 0.8061         | 0.6405          | 0.7595      |
| 0.1798        | 10.32 | 3820 | 0.5190          | 0.6953   | 0.7978        | 0.8763           | 0.9429         | 0.7971              | 0.8612            | 0.4771                         | 0.9003              | 0.8153               | 0.7909           | 0.8689    | 0.6755         | 0.7517       | 0.3761                    | 0.7908         | 0.6493          | 0.7546      |
| 0.2387        | 10.38 | 3840 | 0.5195          | 0.7007   | 0.8070        | 0.8796           | 0.9452         | 0.8050              | 0.8572            | 0.5082                         | 0.8902              | 0.8114               | 0.8315           | 0.8690    | 0.6623         | 0.7578       | 0.3843                    | 0.7979         | 0.6553          | 0.7786      |
| 0.1978        | 10.43 | 3860 | 0.5542          | 0.6970   | 0.8079        | 0.8778           | 0.9321         | 0.8004              | 0.8992            | 0.4805                         | 0.8880              | 0.8324               | 0.8223           | 0.8678    | 0.6601         | 0.7516       | 0.3669                    | 0.7947         | 0.6669          | 0.7709      |
| 1.1434        | 10.49 | 3880 | 0.5309          | 0.6989   | 0.8092        | 0.8791           | 0.9322         | 0.8335              | 0.8746            | 0.4651                         | 0.8949              | 0.8429               | 0.8215           | 0.8673    | 0.6571         | 0.7474       | 0.3863                    | 0.8007         | 0.6581          | 0.7754      |
| 0.1303        | 10.54 | 3900 | 0.5046          | 0.7093   | 0.8109        | 0.8836           | 0.9322         | 0.8073              | 0.8619            | 0.4903                         | 0.9087              | 0.8338               | 0.8418           | 0.8694    | 0.6775         | 0.7593       | 0.3962                    | 0.8053         | 0.6635          | 0.7943      |
| 0.1852        | 10.59 | 3920 | 0.5232          | 0.7062   | 0.8088        | 0.8817           | 0.9322         | 0.8051              | 0.8746            | 0.4951                         | 0.9094              | 0.8222               | 0.8227           | 0.8691    | 0.6798         | 0.7631       | 0.3979                    | 0.8042         | 0.6553          | 0.7743      |
| 0.163         | 10.65 | 3940 | 0.5616          | 0.6985   | 0.8148        | 0.8759           | 0.9250         | 0.8139              | 0.8405            | 0.5471                         | 0.8947              | 0.8755               | 0.8069           | 0.8628    | 0.6576         | 0.7535       | 0.4040                    | 0.7985         | 0.6562          | 0.7571      |
| 0.1246        | 10.7  | 3960 | 0.5562          | 0.6947   | 0.8048        | 0.8743           | 0.9323         | 0.8112              | 0.8646            | 0.5051                         | 0.9011              | 0.8549               | 0.7646           | 0.8614    | 0.6642         | 0.7561       | 0.4115                    | 0.8013         | 0.6496          | 0.7191      |
| 0.1551        | 10.76 | 3980 | 0.5385          | 0.7000   | 0.8061        | 0.8782           | 0.9366         | 0.8124              | 0.8729            | 0.4912                         | 0.8993              | 0.8277               | 0.8029           | 0.8658    | 0.6646         | 0.7624       | 0.4025                    | 0.8009         | 0.6574          | 0.7464      |
| 0.1331        | 10.81 | 4000 | 0.5253          | 0.6981   | 0.8251        | 0.8747           | 0.9290         | 0.8215              | 0.8772            | 0.6042                         | 0.8728              | 0.8741               | 0.7972           | 0.8673    | 0.6590         | 0.7676       | 0.3934                    | 0.7926         | 0.6708          | 0.7360      |
| 0.164         | 10.86 | 4020 | 0.5408          | 0.6896   | 0.7965        | 0.8722           | 0.9387         | 0.8077              | 0.8678            | 0.4792                         | 0.9052              | 0.8495               | 0.7271           | 0.8630    | 0.6566         | 0.7652       | 0.3907                    | 0.7904         | 0.6769          | 0.6844      |
| 0.2992        | 10.92 | 4040 | 0.4891          | 0.7085   | 0.8211        | 0.8822           | 0.9322         | 0.8341              | 0.8662            | 0.5303                         | 0.8922              | 0.8592               | 0.8337           | 0.8665    | 0.6560         | 0.7673       | 0.3975                    | 0.8026         | 0.6946          | 0.7751      |
| 0.5583        | 10.97 | 4060 | 0.5178          | 0.7032   | 0.8113        | 0.8791           | 0.9242         | 0.8140              | 0.8637            | 0.5165                         | 0.9088              | 0.8310               | 0.8207           | 0.8600    | 0.6629         | 0.7628       | 0.3986                    | 0.8043         | 0.6801          | 0.7539      |
| 0.2979        | 11.03 | 4080 | 0.5387          | 0.7078   | 0.8218        | 0.8806           | 0.9227         | 0.8195              | 0.8675            | 0.5477                         | 0.8942              | 0.8591               | 0.8423           | 0.8631    | 0.6687         | 0.7587       | 0.3998                    | 0.8031         | 0.6887          | 0.7723      |
| 0.1316        | 11.08 | 4100 | 0.5345          | 0.7043   | 0.8156        | 0.8810           | 0.9374         | 0.8271              | 0.8597            | 0.5116                         | 0.8893              | 0.8535               | 0.8303           | 0.8655    | 0.6618         | 0.7547       | 0.3989                    | 0.8088         | 0.6779          | 0.7628      |
| 0.0826        | 11.14 | 4120 | 0.5548          | 0.7032   | 0.8100        | 0.8807           | 0.9285         | 0.8053              | 0.8655            | 0.4684                         | 0.8945              | 0.8613               | 0.8462           | 0.8631    | 0.6734         | 0.7537       | 0.3760                    | 0.8062         | 0.6754          | 0.7744      |
| 0.2202        | 11.19 | 4140 | 0.5560          | 0.6969   | 0.8014        | 0.8780           | 0.9305         | 0.7836              | 0.8645            | 0.4524                         | 0.8979              | 0.8550               | 0.8258           | 0.8633    | 0.6689         | 0.7484       | 0.3774                    | 0.8052         | 0.6585          | 0.7567      |
| 0.1173        | 11.24 | 4160 | 0.5449          | 0.6980   | 0.8126        | 0.8764           | 0.9357         | 0.7982              | 0.8568            | 0.5453                         | 0.8808              | 0.8448               | 0.8266           | 0.8590    | 0.6650         | 0.7564       | 0.3648                    | 0.8001         | 0.6832          | 0.7575      |
| 0.2042        | 11.3  | 4180 | 0.5187          | 0.7145   | 0.8163        | 0.8859           | 0.9255         | 0.7955              | 0.8716            | 0.4897                         | 0.9028              | 0.8533               | 0.8760           | 0.8640    | 0.6608         | 0.7610       | 0.3982                    | 0.8069         | 0.7113          | 0.7992      |
| 0.3217        | 11.35 | 4200 | 0.5622          | 0.7025   | 0.8106        | 0.8797           | 0.9297         | 0.7967              | 0.8600            | 0.5008                         | 0.8966              | 0.8600               | 0.8306           | 0.8646    | 0.6606         | 0.7551       | 0.3964                    | 0.8045         | 0.6758          | 0.7605      |
| 0.1931        | 11.41 | 4220 | 0.5558          | 0.7066   | 0.8141        | 0.8818           | 0.9319         | 0.8162              | 0.8842            | 0.4977                         | 0.8970              | 0.8410               | 0.8305           | 0.8651    | 0.6655         | 0.7627       | 0.4046                    | 0.8084         | 0.6798          | 0.7601      |
| 0.223         | 11.46 | 4240 | 0.5849          | 0.6760   | 0.7929        | 0.8630           | 0.9468         | 0.8051              | 0.8890            | 0.5197                         | 0.8878              | 0.8614               | 0.6407           | 0.8646    | 0.6706         | 0.7622       | 0.4149                    | 0.7891         | 0.6286          | 0.6018      |
| 0.3508        | 11.51 | 4260 | 0.5701          | 0.6909   | 0.8025        | 0.8698           | 0.9422         | 0.8224              | 0.8727            | 0.4983                         | 0.8817              | 0.8765               | 0.7240           | 0.8629    | 0.6726         | 0.7613       | 0.4103                    | 0.7803         | 0.6710          | 0.6782      |
| 0.1145        | 11.57 | 4280 | 0.5226          | 0.7036   | 0.8121        | 0.8782           | 0.9378         | 0.7925              | 0.8828            | 0.5170                         | 0.8844              | 0.8744               | 0.7958           | 0.8613    | 0.6645         | 0.7536       | 0.3927                    | 0.7948         | 0.7167          | 0.7411      |
| 0.3087        | 11.62 | 4300 | 0.5339          | 0.7019   | 0.8148        | 0.8772           | 0.9450         | 0.8022              | 0.8851            | 0.5208                         | 0.8639              | 0.8785               | 0.8079           | 0.8580    | 0.6705         | 0.7572       | 0.3803                    | 0.7963         | 0.7067          | 0.7441      |
| 0.1138        | 11.68 | 4320 | 0.5449          | 0.6969   | 0.8052        | 0.8741           | 0.9323         | 0.7961              | 0.8831            | 0.4897                         | 0.8868              | 0.8640               | 0.7846           | 0.8520    | 0.6703         | 0.7525       | 0.3768                    | 0.7932         | 0.7094          | 0.7238      |
| 0.1641        | 11.73 | 4340 | 0.5402          | 0.6999   | 0.8097        | 0.8747           | 0.9219         | 0.8045              | 0.8844            | 0.5193                         | 0.8954              | 0.8346               | 0.8082           | 0.8543    | 0.6716         | 0.7546       | 0.3918                    | 0.7904         | 0.6985          | 0.7380      |
| 0.2034        | 11.78 | 4360 | 0.5265          | 0.7109   | 0.8187        | 0.8813           | 0.9356         | 0.8192              | 0.8710            | 0.5384                         | 0.8934              | 0.8642               | 0.8093           | 0.8606    | 0.6745         | 0.7612       | 0.4153                    | 0.8029         | 0.7009          | 0.7611      |
| 0.1204        | 11.84 | 4380 | 0.5285          | 0.7083   | 0.8137        | 0.8804           | 0.9312         | 0.8182              | 0.8727            | 0.5095                         | 0.9028              | 0.8634               | 0.7984           | 0.8569    | 0.6800         | 0.7551       | 0.4044                    | 0.8060         | 0.7009          | 0.7549      |
| 0.2684        | 11.89 | 4400 | 0.5641          | 0.7045   | 0.8047        | 0.8788           | 0.9394         | 0.8446              | 0.8709            | 0.4669                         | 0.9120              | 0.8363               | 0.7625           | 0.8480    | 0.6745         | 0.7552       | 0.4116                    | 0.8117         | 0.6998          | 0.7306      |
| 0.1795        | 11.95 | 4420 | 0.5086          | 0.7092   | 0.8107        | 0.8820           | 0.9428         | 0.8323              | 0.8628            | 0.4895                         | 0.9014              | 0.8426               | 0.8037           | 0.8559    | 0.6713         | 0.7506       | 0.4089                    | 0.8097         | 0.7006          | 0.7676      |
| 0.1273        | 12.0  | 4440 | 0.5752          | 0.6985   | 0.8105        | 0.8744           | 0.9416         | 0.8068              | 0.8657            | 0.5308                         | 0.8750              | 0.8667               | 0.7870           | 0.8485    | 0.6587         | 0.7526       | 0.3897                    | 0.7958         | 0.7133          | 0.7308      |
| 0.2277        | 12.05 | 4460 | 0.5786          | 0.7005   | 0.8037        | 0.8758           | 0.9380         | 0.7862              | 0.8540            | 0.5036                         | 0.8940              | 0.8676               | 0.7829           | 0.8503    | 0.6653         | 0.7464       | 0.3983                    | 0.7974         | 0.7158          | 0.7299      |
| 0.2065        | 12.11 | 4480 | 0.5759          | 0.7021   | 0.8088        | 0.8768           | 0.9290         | 0.8154              | 0.8812            | 0.5009                         | 0.9027              | 0.8534               | 0.7787           | 0.8523    | 0.6619         | 0.7602       | 0.4053                    | 0.8003         | 0.7089          | 0.7255      |
| 0.2858        | 12.16 | 4500 | 0.5469          | 0.7040   | 0.8112        | 0.8769           | 0.9366         | 0.8173              | 0.8560            | 0.5284                         | 0.8907              | 0.8453               | 0.8040           | 0.8505    | 0.6637         | 0.7556       | 0.4078                    | 0.7983         | 0.7124          | 0.7399      |
| 0.1869        | 12.22 | 4520 | 0.5156          | 0.7109   | 0.8204        | 0.8819           | 0.9231         | 0.7980              | 0.8745            | 0.5247                         | 0.8903              | 0.8808               | 0.8513           | 0.8637    | 0.6648         | 0.7594       | 0.4164                    | 0.8009         | 0.6947          | 0.7764      |
| 0.2882        | 12.27 | 4540 | 0.5421          | 0.7132   | 0.8164        | 0.8840           | 0.9265         | 0.7913              | 0.8751            | 0.5107                         | 0.8990              | 0.8471               | 0.8647           | 0.8649    | 0.6703         | 0.7584       | 0.4149                    | 0.8046         | 0.6920          | 0.7875      |
| 0.1855        | 12.32 | 4560 | 0.5286          | 0.7110   | 0.8187        | 0.8825           | 0.9296         | 0.8065              | 0.8719            | 0.5405                         | 0.8963              | 0.8363               | 0.8496           | 0.8648    | 0.6624         | 0.7625       | 0.4237                    | 0.8042         | 0.6811          | 0.7779      |
| 0.0765        | 12.38 | 4580 | 0.5463          | 0.7092   | 0.8190        | 0.8808           | 0.9320         | 0.8074              | 0.8703            | 0.5498                         | 0.8895              | 0.8471               | 0.8371           | 0.8629    | 0.6658         | 0.7656       | 0.4163                    | 0.8007         | 0.6839          | 0.7691      |
| 0.1501        | 12.43 | 4600 | 0.5543          | 0.7090   | 0.8188        | 0.8810           | 0.9258         | 0.8169              | 0.8863            | 0.5025                         | 0.8877              | 0.8735               | 0.8390           | 0.8625    | 0.6698         | 0.7602       | 0.4107                    | 0.8006         | 0.6909          | 0.7683      |
| 0.2011        | 12.49 | 4620 | 0.5402          | 0.7070   | 0.8079        | 0.8805           | 0.9348         | 0.8114              | 0.8769            | 0.4842                         | 0.9007              | 0.8217               | 0.8256           | 0.8575    | 0.6747         | 0.7604       | 0.4062                    | 0.8045         | 0.6908          | 0.7547      |
| 0.2811        | 12.54 | 4640 | 0.5623          | 0.7109   | 0.8198        | 0.8818           | 0.9324         | 0.8165              | 0.8614            | 0.5483                         | 0.8918              | 0.8414               | 0.8468           | 0.8635    | 0.6722         | 0.7605       | 0.4088                    | 0.8010         | 0.6916          | 0.7786      |
| 0.1678        | 12.59 | 4660 | 0.5521          | 0.7139   | 0.8219        | 0.8838           | 0.9264         | 0.8094              | 0.8663            | 0.5321                         | 0.8902              | 0.8496               | 0.8796           | 0.8646    | 0.6716         | 0.7621       | 0.3920                    | 0.7980         | 0.7056          | 0.8031      |
| 0.4329        | 12.65 | 4680 | 0.5468          | 0.7142   | 0.8160        | 0.8847           | 0.9335         | 0.8008              | 0.8607            | 0.5045                         | 0.8952              | 0.8510               | 0.8665           | 0.8646    | 0.6709         | 0.7608       | 0.4045                    | 0.8032         | 0.7002          | 0.7948      |
| 0.1534        | 12.7  | 4700 | 0.5267          | 0.7164   | 0.8163        | 0.8861           | 0.9338         | 0.7933              | 0.8596            | 0.5049                         | 0.8984              | 0.8540               | 0.8706           | 0.8655    | 0.6674         | 0.7596       | 0.4144                    | 0.8073         | 0.7055          | 0.7948      |
| 0.2642        | 12.76 | 4720 | 0.5106          | 0.7123   | 0.8187        | 0.8840           | 0.9309         | 0.7976              | 0.8623            | 0.5285                         | 0.8956              | 0.8617               | 0.8544           | 0.8660    | 0.6639         | 0.7622       | 0.4075                    | 0.8060         | 0.6961          | 0.7842      |
| 0.1096        | 12.81 | 4740 | 0.5154          | 0.7123   | 0.8249        | 0.8833           | 0.9280         | 0.8116              | 0.8661            | 0.5616                         | 0.8884              | 0.8482               | 0.8702           | 0.8654    | 0.6624         | 0.7613       | 0.3998                    | 0.8021         | 0.6971          | 0.7983      |
| 0.1454        | 12.86 | 4760 | 0.5147          | 0.7008   | 0.8098        | 0.8793           | 0.9414         | 0.7752              | 0.8858            | 0.5114                         | 0.8818              | 0.8572               | 0.8157           | 0.8708    | 0.6553         | 0.7575       | 0.4072                    | 0.8022         | 0.6539          | 0.7587      |
| 0.2267        | 12.92 | 4780 | 0.5824          | 0.6934   | 0.8007        | 0.8725           | 0.9436         | 0.8237              | 0.8761            | 0.4947                         | 0.8987              | 0.8511               | 0.7170           | 0.8607    | 0.6729         | 0.7670       | 0.4157                    | 0.7944         | 0.6573          | 0.6861      |
| 0.1403        | 12.97 | 4800 | 0.5346          | 0.6917   | 0.8006        | 0.8732           | 0.9364         | 0.8246              | 0.8715            | 0.4715                         | 0.9050              | 0.8746               | 0.7207           | 0.8641    | 0.6758         | 0.7634       | 0.4065                    | 0.8034         | 0.6448          | 0.6841      |
| 0.1457        | 13.03 | 4820 | 0.5468          | 0.6870   | 0.7989        | 0.8712           | 0.9394         | 0.8268              | 0.8813            | 0.4657                         | 0.8959              | 0.8684               | 0.7148           | 0.8580    | 0.6738         | 0.7553       | 0.3897                    | 0.8040         | 0.6482          | 0.6803      |
| 0.1959        | 13.08 | 4840 | 0.5889          | 0.6759   | 0.7947        | 0.8621           | 0.9351         | 0.8170              | 0.8737            | 0.5248                         | 0.8975              | 0.8713               | 0.6434           | 0.8585    | 0.6715         | 0.7555       | 0.4070                    | 0.7859         | 0.6381          | 0.6145      |
| 0.1888        | 13.14 | 4860 | 0.5391          | 0.6928   | 0.8006        | 0.8722           | 0.9397         | 0.8170              | 0.8741            | 0.4950                         | 0.8998              | 0.8562               | 0.7222           | 0.8578    | 0.6780         | 0.7546       | 0.4108                    | 0.7973         | 0.6634          | 0.6878      |
| 0.1244        | 13.19 | 4880 | 0.5000          | 0.7118   | 0.8144        | 0.8825           | 0.9449         | 0.8240              | 0.8686            | 0.5138                         | 0.8952              | 0.8501               | 0.8041           | 0.8595    | 0.6834         | 0.7673       | 0.4042                    | 0.8061         | 0.6907          | 0.7714      |
| 0.3245        | 13.24 | 4900 | 0.5033          | 0.7139   | 0.8223        | 0.8849           | 0.9299         | 0.8268              | 0.8769            | 0.5158                         | 0.8960              | 0.8649               | 0.8461           | 0.8697    | 0.6746         | 0.7589       | 0.4030                    | 0.8043         | 0.6851          | 0.8016      |
| 0.0893        | 13.3  | 4920 | 0.4766          | 0.7166   | 0.8242        | 0.8851           | 0.9350         | 0.7987              | 0.8822            | 0.5494                         | 0.8856              | 0.8620               | 0.8563           | 0.8683    | 0.6626         | 0.7724       | 0.4184                    | 0.8008         | 0.7026          | 0.7915      |
| 0.2461        | 13.35 | 4940 | 0.5196          | 0.6961   | 0.8123        | 0.8744           | 0.9329         | 0.8239              | 0.8973            | 0.5374                         | 0.8951              | 0.8583               | 0.7414           | 0.8647    | 0.6666         | 0.7676       | 0.4128                    | 0.7991         | 0.6568          | 0.7053      |
| 0.3947        | 13.41 | 4960 | 0.5974          | 0.6791   | 0.7939        | 0.8654           | 0.9323         | 0.8005              | 0.8964            | 0.4953                         | 0.9010              | 0.8603               | 0.6714           | 0.8626    | 0.6691         | 0.7586       | 0.3970                    | 0.7883         | 0.6390          | 0.6388      |
| 0.1945        | 13.46 | 4980 | 0.4965          | 0.7104   | 0.8219        | 0.8826           | 0.9362         | 0.8034              | 0.8888            | 0.5460                         | 0.8855              | 0.8719               | 0.8215           | 0.8665    | 0.6693         | 0.7727       | 0.3846                    | 0.8019         | 0.7001          | 0.7779      |
| 0.8697        | 13.51 | 5000 | 0.4927          | 0.7097   | 0.8193        | 0.8825           | 0.9399         | 0.8246              | 0.8839            | 0.5265                         | 0.8868              | 0.8474               | 0.8256           | 0.8650    | 0.6742         | 0.7690       | 0.3734                    | 0.8006         | 0.7016          | 0.7839      |
| 0.0942        | 13.57 | 5020 | 0.5281          | 0.7076   | 0.8089        | 0.8813           | 0.9373         | 0.8192              | 0.8604            | 0.4780                         | 0.9039              | 0.8605               | 0.8031           | 0.8639    | 0.6776         | 0.7577       | 0.3921                    | 0.7985         | 0.6956          | 0.7679      |
| 0.1212        | 13.62 | 5040 | 0.5164          | 0.7183   | 0.8175        | 0.8877           | 0.9287         | 0.8103              | 0.8648            | 0.4851                         | 0.9055              | 0.8453               | 0.8827           | 0.8680    | 0.6716         | 0.7601       | 0.3956                    | 0.8045         | 0.7173          | 0.8110      |
| 0.3011        | 13.68 | 5060 | 0.5389          | 0.7126   | 0.8143        | 0.8840           | 0.9352         | 0.7830              | 0.8725            | 0.4934                         | 0.8849              | 0.8541               | 0.8770           | 0.8611    | 0.6721         | 0.7540       | 0.3804                    | 0.7997         | 0.7164          | 0.8049      |
| 0.2132        | 13.73 | 5080 | 0.5279          | 0.7108   | 0.8182        | 0.8830           | 0.9269         | 0.7763              | 0.8784            | 0.5231                         | 0.8880              | 0.8677               | 0.8672           | 0.8637    | 0.6580         | 0.7550       | 0.3864                    | 0.7984         | 0.7173          | 0.7966      |
| 0.2289        | 13.78 | 5100 | 0.5667          | 0.7119   | 0.8215        | 0.8828           | 0.9288         | 0.7987              | 0.8858            | 0.5180                         | 0.8767              | 0.8629               | 0.8797           | 0.8621    | 0.6699         | 0.7561       | 0.3804                    | 0.7964         | 0.7181          | 0.8002      |
| 0.1043        | 13.84 | 5120 | 0.5473          | 0.7141   | 0.8230        | 0.8839           | 0.9303         | 0.8010              | 0.8678            | 0.5227                         | 0.8784              | 0.8807               | 0.8801           | 0.8649    | 0.6716         | 0.7646       | 0.3833                    | 0.7966         | 0.7173          | 0.8007      |
| 0.2199        | 13.89 | 5140 | 0.5189          | 0.7166   | 0.8209        | 0.8856           | 0.9313         | 0.7987              | 0.8622            | 0.5373                         | 0.8949              | 0.8429               | 0.8790           | 0.8648    | 0.6692         | 0.7645       | 0.3953                    | 0.8028         | 0.7168          | 0.8031      |
| 0.0932        | 13.95 | 5160 | 0.5387          | 0.7148   | 0.8209        | 0.8848           | 0.9297         | 0.8056              | 0.8698            | 0.5252                         | 0.8906              | 0.8443               | 0.8809           | 0.8653    | 0.6700         | 0.7620       | 0.3899                    | 0.7998         | 0.7128          | 0.8036      |
| 0.1623        | 14.0  | 5180 | 0.5524          | 0.7165   | 0.8219        | 0.8856           | 0.9333         | 0.8106              | 0.8697            | 0.5145                         | 0.8853              | 0.8578               | 0.8819           | 0.8653    | 0.6740         | 0.7647       | 0.3905                    | 0.8010         | 0.7178          | 0.8020      |
| 0.0626        | 14.05 | 5200 | 0.5311          | 0.7172   | 0.8227        | 0.8859           | 0.9294         | 0.8223              | 0.8721            | 0.5080                         | 0.8927              | 0.8637               | 0.8706           | 0.8666    | 0.6749         | 0.7642       | 0.3996                    | 0.8023         | 0.7128          | 0.7999      |
| 1.7311        | 14.11 | 5220 | 0.5445          | 0.7139   | 0.8295        | 0.8830           | 0.9237         | 0.8192              | 0.8860            | 0.5533                         | 0.8765              | 0.8684               | 0.8794           | 0.8651    | 0.6716         | 0.7664       | 0.3903                    | 0.7962         | 0.7103          | 0.7972      |
| 0.1861        | 14.16 | 5240 | 0.5975          | 0.6976   | 0.8143        | 0.8760           | 0.9291         | 0.7984              | 0.8981            | 0.5213                         | 0.8766              | 0.8598               | 0.8166           | 0.8654    | 0.6672         | 0.7612       | 0.3828                    | 0.7952         | 0.6638          | 0.7477      |
| 0.2007        | 14.22 | 5260 | 0.5331          | 0.7162   | 0.8156        | 0.8866           | 0.9317         | 0.8013              | 0.8842            | 0.4812                         | 0.8993              | 0.8364               | 0.8754           | 0.8666    | 0.6722         | 0.7657       | 0.3968                    | 0.8055         | 0.7088          | 0.7978      |
| 0.1575        | 14.27 | 5280 | 0.5513          | 0.7118   | 0.8166        | 0.8838           | 0.9339         | 0.8226              | 0.8685            | 0.4718                         | 0.8880              | 0.8788               | 0.8525           | 0.8655    | 0.6706         | 0.7593       | 0.3990                    | 0.8010         | 0.7020          | 0.7853      |
| 0.1569        | 14.32 | 5300 | 0.5492          | 0.7172   | 0.8262        | 0.8861           | 0.9245         | 0.8175              | 0.8864            | 0.5106                         | 0.8877              | 0.8790               | 0.8779           | 0.8671    | 0.6691         | 0.7647       | 0.3992                    | 0.8027         | 0.7159          | 0.8019      |
| 0.2031        | 14.38 | 5320 | 0.5493          | 0.7185   | 0.8141        | 0.8883           | 0.9315         | 0.7878              | 0.8691            | 0.4781                         | 0.9072              | 0.8440               | 0.8806           | 0.8674    | 0.6735         | 0.7644       | 0.3924                    | 0.8078         | 0.7183          | 0.8057      |
| 0.103         | 14.43 | 5340 | 0.5587          | 0.7156   | 0.8207        | 0.8856           | 0.9318         | 0.7886              | 0.8804            | 0.5193                         | 0.8899              | 0.8720               | 0.8627           | 0.8662    | 0.6653         | 0.7655       | 0.4027                    | 0.8051         | 0.7102          | 0.7938      |
| 0.2542        | 14.49 | 5360 | 0.5641          | 0.7139   | 0.8220        | 0.8840           | 0.9326         | 0.7971              | 0.8976            | 0.5245                         | 0.8824              | 0.8672               | 0.8529           | 0.8645    | 0.6695         | 0.7665       | 0.3989                    | 0.8021         | 0.7136          | 0.7825      |
| 0.1785        | 14.54 | 5380 | 0.5444          | 0.7116   | 0.8231        | 0.8824           | 0.9338         | 0.8160              | 0.8885            | 0.5364                         | 0.8805              | 0.8647               | 0.8420           | 0.8638    | 0.6712         | 0.7654       | 0.3904                    | 0.7995         | 0.7144          | 0.7768      |
| 0.1191        | 14.59 | 5400 | 0.5167          | 0.7168   | 0.8189        | 0.8874           | 0.9391         | 0.7911              | 0.8697            | 0.5050                         | 0.8919              | 0.8745               | 0.8608           | 0.8727    | 0.6679         | 0.7601       | 0.3963                    | 0.8043         | 0.7122          | 0.8041      |
| 0.147         | 14.65 | 5420 | 0.5700          | 0.7025   | 0.8119        | 0.8802           | 0.9345         | 0.8138              | 0.8727            | 0.4860                         | 0.8877              | 0.8510               | 0.8373           | 0.8656    | 0.6679         | 0.7542       | 0.3762                    | 0.8026         | 0.6853          | 0.7656      |
| 0.3545        | 14.7  | 5440 | 0.5473          | 0.7036   | 0.8157        | 0.8802           | 0.9316         | 0.8189              | 0.8559            | 0.5025                         | 0.8869              | 0.8748               | 0.8389           | 0.8662    | 0.6664         | 0.7580       | 0.3780                    | 0.8012         | 0.6869          | 0.7685      |
| 0.1947        | 14.76 | 5460 | 0.5036          | 0.7158   | 0.8139        | 0.8886           | 0.9412         | 0.8081              | 0.8616            | 0.4515                         | 0.8973              | 0.8696               | 0.8683           | 0.8740    | 0.6681         | 0.7505       | 0.3915                    | 0.8079         | 0.7101          | 0.8085      |
| 0.1545        | 14.81 | 5480 | 0.5430          | 0.7140   | 0.8196        | 0.8850           | 0.9300         | 0.8214              | 0.8490            | 0.4726                         | 0.8855              | 0.8980               | 0.8804           | 0.8668    | 0.6682         | 0.7467       | 0.4002                    | 0.8001         | 0.7119          | 0.8043      |
| 0.1854        | 14.86 | 5500 | 0.5379          | 0.7159   | 0.8230        | 0.8858           | 0.9298         | 0.8248              | 0.8609            | 0.5100                         | 0.8904              | 0.8643               | 0.8807           | 0.8649    | 0.6702         | 0.7501       | 0.3928                    | 0.8047         | 0.7253          | 0.8033      |
| 0.7851        | 14.92 | 5520 | 0.5318          | 0.7118   | 0.8193        | 0.8842           | 0.9328         | 0.8164              | 0.8700            | 0.5075                         | 0.8907              | 0.8591               | 0.8584           | 0.8675    | 0.6700         | 0.7544       | 0.3964                    | 0.8049         | 0.7030          | 0.7867      |
| 0.1866        | 14.97 | 5540 | 0.5382          | 0.7025   | 0.8114        | 0.8797           | 0.9390         | 0.7935              | 0.8645            | 0.5080                         | 0.8879              | 0.8801               | 0.8070           | 0.8687    | 0.6702         | 0.7570       | 0.4004                    | 0.8060         | 0.6687          | 0.7467      |
| 0.2979        | 15.03 | 5560 | 0.5545          | 0.7107   | 0.8179        | 0.8830           | 0.9320         | 0.7922              | 0.8796            | 0.5252                         | 0.8922              | 0.8641               | 0.8397           | 0.8642    | 0.6717         | 0.7624       | 0.3955                    | 0.8067         | 0.7031          | 0.7715      |
| 0.1962        | 15.08 | 5580 | 0.5273          | 0.7225   | 0.8270        | 0.8900           | 0.9313         | 0.7884              | 0.8483            | 0.5552                         | 0.8960              | 0.8643               | 0.9056           | 0.8730    | 0.6749         | 0.7600       | 0.3920                    | 0.8094         | 0.7187          | 0.8298      |
| 0.1601        | 15.14 | 5600 | 0.5257          | 0.7258   | 0.8288        | 0.8917           | 0.9288         | 0.8094              | 0.8736            | 0.5365                         | 0.8994              | 0.8363               | 0.9176           | 0.8714    | 0.6785         | 0.7648       | 0.3888                    | 0.8113         | 0.7269          | 0.8391      |
| 0.1676        | 15.19 | 5620 | 0.5463          | 0.7204   | 0.8266        | 0.8886           | 0.9257         | 0.7966              | 0.8770            | 0.5368                         | 0.8944              | 0.8520               | 0.9036           | 0.8701    | 0.6790         | 0.7626       | 0.3802                    | 0.8070         | 0.7154          | 0.8284      |
| 0.0922        | 15.24 | 5640 | 0.5255          | 0.7156   | 0.8236        | 0.8861           | 0.9295         | 0.8067              | 0.8726            | 0.5232                         | 0.8891              | 0.8609               | 0.8831           | 0.8684    | 0.6777         | 0.7625       | 0.3750                    | 0.8051         | 0.7093          | 0.8110      |
| 0.2047        | 15.3  | 5660 | 0.5494          | 0.7112   | 0.8137        | 0.8840           | 0.9341         | 0.7945              | 0.8725            | 0.4989                         | 0.8963              | 0.8446               | 0.8551           | 0.8640    | 0.6778         | 0.7621       | 0.3802                    | 0.8056         | 0.7018          | 0.7872      |
| 0.111         | 15.35 | 5680 | 0.5560          | 0.7114   | 0.8163        | 0.8836           | 0.9316         | 0.7924              | 0.8645            | 0.5130                         | 0.8935              | 0.8603               | 0.8587           | 0.8660    | 0.6701         | 0.7613       | 0.3943                    | 0.8031         | 0.6969          | 0.7882      |
| 0.1209        | 15.41 | 5700 | 0.5347          | 0.7110   | 0.8180        | 0.8833           | 0.9330         | 0.8130              | 0.8500            | 0.5268                         | 0.8949              | 0.8525               | 0.8558           | 0.8657    | 0.6675         | 0.7604       | 0.3979                    | 0.8035         | 0.6961          | 0.7855      |
| 0.2232        | 15.46 | 5720 | 0.5374          | 0.7129   | 0.8212        | 0.8845           | 0.9311         | 0.8104              | 0.8556            | 0.5364                         | 0.8941              | 0.8541               | 0.8664           | 0.8668    | 0.6703         | 0.7612       | 0.3832                    | 0.8043         | 0.7098          | 0.7945      |
| 0.107         | 15.51 | 5740 | 0.5326          | 0.7150   | 0.8181        | 0.8858           | 0.9378         | 0.8054              | 0.8587            | 0.5058                         | 0.8927              | 0.8687               | 0.8577           | 0.8662    | 0.6705         | 0.7613       | 0.4002                    | 0.8081         | 0.7074          | 0.7910      |
| 0.1721        | 15.57 | 5760 | 0.5521          | 0.7180   | 0.8209        | 0.8867           | 0.9280         | 0.8192              | 0.8672            | 0.5088                         | 0.9022              | 0.8469               | 0.8739           | 0.8654    | 0.6727         | 0.7622       | 0.4117                    | 0.8085         | 0.7097          | 0.7957      |
| 0.07          | 15.62 | 5780 | 0.5626          | 0.7155   | 0.8151        | 0.8858           | 0.9318         | 0.7941              | 0.8799            | 0.4922                         | 0.9019              | 0.8496               | 0.8564           | 0.8645    | 0.6715         | 0.7626       | 0.4140                    | 0.8103         | 0.7028          | 0.7831      |
| 0.1276        | 15.68 | 5800 | 0.5635          | 0.7130   | 0.8164        | 0.8843           | 0.9299         | 0.7855              | 0.8918            | 0.4966                         | 0.8929              | 0.8661               | 0.8522           | 0.8644    | 0.6693         | 0.7593       | 0.4055                    | 0.8062         | 0.7064          | 0.7799      |
| 0.1052        | 15.73 | 5820 | 0.5672          | 0.7146   | 0.8165        | 0.8849           | 0.9305         | 0.8068              | 0.8792            | 0.4870                         | 0.8979              | 0.8617               | 0.8522           | 0.8616    | 0.6754         | 0.7642       | 0.4041                    | 0.8091         | 0.7085          | 0.7796      |
| 0.1162        | 15.78 | 5840 | 0.5444          | 0.7236   | 0.8235        | 0.8894           | 0.9312         | 0.8066              | 0.8719            | 0.5166                         | 0.9017              | 0.8552               | 0.8810           | 0.8663    | 0.6741         | 0.7667       | 0.4209                    | 0.8130         | 0.7225          | 0.8020      |
| 0.1426        | 15.84 | 5860 | 0.5171          | 0.7213   | 0.8194        | 0.8883           | 0.9372         | 0.7994              | 0.8742            | 0.5217                         | 0.9028              | 0.8361               | 0.8643           | 0.8645    | 0.6745         | 0.7669       | 0.4170                    | 0.8128         | 0.7183          | 0.7952      |
| 0.1844        | 15.89 | 5880 | 0.5518          | 0.7200   | 0.8189        | 0.8878           | 0.9326         | 0.8036              | 0.8469            | 0.5145                         | 0.9060              | 0.8580               | 0.8709           | 0.8658    | 0.6754         | 0.7581       | 0.4150                    | 0.8109         | 0.7170          | 0.7978      |
| 0.2945        | 15.95 | 5900 | 0.5565          | 0.7206   | 0.8200        | 0.8878           | 0.9276         | 0.7941              | 0.8755            | 0.5107                         | 0.9054              | 0.8554               | 0.8714           | 0.8668    | 0.6768         | 0.7584       | 0.4143                    | 0.8087         | 0.7191          | 0.8003      |
| 0.145         | 16.0  | 5920 | 0.5249          | 0.7216   | 0.8128        | 0.8894           | 0.9296         | 0.7719              | 0.8671            | 0.4800                         | 0.9160              | 0.8482               | 0.8765           | 0.8674    | 0.6718         | 0.7571       | 0.4172                    | 0.8110         | 0.7219          | 0.8047      |
| 0.1149        | 16.05 | 5940 | 0.5109          | 0.7248   | 0.8192        | 0.8917           | 0.9357         | 0.7882              | 0.8875            | 0.4793                         | 0.9042              | 0.8622               | 0.8774           | 0.8719    | 0.6709         | 0.7587       | 0.4165                    | 0.8130         | 0.7274          | 0.8153      |
| 0.2172        | 16.11 | 5960 | 0.5528          | 0.7198   | 0.8167        | 0.8887           | 0.9409         | 0.7893              | 0.8765            | 0.4869                         | 0.8986              | 0.8756               | 0.8493           | 0.8699    | 0.6693         | 0.7596       | 0.4152                    | 0.8100         | 0.7168          | 0.7982      |
| 0.1285        | 16.16 | 5980 | 0.5572          | 0.7186   | 0.8251        | 0.8873           | 0.9344         | 0.8110              | 0.8495            | 0.5442                         | 0.8940              | 0.8703               | 0.8722           | 0.8704    | 0.6669         | 0.7590       | 0.4014                    | 0.8054         | 0.7181          | 0.8086      |
| 0.5695        | 16.22 | 6000 | 0.5555          | 0.7170   | 0.8217        | 0.8864           | 0.9343         | 0.7986              | 0.8786            | 0.5190                         | 0.8893              | 0.8661               | 0.8662           | 0.8676    | 0.6697         | 0.7586       | 0.3989                    | 0.8037         | 0.7181          | 0.8027      |
| 0.1586        | 16.27 | 6020 | 0.5338          | 0.7082   | 0.8202        | 0.8818           | 0.9302         | 0.8060              | 0.8668            | 0.5346                         | 0.8891              | 0.8778               | 0.8368           | 0.8673    | 0.6684         | 0.7633       | 0.4013                    | 0.8058         | 0.6830          | 0.7686      |
| 0.0858        | 16.32 | 6040 | 0.5418          | 0.7179   | 0.8201        | 0.8874           | 0.9287         | 0.7893              | 0.8787            | 0.5203                         | 0.9025              | 0.8470               | 0.8741           | 0.8666    | 0.6710         | 0.7677       | 0.3967                    | 0.8107         | 0.7141          | 0.7987      |
| 0.0694        | 16.38 | 6060 | 0.6288          | 0.6944   | 0.8039        | 0.8737           | 0.9360         | 0.7864              | 0.8595            | 0.5333                         | 0.8966              | 0.8448               | 0.7708           | 0.8571    | 0.6652         | 0.7609       | 0.3960                    | 0.8011         | 0.6690          | 0.7116      |
| 0.1827        | 16.43 | 6080 | 0.5731          | 0.7078   | 0.8186        | 0.8819           | 0.9333         | 0.7980              | 0.8807            | 0.5254                         | 0.8835              | 0.8632               | 0.8459           | 0.8653    | 0.6728         | 0.7609       | 0.3815                    | 0.8048         | 0.6939          | 0.7753      |
| 0.2024        | 16.49 | 6100 | 0.5922          | 0.7009   | 0.8011        | 0.8790           | 0.9363         | 0.7873              | 0.8584            | 0.4856                         | 0.9086              | 0.8194               | 0.8118           | 0.8614    | 0.6736         | 0.7591       | 0.3908                    | 0.8061         | 0.6679          | 0.7474      |
| 0.0942        | 16.54 | 6120 | 0.6118          | 0.6925   | 0.7965        | 0.8734           | 0.9301         | 0.7877              | 0.8613            | 0.4843                         | 0.9110              | 0.8342               | 0.7667           | 0.8607    | 0.6680         | 0.7506       | 0.3992                    | 0.7971         | 0.6670          | 0.7049      |
| 0.7384        | 16.59 | 6140 | 0.5846          | 0.6992   | 0.8076        | 0.8771           | 0.9340         | 0.8140              | 0.8651            | 0.4822                         | 0.8928              | 0.8693               | 0.7958           | 0.8603    | 0.6683         | 0.7503       | 0.4057                    | 0.8055         | 0.6736          | 0.7303      |
| 0.1003        | 16.65 | 6160 | 0.5793          | 0.6939   | 0.8053        | 0.8734           | 0.9294         | 0.8115              | 0.8627            | 0.5136                         | 0.9012              | 0.8538               | 0.7648           | 0.8618    | 0.6648         | 0.7553       | 0.4015                    | 0.7961         | 0.6773          | 0.7009      |
| 0.0913        | 16.7  | 6180 | 0.5787          | 0.6959   | 0.8056        | 0.8741           | 0.9301         | 0.8184              | 0.8740            | 0.5007                         | 0.9024              | 0.8561               | 0.7577           | 0.8667    | 0.6704         | 0.7628       | 0.4020                    | 0.7908         | 0.6815          | 0.6972      |
| 0.2068        | 16.76 | 6200 | 0.5772          | 0.7098   | 0.8132        | 0.8812           | 0.9262         | 0.7967              | 0.8868            | 0.5004                         | 0.9024              | 0.8626               | 0.8175           | 0.8672    | 0.6705         | 0.7588       | 0.4099                    | 0.7945         | 0.7189          | 0.7485      |
| 0.2168        | 16.81 | 6220 | 0.5423          | 0.7131   | 0.8174        | 0.8835           | 0.9271         | 0.8112              | 0.8737            | 0.5133                         | 0.9047              | 0.8578               | 0.8342           | 0.8654    | 0.6691         | 0.7563       | 0.4170                    | 0.8039         | 0.7128          | 0.7674      |
| 2.61          | 16.86 | 6240 | 0.5607          | 0.7120   | 0.8119        | 0.8848           | 0.9325         | 0.8034              | 0.8904            | 0.4739                         | 0.9058              | 0.8401               | 0.8370           | 0.8660    | 0.6706         | 0.7606       | 0.4059                    | 0.8095         | 0.7006          | 0.7711      |
| 0.0699        | 16.92 | 6260 | 0.5302          | 0.7170   | 0.8227        | 0.8856           | 0.9317         | 0.8285              | 0.8699            | 0.5276                         | 0.9004              | 0.8582               | 0.8428           | 0.8639    | 0.6700         | 0.7642       | 0.4255                    | 0.8123         | 0.7100          | 0.7728      |
| 0.1728        | 16.97 | 6280 | 0.5543          | 0.7149   | 0.8196        | 0.8841           | 0.9306         | 0.8019              | 0.8793            | 0.5493                         | 0.9028              | 0.8313               | 0.8419           | 0.8643    | 0.6714         | 0.7624       | 0.4212                    | 0.8069         | 0.7044          | 0.7737      |
| 0.0756        | 17.03 | 6300 | 0.5593          | 0.7152   | 0.8238        | 0.8845           | 0.9300         | 0.8031              | 0.8610            | 0.5741                         | 0.9001              | 0.8487               | 0.8493           | 0.8665    | 0.6692         | 0.7661       | 0.4136                    | 0.8078         | 0.7034          | 0.7798      |
| 0.1633        | 17.08 | 6320 | 0.5958          | 0.7161   | 0.8222        | 0.8845           | 0.9316         | 0.7930              | 0.8729            | 0.5574                         | 0.8959              | 0.8599               | 0.8446           | 0.8650    | 0.6699         | 0.7637       | 0.4271                    | 0.8080         | 0.7070          | 0.7721      |
| 0.1015        | 17.14 | 6340 | 0.6030          | 0.7137   | 0.8161        | 0.8825           | 0.9302         | 0.8032              | 0.8629            | 0.5468                         | 0.9068              | 0.8275               | 0.8353           | 0.8626    | 0.6709         | 0.7570       | 0.4303                    | 0.8015         | 0.7070          | 0.7666      |
| 0.2928        | 17.19 | 6360 | 0.5675          | 0.7120   | 0.8159        | 0.8815           | 0.9330         | 0.7991              | 0.8788            | 0.5261                         | 0.8977              | 0.8680               | 0.8083           | 0.8564    | 0.6667         | 0.7601       | 0.4344                    | 0.8090         | 0.7142          | 0.7429      |
| 0.9543        | 17.24 | 6380 | 0.6129          | 0.7033   | 0.8100        | 0.8784           | 0.9339         | 0.7862              | 0.8748            | 0.5222                         | 0.8977              | 0.8671               | 0.7883           | 0.8650    | 0.6657         | 0.7507       | 0.4321                    | 0.8055         | 0.6784          | 0.7259      |
| 0.1715        | 17.3  | 6400 | 0.6306          | 0.7011   | 0.8094        | 0.8775           | 0.9307         | 0.7823              | 0.8702            | 0.5349                         | 0.9003              | 0.8522               | 0.7950           | 0.8653    | 0.6656         | 0.7501       | 0.4185                    | 0.8027         | 0.6771          | 0.7282      |
| 0.089         | 17.35 | 6420 | 0.6377          | 0.7018   | 0.8100        | 0.8777           | 0.9312         | 0.8045              | 0.8458            | 0.5439                         | 0.9063              | 0.8376               | 0.8008           | 0.8650    | 0.6677         | 0.7543       | 0.4192                    | 0.8031         | 0.6721          | 0.7314      |
| 0.1369        | 17.41 | 6440 | 0.6227          | 0.7024   | 0.8119        | 0.8780           | 0.9306         | 0.8143              | 0.8489            | 0.5448                         | 0.9054              | 0.8375               | 0.8021           | 0.8644    | 0.6668         | 0.7544       | 0.4227                    | 0.8049         | 0.6707          | 0.7328      |
| 0.2959        | 17.46 | 6460 | 0.5957          | 0.7049   | 0.8095        | 0.8788           | 0.9301         | 0.7926              | 0.8749            | 0.5265                         | 0.9059              | 0.8350               | 0.8015           | 0.8633    | 0.6696         | 0.7549       | 0.4315                    | 0.8039         | 0.6765          | 0.7347      |
| 0.0673        | 17.51 | 6480 | 0.5617          | 0.7096   | 0.8129        | 0.8818           | 0.9328         | 0.7848              | 0.8726            | 0.5238                         | 0.9020              | 0.8588               | 0.8152           | 0.8663    | 0.6678         | 0.7582       | 0.4309                    | 0.8056         | 0.6866          | 0.7519      |
| 0.1281        | 17.57 | 6500 | 0.5787          | 0.7047   | 0.8158        | 0.8775           | 0.9287         | 0.7978              | 0.8652            | 0.5508                         | 0.8919              | 0.8742               | 0.8023           | 0.8567    | 0.6662         | 0.7588       | 0.4207                    | 0.8024         | 0.6924          | 0.7359      |
| 0.6911        | 17.62 | 6520 | 0.5914          | 0.7092   | 0.8187        | 0.8813           | 0.9280         | 0.7934              | 0.8578            | 0.5551                         | 0.8957              | 0.8608               | 0.8399           | 0.8628    | 0.6644         | 0.7599       | 0.3992                    | 0.8019         | 0.7084          | 0.7679      |
| 0.1595        | 17.68 | 6540 | 0.5951          | 0.7027   | 0.8148        | 0.8784           | 0.9254         | 0.8011              | 0.8575            | 0.5508                         | 0.9020              | 0.8535               | 0.8134           | 0.8633    | 0.6660         | 0.7572       | 0.4000                    | 0.8046         | 0.6849          | 0.7426      |
| 0.1599        | 17.73 | 6560 | 0.5909          | 0.7014   | 0.8164        | 0.8778           | 0.9282         | 0.8115              | 0.8872            | 0.5408                         | 0.8927              | 0.8541               | 0.8002           | 0.8629    | 0.6664         | 0.7665       | 0.4051                    | 0.8072         | 0.6693          | 0.7324      |
| 0.1609        | 17.78 | 6580 | 0.5970          | 0.7023   | 0.8116        | 0.8792           | 0.9278         | 0.8104              | 0.8748            | 0.4994                         | 0.9016              | 0.8631               | 0.8040           | 0.8643    | 0.6685         | 0.7621       | 0.4073                    | 0.8103         | 0.6680          | 0.7354      |
| 0.2268        | 17.84 | 6600 | 0.5891          | 0.7019   | 0.8071        | 0.8790           | 0.9338         | 0.7934              | 0.8844            | 0.4920                         | 0.9004              | 0.8478               | 0.7981           | 0.8637    | 0.6727         | 0.7583       | 0.4075                    | 0.8092         | 0.6684          | 0.7338      |
| 0.3312        | 17.89 | 6620 | 0.6018          | 0.7021   | 0.8152        | 0.8781           | 0.9277         | 0.8099              | 0.8892            | 0.5217                         | 0.8928              | 0.8652               | 0.7999           | 0.8640    | 0.6716         | 0.7630       | 0.4066                    | 0.8064         | 0.6695          | 0.7338      |
| 0.2164        | 17.95 | 6640 | 0.5721          | 0.7131   | 0.8196        | 0.8843           | 0.9272         | 0.8000              | 0.8862            | 0.5169                         | 0.8985              | 0.8654               | 0.8430           | 0.8673    | 0.6684         | 0.7671       | 0.4175                    | 0.8098         | 0.6918          | 0.7695      |
| 0.2132        | 18.0  | 6660 | 0.5972          | 0.7115   | 0.8158        | 0.8836           | 0.9412         | 0.7924              | 0.8815            | 0.5187                         | 0.8921              | 0.8696               | 0.8154           | 0.8624    | 0.6670         | 0.7689       | 0.4141                    | 0.8147         | 0.7044          | 0.7492      |
| 0.1357        | 18.05 | 6680 | 0.5733          | 0.7108   | 0.8082        | 0.8849           | 0.9360         | 0.7686              | 0.8793            | 0.4753                         | 0.9030              | 0.8510               | 0.8440           | 0.8637    | 0.6611         | 0.7649       | 0.3977                    | 0.8113         | 0.7041          | 0.7730      |
| 0.1595        | 18.11 | 6700 | 0.5729          | 0.7153   | 0.8200        | 0.8859           | 0.9330         | 0.7988              | 0.8632            | 0.5240                         | 0.8974              | 0.8688               | 0.8551           | 0.8666    | 0.6606         | 0.7684       | 0.4131                    | 0.8104         | 0.7052          | 0.7831      |
| 0.3169        | 18.16 | 6720 | 0.5930          | 0.7149   | 0.8162        | 0.8862           | 0.9301         | 0.7785              | 0.8761            | 0.5033                         | 0.9015              | 0.8655               | 0.8586           | 0.8670    | 0.6611         | 0.7626       | 0.4076                    | 0.8094         | 0.7090          | 0.7875      |
| 0.143         | 18.22 | 6740 | 0.5853          | 0.7158   | 0.8170        | 0.8864           | 0.9291         | 0.7698              | 0.8828            | 0.5153                         | 0.9000              | 0.8485               | 0.8731           | 0.8663    | 0.6623         | 0.7586       | 0.4031                    | 0.8080         | 0.7151          | 0.7974      |
| 0.7411        | 18.27 | 6760 | 0.5810          | 0.7124   | 0.8171        | 0.8845           | 0.9276         | 0.8054              | 0.8677            | 0.5153                         | 0.9056              | 0.8466               | 0.8515           | 0.8666    | 0.6692         | 0.7603       | 0.4065                    | 0.8094         | 0.6960          | 0.7790      |
| 0.1648        | 18.32 | 6780 | 0.5773          | 0.7061   | 0.8120        | 0.8816           | 0.9271         | 0.7893              | 0.8766            | 0.5072                         | 0.9058              | 0.8545               | 0.8238           | 0.8679    | 0.6679         | 0.7608       | 0.4047                    | 0.8091         | 0.6790          | 0.7531      |
| 0.2575        | 18.38 | 6800 | 0.5514          | 0.7221   | 0.8238        | 0.8892           | 0.9317         | 0.7913              | 0.8867            | 0.5168                         | 0.8949              | 0.8637               | 0.8814           | 0.8683    | 0.6709         | 0.7613       | 0.4087                    | 0.8110         | 0.7296          | 0.8045      |
| 0.1961        | 18.43 | 6820 | 0.5768          | 0.7222   | 0.8244        | 0.8891           | 0.9306         | 0.7966              | 0.8749            | 0.5171                         | 0.8953              | 0.8734               | 0.8827           | 0.8679    | 0.6705         | 0.7612       | 0.4152                    | 0.8114         | 0.7256          | 0.8035      |
| 0.1617        | 18.49 | 6840 | 0.5591          | 0.7236   | 0.8224        | 0.8899           | 0.9328         | 0.7914              | 0.8782            | 0.5112                         | 0.9008              | 0.8664               | 0.8759           | 0.8680    | 0.6708         | 0.7669       | 0.4179                    | 0.8128         | 0.7251          | 0.8040      |
| 0.2819        | 18.54 | 6860 | 0.5806          | 0.7132   | 0.8183        | 0.8847           | 0.9261         | 0.7942              | 0.8849            | 0.5169                         | 0.9034              | 0.8563               | 0.8465           | 0.8683    | 0.6696         | 0.7663       | 0.4157                    | 0.8112         | 0.6892          | 0.7720      |
| 0.1305        | 18.59 | 6880 | 0.5868          | 0.7124   | 0.8181        | 0.8842           | 0.9320         | 0.7913              | 0.8783            | 0.5234                         | 0.8966              | 0.8645               | 0.8406           | 0.8682    | 0.6677         | 0.7665       | 0.4158                    | 0.8101         | 0.6899          | 0.7687      |
| 0.1813        | 18.65 | 6900 | 0.5757          | 0.7134   | 0.8165        | 0.8853           | 0.9263         | 0.7889              | 0.8840            | 0.5132                         | 0.9095              | 0.8499               | 0.8432           | 0.8690    | 0.6650         | 0.7660       | 0.4176                    | 0.8119         | 0.6934          | 0.7712      |
| 0.0823        | 18.7  | 6920 | 0.5687          | 0.7163   | 0.8202        | 0.8859           | 0.9305         | 0.7884              | 0.8794            | 0.5210                         | 0.8960              | 0.8686               | 0.8577           | 0.8687    | 0.6690         | 0.7631       | 0.4220                    | 0.8102         | 0.7019          | 0.7789      |
| 0.1101        | 18.76 | 6940 | 0.5771          | 0.7175   | 0.8233        | 0.8862           | 0.9296         | 0.8044              | 0.8818            | 0.5249                         | 0.8942              | 0.8688               | 0.8595           | 0.8683    | 0.6717         | 0.7608       | 0.4202                    | 0.8085         | 0.7055          | 0.7871      |
| 0.2333        | 18.81 | 6960 | 0.5566          | 0.7193   | 0.8222        | 0.8881           | 0.9359         | 0.7946              | 0.8759            | 0.5261                         | 0.8964              | 0.8671               | 0.8595           | 0.8719    | 0.6701         | 0.7633       | 0.4214                    | 0.8122         | 0.7076          | 0.7886      |
| 0.0968        | 18.86 | 6980 | 0.5836          | 0.7185   | 0.8233        | 0.8872           | 0.9315         | 0.8056              | 0.8643            | 0.5285                         | 0.8966              | 0.8667               | 0.8697           | 0.8694    | 0.6666         | 0.7598       | 0.4158                    | 0.8082         | 0.7122          | 0.7976      |
| 0.16          | 18.92 | 7000 | 0.5752          | 0.7158   | 0.8195        | 0.8862           | 0.9326         | 0.7931              | 0.8713            | 0.5191                         | 0.8980              | 0.8684               | 0.8538           | 0.8695    | 0.6647         | 0.7645       | 0.4235                    | 0.8113         | 0.6968          | 0.7802      |
| 0.1579        | 18.97 | 7020 | 0.6036          | 0.7103   | 0.8210        | 0.8824           | 0.9313         | 0.7935              | 0.8632            | 0.5605                         | 0.8922              | 0.8669               | 0.8393           | 0.8678    | 0.6634         | 0.7607       | 0.4160                    | 0.8059         | 0.6876          | 0.7707      |
| 0.1677        | 19.03 | 7040 | 0.5808          | 0.7113   | 0.8212        | 0.8829           | 0.9289         | 0.8068              | 0.8631            | 0.5528                         | 0.8978              | 0.8586               | 0.8404           | 0.8669    | 0.6631         | 0.7616       | 0.4201                    | 0.8072         | 0.6886          | 0.7714      |
| 0.1879        | 19.08 | 7060 | 0.5763          | 0.7170   | 0.8221        | 0.8859           | 0.9326         | 0.7825              | 0.8758            | 0.5463                         | 0.8913              | 0.8593               | 0.8672           | 0.8671    | 0.6637         | 0.7588       | 0.4211                    | 0.8066         | 0.7085          | 0.7934      |
| 0.1272        | 19.14 | 7080 | 0.5822          | 0.7121   | 0.8200        | 0.8833           | 0.9302         | 0.7935              | 0.8770            | 0.5450                         | 0.8960              | 0.8608               | 0.8378           | 0.8673    | 0.6653         | 0.7628       | 0.4268                    | 0.8087         | 0.6860          | 0.7678      |
| 0.188         | 19.19 | 7100 | 0.6020          | 0.7103   | 0.8159        | 0.8828           | 0.9306         | 0.8042              | 0.8661            | 0.5175                         | 0.9005              | 0.8577               | 0.8350           | 0.8663    | 0.6672         | 0.7600       | 0.4219                    | 0.8086         | 0.6823          | 0.7655      |
| 0.1206        | 19.24 | 7120 | 0.5927          | 0.7106   | 0.8173        | 0.8827           | 0.9365         | 0.8142              | 0.8713            | 0.5191                         | 0.8931              | 0.8589               | 0.8277           | 0.8639    | 0.6675         | 0.7655       | 0.4221                    | 0.8103         | 0.6845          | 0.7603      |
| 0.1531        | 19.3  | 7140 | 0.6357          | 0.7089   | 0.8169        | 0.8820           | 0.9312         | 0.8196              | 0.8886            | 0.5226                         | 0.9018              | 0.8407               | 0.8141           | 0.8650    | 0.6661         | 0.7690       | 0.4261                    | 0.8122         | 0.6761          | 0.7475      |
| 0.0871        | 19.35 | 7160 | 0.6291          | 0.7126   | 0.8197        | 0.8837           | 0.9291         | 0.8144              | 0.8843            | 0.5163                         | 0.8985              | 0.8630               | 0.8323           | 0.8669    | 0.6698         | 0.7668       | 0.4257                    | 0.8107         | 0.6845          | 0.7636      |
| 0.079         | 19.41 | 7180 | 0.5888          | 0.7124   | 0.8137        | 0.8843           | 0.9329         | 0.7816              | 0.8718            | 0.5038                         | 0.9018              | 0.8695               | 0.8345           | 0.8683    | 0.6695         | 0.7641       | 0.4233                    | 0.8108         | 0.6851          | 0.7654      |
| 0.148         | 19.46 | 7200 | 0.6259          | 0.7126   | 0.8116        | 0.8847           | 0.9339         | 0.7905              | 0.8603            | 0.4939                         | 0.9076              | 0.8582               | 0.8370           | 0.8676    | 0.6691         | 0.7635       | 0.4242                    | 0.8122         | 0.6853          | 0.7662      |
| 0.1276        | 19.51 | 7220 | 0.6049          | 0.7123   | 0.8164        | 0.8839           | 0.9373         | 0.8043              | 0.8574            | 0.5181                         | 0.8955              | 0.8636               | 0.8388           | 0.8660    | 0.6685         | 0.7649       | 0.4208                    | 0.8100         | 0.6876          | 0.7680      |
| 0.0878        | 19.57 | 7240 | 0.5910          | 0.7150   | 0.8162        | 0.8857           | 0.9336         | 0.7844              | 0.8623            | 0.5235                         | 0.9030              | 0.8534               | 0.8531           | 0.8663    | 0.6678         | 0.7644       | 0.4077                    | 0.8092         | 0.7061          | 0.7838      |
| 0.2596        | 19.62 | 7260 | 0.5838          | 0.7179   | 0.8185        | 0.8870           | 0.9337         | 0.7965              | 0.8655            | 0.5124                         | 0.9019              | 0.8616               | 0.8580           | 0.8673    | 0.6723         | 0.7672       | 0.4136                    | 0.8109         | 0.7066          | 0.7875      |
| 0.0873        | 19.68 | 7280 | 0.5732          | 0.7253   | 0.8273        | 0.8899           | 0.9265         | 0.8041              | 0.8811            | 0.5270                         | 0.9002              | 0.8660               | 0.8859           | 0.8680    | 0.6728         | 0.7687       | 0.4244                    | 0.8108         | 0.7248          | 0.8074      |
| 0.2127        | 19.73 | 7300 | 0.5882          | 0.7235   | 0.8260        | 0.8892           | 0.9249         | 0.7916              | 0.8881            | 0.5309                         | 0.9009              | 0.8635               | 0.8822           | 0.8671    | 0.6701         | 0.7647       | 0.4173                    | 0.8107         | 0.7289          | 0.8057      |
| 0.1186        | 19.78 | 7320 | 0.5851          | 0.7234   | 0.8251        | 0.8891           | 0.9316         | 0.8028              | 0.8566            | 0.5462                         | 0.9038              | 0.8595               | 0.8751           | 0.8667    | 0.6694         | 0.7657       | 0.4174                    | 0.8112         | 0.7291          | 0.8043      |
| 1.8503        | 19.84 | 7340 | 0.6085          | 0.7138   | 0.8217        | 0.8839           | 0.9318         | 0.7936              | 0.8725            | 0.5484                         | 0.8934              | 0.8761               | 0.8364           | 0.8661    | 0.6688         | 0.7681       | 0.4153                    | 0.8074         | 0.7009          | 0.7702      |
| 1.9456        | 19.89 | 7360 | 0.6852          | 0.6999   | 0.8127        | 0.8757           | 0.9372         | 0.7887              | 0.8814            | 0.5482                         | 0.8823              | 0.8730               | 0.7784           | 0.8593    | 0.6682         | 0.7665       | 0.4103                    | 0.8020         | 0.6740          | 0.7186      |
| 0.0961        | 19.95 | 7380 | 0.6292          | 0.7030   | 0.8143        | 0.8781           | 0.9328         | 0.8002              | 0.8746            | 0.5323                         | 0.8908              | 0.8770               | 0.7924           | 0.8628    | 0.6691         | 0.7645       | 0.4129                    | 0.8055         | 0.6791          | 0.7270      |
| 0.2522        | 20.0  | 7400 | 0.6386          | 0.7016   | 0.8164        | 0.8770           | 0.9316         | 0.8003              | 0.8730            | 0.5499                         | 0.8869              | 0.8828               | 0.7901           | 0.8627    | 0.6672         | 0.7661       | 0.4089                    | 0.8034         | 0.6767          | 0.7262      |
| 0.1623        | 20.05 | 7420 | 0.6480          | 0.7035   | 0.8118        | 0.8792           | 0.9333         | 0.7838              | 0.8896            | 0.5216                         | 0.8954              | 0.8669               | 0.7921           | 0.8637    | 0.6659         | 0.7665       | 0.4135                    | 0.8092         | 0.6790          | 0.7267      |
| 0.1648        | 20.11 | 7440 | 0.6506          | 0.7023   | 0.8108        | 0.8781           | 0.9338         | 0.7922              | 0.8661            | 0.5337                         | 0.8989              | 0.8618               | 0.7888           | 0.8626    | 0.6675         | 0.7630       | 0.4151                    | 0.8075         | 0.6755          | 0.7248      |
| 0.1676        | 20.16 | 7460 | 0.6525          | 0.7020   | 0.8119        | 0.8779           | 0.9305         | 0.7910              | 0.8584            | 0.5395                         | 0.8995              | 0.8708               | 0.7938           | 0.8637    | 0.6686         | 0.7612       | 0.4130                    | 0.8071         | 0.6746          | 0.7261      |
| 0.1036        | 20.22 | 7480 | 0.6309          | 0.7013   | 0.8048        | 0.8789           | 0.9343         | 0.7790              | 0.8725            | 0.4928                         | 0.9041              | 0.8599               | 0.7909           | 0.8628    | 0.6691         | 0.7629       | 0.4011                    | 0.8099         | 0.6773          | 0.7257      |
| 0.0918        | 20.27 | 7500 | 0.6292          | 0.7024   | 0.8080        | 0.8788           | 0.9338         | 0.7875              | 0.8729            | 0.5081                         | 0.9014              | 0.8603               | 0.7917           | 0.8623    | 0.6706         | 0.7616       | 0.4103                    | 0.8102         | 0.6754          | 0.7265      |
| 0.2906        | 20.32 | 7520 | 0.6243          | 0.7052   | 0.8096        | 0.8807           | 0.9384         | 0.7924              | 0.8675            | 0.5085                         | 0.9013              | 0.8650               | 0.7937           | 0.8651    | 0.6708         | 0.7639       | 0.4192                    | 0.8150         | 0.6747          | 0.7275      |
| 0.184         | 20.38 | 7540 | 0.6176          | 0.7045   | 0.8137        | 0.8796           | 0.9276         | 0.8040              | 0.8813            | 0.5235                         | 0.9042              | 0.8587               | 0.7963           | 0.8642    | 0.6698         | 0.7653       | 0.4154                    | 0.8106         | 0.6755          | 0.7304      |
| 0.0804        | 20.43 | 7560 | 0.5853          | 0.7082   | 0.8151        | 0.8819           | 0.9305         | 0.8037              | 0.8768            | 0.5146                         | 0.9027              | 0.8695               | 0.8082           | 0.8664    | 0.6690         | 0.7690       | 0.4176                    | 0.8119         | 0.6826          | 0.7409      |
| 0.1249        | 20.49 | 7580 | 0.6032          | 0.7065   | 0.8139        | 0.8823           | 0.9403         | 0.7796              | 0.8905            | 0.5151                         | 0.8912              | 0.8813               | 0.7996           | 0.8715    | 0.6676         | 0.7676       | 0.4128                    | 0.8153         | 0.6776          | 0.7331      |
| 0.0544        | 20.54 | 7600 | 0.6024          | 0.7060   | 0.8151        | 0.8819           | 0.9372         | 0.8066              | 0.8847            | 0.5206                         | 0.8982              | 0.8606               | 0.7977           | 0.8701    | 0.6694         | 0.7685       | 0.4089                    | 0.8148         | 0.6788          | 0.7312      |
| 0.0863        | 20.59 | 7620 | 0.5935          | 0.7068   | 0.8137        | 0.8821           | 0.9401         | 0.7984              | 0.8703            | 0.5322                         | 0.9012              | 0.8576               | 0.7960           | 0.8678    | 0.6710         | 0.7732       | 0.4074                    | 0.8165         | 0.6812          | 0.7303      |
| 0.3792        | 20.65 | 7640 | 0.6329          | 0.7074   | 0.8157        | 0.8814           | 0.9301         | 0.8079              | 0.8703            | 0.5180                         | 0.9023              | 0.8766               | 0.8045           | 0.8660    | 0.6709         | 0.7707       | 0.4139                    | 0.8127         | 0.6815          | 0.7361      |
| 1.3909        | 20.7  | 7660 | 0.6040          | 0.7091   | 0.8183        | 0.8822           | 0.9332         | 0.7971              | 0.8748            | 0.5360                         | 0.8952              | 0.8784               | 0.8134           | 0.8686    | 0.6701         | 0.7696       | 0.4179                    | 0.8115         | 0.6806          | 0.7458      |
| 0.1323        | 20.76 | 7680 | 0.6181          | 0.7114   | 0.8177        | 0.8834           | 0.9331         | 0.7969              | 0.8679            | 0.5273                         | 0.8970              | 0.8704               | 0.8316           | 0.8687    | 0.6708         | 0.7649       | 0.4197                    | 0.8099         | 0.6853          | 0.7607      |
| 0.3078        | 20.81 | 7700 | 0.6129          | 0.7091   | 0.8135        | 0.8828           | 0.9315         | 0.7961              | 0.8618            | 0.5012                         | 0.9016              | 0.8754               | 0.8267           | 0.8686    | 0.6687         | 0.7623       | 0.4146                    | 0.8088         | 0.6837          | 0.7570      |
| 0.1756        | 20.86 | 7720 | 0.5944          | 0.7105   | 0.8148        | 0.8834           | 0.9331         | 0.7884              | 0.8776            | 0.5083                         | 0.8976              | 0.8696               | 0.8294           | 0.8686    | 0.6702         | 0.7630       | 0.4171                    | 0.8099         | 0.6866          | 0.7579      |
| 0.1629        | 20.92 | 7740 | 0.6044          | 0.7115   | 0.8185        | 0.8833           | 0.9312         | 0.8068              | 0.8659            | 0.5289                         | 0.8995              | 0.8656               | 0.8313           | 0.8691    | 0.6721         | 0.7627       | 0.4218                    | 0.8090         | 0.6857          | 0.7599      |
| 0.2369        | 20.97 | 7760 | 0.5983          | 0.7118   | 0.8121        | 0.8846           | 0.9318         | 0.7858              | 0.8817            | 0.4914                         | 0.9058              | 0.8487               | 0.8392           | 0.8689    | 0.6706         | 0.7652       | 0.4127                    | 0.8103         | 0.6880          | 0.7670      |
| 0.1395        | 21.03 | 7780 | 0.6233          | 0.7111   | 0.8117        | 0.8843           | 0.9363         | 0.7813              | 0.8855            | 0.4988                         | 0.9000              | 0.8407               | 0.8391           | 0.8679    | 0.6704         | 0.7670       | 0.4118                    | 0.8106         | 0.6841          | 0.7660      |
| 0.1381        | 21.08 | 7800 | 0.6096          | 0.7104   | 0.8142        | 0.8833           | 0.9312         | 0.7804              | 0.8797            | 0.5074                         | 0.8994              | 0.8715               | 0.8295           | 0.8696    | 0.6709         | 0.7652       | 0.4156                    | 0.8089         | 0.6843          | 0.7583      |
| 0.2           | 21.14 | 7820 | 0.6285          | 0.7089   | 0.8189        | 0.8817           | 0.9331         | 0.8010              | 0.8722            | 0.5470                         | 0.8953              | 0.8697               | 0.8138           | 0.8692    | 0.6699         | 0.7668       | 0.4205                    | 0.8083         | 0.6784          | 0.7489      |
| 0.1102        | 21.19 | 7840 | 0.6080          | 0.7149   | 0.8199        | 0.8853           | 0.9309         | 0.7885              | 0.8815            | 0.5360                         | 0.9009              | 0.8618               | 0.8398           | 0.8702    | 0.6735         | 0.7681       | 0.4225                    | 0.8126         | 0.6894          | 0.7681      |
| 0.1476        | 21.24 | 7860 | 0.6102          | 0.7093   | 0.8163        | 0.8824           | 0.9323         | 0.7863              | 0.8800            | 0.5283                         | 0.8970              | 0.8715               | 0.8187           | 0.8690    | 0.6705         | 0.7657       | 0.4184                    | 0.8098         | 0.6800          | 0.7518      |
| 0.0475        | 21.3  | 7880 | 0.6285          | 0.7078   | 0.8160        | 0.8811           | 0.9292         | 0.7978              | 0.8854            | 0.5321                         | 0.9005              | 0.8560               | 0.8108           | 0.8682    | 0.6730         | 0.7670       | 0.4194                    | 0.8072         | 0.6758          | 0.7439      |
| 0.1551        | 21.35 | 7900 | 0.6299          | 0.7080   | 0.8168        | 0.8816           | 0.9310         | 0.8004              | 0.8913            | 0.5193                         | 0.8943              | 0.8660               | 0.8154           | 0.8688    | 0.6750         | 0.7644       | 0.4144                    | 0.8080         | 0.6772          | 0.7482      |
| 0.2911        | 21.41 | 7920 | 0.6102          | 0.7114   | 0.8188        | 0.8835           | 0.9340         | 0.8066              | 0.8715            | 0.5397                         | 0.8986              | 0.8502               | 0.8310           | 0.8685    | 0.6744         | 0.7685       | 0.4109                    | 0.8103         | 0.6857          | 0.7611      |
| 0.1838        | 21.46 | 7940 | 0.5847          | 0.7129   | 0.8095        | 0.8853           | 0.9376         | 0.7645              | 0.8754            | 0.5018                         | 0.9060              | 0.8405               | 0.8409           | 0.8675    | 0.6675         | 0.7661       | 0.4112                    | 0.8104         | 0.6954          | 0.7721      |
| 0.1123        | 21.51 | 7960 | 0.5571          | 0.7188   | 0.8210        | 0.8875           | 0.9322         | 0.8042              | 0.8765            | 0.5155                         | 0.9021              | 0.8626               | 0.8541           | 0.8688    | 0.6738         | 0.7691       | 0.4197                    | 0.8137         | 0.7050          | 0.7815      |
| 0.1224        | 21.57 | 7980 | 0.5748          | 0.7154   | 0.8187        | 0.8858           | 0.9340         | 0.8043              | 0.8794            | 0.5081                         | 0.8982              | 0.8640               | 0.8430           | 0.8683    | 0.6763         | 0.7656       | 0.4144                    | 0.8116         | 0.6985          | 0.7733      |
| 0.0828        | 21.62 | 8000 | 0.6015          | 0.7069   | 0.8133        | 0.8809           | 0.9327         | 0.8017              | 0.8742            | 0.5108                         | 0.8995              | 0.8676               | 0.8064           | 0.8677    | 0.6759         | 0.7646       | 0.4124                    | 0.8071         | 0.6806          | 0.7400      |
| 0.141         | 21.68 | 8020 | 0.5877          | 0.7097   | 0.8177        | 0.8823           | 0.9341         | 0.8095              | 0.8788            | 0.5266                         | 0.8962              | 0.8645               | 0.8142           | 0.8680    | 0.6759         | 0.7701       | 0.4151                    | 0.8103         | 0.6850          | 0.7432      |
| 0.1893        | 21.73 | 8040 | 0.5991          | 0.7073   | 0.8117        | 0.8815           | 0.9321         | 0.7786              | 0.8743            | 0.5240                         | 0.9050              | 0.8590               | 0.8086           | 0.8683    | 0.6719         | 0.7683       | 0.4125                    | 0.8092         | 0.6828          | 0.7383      |
| 0.2463        | 21.78 | 8060 | 0.5847          | 0.7071   | 0.8146        | 0.8809           | 0.9335         | 0.8030              | 0.8688            | 0.5378                         | 0.9031              | 0.8547               | 0.8014           | 0.8670    | 0.6737         | 0.7701       | 0.4110                    | 0.8084         | 0.6848          | 0.7351      |
| 0.072         | 21.84 | 8080 | 0.6718          | 0.7055   | 0.8147        | 0.8801           | 0.9321         | 0.7943              | 0.8692            | 0.5318                         | 0.8971              | 0.8763               | 0.8021           | 0.8681    | 0.6727         | 0.7667       | 0.4099                    | 0.8069         | 0.6783          | 0.7359      |
| 0.0983        | 21.89 | 8100 | 0.6329          | 0.7064   | 0.8145        | 0.8809           | 0.9296         | 0.8044              | 0.8810            | 0.5115                         | 0.8996              | 0.8656               | 0.8096           | 0.8680    | 0.6746         | 0.7654       | 0.4076                    | 0.8073         | 0.6821          | 0.7394      |
| 0.2275        | 21.95 | 8120 | 0.6321          | 0.7061   | 0.8120        | 0.8811           | 0.9317         | 0.7865              | 0.8864            | 0.5106                         | 0.9007              | 0.8606               | 0.8074           | 0.8682    | 0.6722         | 0.7664       | 0.4082                    | 0.8085         | 0.6808          | 0.7386      |
| 0.1424        | 22.0  | 8140 | 0.6322          | 0.7065   | 0.8122        | 0.8815           | 0.9345         | 0.7917              | 0.8777            | 0.5021                         | 0.8966              | 0.8682               | 0.8144           | 0.8680    | 0.6755         | 0.7669       | 0.4064                    | 0.8106         | 0.6744          | 0.7437      |
| 0.1075        | 22.05 | 8160 | 0.6205          | 0.7062   | 0.8165        | 0.8809           | 0.9326         | 0.7969              | 0.8742            | 0.5308                         | 0.8931              | 0.8755               | 0.8125           | 0.8685    | 0.6725         | 0.7675       | 0.4105                    | 0.8101         | 0.6720          | 0.7423      |
| 0.088         | 22.11 | 8180 | 0.6247          | 0.7052   | 0.8112        | 0.8807           | 0.9349         | 0.7730              | 0.8796            | 0.5242                         | 0.8976              | 0.8611               | 0.8081           | 0.8681    | 0.6701         | 0.7657       | 0.4104                    | 0.8100         | 0.6723          | 0.7398      |
| 0.2148        | 22.16 | 8200 | 0.6264          | 0.7070   | 0.8140        | 0.8818           | 0.9315         | 0.8007              | 0.8831            | 0.5053                         | 0.8995              | 0.8655               | 0.8125           | 0.8689    | 0.6747         | 0.7666       | 0.4100                    | 0.8113         | 0.6751          | 0.7421      |
| 0.1816        | 22.22 | 8220 | 0.6494          | 0.7068   | 0.8132        | 0.8816           | 0.9284         | 0.7953              | 0.8800            | 0.5036                         | 0.9019              | 0.8639               | 0.8192           | 0.8682    | 0.6744         | 0.7653       | 0.4074                    | 0.8100         | 0.6745          | 0.7476      |
| 0.1059        | 22.27 | 8240 | 0.6124          | 0.7088   | 0.8150        | 0.8827           | 0.9289         | 0.8077              | 0.8816            | 0.5060                         | 0.9042              | 0.8533               | 0.8235           | 0.8684    | 0.6774         | 0.7693       | 0.4074                    | 0.8121         | 0.6767          | 0.7503      |
| 0.1387        | 22.32 | 8260 | 0.6376          | 0.7070   | 0.8149        | 0.8815           | 0.9340         | 0.7960              | 0.8797            | 0.5223                         | 0.8968              | 0.8644               | 0.8110           | 0.8691    | 0.6763         | 0.7688       | 0.4060                    | 0.8102         | 0.6746          | 0.7436      |
| 0.3907        | 22.38 | 8280 | 0.6208          | 0.7050   | 0.8143        | 0.8803           | 0.9302         | 0.7992              | 0.8879            | 0.5138                         | 0.8979              | 0.8708               | 0.8002           | 0.8683    | 0.6746         | 0.7660       | 0.4076                    | 0.8089         | 0.6741          | 0.7356      |
| 0.1376        | 22.43 | 8300 | 0.6203          | 0.7060   | 0.8132        | 0.8809           | 0.9299         | 0.7943              | 0.8723            | 0.5208                         | 0.9032              | 0.8616               | 0.8101           | 0.8686    | 0.6754         | 0.7661       | 0.4084                    | 0.8093         | 0.6742          | 0.7401      |
| 0.1202        | 22.49 | 8320 | 0.6072          | 0.7067   | 0.8132        | 0.8816           | 0.9304         | 0.8010              | 0.8882            | 0.5135                         | 0.9045              | 0.8414               | 0.8133           | 0.8684    | 0.6759         | 0.7683       | 0.4057                    | 0.8106         | 0.6761          | 0.7418      |
| 0.1391        | 22.54 | 8340 | 0.6402          | 0.7062   | 0.8132        | 0.8807           | 0.9283         | 0.8123              | 0.8665            | 0.5124                         | 0.9065              | 0.8565               | 0.8098           | 0.8681    | 0.6780         | 0.7651       | 0.4054                    | 0.8063         | 0.6798          | 0.7407      |
| 0.0847        | 22.59 | 8360 | 0.6071          | 0.7095   | 0.8180        | 0.8826           | 0.9312         | 0.8173              | 0.8706            | 0.5239                         | 0.8995              | 0.8565               | 0.8268           | 0.8679    | 0.6782         | 0.7671       | 0.4064                    | 0.8106         | 0.6819          | 0.7541      |
| 0.1487        | 22.65 | 8380 | 0.6051          | 0.7089   | 0.8160        | 0.8823           | 0.9335         | 0.8133              | 0.8686            | 0.5156                         | 0.8993              | 0.8627               | 0.8187           | 0.8687    | 0.6788         | 0.7660       | 0.4086                    | 0.8097         | 0.6796          | 0.7509      |
| 0.1683        | 22.7  | 8400 | 0.6426          | 0.7090   | 0.8136        | 0.8826           | 0.9356         | 0.7975              | 0.8708            | 0.5141                         | 0.9002              | 0.8577               | 0.8192           | 0.8680    | 0.6773         | 0.7673       | 0.4095                    | 0.8109         | 0.6792          | 0.7509      |
| 0.0552        | 22.76 | 8420 | 0.6230          | 0.7076   | 0.8156        | 0.8815           | 0.9319         | 0.7963              | 0.8687            | 0.5280                         | 0.8982              | 0.8691               | 0.8166           | 0.8690    | 0.6761         | 0.7666       | 0.4095                    | 0.8092         | 0.6753          | 0.7475      |
| 1.8276        | 22.81 | 8440 | 0.6169          | 0.7089   | 0.8159        | 0.8823           | 0.9345         | 0.8091              | 0.8806            | 0.5308                         | 0.9019              | 0.8406               | 0.8138           | 0.8680    | 0.6786         | 0.7711       | 0.4098                    | 0.8118         | 0.6761          | 0.7468      |
| 0.069         | 22.86 | 8460 | 0.6010          | 0.7101   | 0.8186        | 0.8829           | 0.9330         | 0.8154              | 0.8825            | 0.5262                         | 0.8980              | 0.8535               | 0.8215           | 0.8685    | 0.6771         | 0.7699       | 0.4113                    | 0.8121         | 0.6799          | 0.7517      |
| 0.2116        | 22.92 | 8480 | 0.6090          | 0.7095   | 0.8164        | 0.8825           | 0.9331         | 0.8052              | 0.8833            | 0.5195                         | 0.8989              | 0.8588               | 0.8157           | 0.8685    | 0.6770         | 0.7690       | 0.4147                    | 0.8113         | 0.6792          | 0.7469      |
| 0.2707        | 22.97 | 8500 | 0.6086          | 0.7098   | 0.8186        | 0.8822           | 0.9338         | 0.8160              | 0.8696            | 0.5288                         | 0.8965              | 0.8734               | 0.8124           | 0.8682    | 0.6769         | 0.7711       | 0.4186                    | 0.8113         | 0.6787          | 0.7437      |
| 1.9017        | 23.03 | 8520 | 0.6366          | 0.7075   | 0.8146        | 0.8810           | 0.9340         | 0.8076              | 0.8718            | 0.5253                         | 0.9000              | 0.8598               | 0.8040           | 0.8671    | 0.6775         | 0.7683       | 0.4149                    | 0.8084         | 0.6767          | 0.7397      |
| 0.5376        | 23.08 | 8540 | 0.6105          | 0.7078   | 0.8158        | 0.8810           | 0.9323         | 0.8165              | 0.8637            | 0.5240                         | 0.9006              | 0.8655               | 0.8077           | 0.8673    | 0.6770         | 0.7679       | 0.4160                    | 0.8078         | 0.6767          | 0.7421      |
| 0.1984        | 23.14 | 8560 | 0.6390          | 0.7063   | 0.8142        | 0.8799           | 0.9299         | 0.7995              | 0.8657            | 0.5335                         | 0.9027              | 0.8696               | 0.7981           | 0.8675    | 0.6774         | 0.7673       | 0.4177                    | 0.8058         | 0.6743          | 0.7341      |
| 0.1297        | 23.19 | 8580 | 0.6062          | 0.7109   | 0.8188        | 0.8826           | 0.9327         | 0.8114              | 0.8771            | 0.5381                         | 0.9004              | 0.8581               | 0.8136           | 0.8674    | 0.6788         | 0.7736       | 0.4171                    | 0.8114         | 0.6828          | 0.7454      |
| 0.1256        | 23.24 | 8600 | 0.6117          | 0.7098   | 0.8167        | 0.8820           | 0.9329         | 0.8076              | 0.8649            | 0.5336                         | 0.9009              | 0.8606               | 0.8161           | 0.8680    | 0.6787         | 0.7690       | 0.4151                    | 0.8084         | 0.6819          | 0.7475      |
| 0.2178        | 23.3  | 8620 | 0.6301          | 0.7063   | 0.8063        | 0.8813           | 0.9354         | 0.7755              | 0.8659            | 0.4904                         | 0.9053              | 0.8642               | 0.8075           | 0.8668    | 0.6739         | 0.7661       | 0.4111                    | 0.8087         | 0.6767          | 0.7409      |
| 0.12          | 23.35 | 8640 | 0.5954          | 0.7134   | 0.8183        | 0.8845           | 0.9305         | 0.8061              | 0.8892            | 0.5131                         | 0.9020              | 0.8594               | 0.8282           | 0.8681    | 0.6795         | 0.7728       | 0.4139                    | 0.8125         | 0.6910          | 0.7563      |
| 1.6866        | 23.41 | 8660 | 0.6285          | 0.7073   | 0.8171        | 0.8808           | 0.9342         | 0.8003              | 0.8867            | 0.5319                         | 0.8915              | 0.8707               | 0.8042           | 0.8674    | 0.6780         | 0.7715       | 0.4115                    | 0.8086         | 0.6755          | 0.7385      |
| 0.8764        | 23.46 | 8680 | 0.6196          | 0.7069   | 0.8179        | 0.8805           | 0.9319         | 0.8104              | 0.8803            | 0.5430                         | 0.8968              | 0.8597               | 0.8030           | 0.8670    | 0.6774         | 0.7718       | 0.4108                    | 0.8087         | 0.6755          | 0.7376      |
| 0.2846        | 23.51 | 8700 | 0.6429          | 0.7054   | 0.8089        | 0.8801           | 0.9338         | 0.7897              | 0.8778            | 0.5126                         | 0.9054              | 0.8470               | 0.7960           | 0.8662    | 0.6773         | 0.7671       | 0.4131                    | 0.8070         | 0.6741          | 0.7328      |
| 0.1733        | 23.57 | 8720 | 0.6716          | 0.7060   | 0.8137        | 0.8801           | 0.9312         | 0.7954              | 0.8775            | 0.5342                         | 0.9026              | 0.8564               | 0.7982           | 0.8679    | 0.6766         | 0.7678       | 0.4128                    | 0.8065         | 0.6765          | 0.7339      |
| 0.1889        | 23.62 | 8740 | 0.6285          | 0.7086   | 0.8183        | 0.8816           | 0.9327         | 0.8064              | 0.8815            | 0.5367                         | 0.8958              | 0.8666               | 0.8085           | 0.8681    | 0.6788         | 0.7732       | 0.4114                    | 0.8103         | 0.6773          | 0.7407      |
| 0.2335        | 23.68 | 8760 | 0.6187          | 0.7077   | 0.8179        | 0.8812           | 0.9290         | 0.8058              | 0.8765            | 0.5372                         | 0.8993              | 0.8645               | 0.8128           | 0.8692    | 0.6764         | 0.7698       | 0.4107                    | 0.8081         | 0.6760          | 0.7438      |
| 0.1434        | 23.73 | 8780 | 0.6220          | 0.7068   | 0.8185        | 0.8804           | 0.9287         | 0.8154              | 0.8699            | 0.5404                         | 0.8982              | 0.8675               | 0.8094           | 0.8688    | 0.6771         | 0.7681       | 0.4102                    | 0.8063         | 0.6748          | 0.7424      |
| 0.1091        | 23.78 | 8800 | 0.6053          | 0.7097   | 0.8177        | 0.8824           | 0.9306         | 0.7995              | 0.8773            | 0.5373                         | 0.9012              | 0.8613               | 0.8165           | 0.8697    | 0.6777         | 0.7712       | 0.4128                    | 0.8101         | 0.6800          | 0.7462      |
| 0.0441        | 23.84 | 8820 | 0.6099          | 0.7090   | 0.8185        | 0.8819           | 0.9339         | 0.8164              | 0.8647            | 0.5389                         | 0.8970              | 0.8614               | 0.8173           | 0.8684    | 0.6783         | 0.7700       | 0.4109                    | 0.8097         | 0.6781          | 0.7478      |
| 0.0642        | 23.89 | 8840 | 0.6071          | 0.7085   | 0.8166        | 0.8815           | 0.9342         | 0.8128              | 0.8618            | 0.5345                         | 0.8997              | 0.8641               | 0.8094           | 0.8681    | 0.6780         | 0.7694       | 0.4140                    | 0.8089         | 0.6784          | 0.7430      |
| 0.1659        | 23.95 | 8860 | 0.5899          | 0.7092   | 0.8138        | 0.8825           | 0.9322         | 0.8027              | 0.8705            | 0.4997                         | 0.9026              | 0.8791               | 0.8101           | 0.8693    | 0.6781         | 0.7697       | 0.4154                    | 0.8109         | 0.6780          | 0.7430      |
| 0.1801        | 24.0  | 8880 | 0.6425          | 0.7073   | 0.8119        | 0.8814           | 0.9312         | 0.7967              | 0.8706            | 0.5050                         | 0.9036              | 0.8643               | 0.8116           | 0.8687    | 0.6768         | 0.7656       | 0.4120                    | 0.8072         | 0.6767          | 0.7441      |
| 1.0472        | 24.05 | 8900 | 0.6368          | 0.7085   | 0.8126        | 0.8822           | 0.9331         | 0.8066              | 0.8658            | 0.5075                         | 0.9060              | 0.8547               | 0.8142           | 0.8683    | 0.6777         | 0.7685       | 0.4122                    | 0.8102         | 0.6772          | 0.7457      |
| 0.2152        | 24.11 | 8920 | 0.6309          | 0.7080   | 0.8133        | 0.8818           | 0.9332         | 0.8037              | 0.8715            | 0.5062                         | 0.9010              | 0.8646               | 0.8131           | 0.8683    | 0.6775         | 0.7679       | 0.4117                    | 0.8097         | 0.6756          | 0.7451      |
| 0.0434        | 24.16 | 8940 | 0.6352          | 0.7078   | 0.8145        | 0.8816           | 0.9339         | 0.7984              | 0.8811            | 0.5156                         | 0.8965              | 0.8632               | 0.8130           | 0.8682    | 0.6770         | 0.7683       | 0.4116                    | 0.8089         | 0.6758          | 0.7451      |
| 0.1156        | 24.22 | 8960 | 0.6161          | 0.7095   | 0.8189        | 0.8825           | 0.9301         | 0.8131              | 0.8746            | 0.5325                         | 0.9002              | 0.8620               | 0.8200           | 0.8690    | 0.6765         | 0.7718       | 0.4122                    | 0.8118         | 0.6779          | 0.7471      |
| 0.1483        | 24.27 | 8980 | 0.6298          | 0.7072   | 0.8137        | 0.8813           | 0.9332         | 0.8052              | 0.8798            | 0.5192                         | 0.9018              | 0.8486               | 0.8082           | 0.8675    | 0.6770         | 0.7689       | 0.4101                    | 0.8089         | 0.6762          | 0.7418      |
| 0.1716        | 24.32 | 9000 | 0.6275          | 0.7076   | 0.8139        | 0.8815           | 0.9328         | 0.8087              | 0.8726            | 0.5286                         | 0.9052              | 0.8344               | 0.8148           | 0.8679    | 0.6765         | 0.7689       | 0.4102                    | 0.8087         | 0.6753          | 0.7457      |
| 0.0314        | 24.38 | 9020 | 0.6365          | 0.7065   | 0.8143        | 0.8808           | 0.9320         | 0.8008              | 0.8773            | 0.5204                         | 0.8994              | 0.8663               | 0.8041           | 0.8678    | 0.6762         | 0.7681       | 0.4103                    | 0.8087         | 0.6759          | 0.7385      |
| 0.1488        | 24.43 | 9040 | 0.6421          | 0.7080   | 0.8135        | 0.8818           | 0.9341         | 0.8048              | 0.8730            | 0.5076                         | 0.8997              | 0.8636               | 0.8120           | 0.8674    | 0.6777         | 0.7686       | 0.4114                    | 0.8103         | 0.6769          | 0.7434      |
| 0.1511        | 24.49 | 9060 | 0.6465          | 0.7060   | 0.8128        | 0.8805           | 0.9321         | 0.7908              | 0.8723            | 0.5162                         | 0.8979              | 0.8728               | 0.8077           | 0.8685    | 0.6759         | 0.7654       | 0.4117                    | 0.8071         | 0.6732          | 0.7402      |
| 0.1712        | 24.54 | 9080 | 0.6452          | 0.7064   | 0.8146        | 0.8806           | 0.9298         | 0.7991              | 0.8749            | 0.5260                         | 0.9005              | 0.8626               | 0.8096           | 0.8685    | 0.6755         | 0.7657       | 0.4104                    | 0.8066         | 0.6762          | 0.7418      |
| 0.0786        | 24.59 | 9100 | 0.6148          | 0.7074   | 0.8186        | 0.8810           | 0.9290         | 0.8139              | 0.8767            | 0.5383                         | 0.8993              | 0.8645               | 0.8088           | 0.8689    | 0.6755         | 0.7693       | 0.4112                    | 0.8083         | 0.6780          | 0.7409      |
| 0.1503        | 24.65 | 9120 | 0.6358          | 0.7075   | 0.8137        | 0.8814           | 0.9325         | 0.7985              | 0.8723            | 0.5160                         | 0.9009              | 0.8665               | 0.8091           | 0.8684    | 0.6763         | 0.7678       | 0.4128                    | 0.8088         | 0.6769          | 0.7417      |
| 0.2824        | 24.7  | 9140 | 0.6273          | 0.7067   | 0.8133        | 0.8808           | 0.9353         | 0.7995              | 0.8688            | 0.5238                         | 0.8989              | 0.8643               | 0.8028           | 0.8673    | 0.6767         | 0.7680       | 0.4128                    | 0.8084         | 0.6761          | 0.7379      |
| 0.417         | 24.76 | 9160 | 0.6413          | 0.7065   | 0.8109        | 0.8807           | 0.9298         | 0.8041              | 0.8759            | 0.5149                         | 0.9101              | 0.8339               | 0.8073           | 0.8674    | 0.6767         | 0.7664       | 0.4127                    | 0.8058         | 0.6754          | 0.7408      |
| 0.0708        | 24.81 | 9180 | 0.6532          | 0.7076   | 0.8142        | 0.8813           | 0.9317         | 0.8104              | 0.8704            | 0.5146                         | 0.9022              | 0.8588               | 0.8116           | 0.8681    | 0.6766         | 0.7668       | 0.4127                    | 0.8076         | 0.6780          | 0.7437      |
| 0.1626        | 24.86 | 9200 | 0.6461          | 0.7077   | 0.8118        | 0.8816           | 0.9331         | 0.8007              | 0.8708            | 0.5031                         | 0.9031              | 0.8606               | 0.8110           | 0.8682    | 0.6774         | 0.7663       | 0.4120                    | 0.8079         | 0.6783          | 0.7435      |
| 0.0988        | 24.92 | 9220 | 0.6357          | 0.7069   | 0.8125        | 0.8809           | 0.9379         | 0.8022              | 0.8645            | 0.5140                         | 0.8966              | 0.8692               | 0.8035           | 0.8664    | 0.6774         | 0.7685       | 0.4127                    | 0.8093         | 0.6759          | 0.7382      |
| 0.1384        | 24.97 | 9240 | 0.6325          | 0.7077   | 0.8137        | 0.8816           | 0.9348         | 0.8020              | 0.8775            | 0.5017                         | 0.8953              | 0.8739               | 0.8105           | 0.8677    | 0.6774         | 0.7684       | 0.4116                    | 0.8094         | 0.6762          | 0.7429      |


### Framework versions

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