transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b2-finetuned-cityscapes-1024-1024 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b2-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b2-cityscapes-512-512-finetuned-coastTrain
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b2-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b2-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5021
- Mean Iou: 0.7220
- Mean Accuracy: 0.8156
- Overall Accuracy: 0.8922
- Accuracy Water: 0.9448
- Accuracy Whitewater: 0.8091
- Accuracy Sediment: 0.8790
- Accuracy Other Natural Terrain: 0.4533
- Accuracy Vegetation: 0.9102
- Accuracy Development: 0.8690
- Accuracy Unknown: 0.8436
- Iou Water: 0.8711
- Iou Whitewater: 0.6804
- Iou Sediment: 0.7651
- Iou Other Natural Terrain: 0.3850
- Iou Vegetation: 0.8221
- Iou Development: 0.7272
- Iou Unknown: 0.8031

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.787         | 0.05  | 20   | 1.7451          | 0.2147   | 0.3262        | 0.4777           | 0.6185         | 0.0860              | 0.0846            | 0.1815                         | 0.5588              | 0.2875               | 0.4669           | 0.4702    | 0.0506         | 0.0685       | 0.0507                    | 0.3787         | 0.1138          | 0.3702      |
| 1.7746        | 0.11  | 40   | 1.4436          | 0.2479   | 0.3556        | 0.6014           | 0.7672         | 0.0229              | 0.0875            | 0.0035                         | 0.8426              | 0.4389               | 0.3263           | 0.5998    | 0.0222         | 0.0815       | 0.0032                    | 0.4996         | 0.2181          | 0.3109      |
| 1.2903        | 0.16  | 60   | 1.2979          | 0.2397   | 0.3353        | 0.6007           | 0.6956         | 0.0042              | 0.0077            | 0.0001                         | 0.9693              | 0.2685               | 0.4015           | 0.6141    | 0.0042         | 0.0076       | 0.0001                    | 0.4672         | 0.1895          | 0.3955      |
| 1.0788        | 0.22  | 80   | 1.1042          | 0.2974   | 0.3958        | 0.6652           | 0.8379         | 0.0216              | 0.0421            | 0.0                            | 0.9325              | 0.5449               | 0.3915           | 0.6330    | 0.0214         | 0.0399       | 0.0                       | 0.5592         | 0.4392          | 0.3888      |
| 1.2327        | 0.27  | 100  | 1.0443          | 0.3122   | 0.4319        | 0.6786           | 0.8489         | 0.0051              | 0.0684            | 0.0                            | 0.8716              | 0.8082               | 0.4212           | 0.6788    | 0.0051         | 0.0616       | 0.0                       | 0.5650         | 0.4600          | 0.4146      |
| 0.9743        | 0.32  | 120  | 1.0467          | 0.3086   | 0.4318        | 0.6727           | 0.8729         | 0.0223              | 0.0857            | 0.0                            | 0.8210              | 0.8219               | 0.3991           | 0.6638    | 0.0221         | 0.0792       | 0.0                       | 0.5609         | 0.4405          | 0.3933      |
| 1.3523        | 0.38  | 140  | 0.9977          | 0.3460   | 0.4516        | 0.6927           | 0.8018         | 0.0103              | 0.3251            | 0.0                            | 0.9299              | 0.6331               | 0.4607           | 0.6776    | 0.0102         | 0.2816       | 0.0                       | 0.5652         | 0.4337          | 0.4534      |
| 1.5842        | 0.43  | 160  | 0.9630          | 0.3344   | 0.4364        | 0.6922           | 0.8314         | 0.0160              | 0.1695            | 0.0                            | 0.9392              | 0.6437               | 0.4554           | 0.6748    | 0.0160         | 0.1438       | 0.0                       | 0.5828         | 0.4745          | 0.4488      |
| 1.1495        | 0.49  | 180  | 0.8370          | 0.3836   | 0.4997        | 0.7319           | 0.8836         | 0.0431              | 0.3798            | 0.0                            | 0.8787              | 0.8191               | 0.4941           | 0.7014    | 0.0428         | 0.2777       | 0.0                       | 0.6720         | 0.5238          | 0.4678      |
| 1.0688        | 0.54  | 200  | 0.8153          | 0.4099   | 0.5310        | 0.7431           | 0.8586         | 0.0917              | 0.6160            | 0.0                            | 0.8848              | 0.7896               | 0.4762           | 0.7220    | 0.0911         | 0.4075       | 0.0                       | 0.6611         | 0.5243          | 0.4633      |
| 0.8115        | 0.59  | 220  | 0.7640          | 0.4494   | 0.5609        | 0.7682           | 0.8853         | 0.1835              | 0.7370            | 0.0                            | 0.9071              | 0.7441               | 0.4693           | 0.7483    | 0.1812         | 0.4829       | 0.0                       | 0.6828         | 0.5894          | 0.4615      |
| 1.296         | 0.65  | 240  | 0.7753          | 0.4354   | 0.5612        | 0.7529           | 0.9069         | 0.2031              | 0.6555            | 0.0                            | 0.8088              | 0.8634               | 0.4907           | 0.7342    | 0.2009         | 0.4444       | 0.0                       | 0.6592         | 0.5287          | 0.4804      |
| 0.9301        | 0.7   | 260  | 0.7915          | 0.4242   | 0.5247        | 0.7468           | 0.8905         | 0.2032              | 0.4557            | 0.0                            | 0.9058              | 0.7142               | 0.5036           | 0.7008    | 0.1990         | 0.3367       | 0.0                       | 0.6721         | 0.5673          | 0.4932      |
| 0.8694        | 0.76  | 280  | 0.7250          | 0.4631   | 0.5672        | 0.7750           | 0.8801         | 0.2532              | 0.7476            | 0.0                            | 0.9426              | 0.6637               | 0.4828           | 0.7620    | 0.2453         | 0.5060       | 0.0                       | 0.6833         | 0.5708          | 0.4742      |
| 0.57          | 0.81  | 300  | 0.7457          | 0.4871   | 0.6086        | 0.7749           | 0.9151         | 0.4670              | 0.7303            | 0.0                            | 0.8311              | 0.8134               | 0.5031           | 0.7603    | 0.4066         | 0.5297       | 0.0                       | 0.6629         | 0.5569          | 0.4936      |
| 2.0205        | 0.86  | 320  | 0.7048          | 0.5012   | 0.6004        | 0.7880           | 0.8996         | 0.4775              | 0.6753            | 0.0                            | 0.9375              | 0.6951               | 0.5176           | 0.7725    | 0.4315         | 0.5330       | 0.0                       | 0.6864         | 0.5824          | 0.5024      |
| 0.7253        | 0.92  | 340  | 0.7645          | 0.4800   | 0.6005        | 0.7730           | 0.8667         | 0.4543              | 0.6547            | 0.0                            | 0.9061              | 0.8232               | 0.4988           | 0.7446    | 0.3945         | 0.4732       | 0.0                       | 0.6931         | 0.5653          | 0.4895      |
| 0.663         | 0.97  | 360  | 0.7004          | 0.4942   | 0.6129        | 0.7842           | 0.8888         | 0.4045              | 0.7830            | 0.0                            | 0.8770              | 0.8179               | 0.5192           | 0.7763    | 0.3709         | 0.5740       | 0.0                       | 0.6760         | 0.5602          | 0.5020      |
| 1.0129        | 1.03  | 380  | 0.7058          | 0.5053   | 0.6166        | 0.7896           | 0.8902         | 0.4584              | 0.7792            | 0.0                            | 0.9063              | 0.7753               | 0.5066           | 0.7848    | 0.4078         | 0.5645       | 0.0                       | 0.6762         | 0.6089          | 0.4952      |
| 0.9327        | 1.08  | 400  | 0.6887          | 0.4964   | 0.6035        | 0.7899           | 0.9216         | 0.3947              | 0.7036            | 0.0                            | 0.8904              | 0.8048               | 0.5097           | 0.7764    | 0.3729         | 0.5398       | 0.0                       | 0.6936         | 0.5932          | 0.4986      |
| 0.6272        | 1.14  | 420  | 0.6560          | 0.5223   | 0.6331        | 0.8024           | 0.9212         | 0.4949              | 0.7814            | 0.0                            | 0.8861              | 0.8184               | 0.5297           | 0.7897    | 0.4461         | 0.5552       | 0.0                       | 0.7105         | 0.6406          | 0.5143      |
| 0.5071        | 1.19  | 440  | 0.6601          | 0.5251   | 0.6447        | 0.8041           | 0.9126         | 0.6030              | 0.8146            | 0.0                            | 0.9028              | 0.7737               | 0.5062           | 0.8024    | 0.4839         | 0.5625       | 0.0                       | 0.7192         | 0.6152          | 0.4930      |
| 0.3687        | 1.24  | 460  | 0.6691          | 0.5030   | 0.6082        | 0.7877           | 0.9202         | 0.5073              | 0.6562            | 0.0                            | 0.9017              | 0.7859               | 0.4858           | 0.7629    | 0.4445         | 0.5278       | 0.0                       | 0.7015         | 0.6369          | 0.4475      |
| 0.5507        | 1.3   | 480  | 0.6765          | 0.5274   | 0.6499        | 0.8021           | 0.9022         | 0.6250              | 0.8276            | 0.0                            | 0.8970              | 0.7920               | 0.5055           | 0.7987    | 0.4978         | 0.5671       | 0.0                       | 0.7131         | 0.6394          | 0.4762      |
| 0.9888        | 1.35  | 500  | 0.6409          | 0.5287   | 0.6349        | 0.8067           | 0.9215         | 0.5867              | 0.7872            | 0.0                            | 0.9273              | 0.7122               | 0.5095           | 0.8020    | 0.4854         | 0.5973       | 0.0                       | 0.7145         | 0.6112          | 0.4905      |
| 0.4821        | 1.41  | 520  | 0.6645          | 0.5259   | 0.6548        | 0.8033           | 0.8938         | 0.5723              | 0.8744            | 0.0                            | 0.8843              | 0.8459               | 0.5127           | 0.8101    | 0.4667         | 0.5869       | 0.0                       | 0.7051         | 0.6129          | 0.4997      |
| 0.403         | 1.46  | 540  | 0.6780          | 0.5145   | 0.6179        | 0.7955           | 0.9107         | 0.5659              | 0.6498            | 0.0                            | 0.9313              | 0.7441               | 0.5233           | 0.7904    | 0.4691         | 0.5218       | 0.0                       | 0.6898         | 0.6216          | 0.5084      |
| 0.44          | 1.51  | 560  | 0.6093          | 0.5408   | 0.6661        | 0.8059           | 0.8772         | 0.6819              | 0.8474            | 0.0                            | 0.8984              | 0.7658               | 0.5919           | 0.7826    | 0.5138         | 0.5877       | 0.0                       | 0.7165         | 0.6415          | 0.5436      |
| 0.4709        | 1.57  | 580  | 0.6535          | 0.5384   | 0.6455        | 0.8069           | 0.9184         | 0.6097              | 0.7514            | 0.0                            | 0.9075              | 0.8113               | 0.5202           | 0.7923    | 0.5011         | 0.6161       | 0.0                       | 0.6991         | 0.6518          | 0.5081      |
| 0.6455        | 1.62  | 600  | 0.6673          | 0.5396   | 0.6714        | 0.8101           | 0.9005         | 0.7166              | 0.8494            | 0.0                            | 0.8997              | 0.8311               | 0.5026           | 0.8055    | 0.5104         | 0.5743       | 0.0                       | 0.7271         | 0.6684          | 0.4917      |
| 0.3516        | 1.68  | 620  | 0.6172          | 0.5556   | 0.6779        | 0.8138           | 0.9075         | 0.6987              | 0.8170            | 0.0                            | 0.8722              | 0.8718               | 0.5777           | 0.7940    | 0.5400         | 0.6491       | 0.0                       | 0.7076         | 0.6536          | 0.5447      |
| 0.4514        | 1.73  | 640  | 0.5832          | 0.5600   | 0.6605        | 0.8194           | 0.9098         | 0.6739              | 0.7684            | 0.0                            | 0.9331              | 0.7268               | 0.6118           | 0.8019    | 0.5542         | 0.6434       | 0.0                       | 0.7165         | 0.6245          | 0.5797      |
| 1.1045        | 1.78  | 660  | 0.5980          | 0.5523   | 0.6907        | 0.8158           | 0.8790         | 0.7558              | 0.8415            | 0.0                            | 0.8884              | 0.8548               | 0.6153           | 0.8138    | 0.5171         | 0.6138       | 0.0                       | 0.7172         | 0.6202          | 0.5841      |
| 1.0857        | 1.84  | 680  | 0.5735          | 0.5579   | 0.6732        | 0.8227           | 0.9312         | 0.6579              | 0.7872            | 0.0                            | 0.8865              | 0.8613               | 0.5885           | 0.8056    | 0.4950         | 0.6448       | 0.0                       | 0.7330         | 0.6704          | 0.5564      |
| 0.5061        | 1.89  | 700  | 0.6274          | 0.5665   | 0.6886        | 0.8206           | 0.8722         | 0.6775              | 0.8703            | 0.0                            | 0.9003              | 0.8563               | 0.6435           | 0.7985    | 0.5661         | 0.6134       | 0.0                       | 0.7288         | 0.6652          | 0.5937      |
| 0.7888        | 1.95  | 720  | 0.5690          | 0.5669   | 0.6804        | 0.8229           | 0.8971         | 0.6814              | 0.8073            | 0.0                            | 0.9026              | 0.8185               | 0.6561           | 0.7929    | 0.5396         | 0.6278       | 0.0                       | 0.7310         | 0.6639          | 0.6129      |
| 1.8395        | 2.0   | 740  | 0.6331          | 0.5456   | 0.6792        | 0.8146           | 0.9001         | 0.7465              | 0.7818            | 0.0                            | 0.9014              | 0.8823               | 0.5425           | 0.8112    | 0.5072         | 0.6227       | 0.0                       | 0.7281         | 0.6350          | 0.5147      |
| 0.4154        | 2.05  | 760  | 0.6126          | 0.5365   | 0.6573        | 0.8082           | 0.9036         | 0.6799              | 0.8385            | 0.0                            | 0.9220              | 0.7777               | 0.4793           | 0.8001    | 0.5236         | 0.6053       | 0.0                       | 0.7250         | 0.6409          | 0.4609      |
| 0.5624        | 2.11  | 780  | 0.5930          | 0.5436   | 0.6706        | 0.8127           | 0.9230         | 0.7030              | 0.7669            | 0.0                            | 0.8795              | 0.8923               | 0.5295           | 0.8094    | 0.5154         | 0.6514       | 0.0                       | 0.7210         | 0.6087          | 0.4996      |
| 0.4807        | 2.16  | 800  | 0.5858          | 0.5666   | 0.6818        | 0.8273           | 0.9333         | 0.6743              | 0.8472            | 0.0                            | 0.8734              | 0.8049               | 0.6398           | 0.8080    | 0.5238         | 0.6303       | 0.0                       | 0.7436         | 0.6695          | 0.5910      |
| 1.4391        | 2.22  | 820  | 0.5524          | 0.5733   | 0.6995        | 0.8301           | 0.8987         | 0.8141              | 0.7707            | 0.0                            | 0.9143              | 0.8380               | 0.6603           | 0.8248    | 0.5716         | 0.6372       | 0.0                       | 0.7438         | 0.6331          | 0.6025      |
| 0.3062        | 2.27  | 840  | 0.5916          | 0.5487   | 0.6835        | 0.8193           | 0.9103         | 0.7125              | 0.8533            | 0.0001                         | 0.8791              | 0.8389               | 0.5900           | 0.8239    | 0.4652         | 0.6134       | 0.0001                    | 0.7317         | 0.6638          | 0.5430      |
| 0.7697        | 2.32  | 860  | 0.5773          | 0.5675   | 0.7019        | 0.8266           | 0.9152         | 0.7578              | 0.8611            | 0.0000                         | 0.8567              | 0.8792               | 0.6435           | 0.8301    | 0.5682         | 0.6033       | 0.0000                    | 0.7393         | 0.6357          | 0.5957      |
| 0.2767        | 2.38  | 880  | 0.5867          | 0.5533   | 0.6832        | 0.8213           | 0.9149         | 0.7902              | 0.7978            | 0.0000                         | 0.9146              | 0.8276               | 0.5371           | 0.8250    | 0.5195         | 0.6408       | 0.0000                    | 0.7350         | 0.6383          | 0.5147      |
| 0.893         | 2.43  | 900  | 0.5856          | 0.5741   | 0.6887        | 0.8299           | 0.9008         | 0.6935              | 0.8431            | 0.0000                         | 0.9209              | 0.8590               | 0.6033           | 0.8302    | 0.5565         | 0.6647       | 0.0000                    | 0.7270         | 0.6621          | 0.5779      |
| 1.127         | 2.49  | 920  | 0.5624          | 0.5747   | 0.6871        | 0.8311           | 0.9104         | 0.6452              | 0.8488            | 0.0                            | 0.8964              | 0.8526               | 0.6560           | 0.8290    | 0.5516         | 0.6330       | 0.0                       | 0.7330         | 0.6755          | 0.6010      |
| 0.5106        | 2.54  | 940  | 0.5526          | 0.5947   | 0.7097        | 0.8419           | 0.9227         | 0.7570              | 0.7971            | 0.0                            | 0.8821              | 0.8716               | 0.7374           | 0.8343    | 0.6048         | 0.6494       | 0.0                       | 0.7507         | 0.6722          | 0.6513      |
| 0.5673        | 2.59  | 960  | 0.5808          | 0.5814   | 0.6993        | 0.8307           | 0.9193         | 0.8187              | 0.8230            | 0.0                            | 0.9025              | 0.8298               | 0.6018           | 0.8186    | 0.6177         | 0.6727       | 0.0                       | 0.7401         | 0.6705          | 0.5505      |
| 0.2812        | 2.65  | 980  | 0.5844          | 0.5767   | 0.6963        | 0.8322           | 0.9192         | 0.7772              | 0.8339            | 0.0                            | 0.9157              | 0.8657               | 0.5622           | 0.8439    | 0.5988         | 0.6983       | 0.0                       | 0.7359         | 0.6178          | 0.5421      |
| 0.3997        | 2.7   | 1000 | 0.5592          | 0.5753   | 0.7015        | 0.8336           | 0.9208         | 0.7436              | 0.8771            | 0.0024                         | 0.8816              | 0.8458               | 0.6392           | 0.8422    | 0.5628         | 0.6606       | 0.0024                    | 0.7434         | 0.6223          | 0.5932      |
| 0.4418        | 2.76  | 1020 | 0.5588          | 0.5808   | 0.6974        | 0.8353           | 0.9253         | 0.6771              | 0.8522            | 0.0023                         | 0.8698              | 0.8639               | 0.6915           | 0.8175    | 0.5595         | 0.6643       | 0.0023                    | 0.7545         | 0.6370          | 0.6305      |
| 0.2278        | 2.81  | 1040 | 0.5760          | 0.5741   | 0.6992        | 0.8274           | 0.8871         | 0.6410              | 0.8781            | 0.0004                         | 0.8510              | 0.8692               | 0.7677           | 0.8233    | 0.5270         | 0.6855       | 0.0004                    | 0.7279         | 0.6705          | 0.5841      |
| 0.5887        | 2.86  | 1060 | 0.6881          | 0.5591   | 0.6685        | 0.8232           | 0.9152         | 0.6264              | 0.8586            | 0.0                            | 0.9256              | 0.8308               | 0.5227           | 0.8226    | 0.5157         | 0.6556       | 0.0                       | 0.7232         | 0.6867          | 0.5095      |
| 0.4553        | 2.92  | 1080 | 0.5963          | 0.5627   | 0.6950        | 0.8243           | 0.9335         | 0.8256              | 0.8174            | 0.0000                         | 0.8854              | 0.8907               | 0.5122           | 0.8168    | 0.5449         | 0.6832       | 0.0000                    | 0.7393         | 0.6600          | 0.4949      |
| 0.2984        | 2.97  | 1100 | 0.5930          | 0.5680   | 0.6781        | 0.8260           | 0.9254         | 0.6883              | 0.8650            | 0.0                            | 0.9185              | 0.8502               | 0.4995           | 0.8099    | 0.5640         | 0.6698       | 0.0                       | 0.7382         | 0.7000          | 0.4940      |
| 0.3967        | 3.03  | 1120 | 0.5804          | 0.5839   | 0.7108        | 0.8333           | 0.9254         | 0.8007              | 0.8812            | 0.0129                         | 0.8713              | 0.8776               | 0.6068           | 0.8104    | 0.5881         | 0.6580       | 0.0129                    | 0.7562         | 0.6913          | 0.5706      |
| 1.268         | 3.08  | 1140 | 0.5496          | 0.5890   | 0.6962        | 0.8400           | 0.9202         | 0.6909              | 0.7891            | 0.0                            | 0.9068              | 0.8737               | 0.6926           | 0.8248    | 0.5569         | 0.6887       | 0.0                       | 0.7468         | 0.6594          | 0.6465      |
| 0.6241        | 3.14  | 1160 | 0.5864          | 0.5894   | 0.7051        | 0.8377           | 0.9105         | 0.8164              | 0.8183            | 0.0001                         | 0.9309              | 0.8584               | 0.6012           | 0.8392    | 0.6190         | 0.6808       | 0.0001                    | 0.7394         | 0.6653          | 0.5819      |
| 0.3563        | 3.19  | 1180 | 0.6123          | 0.5754   | 0.6866        | 0.8321           | 0.9313         | 0.6944              | 0.8277            | 0.0001                         | 0.9010              | 0.8596               | 0.5919           | 0.8300    | 0.5669         | 0.6401       | 0.0001                    | 0.7354         | 0.6819          | 0.5737      |
| 0.2633        | 3.24  | 1200 | 0.5683          | 0.5970   | 0.7159        | 0.8408           | 0.9265         | 0.7814              | 0.8266            | 0.0134                         | 0.8744              | 0.9090               | 0.6802           | 0.8419    | 0.6303         | 0.6722       | 0.0134                    | 0.7409         | 0.6450          | 0.6352      |
| 0.4295        | 3.3   | 1220 | 0.5305          | 0.6022   | 0.7131        | 0.8490           | 0.9116         | 0.6722              | 0.8576            | 0.0128                         | 0.8965              | 0.8791               | 0.7623           | 0.8398    | 0.5683         | 0.6798       | 0.0128                    | 0.7638         | 0.6719          | 0.6791      |
| 0.3334        | 3.35  | 1240 | 0.4919          | 0.6127   | 0.7236        | 0.8523           | 0.9158         | 0.7832              | 0.8391            | 0.0239                         | 0.9132              | 0.8534               | 0.7368           | 0.8382    | 0.5938         | 0.6918       | 0.0239                    | 0.7649         | 0.6929          | 0.6833      |
| 0.8576        | 3.41  | 1260 | 0.5363          | 0.6047   | 0.7090        | 0.8475           | 0.9223         | 0.7324              | 0.8359            | 0.0104                         | 0.9169              | 0.8586               | 0.6863           | 0.8342    | 0.6118         | 0.6977       | 0.0104                    | 0.7595         | 0.6751          | 0.6443      |
| 0.6485        | 3.46  | 1280 | 0.5941          | 0.5796   | 0.6994        | 0.8318           | 0.9043         | 0.6889              | 0.8987            | 0.0223                         | 0.8900              | 0.8443               | 0.6473           | 0.8264    | 0.5723         | 0.6546       | 0.0222                    | 0.7414         | 0.6414          | 0.5985      |
| 0.4796        | 3.51  | 1300 | 0.5303          | 0.6263   | 0.7444        | 0.8595           | 0.9162         | 0.7860              | 0.8811            | 0.0254                         | 0.8712              | 0.9022               | 0.8287           | 0.8486    | 0.6127         | 0.7157       | 0.0254                    | 0.7683         | 0.6806          | 0.7328      |
| 0.5067        | 3.57  | 1320 | 0.5371          | 0.6036   | 0.7114        | 0.8453           | 0.9382         | 0.7605              | 0.8227            | 0.0136                         | 0.8967              | 0.9103               | 0.6380           | 0.8428    | 0.6297         | 0.6921       | 0.0135                    | 0.7449         | 0.6875          | 0.6144      |
| 0.5053        | 3.62  | 1340 | 0.5882          | 0.5926   | 0.6828        | 0.8426           | 0.9367         | 0.6589              | 0.8258            | 0.0219                         | 0.9429              | 0.7536               | 0.6396           | 0.8276    | 0.5632         | 0.6848       | 0.0218                    | 0.7536         | 0.6803          | 0.6171      |
| 0.4843        | 3.68  | 1360 | 0.5507          | 0.5897   | 0.7164        | 0.8371           | 0.9244         | 0.8326              | 0.8351            | 0.0263                         | 0.8894              | 0.9080               | 0.5991           | 0.8454    | 0.6275         | 0.6905       | 0.0262                    | 0.7462         | 0.6206          | 0.5716      |
| 0.8689        | 3.73  | 1380 | 0.5376          | 0.5943   | 0.7094        | 0.8400           | 0.9317         | 0.7549              | 0.8565            | 0.0364                         | 0.8956              | 0.8851               | 0.6053           | 0.8419    | 0.6162         | 0.6949       | 0.0360                    | 0.7504         | 0.6494          | 0.5713      |
| 0.3403        | 3.78  | 1400 | 0.5378          | 0.5974   | 0.7130        | 0.8443           | 0.9082         | 0.6849              | 0.8510            | 0.0327                         | 0.8935              | 0.8898               | 0.7309           | 0.8454    | 0.5779         | 0.7062       | 0.0323                    | 0.7636         | 0.6350          | 0.6216      |
| 0.2871        | 3.84  | 1420 | 0.5867          | 0.5853   | 0.7072        | 0.8322           | 0.9207         | 0.7519              | 0.8463            | 0.0362                         | 0.8744              | 0.8990               | 0.6220           | 0.8366    | 0.6133         | 0.6878       | 0.0358                    | 0.7380         | 0.6280          | 0.5578      |
| 0.9867        | 3.89  | 1440 | 0.5237          | 0.6300   | 0.7342        | 0.8620           | 0.9353         | 0.8254              | 0.8431            | 0.0233                         | 0.9053              | 0.8190               | 0.7876           | 0.8467    | 0.6401         | 0.7014       | 0.0233                    | 0.7768         | 0.6945          | 0.7271      |
| 0.9706        | 3.95  | 1460 | 0.5224          | 0.6152   | 0.7165        | 0.8533           | 0.9262         | 0.7196              | 0.8428            | 0.0272                         | 0.9121              | 0.8622               | 0.7252           | 0.8476    | 0.5956         | 0.7172       | 0.0269                    | 0.7554         | 0.6992          | 0.6644      |
| 0.3828        | 4.0   | 1480 | 0.5522          | 0.6025   | 0.7113        | 0.8444           | 0.8774         | 0.6191              | 0.8897            | 0.0274                         | 0.9048              | 0.8524               | 0.8081           | 0.8102    | 0.5483         | 0.7127       | 0.0269                    | 0.7729         | 0.7045          | 0.6418      |
| 0.3948        | 4.05  | 1500 | 0.5806          | 0.5967   | 0.7052        | 0.8401           | 0.9333         | 0.7006              | 0.8889            | 0.0456                         | 0.8946              | 0.8704               | 0.6027           | 0.8297    | 0.5863         | 0.6943       | 0.0450                    | 0.7459         | 0.6990          | 0.5765      |
| 0.2947        | 4.11  | 1520 | 0.5770          | 0.6112   | 0.7208        | 0.8456           | 0.9404         | 0.7523              | 0.8408            | 0.0724                         | 0.8768              | 0.8954               | 0.6677           | 0.8236    | 0.6205         | 0.6835       | 0.0694                    | 0.7634         | 0.6877          | 0.6303      |
| 0.5195        | 4.16  | 1540 | 0.5252          | 0.6303   | 0.7224        | 0.8644           | 0.9284         | 0.7117              | 0.8151            | 0.0433                         | 0.9329              | 0.8172               | 0.8084           | 0.8476    | 0.5945         | 0.6907       | 0.0420                    | 0.7856         | 0.7130          | 0.7389      |
| 0.3633        | 4.22  | 1560 | 0.5587          | 0.6272   | 0.7398        | 0.8585           | 0.9213         | 0.7266              | 0.8699            | 0.0764                         | 0.8732              | 0.8881               | 0.8232           | 0.8456    | 0.5813         | 0.7077       | 0.0727                    | 0.7739         | 0.7036          | 0.7053      |
| 0.9574        | 4.27  | 1580 | 0.5696          | 0.6185   | 0.7273        | 0.8522           | 0.9219         | 0.6968              | 0.8716            | 0.0638                         | 0.8787              | 0.8981               | 0.7605           | 0.8418    | 0.5900         | 0.6967       | 0.0609                    | 0.7567         | 0.7022          | 0.6815      |
| 0.1326        | 4.32  | 1600 | 0.5247          | 0.6255   | 0.7265        | 0.8550           | 0.9344         | 0.7191              | 0.8723            | 0.0888                         | 0.9039              | 0.8729               | 0.6940           | 0.8465    | 0.5978         | 0.7157       | 0.0853                    | 0.7574         | 0.7166          | 0.6596      |
| 0.4631        | 4.38  | 1620 | 0.5271          | 0.6477   | 0.7457        | 0.8600           | 0.9113         | 0.7095              | 0.8641            | 0.2124                         | 0.9202              | 0.8359               | 0.7667           | 0.8492    | 0.5950         | 0.7392       | 0.1890                    | 0.7620         | 0.7124          | 0.6868      |
| 0.3529        | 4.43  | 1640 | 0.4991          | 0.6592   | 0.7500        | 0.8692           | 0.9209         | 0.6656              | 0.8689            | 0.2345                         | 0.9237              | 0.8109               | 0.8253           | 0.8525    | 0.5746         | 0.7358       | 0.2240                    | 0.7807         | 0.7041          | 0.7424      |
| 0.2564        | 4.49  | 1660 | 0.5079          | 0.6458   | 0.7439        | 0.8651           | 0.9281         | 0.7152              | 0.8535            | 0.1515                         | 0.9058              | 0.8462               | 0.8069           | 0.8456    | 0.5941         | 0.6887       | 0.1461                    | 0.7786         | 0.7032          | 0.7646      |
| 0.1471        | 4.54  | 1680 | 0.5641          | 0.6209   | 0.7447        | 0.8526           | 0.9232         | 0.7964              | 0.8833            | 0.0940                         | 0.8668              | 0.9092               | 0.7401           | 0.8475    | 0.6357         | 0.6723       | 0.0895                    | 0.7793         | 0.6316          | 0.6902      |
| 0.1997        | 4.59  | 1700 | 0.4899          | 0.6563   | 0.7565        | 0.8653           | 0.9470         | 0.7244              | 0.8462            | 0.2409                         | 0.8728              | 0.8523               | 0.8119           | 0.8438    | 0.6032         | 0.6888       | 0.2184                    | 0.7789         | 0.7115          | 0.7494      |
| 0.2245        | 4.65  | 1720 | 0.4435          | 0.6780   | 0.7710        | 0.8764           | 0.9280         | 0.7736              | 0.8614            | 0.2390                         | 0.9212              | 0.8621               | 0.8117           | 0.8529    | 0.6433         | 0.7457       | 0.2220                    | 0.7936         | 0.7105          | 0.7783      |
| 0.7756        | 4.7   | 1740 | 0.4811          | 0.6516   | 0.7530        | 0.8696           | 0.9265         | 0.7816              | 0.9056            | 0.1070                         | 0.9025              | 0.8191               | 0.8285           | 0.8528    | 0.6400         | 0.6958       | 0.1031                    | 0.7889         | 0.7235          | 0.7572      |
| 0.307         | 4.76  | 1760 | 0.5266          | 0.6311   | 0.7547        | 0.8565           | 0.9215         | 0.8256              | 0.9053            | 0.1336                         | 0.8784              | 0.8872               | 0.7312           | 0.8500    | 0.6479         | 0.6715       | 0.1267                    | 0.7882         | 0.6435          | 0.6898      |
| 0.4766        | 4.81  | 1780 | 0.4891          | 0.6561   | 0.7619        | 0.8644           | 0.9377         | 0.6778              | 0.8795            | 0.3009                         | 0.8784              | 0.8941               | 0.7651           | 0.8480    | 0.5766         | 0.7330       | 0.2586                    | 0.7842         | 0.6774          | 0.7148      |
| 0.2988        | 4.86  | 1800 | 0.4536          | 0.6566   | 0.7576        | 0.8706           | 0.9316         | 0.7662              | 0.8676            | 0.1472                         | 0.8977              | 0.8713               | 0.8213           | 0.8533    | 0.6163         | 0.7200       | 0.1361                    | 0.7843         | 0.7173          | 0.7687      |
| 1.063         | 4.92  | 1820 | 0.4507          | 0.6729   | 0.7708        | 0.8736           | 0.9221         | 0.7607              | 0.8602            | 0.2617                         | 0.9208              | 0.8701               | 0.8002           | 0.8532    | 0.6105         | 0.7336       | 0.2412                    | 0.7874         | 0.7052          | 0.7793      |
| 0.3698        | 4.97  | 1840 | 0.4328          | 0.6838   | 0.7911        | 0.8733           | 0.9282         | 0.8086              | 0.8443            | 0.3619                         | 0.8951              | 0.9032               | 0.7960           | 0.8579    | 0.6388         | 0.7495       | 0.3105                    | 0.7860         | 0.6998          | 0.7439      |
| 0.2845        | 5.03  | 1860 | 0.4597          | 0.6676   | 0.7699        | 0.8743           | 0.9417         | 0.8318              | 0.8597            | 0.1995                         | 0.9069              | 0.8742               | 0.7756           | 0.8582    | 0.6454         | 0.7099       | 0.1795                    | 0.7963         | 0.7168          | 0.7668      |
| 0.4496        | 5.08  | 1880 | 0.4331          | 0.6861   | 0.7862        | 0.8774           | 0.9382         | 0.8165              | 0.8586            | 0.3196                         | 0.9079              | 0.8793               | 0.7832           | 0.8554    | 0.6575         | 0.7385       | 0.2652                    | 0.8001         | 0.7212          | 0.7644      |
| 0.3292        | 5.14  | 1900 | 0.4828          | 0.6682   | 0.7751        | 0.8693           | 0.9194         | 0.8145              | 0.8619            | 0.2450                         | 0.8949              | 0.8620               | 0.8280           | 0.8477    | 0.6438         | 0.7319       | 0.2148                    | 0.7890         | 0.7272          | 0.7232      |
| 0.2141        | 5.19  | 1920 | 0.4936          | 0.6665   | 0.7758        | 0.8688           | 0.9165         | 0.8014              | 0.8762            | 0.2428                         | 0.8913              | 0.8797               | 0.8227           | 0.8475    | 0.6373         | 0.7300       | 0.2112                    | 0.7885         | 0.7206          | 0.7302      |
| 0.465         | 5.24  | 1940 | 0.4780          | 0.6826   | 0.7880        | 0.8749           | 0.9202         | 0.8143              | 0.8578            | 0.3009                         | 0.8973              | 0.8854               | 0.8403           | 0.8528    | 0.6344         | 0.7550       | 0.2764                    | 0.7908         | 0.7177          | 0.7511      |
| 0.1885        | 5.3   | 1960 | 0.4669          | 0.6728   | 0.7757        | 0.8690           | 0.9265         | 0.7611              | 0.9001            | 0.2881                         | 0.8939              | 0.9006               | 0.7596           | 0.8565    | 0.6417         | 0.7504       | 0.2596                    | 0.7732         | 0.7176          | 0.7106      |
| 0.3611        | 5.35  | 1980 | 0.4535          | 0.6836   | 0.7834        | 0.8767           | 0.9306         | 0.8179              | 0.8958            | 0.2917                         | 0.9099              | 0.8356               | 0.8027           | 0.8590    | 0.6464         | 0.7409       | 0.2621                    | 0.7902         | 0.7241          | 0.7624      |
| 0.25          | 5.41  | 2000 | 0.5061          | 0.6592   | 0.7547        | 0.8691           | 0.9288         | 0.6978              | 0.8452            | 0.2238                         | 0.9071              | 0.8599               | 0.8198           | 0.8546    | 0.6031         | 0.7431       | 0.2093                    | 0.7872         | 0.6939          | 0.7229      |
| 0.7475        | 5.46  | 2020 | 0.5061          | 0.6613   | 0.7687        | 0.8697           | 0.9297         | 0.7892              | 0.8843            | 0.1933                         | 0.8793              | 0.8688               | 0.8360           | 0.8525    | 0.6342         | 0.7140       | 0.1712                    | 0.7864         | 0.7186          | 0.7524      |
| 0.187         | 5.51  | 2040 | 0.4465          | 0.6729   | 0.7742        | 0.8735           | 0.9266         | 0.7831              | 0.8658            | 0.2563                         | 0.9069              | 0.8683               | 0.8121           | 0.8547    | 0.6292         | 0.7376       | 0.2335                    | 0.7911         | 0.7100          | 0.7543      |
| 0.3565        | 5.57  | 2060 | 0.4568          | 0.6656   | 0.7674        | 0.8691           | 0.9399         | 0.7226              | 0.8659            | 0.2747                         | 0.8853              | 0.9102               | 0.7734           | 0.8507    | 0.6163         | 0.7186       | 0.2411                    | 0.7863         | 0.7030          | 0.7430      |
| 0.325         | 5.62  | 2080 | 0.4735          | 0.6740   | 0.7839        | 0.8606           | 0.8804         | 0.7749              | 0.8525            | 0.4185                         | 0.9142              | 0.8114               | 0.8357           | 0.8192    | 0.6425         | 0.7423       | 0.3374                    | 0.7871         | 0.6979          | 0.6912      |
| 0.1944        | 5.68  | 2100 | 0.4866          | 0.6649   | 0.7787        | 0.8632           | 0.8985         | 0.8232              | 0.8408            | 0.2915                         | 0.8991              | 0.8778               | 0.8203           | 0.8268    | 0.6249         | 0.7415       | 0.2621                    | 0.7905         | 0.7005          | 0.7077      |
| 0.164         | 5.73  | 2120 | 0.4597          | 0.6853   | 0.7853        | 0.8760           | 0.9239         | 0.8008              | 0.8658            | 0.3509                         | 0.9173              | 0.8076               | 0.8305           | 0.8560    | 0.6401         | 0.7535       | 0.2936                    | 0.7944         | 0.6925          | 0.7667      |
| 0.4798        | 5.78  | 2140 | 0.5149          | 0.6618   | 0.7591        | 0.8643           | 0.9346         | 0.7675              | 0.8401            | 0.3216                         | 0.9315              | 0.8207               | 0.6974           | 0.8552    | 0.6219         | 0.7541       | 0.2708                    | 0.7753         | 0.6800          | 0.6751      |
| 0.1933        | 5.84  | 2160 | 0.5182          | 0.6699   | 0.7772        | 0.8673           | 0.9487         | 0.7200              | 0.9023            | 0.3454                         | 0.8594              | 0.9088               | 0.7555           | 0.8466    | 0.6131         | 0.7301       | 0.2953                    | 0.7827         | 0.6851          | 0.7365      |
| 0.2195        | 5.89  | 2180 | 0.5167          | 0.6635   | 0.7661        | 0.8644           | 0.9162         | 0.7589              | 0.8719            | 0.3231                         | 0.9275              | 0.8388               | 0.7263           | 0.8476    | 0.6111         | 0.7335       | 0.2869                    | 0.7785         | 0.6880          | 0.6989      |
| 0.3676        | 5.95  | 2200 | 0.4548          | 0.6880   | 0.8003        | 0.8745           | 0.9253         | 0.8300              | 0.8691            | 0.4255                         | 0.8987              | 0.8503               | 0.8032           | 0.8582    | 0.6511         | 0.7390       | 0.3305                    | 0.7952         | 0.6797          | 0.7621      |
| 1.208         | 6.0   | 2220 | 0.4922          | 0.6741   | 0.7848        | 0.8672           | 0.9445         | 0.8033              | 0.8567            | 0.3728                         | 0.8709              | 0.8841               | 0.7610           | 0.8474    | 0.6511         | 0.7163       | 0.3135                    | 0.7870         | 0.6646          | 0.7390      |
| 0.316         | 6.05  | 2240 | 0.4775          | 0.6782   | 0.7781        | 0.8723           | 0.9340         | 0.8023              | 0.8426            | 0.3345                         | 0.9132              | 0.8394               | 0.7807           | 0.8543    | 0.6556         | 0.7225       | 0.2905                    | 0.7928         | 0.6794          | 0.7523      |
| 0.2564        | 6.11  | 2260 | 0.4697          | 0.6825   | 0.7959        | 0.8734           | 0.9304         | 0.8437              | 0.8772            | 0.4049                         | 0.9016              | 0.8333               | 0.7801           | 0.8609    | 0.6482         | 0.7323       | 0.3276                    | 0.7998         | 0.6648          | 0.7434      |
| 0.2638        | 6.16  | 2280 | 0.4605          | 0.6786   | 0.7889        | 0.8721           | 0.9349         | 0.7914              | 0.8772            | 0.3591                         | 0.8843              | 0.8955               | 0.7800           | 0.8637    | 0.6505         | 0.7390       | 0.2879                    | 0.7880         | 0.6748          | 0.7466      |
| 0.3469        | 6.22  | 2300 | 0.4692          | 0.6621   | 0.7767        | 0.8671           | 0.9353         | 0.8310              | 0.8786            | 0.2901                         | 0.8922              | 0.8676               | 0.7420           | 0.8584    | 0.6324         | 0.7362       | 0.2502                    | 0.7920         | 0.6566          | 0.7088      |
| 0.2403        | 6.27  | 2320 | 0.4784          | 0.6668   | 0.7703        | 0.8667           | 0.9451         | 0.8032              | 0.8432            | 0.3370                         | 0.9072              | 0.8384               | 0.7180           | 0.8590    | 0.6517         | 0.7333       | 0.2880                    | 0.7861         | 0.6552          | 0.6943      |
| 0.2333        | 6.32  | 2340 | 0.5160          | 0.6561   | 0.7653        | 0.8577           | 0.9381         | 0.7845              | 0.8454            | 0.3368                         | 0.8969              | 0.9095               | 0.6458           | 0.8593    | 0.6594         | 0.7223       | 0.2832                    | 0.7619         | 0.6784          | 0.6285      |
| 0.2887        | 6.38  | 2360 | 0.4777          | 0.6830   | 0.8061        | 0.8696           | 0.9281         | 0.8454              | 0.8522            | 0.4299                         | 0.8610              | 0.9223               | 0.8040           | 0.8627    | 0.6516         | 0.7322       | 0.3358                    | 0.7759         | 0.6511          | 0.7718      |
| 0.2792        | 6.43  | 2380 | 0.4690          | 0.6982   | 0.8100        | 0.8770           | 0.9419         | 0.8185              | 0.8761            | 0.4700                         | 0.8681              | 0.8732               | 0.8220           | 0.8577    | 0.6566         | 0.7328       | 0.3636                    | 0.7898         | 0.6983          | 0.7884      |
| 0.8269        | 6.49  | 2400 | 0.4992          | 0.6743   | 0.7784        | 0.8622           | 0.9019         | 0.7832              | 0.8803            | 0.3721                         | 0.9167              | 0.8506               | 0.7438           | 0.8334    | 0.6590         | 0.7567       | 0.3282                    | 0.7803         | 0.7055          | 0.6569      |
| 0.2425        | 6.54  | 2420 | 0.4863          | 0.6823   | 0.8024        | 0.8650           | 0.8650         | 0.8212              | 0.8750            | 0.4033                         | 0.8974              | 0.8546               | 0.9005           | 0.8145    | 0.6445         | 0.7457       | 0.3422                    | 0.8011         | 0.7142          | 0.7141      |
| 0.2416        | 6.59  | 2440 | 0.4300          | 0.7009   | 0.7999        | 0.8811           | 0.9379         | 0.7844              | 0.8409            | 0.4298                         | 0.8997              | 0.8686               | 0.8378           | 0.8600    | 0.6514         | 0.7503       | 0.3540                    | 0.8007         | 0.7090          | 0.7811      |
| 0.3013        | 6.65  | 2460 | 0.4562          | 0.6970   | 0.7983        | 0.8794           | 0.9264         | 0.8061              | 0.8855            | 0.3964                         | 0.9088              | 0.8433               | 0.8214           | 0.8609    | 0.6628         | 0.7419       | 0.3312                    | 0.7952         | 0.6994          | 0.7877      |
| 0.1874        | 6.7   | 2480 | 0.4734          | 0.6845   | 0.7999        | 0.8742           | 0.9240         | 0.8594              | 0.8730            | 0.3916                         | 0.8978              | 0.8491               | 0.8046           | 0.8566    | 0.6400         | 0.7417       | 0.3000                    | 0.7946         | 0.6852          | 0.7732      |
| 0.4846        | 6.76  | 2500 | 0.4826          | 0.6884   | 0.7909        | 0.8751           | 0.9291         | 0.7870              | 0.8749            | 0.3714                         | 0.8917              | 0.8457               | 0.8362           | 0.8481    | 0.6514         | 0.7483       | 0.3141                    | 0.7974         | 0.7031          | 0.7566      |
| 0.3205        | 6.81  | 2520 | 0.4955          | 0.6903   | 0.8003        | 0.8751           | 0.9266         | 0.8166              | 0.8752            | 0.4138                         | 0.8909              | 0.8610               | 0.8179           | 0.8567    | 0.6509         | 0.7427       | 0.3343                    | 0.7937         | 0.6990          | 0.7545      |
| 0.1754        | 6.86  | 2540 | 0.4677          | 0.6893   | 0.7897        | 0.8769           | 0.9298         | 0.7852              | 0.8667            | 0.3591                         | 0.9014              | 0.8612               | 0.8245           | 0.8567    | 0.6530         | 0.7429       | 0.3109                    | 0.7967         | 0.7049          | 0.7599      |
| 0.34          | 6.92  | 2560 | 0.4733          | 0.6936   | 0.7990        | 0.8792           | 0.9355         | 0.7980              | 0.8614            | 0.3901                         | 0.8887              | 0.8840               | 0.8350           | 0.8573    | 0.6356         | 0.7352       | 0.3258                    | 0.7994         | 0.7063          | 0.7956      |
| 0.2217        | 6.97  | 2580 | 0.4885          | 0.6884   | 0.7863        | 0.8776           | 0.9377         | 0.7237              | 0.8399            | 0.3762                         | 0.8864              | 0.8741               | 0.8662           | 0.8535    | 0.6204         | 0.7384       | 0.3092                    | 0.7964         | 0.7122          | 0.7887      |
| 0.2033        | 7.03  | 2600 | 0.5131          | 0.6941   | 0.8018        | 0.8774           | 0.9294         | 0.7977              | 0.8625            | 0.4055                         | 0.8839              | 0.8979               | 0.8358           | 0.8579    | 0.6471         | 0.7378       | 0.3489                    | 0.7963         | 0.7047          | 0.7661      |
| 0.8201        | 7.08  | 2620 | 0.4936          | 0.6864   | 0.7953        | 0.8736           | 0.9309         | 0.7983              | 0.8397            | 0.4094                         | 0.8888              | 0.8883               | 0.8113           | 0.8563    | 0.6433         | 0.7296       | 0.3416                    | 0.7942         | 0.6951          | 0.7446      |
| 0.4272        | 7.14  | 2640 | 0.5361          | 0.6850   | 0.7955        | 0.8678           | 0.9086         | 0.7859              | 0.8384            | 0.4533                         | 0.8842              | 0.8175               | 0.8806           | 0.8406    | 0.6547         | 0.7357       | 0.3467                    | 0.7857         | 0.7081          | 0.7233      |
| 0.0863        | 7.19  | 2660 | 0.5271          | 0.6821   | 0.7871        | 0.8763           | 0.9348         | 0.7974              | 0.8287            | 0.3187                         | 0.8820              | 0.8684               | 0.8795           | 0.8586    | 0.6474         | 0.7043       | 0.2561                    | 0.7939         | 0.7098          | 0.8049      |
| 0.3078        | 7.24  | 2680 | 0.4543          | 0.6993   | 0.8030        | 0.8809           | 0.9429         | 0.8195              | 0.8227            | 0.4199                         | 0.8901              | 0.8871               | 0.8387           | 0.8605    | 0.6589         | 0.7115       | 0.3357                    | 0.7999         | 0.7144          | 0.8146      |
| 0.2672        | 7.3   | 2700 | 0.4635          | 0.6909   | 0.8004        | 0.8773           | 0.9323         | 0.8478              | 0.8525            | 0.4242                         | 0.9087              | 0.8383               | 0.7988           | 0.8628    | 0.6400         | 0.7396       | 0.3249                    | 0.7963         | 0.7002          | 0.7723      |
| 0.3206        | 7.35  | 2720 | 0.4961          | 0.6962   | 0.7969        | 0.8790           | 0.9421         | 0.7664              | 0.8547            | 0.4557                         | 0.9044              | 0.8666               | 0.7881           | 0.8654    | 0.6668         | 0.7360       | 0.3438                    | 0.8016         | 0.6968          | 0.7630      |
| 0.2269        | 7.41  | 2740 | 0.4869          | 0.6949   | 0.7983        | 0.8784           | 0.9464         | 0.7969              | 0.8428            | 0.4394                         | 0.8939              | 0.8702               | 0.7986           | 0.8614    | 0.6643         | 0.7235       | 0.3415                    | 0.8026         | 0.7005          | 0.7704      |
| 0.1522        | 7.46  | 2760 | 0.4841          | 0.6827   | 0.7796        | 0.8770           | 0.9350         | 0.8021              | 0.8486            | 0.3287                         | 0.9226              | 0.8118               | 0.8084           | 0.8645    | 0.6624         | 0.7199       | 0.2772                    | 0.7991         | 0.6772          | 0.7785      |
| 0.3704        | 7.51  | 2780 | 0.4861          | 0.6820   | 0.7924        | 0.8738           | 0.9343         | 0.8243              | 0.8631            | 0.3978                         | 0.8985              | 0.8323               | 0.7967           | 0.8642    | 0.6591         | 0.7160       | 0.2886                    | 0.7947         | 0.6840          | 0.7676      |
| 0.2283        | 7.57  | 2800 | 0.5024          | 0.6837   | 0.7968        | 0.8732           | 0.9331         | 0.7887              | 0.8714            | 0.4362                         | 0.8919              | 0.8869               | 0.7695           | 0.8635    | 0.6581         | 0.7153       | 0.3259                    | 0.7997         | 0.6791          | 0.7443      |
| 0.2912        | 7.62  | 2820 | 0.4581          | 0.6902   | 0.7917        | 0.8775           | 0.9425         | 0.8138              | 0.8171            | 0.4273                         | 0.9144              | 0.8293               | 0.7977           | 0.8589    | 0.6536         | 0.7195       | 0.3292                    | 0.8052         | 0.6930          | 0.7722      |
| 0.2928        | 7.68  | 2840 | 0.4653          | 0.6953   | 0.7901        | 0.8794           | 0.9448         | 0.7913              | 0.8257            | 0.4364                         | 0.9183              | 0.8002               | 0.8142           | 0.8582    | 0.6606         | 0.7228       | 0.3278                    | 0.8032         | 0.7050          | 0.7897      |
| 1.2079        | 7.73  | 2860 | 0.5082          | 0.6878   | 0.7947        | 0.8732           | 0.9379         | 0.7891              | 0.8306            | 0.4535                         | 0.8880              | 0.8455               | 0.8184           | 0.8511    | 0.6473         | 0.7100       | 0.3573                    | 0.7978         | 0.6992          | 0.7521      |
| 0.2305        | 7.78  | 2880 | 0.5045          | 0.6832   | 0.7849        | 0.8765           | 0.9395         | 0.8166              | 0.8583            | 0.3214                         | 0.9008              | 0.8454               | 0.8122           | 0.8552    | 0.6526         | 0.7174       | 0.2795                    | 0.8024         | 0.6991          | 0.7759      |
| 0.1923        | 7.84  | 2900 | 0.4671          | 0.6960   | 0.7927        | 0.8801           | 0.9428         | 0.7657              | 0.8484            | 0.3991                         | 0.9001              | 0.8771               | 0.8157           | 0.8623    | 0.6601         | 0.7228       | 0.3387                    | 0.8019         | 0.7032          | 0.7833      |
| 0.0884        | 7.89  | 2920 | 0.4756          | 0.6994   | 0.7993        | 0.8804           | 0.9424         | 0.8137              | 0.8147            | 0.4366                         | 0.9057              | 0.8627               | 0.8193           | 0.8602    | 0.6671         | 0.7075       | 0.3561                    | 0.8045         | 0.7086          | 0.7916      |
| 1.1581        | 7.95  | 2940 | 0.5047          | 0.6833   | 0.7932        | 0.8706           | 0.9147         | 0.8215              | 0.8196            | 0.4138                         | 0.9031              | 0.8410               | 0.8388           | 0.8515    | 0.6484         | 0.7252       | 0.3382                    | 0.7908         | 0.6985          | 0.7304      |
| 0.2062        | 8.0   | 2960 | 0.4640          | 0.6972   | 0.8028        | 0.8779           | 0.9434         | 0.8304              | 0.8385            | 0.4505                         | 0.8931              | 0.8623               | 0.8013           | 0.8627    | 0.6645         | 0.7304       | 0.3474                    | 0.7922         | 0.7208          | 0.7626      |
| 0.2409        | 8.05  | 2980 | 0.4972          | 0.6905   | 0.7884        | 0.8788           | 0.9424         | 0.8082              | 0.8523            | 0.3523                         | 0.9043              | 0.8453               | 0.8142           | 0.8603    | 0.6635         | 0.7259       | 0.2845                    | 0.7983         | 0.7172          | 0.7836      |
| 0.4691        | 8.11  | 3000 | 0.5181          | 0.6798   | 0.7755        | 0.8712           | 0.9409         | 0.7851              | 0.8577            | 0.3463                         | 0.9101              | 0.8338               | 0.7548           | 0.8643    | 0.6589         | 0.7370       | 0.3108                    | 0.7757         | 0.6896          | 0.7219      |
| 0.3217        | 8.16  | 3020 | 0.4938          | 0.6921   | 0.7933        | 0.8795           | 0.9380         | 0.8128              | 0.8620            | 0.3634                         | 0.9029              | 0.8572               | 0.8167           | 0.8660    | 0.6668         | 0.7376       | 0.3145                    | 0.8010         | 0.6812          | 0.7778      |
| 0.7039        | 8.22  | 3040 | 0.5262          | 0.6693   | 0.7753        | 0.8650           | 0.9387         | 0.7820              | 0.8709            | 0.4044                         | 0.9083              | 0.8209               | 0.7019           | 0.8593    | 0.6673         | 0.7419       | 0.3084                    | 0.7850         | 0.6485          | 0.6748      |
| 0.2206        | 8.27  | 3060 | 0.4671          | 0.6996   | 0.8163        | 0.8777           | 0.9339         | 0.8213              | 0.8491            | 0.5524                         | 0.8849              | 0.8381               | 0.8345           | 0.8655    | 0.6605         | 0.7366       | 0.3374                    | 0.7907         | 0.7119          | 0.7949      |
| 0.2536        | 8.32  | 3080 | 0.4789          | 0.7016   | 0.8033        | 0.8796           | 0.9378         | 0.8010              | 0.8652            | 0.4572                         | 0.9033              | 0.8687               | 0.7899           | 0.8638    | 0.6582         | 0.7434       | 0.3716                    | 0.7946         | 0.7255          | 0.7541      |
| 0.1459        | 8.38  | 3100 | 0.5260          | 0.6918   | 0.7923        | 0.8735           | 0.9358         | 0.7879              | 0.8576            | 0.4448                         | 0.9093              | 0.8631               | 0.7475           | 0.8630    | 0.6572         | 0.7351       | 0.3809                    | 0.7834         | 0.7115          | 0.7116      |
| 0.1996        | 8.43  | 3120 | 0.4885          | 0.7027   | 0.8074        | 0.8791           | 0.9355         | 0.8137              | 0.8653            | 0.4694                         | 0.8997              | 0.8840               | 0.7843           | 0.8673    | 0.6566         | 0.7400       | 0.3935                    | 0.7891         | 0.7193          | 0.7533      |
| 1.2932        | 8.49  | 3140 | 0.4849          | 0.7088   | 0.8166        | 0.8837           | 0.9276         | 0.8210              | 0.8675            | 0.4839                         | 0.9040              | 0.8860               | 0.8259           | 0.8623    | 0.6561         | 0.7390       | 0.3786                    | 0.8083         | 0.7250          | 0.7920      |
| 0.2309        | 8.54  | 3160 | 0.4839          | 0.7103   | 0.8158        | 0.8837           | 0.9304         | 0.7955              | 0.8619            | 0.5166                         | 0.9025              | 0.8641               | 0.8396           | 0.8628    | 0.6482         | 0.7539       | 0.4022                    | 0.8091         | 0.7260          | 0.7695      |
| 0.1277        | 8.59  | 3180 | 0.4623          | 0.7092   | 0.8053        | 0.8859           | 0.9371         | 0.7665              | 0.8498            | 0.4618                         | 0.9131              | 0.8726               | 0.8361           | 0.8657    | 0.6469         | 0.7472       | 0.3796                    | 0.8116         | 0.7229          | 0.7904      |
| 0.1891        | 8.65  | 3200 | 0.4874          | 0.6899   | 0.8006        | 0.8720           | 0.9411         | 0.7907              | 0.8834            | 0.4864                         | 0.8810              | 0.8632               | 0.7585           | 0.8622    | 0.6472         | 0.7575       | 0.3703                    | 0.7815         | 0.7089          | 0.7017      |
| 0.4215        | 8.7   | 3220 | 0.5407          | 0.6814   | 0.7962        | 0.8680           | 0.9262         | 0.7819              | 0.8833            | 0.4610                         | 0.8837              | 0.8752               | 0.7620           | 0.8633    | 0.6444         | 0.7373       | 0.3273                    | 0.7698         | 0.7194          | 0.7085      |
| 0.0964        | 8.76  | 3240 | 0.5243          | 0.6975   | 0.8132        | 0.8768           | 0.9226         | 0.8206              | 0.8647            | 0.4870                         | 0.8874              | 0.8835               | 0.8268           | 0.8597    | 0.6441         | 0.7417       | 0.3682                    | 0.7933         | 0.7146          | 0.7613      |
| 0.3112        | 8.81  | 3260 | 0.5140          | 0.7009   | 0.8117        | 0.8789           | 0.9371         | 0.8033              | 0.8468            | 0.4844                         | 0.8771              | 0.8980               | 0.8351           | 0.8610    | 0.6481         | 0.7367       | 0.3812                    | 0.7963         | 0.7095          | 0.7738      |
| 0.1804        | 8.86  | 3280 | 0.5358          | 0.6787   | 0.7932        | 0.8667           | 0.9245         | 0.8110              | 0.8500            | 0.4382                         | 0.8916              | 0.8841               | 0.7532           | 0.8554    | 0.6442         | 0.7395       | 0.3437                    | 0.7780         | 0.6968          | 0.6934      |
| 0.162         | 8.92  | 3300 | 0.5615          | 0.6779   | 0.7816        | 0.8669           | 0.9356         | 0.7653              | 0.8749            | 0.4137                         | 0.8933              | 0.8409               | 0.7478           | 0.8561    | 0.6535         | 0.7332       | 0.3199                    | 0.7738         | 0.7200          | 0.6891      |
| 0.2954        | 8.97  | 3320 | 0.5405          | 0.6800   | 0.7785        | 0.8711           | 0.9368         | 0.7420              | 0.8519            | 0.3711                         | 0.8958              | 0.8609               | 0.7913           | 0.8559    | 0.6415         | 0.7322       | 0.3062                    | 0.7835         | 0.7174          | 0.7232      |
| 0.2251        | 9.03  | 3340 | 0.5231          | 0.6823   | 0.7817        | 0.8721           | 0.9376         | 0.8006              | 0.8690            | 0.3477                         | 0.9056              | 0.8592               | 0.7523           | 0.8625    | 0.6695         | 0.7301       | 0.2981                    | 0.7801         | 0.7174          | 0.7183      |
| 0.1492        | 9.08  | 3360 | 0.5524          | 0.6830   | 0.7802        | 0.8723           | 0.9384         | 0.8037              | 0.8303            | 0.3502                         | 0.9118              | 0.8732               | 0.7541           | 0.8606    | 0.6703         | 0.7297       | 0.3037                    | 0.7816         | 0.7157          | 0.7194      |
| 0.4084        | 9.14  | 3380 | 0.5099          | 0.6922   | 0.7886        | 0.8782           | 0.9351         | 0.8063              | 0.8369            | 0.3770                         | 0.9161              | 0.8325               | 0.8166           | 0.8604    | 0.6659         | 0.7240       | 0.3148                    | 0.7960         | 0.7057          | 0.7783      |
| 0.177         | 9.19  | 3400 | 0.5375          | 0.6737   | 0.7910        | 0.8641           | 0.9304         | 0.8091              | 0.8546            | 0.4812                         | 0.9016              | 0.8721               | 0.6878           | 0.8660    | 0.6651         | 0.7381       | 0.3566                    | 0.7805         | 0.6565          | 0.6532      |
| 0.1287        | 9.24  | 3420 | 0.4985          | 0.6847   | 0.7995        | 0.8701           | 0.9333         | 0.7937              | 0.8793            | 0.4688                         | 0.8839              | 0.8917               | 0.7455           | 0.8669    | 0.6661         | 0.7447       | 0.3446                    | 0.7805         | 0.6840          | 0.7063      |
| 0.3188        | 9.3   | 3440 | 0.5278          | 0.6750   | 0.7774        | 0.8684           | 0.9505         | 0.7705              | 0.8814            | 0.3675                         | 0.8858              | 0.8589               | 0.7269           | 0.8585    | 0.6582         | 0.7362       | 0.3023                    | 0.7801         | 0.6927          | 0.6967      |
| 0.1176        | 9.35  | 3460 | 0.4737          | 0.6951   | 0.7948        | 0.8816           | 0.9394         | 0.8294              | 0.8468            | 0.3509                         | 0.9055              | 0.8637               | 0.8280           | 0.8595    | 0.6614         | 0.7384       | 0.2919                    | 0.8054         | 0.7143          | 0.7948      |
| 0.1442        | 9.41  | 3480 | 0.4640          | 0.7043   | 0.8007        | 0.8835           | 0.9433         | 0.7507              | 0.8450            | 0.4444                         | 0.8986              | 0.8909               | 0.8322           | 0.8628    | 0.6551         | 0.7351       | 0.3584                    | 0.8074         | 0.7151          | 0.7963      |
| 0.2057        | 9.46  | 3500 | 0.4456          | 0.7108   | 0.8099        | 0.8856           | 0.9339         | 0.8121              | 0.8630            | 0.4463                         | 0.9093              | 0.8681               | 0.8365           | 0.8642    | 0.6667         | 0.7443       | 0.3710                    | 0.8089         | 0.7260          | 0.7943      |
| 0.1383        | 9.51  | 3520 | 0.4648          | 0.7068   | 0.8015        | 0.8865           | 0.9442         | 0.7945              | 0.8708            | 0.3776                         | 0.8989              | 0.8778               | 0.8463           | 0.8665    | 0.6593         | 0.7467       | 0.3373                    | 0.8064         | 0.7260          | 0.8055      |
| 0.8526        | 9.57  | 3540 | 0.4724          | 0.7041   | 0.7962        | 0.8863           | 0.9376         | 0.7922              | 0.8762            | 0.3520                         | 0.9138              | 0.8568               | 0.8446           | 0.8665    | 0.6591         | 0.7499       | 0.3174                    | 0.8064         | 0.7234          | 0.8057      |
| 0.2601        | 9.62  | 3560 | 0.4621          | 0.7029   | 0.8037        | 0.8833           | 0.9410         | 0.8284              | 0.8859            | 0.4041                         | 0.9024              | 0.8494               | 0.8148           | 0.8622    | 0.6578         | 0.7464       | 0.3361                    | 0.8051         | 0.7245          | 0.7879      |
| 0.5272        | 9.68  | 3580 | 0.4736          | 0.7113   | 0.8076        | 0.8871           | 0.9428         | 0.8001              | 0.8623            | 0.4696                         | 0.9138              | 0.8236               | 0.8409           | 0.8716    | 0.6591         | 0.7511       | 0.3661                    | 0.8064         | 0.7159          | 0.8092      |
| 0.2255        | 9.73  | 3600 | 0.4674          | 0.7150   | 0.8128        | 0.8876           | 0.9396         | 0.7965              | 0.8718            | 0.4764                         | 0.9075              | 0.8620               | 0.8360           | 0.8696    | 0.6640         | 0.7641       | 0.3775                    | 0.8074         | 0.7239          | 0.7984      |
| 0.1756        | 9.78  | 3620 | 0.4650          | 0.7140   | 0.8155        | 0.8873           | 0.9317         | 0.8197              | 0.8933            | 0.4354                         | 0.8996              | 0.8767               | 0.8520           | 0.8686    | 0.6652         | 0.7468       | 0.3794                    | 0.8072         | 0.7261          | 0.8044      |
| 0.2246        | 9.84  | 3640 | 0.4829          | 0.7076   | 0.8072        | 0.8844           | 0.9350         | 0.8057              | 0.8857            | 0.4116                         | 0.8996              | 0.8837               | 0.8291           | 0.8686    | 0.6662         | 0.7433       | 0.3679                    | 0.8014         | 0.7183          | 0.7873      |
| 0.2526        | 9.89  | 3660 | 0.4565          | 0.7081   | 0.8117        | 0.8844           | 0.9408         | 0.8115              | 0.8607            | 0.4655                         | 0.8934              | 0.8682               | 0.8422           | 0.8679    | 0.6568         | 0.7408       | 0.3807                    | 0.8050         | 0.7099          | 0.7954      |
| 0.2513        | 9.95  | 3680 | 0.5312          | 0.6805   | 0.7825        | 0.8692           | 0.9369         | 0.8147              | 0.8435            | 0.4378                         | 0.9196              | 0.7787               | 0.7465           | 0.8650    | 0.6645         | 0.7404       | 0.3291                    | 0.7750         | 0.6747          | 0.7149      |
| 0.2067        | 10.0  | 3700 | 0.5064          | 0.6961   | 0.8053        | 0.8787           | 0.9327         | 0.8293              | 0.8697            | 0.4054                         | 0.8840              | 0.8833               | 0.8328           | 0.8579    | 0.6630         | 0.7329       | 0.3141                    | 0.7956         | 0.7107          | 0.7985      |
| 0.1119        | 10.05 | 3720 | 0.6097          | 0.6794   | 0.7728        | 0.8715           | 0.9376         | 0.7458              | 0.8727            | 0.3477                         | 0.9161              | 0.8475               | 0.7421           | 0.8619    | 0.6494         | 0.7507       | 0.2879                    | 0.7771         | 0.7149          | 0.7136      |
| 0.1706        | 10.11 | 3740 | 0.5349          | 0.6871   | 0.7875        | 0.8747           | 0.9463         | 0.7887              | 0.8900            | 0.3627                         | 0.8887              | 0.8716               | 0.7643           | 0.8621    | 0.6633         | 0.7433       | 0.3037                    | 0.7829         | 0.7167          | 0.7378      |
| 0.1794        | 10.16 | 3760 | 0.4845          | 0.7029   | 0.7995        | 0.8842           | 0.9414         | 0.8114              | 0.8323            | 0.4113                         | 0.9131              | 0.8512               | 0.8360           | 0.8637    | 0.6620         | 0.7432       | 0.3308                    | 0.8085         | 0.7117          | 0.8005      |
| 0.3997        | 10.22 | 3780 | 0.5357          | 0.6855   | 0.7825        | 0.8724           | 0.9317         | 0.7783              | 0.8743            | 0.3962                         | 0.9213              | 0.8323               | 0.7435           | 0.8640    | 0.6691         | 0.7454       | 0.3348                    | 0.7827         | 0.6907          | 0.7121      |
| 0.2055        | 10.27 | 3800 | 0.4668          | 0.7065   | 0.8061        | 0.8859           | 0.9431         | 0.8221              | 0.8914            | 0.4034                         | 0.8990              | 0.8451               | 0.8384           | 0.8701    | 0.6779         | 0.7425       | 0.3217                    | 0.8057         | 0.7169          | 0.8110      |
| 0.1817        | 10.32 | 3820 | 0.4490          | 0.7071   | 0.8028        | 0.8855           | 0.9397         | 0.7849              | 0.8675            | 0.4276                         | 0.9082              | 0.8495               | 0.8420           | 0.8678    | 0.6720         | 0.7466       | 0.3324                    | 0.8062         | 0.7218          | 0.8032      |
| 0.2673        | 10.38 | 3840 | 0.4567          | 0.7089   | 0.8125        | 0.8851           | 0.9367         | 0.8315              | 0.8545            | 0.4651                         | 0.9033              | 0.8475               | 0.8490           | 0.8684    | 0.6710         | 0.7462       | 0.3434                    | 0.8043         | 0.7235          | 0.8053      |
| 0.1921        | 10.43 | 3860 | 0.4940          | 0.7040   | 0.8135        | 0.8826           | 0.9302         | 0.8354              | 0.8890            | 0.4433                         | 0.8924              | 0.8620               | 0.8420           | 0.8688    | 0.6690         | 0.7356       | 0.3268                    | 0.7975         | 0.7254          | 0.8047      |
| 1.2021        | 10.49 | 3880 | 0.4873          | 0.6979   | 0.8091        | 0.8812           | 0.9309         | 0.8536              | 0.8588            | 0.3919                         | 0.8890              | 0.8990               | 0.8404           | 0.8687    | 0.6507         | 0.7367       | 0.3253                    | 0.7946         | 0.7054          | 0.8037      |
| 0.1324        | 10.54 | 3900 | 0.4591          | 0.7094   | 0.8052        | 0.8867           | 0.9379         | 0.7939              | 0.8697            | 0.4191                         | 0.9082              | 0.8608               | 0.8467           | 0.8713    | 0.6760         | 0.7541       | 0.3333                    | 0.8045         | 0.7222          | 0.8046      |
| 0.1764        | 10.59 | 3920 | 0.4700          | 0.7123   | 0.8100        | 0.8879           | 0.9426         | 0.8090              | 0.8778            | 0.4400                         | 0.9042              | 0.8538               | 0.8430           | 0.8709    | 0.6722         | 0.7497       | 0.3571                    | 0.8106         | 0.7235          | 0.8024      |
| 0.2047        | 10.65 | 3940 | 0.4880          | 0.7121   | 0.8163        | 0.8870           | 0.9337         | 0.8470              | 0.8411            | 0.4600                         | 0.9089              | 0.8777               | 0.8458           | 0.8706    | 0.6631         | 0.7512       | 0.3725                    | 0.8092         | 0.7147          | 0.8037      |
| 0.0832        | 10.7  | 3960 | 0.4832          | 0.7060   | 0.8146        | 0.8849           | 0.9336         | 0.8520              | 0.8737            | 0.4357                         | 0.8980              | 0.8652               | 0.8440           | 0.8702    | 0.6615         | 0.7416       | 0.3402                    | 0.8055         | 0.7193          | 0.8036      |
| 0.17          | 10.76 | 3980 | 0.4948          | 0.7092   | 0.8136        | 0.8857           | 0.9362         | 0.8205              | 0.8864            | 0.4683                         | 0.9031              | 0.8409               | 0.8395           | 0.8686    | 0.6627         | 0.7476       | 0.3567                    | 0.8086         | 0.7173          | 0.8028      |
| 0.1381        | 10.81 | 4000 | 0.4757          | 0.7160   | 0.8188        | 0.8877           | 0.9437         | 0.8104              | 0.8677            | 0.5048                         | 0.8976              | 0.8747               | 0.8325           | 0.8686    | 0.6650         | 0.7570       | 0.3844                    | 0.8108         | 0.7248          | 0.8014      |
| 0.1636        | 10.86 | 4020 | 0.5053          | 0.6931   | 0.7822        | 0.8845           | 0.9510         | 0.7710              | 0.8509            | 0.3063                         | 0.9140              | 0.8561               | 0.8262           | 0.8600    | 0.6353         | 0.7470       | 0.2627                    | 0.8119         | 0.7326          | 0.8024      |
| 0.3358        | 10.92 | 4040 | 0.4766          | 0.7088   | 0.8123        | 0.8858           | 0.9420         | 0.8254              | 0.8712            | 0.4360                         | 0.8957              | 0.8917               | 0.8242           | 0.8640    | 0.6648         | 0.7586       | 0.3421                    | 0.8120         | 0.7300          | 0.7902      |
| 1.1716        | 10.97 | 4060 | 0.4661          | 0.7023   | 0.7916        | 0.8859           | 0.9354         | 0.7758              | 0.8389            | 0.3705                         | 0.9232              | 0.8204               | 0.8768           | 0.8684    | 0.6624         | 0.7464       | 0.2951                    | 0.8046         | 0.7190          | 0.8199      |
| 0.3294        | 11.03 | 4080 | 0.4973          | 0.7082   | 0.8102        | 0.8858           | 0.9344         | 0.7985              | 0.8727            | 0.4402                         | 0.8945              | 0.8507               | 0.8806           | 0.8719    | 0.6677         | 0.7507       | 0.3355                    | 0.8030         | 0.7285          | 0.8003      |
| 0.1403        | 11.08 | 4100 | 0.4867          | 0.7108   | 0.8102        | 0.8860           | 0.9428         | 0.7967              | 0.8484            | 0.4880                         | 0.9008              | 0.8291               | 0.8657           | 0.8687    | 0.6572         | 0.7466       | 0.3687                    | 0.8048         | 0.7213          | 0.8081      |
| 0.0953        | 11.14 | 4120 | 0.4448          | 0.7240   | 0.8148        | 0.8940           | 0.9454         | 0.8071              | 0.8668            | 0.4584                         | 0.9140              | 0.8316               | 0.8805           | 0.8780    | 0.6783         | 0.7621       | 0.3662                    | 0.8124         | 0.7209          | 0.8503      |
| 0.2084        | 11.19 | 4140 | 0.4485          | 0.7226   | 0.8098        | 0.8949           | 0.9496         | 0.8015              | 0.8613            | 0.4058                         | 0.9118              | 0.8583               | 0.8800           | 0.8769    | 0.6749         | 0.7610       | 0.3510                    | 0.8145         | 0.7288          | 0.8513      |
| 0.107         | 11.24 | 4160 | 0.4604          | 0.7245   | 0.8226        | 0.8931           | 0.9515         | 0.8121              | 0.8575            | 0.5024                         | 0.8938              | 0.8612               | 0.8796           | 0.8758    | 0.6730         | 0.7575       | 0.3749                    | 0.8125         | 0.7289          | 0.8488      |
| 0.1789        | 11.3  | 4180 | 0.4496          | 0.7234   | 0.8154        | 0.8934           | 0.9403         | 0.7874              | 0.8697            | 0.4657                         | 0.9123              | 0.8476               | 0.8850           | 0.8757    | 0.6681         | 0.7638       | 0.3770                    | 0.8140         | 0.7263          | 0.8387      |
| 0.3269        | 11.35 | 4200 | 0.4832          | 0.7068   | 0.8045        | 0.8834           | 0.9419         | 0.7919              | 0.8539            | 0.4601                         | 0.9095              | 0.8732               | 0.8008           | 0.8663    | 0.6657         | 0.7581       | 0.3742                    | 0.8052         | 0.7117          | 0.7661      |
| 0.1995        | 11.41 | 4220 | 0.4876          | 0.7072   | 0.8043        | 0.8840           | 0.9454         | 0.7984              | 0.8741            | 0.4500                         | 0.9068              | 0.8562               | 0.7992           | 0.8734    | 0.6668         | 0.7540       | 0.3766                    | 0.7994         | 0.7131          | 0.7673      |
| 0.2468        | 11.46 | 4240 | 0.4966          | 0.7045   | 0.8013        | 0.8811           | 0.9442         | 0.8015              | 0.8684            | 0.4579                         | 0.9101              | 0.8479               | 0.7794           | 0.8653    | 0.6705         | 0.7534       | 0.3784                    | 0.7992         | 0.7206          | 0.7443      |
| 0.3265        | 11.51 | 4260 | 0.4581          | 0.7200   | 0.8182        | 0.8900           | 0.9479         | 0.7873              | 0.8609            | 0.4929                         | 0.8890              | 0.8785               | 0.8710           | 0.8696    | 0.6708         | 0.7526       | 0.3783                    | 0.8108         | 0.7325          | 0.8254      |
| 0.1115        | 11.57 | 4280 | 0.4397          | 0.7170   | 0.8159        | 0.8895           | 0.9415         | 0.7951              | 0.8804            | 0.4772                         | 0.9015              | 0.8603               | 0.8552           | 0.8724    | 0.6720         | 0.7481       | 0.3637                    | 0.8117         | 0.7321          | 0.8190      |
| 0.3223        | 11.62 | 4300 | 0.4616          | 0.7153   | 0.8145        | 0.8884           | 0.9432         | 0.7353              | 0.8623            | 0.5076                         | 0.8865              | 0.8830               | 0.8838           | 0.8723    | 0.6493         | 0.7572       | 0.3730                    | 0.8052         | 0.7290          | 0.8214      |
| 0.127         | 11.68 | 4320 | 0.4661          | 0.7107   | 0.8100        | 0.8862           | 0.9434         | 0.7838              | 0.8511            | 0.4707                         | 0.8904              | 0.8463               | 0.8840           | 0.8700    | 0.6676         | 0.7275       | 0.3549                    | 0.8030         | 0.7306          | 0.8214      |
| 0.1568        | 11.73 | 4340 | 0.4627          | 0.7186   | 0.8220        | 0.8887           | 0.9315         | 0.8178              | 0.8733            | 0.5091                         | 0.9021              | 0.8378               | 0.8825           | 0.8739    | 0.6781         | 0.7442       | 0.3705                    | 0.8036         | 0.7203          | 0.8396      |
| 0.1914        | 11.78 | 4360 | 0.5231          | 0.6972   | 0.8099        | 0.8757           | 0.9435         | 0.8136              | 0.8464            | 0.5429                         | 0.8884              | 0.8584               | 0.7758           | 0.8639    | 0.6703         | 0.7378       | 0.3738                    | 0.7935         | 0.6990          | 0.7421      |
| 0.1151        | 11.84 | 4380 | 0.4781          | 0.7151   | 0.8218        | 0.8864           | 0.9363         | 0.8298              | 0.8763            | 0.5024                         | 0.8956              | 0.8765               | 0.8357           | 0.8694    | 0.6724         | 0.7496       | 0.3839                    | 0.8059         | 0.7263          | 0.7986      |
| 0.271         | 11.89 | 4400 | 0.4960          | 0.7085   | 0.8014        | 0.8881           | 0.9485         | 0.8318              | 0.8756            | 0.3633                         | 0.9107              | 0.8553               | 0.8247           | 0.8666    | 0.6652         | 0.7586       | 0.3277                    | 0.8119         | 0.7311          | 0.7980      |
| 0.1884        | 11.95 | 4420 | 0.4698          | 0.7100   | 0.8121        | 0.8871           | 0.9459         | 0.8386              | 0.8634            | 0.4430                         | 0.8995              | 0.8523               | 0.8418           | 0.8717    | 0.6580         | 0.7610       | 0.3340                    | 0.8040         | 0.7278          | 0.8136      |
| 0.1393        | 12.0  | 4440 | 0.4883          | 0.7086   | 0.8157        | 0.8844           | 0.9539         | 0.8221              | 0.8618            | 0.4991                         | 0.8779              | 0.8563               | 0.8388           | 0.8708    | 0.6611         | 0.7556       | 0.3441                    | 0.7978         | 0.7197          | 0.8109      |
| 0.2581        | 12.05 | 4460 | 0.4901          | 0.7078   | 0.8009        | 0.8859           | 0.9461         | 0.7934              | 0.8456            | 0.4380                         | 0.9165              | 0.8450               | 0.8217           | 0.8675    | 0.6724         | 0.7517       | 0.3456                    | 0.8104         | 0.7178          | 0.7894      |
| 0.2268        | 12.11 | 4480 | 0.5093          | 0.7064   | 0.8047        | 0.8853           | 0.9470         | 0.8187              | 0.8831            | 0.4265                         | 0.9063              | 0.8418               | 0.8097           | 0.8681    | 0.6744         | 0.7578       | 0.3349                    | 0.8090         | 0.7138          | 0.7869      |
| 0.2785        | 12.16 | 4500 | 0.4714          | 0.7145   | 0.8193        | 0.8877           | 0.9462         | 0.8174              | 0.8686            | 0.4913                         | 0.8884              | 0.8767               | 0.8463           | 0.8713    | 0.6707         | 0.7615       | 0.3586                    | 0.8084         | 0.7211          | 0.8101      |
| 0.178         | 12.22 | 4520 | 0.4747          | 0.7133   | 0.8174        | 0.8871           | 0.9287         | 0.8072              | 0.8852            | 0.4749                         | 0.9040              | 0.8651               | 0.8565           | 0.8695    | 0.6715         | 0.7584       | 0.3664                    | 0.8116         | 0.7171          | 0.7986      |
| 0.3183        | 12.27 | 4540 | 0.4831          | 0.7123   | 0.8106        | 0.8879           | 0.9346         | 0.8026              | 0.8651            | 0.4357                         | 0.9092              | 0.8767               | 0.8504           | 0.8692    | 0.6741         | 0.7560       | 0.3472                    | 0.8124         | 0.7221          | 0.8049      |
| 0.2031        | 12.32 | 4560 | 0.4543          | 0.7109   | 0.8165        | 0.8874           | 0.9382         | 0.8309              | 0.8684            | 0.4418                         | 0.8906              | 0.8764               | 0.8694           | 0.8721    | 0.6707         | 0.7533       | 0.3197                    | 0.8053         | 0.7278          | 0.8278      |
| 0.0853        | 12.38 | 4580 | 0.4601          | 0.7148   | 0.8191        | 0.8885           | 0.9354         | 0.8190              | 0.8553            | 0.4688                         | 0.8941              | 0.8774               | 0.8840           | 0.8762    | 0.6812         | 0.7558       | 0.3164                    | 0.8026         | 0.7289          | 0.8427      |
| 0.1152        | 12.43 | 4600 | 0.4739          | 0.7094   | 0.8125        | 0.8875           | 0.9413         | 0.8024              | 0.8838            | 0.4202                         | 0.8840              | 0.8812               | 0.8745           | 0.8760    | 0.6765         | 0.7500       | 0.3006                    | 0.8023         | 0.7299          | 0.8307      |
| 0.135         | 12.49 | 4620 | 0.4775          | 0.7063   | 0.7978        | 0.8868           | 0.9471         | 0.8041              | 0.8801            | 0.3806                         | 0.9108              | 0.8241               | 0.8381           | 0.8673    | 0.6847         | 0.7564       | 0.3027                    | 0.8104         | 0.7155          | 0.8069      |
| 0.2961        | 12.54 | 4640 | 0.4811          | 0.7147   | 0.8172        | 0.8885           | 0.9406         | 0.8214              | 0.8651            | 0.4561                         | 0.8910              | 0.8694               | 0.8766           | 0.8727    | 0.6782         | 0.7587       | 0.3238                    | 0.8037         | 0.7309          | 0.8348      |
| 0.1668        | 12.59 | 4660 | 0.4843          | 0.7079   | 0.8101        | 0.8862           | 0.9345         | 0.7940              | 0.8673            | 0.4272                         | 0.8908              | 0.8675               | 0.8894           | 0.8721    | 0.6671         | 0.7586       | 0.2957                    | 0.7993         | 0.7300          | 0.8328      |
| 0.4382        | 12.65 | 4680 | 0.4710          | 0.7172   | 0.8072        | 0.8927           | 0.9423         | 0.7825              | 0.8650            | 0.3976                         | 0.9096              | 0.8657               | 0.8875           | 0.8744    | 0.6743         | 0.7598       | 0.3223                    | 0.8134         | 0.7319          | 0.8443      |
| 0.1377        | 12.7  | 4700 | 0.4768          | 0.7142   | 0.8122        | 0.8892           | 0.9440         | 0.7817              | 0.8649            | 0.4468                         | 0.8898              | 0.8724               | 0.8862           | 0.8738    | 0.6694         | 0.7551       | 0.3254                    | 0.8034         | 0.7297          | 0.8430      |
| 0.305         | 12.76 | 4720 | 0.4716          | 0.7139   | 0.8122        | 0.8883           | 0.9409         | 0.8115              | 0.8642            | 0.4487                         | 0.8998              | 0.8473               | 0.8732           | 0.8712    | 0.6762         | 0.7555       | 0.3285                    | 0.8039         | 0.7265          | 0.8353      |
| 0.1137        | 12.81 | 4740 | 0.4653          | 0.7179   | 0.8111        | 0.8913           | 0.9414         | 0.8188              | 0.8590            | 0.4164                         | 0.9094              | 0.8566               | 0.8758           | 0.8712    | 0.6798         | 0.7508       | 0.3434                    | 0.8121         | 0.7316          | 0.8361      |
| 0.1439        | 12.86 | 4760 | 0.4665          | 0.7186   | 0.8127        | 0.8919           | 0.9420         | 0.8145              | 0.8826            | 0.4050                         | 0.9016              | 0.8648               | 0.8787           | 0.8720    | 0.6819         | 0.7576       | 0.3379                    | 0.8123         | 0.7319          | 0.8370      |
| 0.2137        | 12.92 | 4780 | 0.5503          | 0.6965   | 0.7969        | 0.8800           | 0.9444         | 0.8055              | 0.8808            | 0.4121                         | 0.9061              | 0.8544               | 0.7748           | 0.8632    | 0.6654         | 0.7627       | 0.3464                    | 0.8084         | 0.6886          | 0.7409      |
| 0.1495        | 12.97 | 4800 | 0.5469          | 0.6840   | 0.7854        | 0.8747           | 0.9418         | 0.7926              | 0.8715            | 0.3728                         | 0.9107              | 0.8729               | 0.7353           | 0.8643    | 0.6697         | 0.7596       | 0.3168                    | 0.8031         | 0.6750          | 0.6996      |
| 0.1402        | 13.03 | 4820 | 0.5277          | 0.6901   | 0.7879        | 0.8782           | 0.9441         | 0.7895              | 0.8889            | 0.3682                         | 0.9062              | 0.8395               | 0.7790           | 0.8630    | 0.6716         | 0.7506       | 0.3008                    | 0.8022         | 0.6982          | 0.7442      |
| 0.2082        | 13.08 | 4840 | 0.5298          | 0.6890   | 0.7906        | 0.8762           | 0.9404         | 0.7967              | 0.8896            | 0.3776                         | 0.9030              | 0.8721               | 0.7545           | 0.8638    | 0.6705         | 0.7469       | 0.3141                    | 0.7957         | 0.7062          | 0.7257      |
| 0.1972        | 13.14 | 4860 | 0.5080          | 0.6998   | 0.7983        | 0.8819           | 0.9469         | 0.8175              | 0.8853            | 0.3865                         | 0.9009              | 0.8627               | 0.7886           | 0.8619    | 0.6758         | 0.7471       | 0.3294                    | 0.8069         | 0.7145          | 0.7629      |
| 0.1264        | 13.19 | 4880 | 0.5050          | 0.7094   | 0.8037        | 0.8863           | 0.9507         | 0.8140              | 0.8681            | 0.4132                         | 0.9042              | 0.8631               | 0.8126           | 0.8632    | 0.6771         | 0.7582       | 0.3401                    | 0.8113         | 0.7255          | 0.7902      |
| 0.3406        | 13.24 | 4900 | 0.4902          | 0.7102   | 0.8064        | 0.8870           | 0.9417         | 0.8255              | 0.8788            | 0.4050                         | 0.9098              | 0.8603               | 0.8235           | 0.8651    | 0.6773         | 0.7582       | 0.3434                    | 0.8126         | 0.7252          | 0.7898      |
| 0.0875        | 13.3  | 4920 | 0.4762          | 0.7124   | 0.8079        | 0.8884           | 0.9457         | 0.8177              | 0.8803            | 0.4098                         | 0.9065              | 0.8728               | 0.8225           | 0.8674    | 0.6725         | 0.7666       | 0.3458                    | 0.8129         | 0.7264          | 0.7954      |
| 0.2548        | 13.35 | 4940 | 0.4781          | 0.7141   | 0.8118        | 0.8899           | 0.9366         | 0.8359              | 0.8867            | 0.3984                         | 0.9119              | 0.8706               | 0.8424           | 0.8711    | 0.6731         | 0.7683       | 0.3400                    | 0.8138         | 0.7271          | 0.8051      |
| 0.3622        | 13.41 | 4960 | 0.5107          | 0.7092   | 0.8109        | 0.8860           | 0.9367         | 0.8108              | 0.8966            | 0.4301                         | 0.9019              | 0.8782               | 0.8219           | 0.8710    | 0.6736         | 0.7562       | 0.3528                    | 0.8084         | 0.7180          | 0.7844      |
| 0.188         | 13.46 | 4980 | 0.4918          | 0.7184   | 0.8172        | 0.8903           | 0.9473         | 0.7991              | 0.8796            | 0.4706                         | 0.8956              | 0.8861               | 0.8424           | 0.8745    | 0.6719         | 0.7655       | 0.3655                    | 0.8103         | 0.7277          | 0.8137      |
| 1.8201        | 13.51 | 5000 | 0.4739          | 0.7154   | 0.8194        | 0.8878           | 0.9491         | 0.8212              | 0.8798            | 0.4885                         | 0.8848              | 0.8657               | 0.8470           | 0.8716    | 0.6742         | 0.7547       | 0.3603                    | 0.8062         | 0.7239          | 0.8166      |
| 0.0946        | 13.57 | 5020 | 0.4812          | 0.7172   | 0.8120        | 0.8903           | 0.9440         | 0.7896              | 0.8820            | 0.4578                         | 0.9083              | 0.8581               | 0.8442           | 0.8736    | 0.6751         | 0.7529       | 0.3665                    | 0.8141         | 0.7218          | 0.8163      |
| 0.1204        | 13.62 | 5040 | 0.4711          | 0.7165   | 0.8066        | 0.8910           | 0.9422         | 0.7665              | 0.8759            | 0.4190                         | 0.9083              | 0.8660               | 0.8683           | 0.8698    | 0.6594         | 0.7607       | 0.3613                    | 0.8144         | 0.7340          | 0.8158      |
| 0.5006        | 13.68 | 5060 | 0.4842          | 0.7187   | 0.8130        | 0.8895           | 0.9404         | 0.7758              | 0.8690            | 0.4649                         | 0.8973              | 0.8573               | 0.8861           | 0.8676    | 0.6656         | 0.7648       | 0.3779                    | 0.8089         | 0.7329          | 0.8134      |
| 0.2097        | 13.73 | 5080 | 0.4818          | 0.7228   | 0.8230        | 0.8903           | 0.9344         | 0.7821              | 0.8793            | 0.5017                         | 0.8922              | 0.8877               | 0.8841           | 0.8701    | 0.6635         | 0.7697       | 0.3990                    | 0.8086         | 0.7368          | 0.8119      |
| 0.2446        | 13.78 | 5100 | 0.5184          | 0.7179   | 0.8179        | 0.8878           | 0.9360         | 0.7845              | 0.8782            | 0.4841                         | 0.8901              | 0.8766               | 0.8760           | 0.8654    | 0.6605         | 0.7629       | 0.3935                    | 0.8077         | 0.7369          | 0.7983      |
| 0.112         | 13.84 | 5120 | 0.5073          | 0.7177   | 0.8138        | 0.8883           | 0.9357         | 0.7713              | 0.8607            | 0.4772                         | 0.9005              | 0.8796               | 0.8713           | 0.8659    | 0.6592         | 0.7650       | 0.3938                    | 0.8098         | 0.7349          | 0.7955      |
| 0.2395        | 13.89 | 5140 | 0.5048          | 0.7150   | 0.8153        | 0.8868           | 0.9375         | 0.7948              | 0.8685            | 0.4947                         | 0.8977              | 0.8457               | 0.8682           | 0.8660    | 0.6646         | 0.7617       | 0.3814                    | 0.8082         | 0.7282          | 0.7948      |
| 0.1023        | 13.95 | 5160 | 0.5182          | 0.7169   | 0.8209        | 0.8870           | 0.9323         | 0.8098              | 0.8682            | 0.5131                         | 0.8976              | 0.8552               | 0.8703           | 0.8677    | 0.6644         | 0.7657       | 0.3896                    | 0.8066         | 0.7301          | 0.7942      |
| 0.1605        | 14.0  | 5180 | 0.4861          | 0.7215   | 0.8249        | 0.8896           | 0.9390         | 0.8381              | 0.8748            | 0.4990                         | 0.8970              | 0.8746               | 0.8517           | 0.8717    | 0.6738         | 0.7600       | 0.4024                    | 0.8101         | 0.7272          | 0.8050      |
| 0.0698        | 14.05 | 5200 | 0.5052          | 0.7221   | 0.8187        | 0.8908           | 0.9402         | 0.8224              | 0.8699            | 0.4767                         | 0.9112              | 0.8693               | 0.8411           | 0.8724    | 0.6762         | 0.7588       | 0.4002                    | 0.8141         | 0.7277          | 0.8054      |
| 1.7048        | 14.11 | 5220 | 0.4823          | 0.7241   | 0.8256        | 0.8907           | 0.9360         | 0.8097              | 0.8815            | 0.5277                         | 0.9050              | 0.8675               | 0.8514           | 0.8736    | 0.6801         | 0.7605       | 0.4046                    | 0.8134         | 0.7302          | 0.8062      |
| 0.2105        | 14.16 | 5240 | 0.5088          | 0.7203   | 0.8241        | 0.8894           | 0.9381         | 0.8185              | 0.8972            | 0.5029                         | 0.8968              | 0.8699               | 0.8451           | 0.8705    | 0.6722         | 0.7573       | 0.3966                    | 0.8134         | 0.7271          | 0.8051      |
| 0.1896        | 14.22 | 5260 | 0.4859          | 0.7171   | 0.8125        | 0.8897           | 0.9422         | 0.8068              | 0.8901            | 0.4520                         | 0.9076              | 0.8395               | 0.8494           | 0.8696    | 0.6749         | 0.7564       | 0.3769                    | 0.8157         | 0.7209          | 0.8056      |
| 0.15          | 14.27 | 5280 | 0.5103          | 0.7205   | 0.8178        | 0.8908           | 0.9419         | 0.8108              | 0.8782            | 0.4734                         | 0.9081              | 0.8761               | 0.8363           | 0.8722    | 0.6774         | 0.7622       | 0.3867                    | 0.8171         | 0.7252          | 0.8024      |
| 0.1501        | 14.32 | 5300 | 0.5179          | 0.7144   | 0.8189        | 0.8862           | 0.9339         | 0.7960              | 0.8793            | 0.4918                         | 0.8919              | 0.8864               | 0.8526           | 0.8672    | 0.6671         | 0.7620       | 0.3896                    | 0.8102         | 0.7252          | 0.7798      |
| 0.2046        | 14.38 | 5320 | 0.5138          | 0.7152   | 0.8106        | 0.8885           | 0.9327         | 0.7902              | 0.8775            | 0.4437                         | 0.9108              | 0.8554               | 0.8642           | 0.8664    | 0.6648         | 0.7681       | 0.3711                    | 0.8143         | 0.7322          | 0.7893      |
| 0.1004        | 14.43 | 5340 | 0.5067          | 0.7136   | 0.8107        | 0.8874           | 0.9382         | 0.7675              | 0.8734            | 0.4567                         | 0.8984              | 0.8872               | 0.8536           | 0.8659    | 0.6592         | 0.7642       | 0.3762                    | 0.8126         | 0.7320          | 0.7852      |
| 0.248         | 14.49 | 5360 | 0.4964          | 0.7199   | 0.8165        | 0.8907           | 0.9399         | 0.7821              | 0.8883            | 0.4783                         | 0.9060              | 0.8750               | 0.8459           | 0.8714    | 0.6692         | 0.7647       | 0.3842                    | 0.8165         | 0.7313          | 0.8020      |
| 0.1567        | 14.54 | 5380 | 0.5045          | 0.7207   | 0.8195        | 0.8904           | 0.9406         | 0.7944              | 0.8943            | 0.4885                         | 0.9033              | 0.8805               | 0.8347           | 0.8712    | 0.6736         | 0.7630       | 0.3905                    | 0.8163         | 0.7283          | 0.8019      |
| 0.1208        | 14.59 | 5400 | 0.5019          | 0.7199   | 0.8179        | 0.8908           | 0.9418         | 0.8139              | 0.8757            | 0.4586                         | 0.9039              | 0.8888               | 0.8423           | 0.8715    | 0.6747         | 0.7609       | 0.3837                    | 0.8170         | 0.7253          | 0.8061      |
| 0.1618        | 14.65 | 5420 | 0.5034          | 0.7131   | 0.8163        | 0.8883           | 0.9413         | 0.8468              | 0.8784            | 0.4386                         | 0.8989              | 0.8639               | 0.8460           | 0.8701    | 0.6712         | 0.7529       | 0.3573                    | 0.8137         | 0.7202          | 0.8062      |
| 0.3646        | 14.7  | 5440 | 0.5121          | 0.7094   | 0.8131        | 0.8865           | 0.9409         | 0.8305              | 0.8685            | 0.4294                         | 0.8948              | 0.8901               | 0.8376           | 0.8689    | 0.6709         | 0.7527       | 0.3475                    | 0.8108         | 0.7156          | 0.7990      |
| 0.2108        | 14.76 | 5460 | 0.4966          | 0.7099   | 0.8037        | 0.8890           | 0.9416         | 0.8142              | 0.8578            | 0.3780                         | 0.9146              | 0.8795               | 0.8402           | 0.8689    | 0.6709         | 0.7559       | 0.3311                    | 0.8172         | 0.7248          | 0.8005      |
| 0.1676        | 14.81 | 5480 | 0.4956          | 0.7139   | 0.8112        | 0.8903           | 0.9377         | 0.8359              | 0.8588            | 0.3965                         | 0.9132              | 0.8862               | 0.8498           | 0.8713    | 0.6727         | 0.7592       | 0.3423                    | 0.8173         | 0.7267          | 0.8080      |
| 0.1959        | 14.86 | 5500 | 0.4886          | 0.7137   | 0.8147        | 0.8887           | 0.9376         | 0.8301              | 0.8736            | 0.4451                         | 0.9071              | 0.8578               | 0.8513           | 0.8701    | 0.6715         | 0.7554       | 0.3488                    | 0.8138         | 0.7267          | 0.8100      |
| 0.5845        | 14.92 | 5520 | 0.5075          | 0.7110   | 0.8179        | 0.8864           | 0.9428         | 0.8419              | 0.8727            | 0.4674                         | 0.8898              | 0.8653               | 0.8457           | 0.8686    | 0.6662         | 0.7510       | 0.3510                    | 0.8082         | 0.7258          | 0.8060      |
| 0.1824        | 14.97 | 5540 | 0.4852          | 0.7141   | 0.8175        | 0.8879           | 0.9412         | 0.8165              | 0.8776            | 0.4698                         | 0.8947              | 0.8766               | 0.8460           | 0.8701    | 0.6705         | 0.7571       | 0.3587                    | 0.8106         | 0.7242          | 0.8079      |
| 0.2716        | 15.03 | 5560 | 0.4705          | 0.7145   | 0.8117        | 0.8895           | 0.9405         | 0.8013              | 0.8827            | 0.4340                         | 0.9005              | 0.8498               | 0.8729           | 0.8725    | 0.6756         | 0.7590       | 0.3269                    | 0.8076         | 0.7299          | 0.8304      |
| 0.2155        | 15.08 | 5580 | 0.4791          | 0.7149   | 0.8179        | 0.8879           | 0.9371         | 0.7929              | 0.8541            | 0.4774                         | 0.8879              | 0.8877               | 0.8879           | 0.8710    | 0.6651         | 0.7583       | 0.3551                    | 0.8044         | 0.7331          | 0.8176      |
| 0.173         | 15.14 | 5600 | 0.4719          | 0.7215   | 0.8143        | 0.8920           | 0.9419         | 0.8102              | 0.8759            | 0.4580                         | 0.9159              | 0.8424               | 0.8557           | 0.8707    | 0.6741         | 0.7637       | 0.3775                    | 0.8177         | 0.7289          | 0.8180      |
| 0.1682        | 15.19 | 5620 | 0.4696          | 0.7243   | 0.8151        | 0.8930           | 0.9416         | 0.7860              | 0.8779            | 0.4770                         | 0.9165              | 0.8441               | 0.8625           | 0.8710    | 0.6741         | 0.7654       | 0.3826                    | 0.8177         | 0.7332          | 0.8263      |
| 0.0967        | 15.24 | 5640 | 0.5111          | 0.7144   | 0.8142        | 0.8875           | 0.9447         | 0.8131              | 0.8902            | 0.4641                         | 0.9007              | 0.8714               | 0.8152           | 0.8673    | 0.6747         | 0.7605       | 0.3670                    | 0.8120         | 0.7291          | 0.7904      |
| 0.2547        | 15.3  | 5660 | 0.4927          | 0.7189   | 0.8097        | 0.8908           | 0.9490         | 0.7976              | 0.8855            | 0.4406                         | 0.9102              | 0.8512               | 0.8340           | 0.8651    | 0.6735         | 0.7641       | 0.3670                    | 0.8192         | 0.7320          | 0.8114      |
| 0.1088        | 15.35 | 5680 | 0.4788          | 0.7217   | 0.8130        | 0.8918           | 0.9434         | 0.7985              | 0.8803            | 0.4511                         | 0.9134              | 0.8593               | 0.8454           | 0.8670    | 0.6739         | 0.7681       | 0.3772                    | 0.8188         | 0.7308          | 0.8158      |
| 0.1235        | 15.41 | 5700 | 0.4757          | 0.7170   | 0.8090        | 0.8898           | 0.9485         | 0.7890              | 0.8613            | 0.4646                         | 0.9118              | 0.8496               | 0.8381           | 0.8692    | 0.6721         | 0.7656       | 0.3691                    | 0.8151         | 0.7220          | 0.8059      |
| 0.233         | 15.46 | 5720 | 0.4648          | 0.7142   | 0.8123        | 0.8882           | 0.9405         | 0.8117              | 0.8675            | 0.4497                         | 0.9065              | 0.8711               | 0.8395           | 0.8662    | 0.6718         | 0.7644       | 0.3531                    | 0.8141         | 0.7295          | 0.8004      |
| 0.1166        | 15.51 | 5740 | 0.4687          | 0.7184   | 0.8138        | 0.8913           | 0.9440         | 0.8138              | 0.8677            | 0.4331                         | 0.9049              | 0.8749               | 0.8584           | 0.8696    | 0.6697         | 0.7667       | 0.3547                    | 0.8159         | 0.7318          | 0.8206      |
| 0.1753        | 15.57 | 5760 | 0.4792          | 0.7265   | 0.8224        | 0.8935           | 0.9344         | 0.8294              | 0.8729            | 0.4727                         | 0.9145              | 0.8565               | 0.8762           | 0.8719    | 0.6730         | 0.7691       | 0.3913                    | 0.8158         | 0.7335          | 0.8306      |
| 0.0638        | 15.62 | 5780 | 0.4769          | 0.7204   | 0.8162        | 0.8909           | 0.9430         | 0.8071              | 0.8765            | 0.4606                         | 0.9024              | 0.8606               | 0.8630           | 0.8706    | 0.6746         | 0.7645       | 0.3704                    | 0.8119         | 0.7288          | 0.8220      |
| 0.1339        | 15.68 | 5800 | 0.5039          | 0.7184   | 0.8160        | 0.8892           | 0.9421         | 0.7959              | 0.8873            | 0.4556                         | 0.8952              | 0.8899               | 0.8457           | 0.8694    | 0.6742         | 0.7600       | 0.3825                    | 0.8108         | 0.7262          | 0.8055      |
| 0.114         | 15.73 | 5820 | 0.5220          | 0.7162   | 0.8087        | 0.8887           | 0.9424         | 0.7852              | 0.8845            | 0.4411                         | 0.9105              | 0.8732               | 0.8239           | 0.8660    | 0.6739         | 0.7679       | 0.3818                    | 0.8164         | 0.7224          | 0.7853      |
| 0.1199        | 15.78 | 5840 | 0.4918          | 0.7166   | 0.8145        | 0.8878           | 0.9397         | 0.8073              | 0.8753            | 0.4782                         | 0.9091              | 0.8687               | 0.8234           | 0.8667    | 0.6758         | 0.7663       | 0.3917                    | 0.8150         | 0.7181          | 0.7829      |
| 0.1442        | 15.84 | 5860 | 0.5162          | 0.7070   | 0.8091        | 0.8827           | 0.9471         | 0.7924              | 0.8817            | 0.4877                         | 0.8913              | 0.8520               | 0.8113           | 0.8651    | 0.6745         | 0.7604       | 0.3537                    | 0.8018         | 0.7150          | 0.7782      |
| 0.2014        | 15.89 | 5880 | 0.5058          | 0.7064   | 0.8097        | 0.8831           | 0.9415         | 0.8117              | 0.8549            | 0.4765                         | 0.9003              | 0.8668               | 0.8159           | 0.8662    | 0.6718         | 0.7587       | 0.3532                    | 0.8045         | 0.7120          | 0.7786      |
| 0.3064        | 15.95 | 5900 | 0.5379          | 0.7058   | 0.8072        | 0.8832           | 0.9373         | 0.8081              | 0.8792            | 0.4548                         | 0.9081              | 0.8594               | 0.8037           | 0.8658    | 0.6730         | 0.7573       | 0.3605                    | 0.8078         | 0.7069          | 0.7691      |
| 0.1464        | 16.0  | 5920 | 0.5124          | 0.7125   | 0.8077        | 0.8877           | 0.9378         | 0.8038              | 0.8838            | 0.4262                         | 0.9137              | 0.8586               | 0.8300           | 0.8691    | 0.6749         | 0.7556       | 0.3622                    | 0.8118         | 0.7197          | 0.7941      |
| 0.1138        | 16.05 | 5940 | 0.4871          | 0.7160   | 0.8148        | 0.8888           | 0.9386         | 0.8072              | 0.8899            | 0.4511                         | 0.9029              | 0.8715               | 0.8424           | 0.8715    | 0.6764         | 0.7586       | 0.3685                    | 0.8112         | 0.7241          | 0.8021      |
| 0.203         | 16.11 | 5960 | 0.5331          | 0.7168   | 0.8156        | 0.8884           | 0.9418         | 0.8023              | 0.8821            | 0.4775                         | 0.9046              | 0.8772               | 0.8240           | 0.8720    | 0.6766         | 0.7613       | 0.3879                    | 0.8126         | 0.7149          | 0.7921      |
| 0.1326        | 16.16 | 5980 | 0.5036          | 0.7200   | 0.8203        | 0.8898           | 0.9390         | 0.8137              | 0.8646            | 0.5058                         | 0.9088              | 0.8675               | 0.8427           | 0.8728    | 0.6718         | 0.7606       | 0.3941                    | 0.8136         | 0.7217          | 0.8053      |
| 0.6346        | 16.22 | 6000 | 0.4958          | 0.7158   | 0.8155        | 0.8882           | 0.9370         | 0.7686              | 0.8929            | 0.4855                         | 0.8969              | 0.8705               | 0.8571           | 0.8707    | 0.6594         | 0.7568       | 0.3898                    | 0.8109         | 0.7276          | 0.7955      |
| 0.1701        | 16.27 | 6020 | 0.4669          | 0.7225   | 0.8212        | 0.8912           | 0.9388         | 0.7986              | 0.8760            | 0.5126                         | 0.9096              | 0.8636               | 0.8494           | 0.8731    | 0.6705         | 0.7616       | 0.4002                    | 0.8167         | 0.7258          | 0.8095      |
| 0.0937        | 16.32 | 6040 | 0.4812          | 0.7160   | 0.8090        | 0.8893           | 0.9437         | 0.7545              | 0.8622            | 0.4912                         | 0.9136              | 0.8546               | 0.8434           | 0.8691    | 0.6567         | 0.7515       | 0.3891                    | 0.8173         | 0.7226          | 0.8058      |
| 0.0752        | 16.38 | 6060 | 0.5483          | 0.7122   | 0.8062        | 0.8859           | 0.9477         | 0.7632              | 0.8402            | 0.5077                         | 0.9129              | 0.8573               | 0.8146           | 0.8595    | 0.6576         | 0.7431       | 0.3975                    | 0.8186         | 0.7238          | 0.7854      |
| 0.195         | 16.43 | 6080 | 0.4914          | 0.7204   | 0.8222        | 0.8895           | 0.9430         | 0.8021              | 0.8803            | 0.5155                         | 0.8950              | 0.8712               | 0.8485           | 0.8699    | 0.6738         | 0.7564       | 0.3928                    | 0.8138         | 0.7261          | 0.8096      |
| 0.2059        | 16.49 | 6100 | 0.5010          | 0.7131   | 0.8116        | 0.8868           | 0.9396         | 0.7868              | 0.8615            | 0.4875                         | 0.9049              | 0.8516               | 0.8496           | 0.8661    | 0.6591         | 0.7569       | 0.3841                    | 0.8123         | 0.7240          | 0.7894      |
| 0.0975        | 16.54 | 6120 | 0.5023          | 0.7144   | 0.8112        | 0.8873           | 0.9335         | 0.7907              | 0.8618            | 0.4762                         | 0.9149              | 0.8536               | 0.8475           | 0.8654    | 0.6587         | 0.7542       | 0.3976                    | 0.8153         | 0.7241          | 0.7852      |
| 0.5277        | 16.59 | 6140 | 0.4895          | 0.7205   | 0.8160        | 0.8914           | 0.9424         | 0.8173              | 0.8680            | 0.4566                         | 0.9109              | 0.8723               | 0.8447           | 0.8709    | 0.6706         | 0.7597       | 0.3906                    | 0.8191         | 0.7254          | 0.8075      |
| 0.116         | 16.65 | 6160 | 0.4841          | 0.7216   | 0.8165        | 0.8917           | 0.9421         | 0.8049              | 0.8669            | 0.4764                         | 0.9135              | 0.8656               | 0.8460           | 0.8720    | 0.6720         | 0.7654       | 0.3894                    | 0.8186         | 0.7255          | 0.8081      |
| 0.0963        | 16.7  | 6180 | 0.5004          | 0.7129   | 0.8130        | 0.8867           | 0.9364         | 0.7966              | 0.8700            | 0.4687                         | 0.9018              | 0.8667               | 0.8505           | 0.8661    | 0.6601         | 0.7617       | 0.3801                    | 0.8115         | 0.7275          | 0.7834      |
| 0.2443        | 16.76 | 6200 | 0.4854          | 0.7182   | 0.8136        | 0.8899           | 0.9352         | 0.7791              | 0.8768            | 0.4604                         | 0.9073              | 0.8705               | 0.8658           | 0.8681    | 0.6614         | 0.7668       | 0.3836                    | 0.8154         | 0.7330          | 0.7991      |
| 0.228         | 16.81 | 6220 | 0.5002          | 0.7166   | 0.8068        | 0.8901           | 0.9429         | 0.8063              | 0.8714            | 0.4225                         | 0.9220              | 0.8580               | 0.8246           | 0.8722    | 0.6744         | 0.7658       | 0.3735                    | 0.8143         | 0.7253          | 0.7911      |
| 2.9355        | 16.86 | 6240 | 0.5272          | 0.7130   | 0.8020        | 0.8898           | 0.9427         | 0.7922              | 0.8933            | 0.3872                         | 0.9197              | 0.8501               | 0.8289           | 0.8720    | 0.6742         | 0.7597       | 0.3529                    | 0.8145         | 0.7227          | 0.7953      |
| 0.0725        | 16.92 | 6260 | 0.4601          | 0.7261   | 0.8233        | 0.8935           | 0.9414         | 0.8286              | 0.8702            | 0.4817                         | 0.9078              | 0.8690               | 0.8644           | 0.8732    | 0.6729         | 0.7613       | 0.3998                    | 0.8197         | 0.7334          | 0.8221      |
| 0.2307        | 16.97 | 6280 | 0.4653          | 0.7304   | 0.8244        | 0.8948           | 0.9398         | 0.8243              | 0.8733            | 0.5085                         | 0.9187              | 0.8412               | 0.8650           | 0.8730    | 0.6774         | 0.7696       | 0.4146                    | 0.8212         | 0.7284          | 0.8284      |
| 0.0948        | 17.03 | 6300 | 0.4963          | 0.7232   | 0.8283        | 0.8899           | 0.9317         | 0.8074              | 0.8688            | 0.5515                         | 0.8982              | 0.8537               | 0.8871           | 0.8725    | 0.6697         | 0.7703       | 0.3939                    | 0.8083         | 0.7324          | 0.8151      |
| 0.154         | 17.08 | 6320 | 0.5090          | 0.7178   | 0.8299        | 0.8867           | 0.9316         | 0.8010              | 0.8740            | 0.5612                         | 0.8786              | 0.8721               | 0.8911           | 0.8724    | 0.6673         | 0.7633       | 0.3717                    | 0.7987         | 0.7360          | 0.8153      |
| 0.0999        | 17.14 | 6340 | 0.5249          | 0.7180   | 0.8192        | 0.8883           | 0.9321         | 0.7863              | 0.8754            | 0.5214                         | 0.9016              | 0.8293               | 0.8886           | 0.8706    | 0.6646         | 0.7629       | 0.3805                    | 0.8058         | 0.7269          | 0.8147      |
| 0.2903        | 17.19 | 6360 | 0.4871          | 0.7162   | 0.8154        | 0.8872           | 0.9390         | 0.8106              | 0.8927            | 0.4715                         | 0.9015              | 0.8611               | 0.8317           | 0.8757    | 0.6731         | 0.7605       | 0.3806                    | 0.7983         | 0.7374          | 0.7875      |
| 1.224         | 17.24 | 6380 | 0.5907          | 0.7052   | 0.7986        | 0.8815           | 0.9445         | 0.7838              | 0.8807            | 0.4403                         | 0.9136              | 0.8678               | 0.7596           | 0.8703    | 0.6689         | 0.7646       | 0.3778                    | 0.7929         | 0.7314          | 0.7307      |
| 0.2381        | 17.3  | 6400 | 0.5664          | 0.7105   | 0.8024        | 0.8836           | 0.9420         | 0.7694              | 0.8849            | 0.4593                         | 0.9118              | 0.8606               | 0.7887           | 0.8726    | 0.6702         | 0.7632       | 0.3875                    | 0.7920         | 0.7369          | 0.7510      |
| 0.0845        | 17.35 | 6420 | 0.5668          | 0.7062   | 0.8011        | 0.8807           | 0.9397         | 0.8049              | 0.8632            | 0.4737                         | 0.9215              | 0.8342               | 0.7707           | 0.8711    | 0.6765         | 0.7623       | 0.3950                    | 0.7919         | 0.7130          | 0.7339      |
| 0.1475        | 17.41 | 6440 | 0.5863          | 0.6993   | 0.7951        | 0.8773           | 0.9402         | 0.8054              | 0.8512            | 0.4704                         | 0.9233              | 0.8182               | 0.7569           | 0.8669    | 0.6735         | 0.7547       | 0.3892                    | 0.7898         | 0.6999          | 0.7213      |
| 0.3795        | 17.46 | 6460 | 0.5513          | 0.7026   | 0.8009        | 0.8793           | 0.9364         | 0.7984              | 0.8791            | 0.4643                         | 0.9156              | 0.8463               | 0.7658           | 0.8675    | 0.6757         | 0.7568       | 0.3836                    | 0.7940         | 0.7109          | 0.7297      |
| 0.0748        | 17.51 | 6480 | 0.4900          | 0.7189   | 0.8162        | 0.8901           | 0.9374         | 0.7962              | 0.8827            | 0.4716                         | 0.9093              | 0.8717               | 0.8444           | 0.8705    | 0.6758         | 0.7579       | 0.3871                    | 0.8180         | 0.7204          | 0.8028      |
| 0.1287        | 17.57 | 6500 | 0.4810          | 0.7235   | 0.8196        | 0.8925           | 0.9419         | 0.7917              | 0.8742            | 0.4932                         | 0.9078              | 0.8711               | 0.8576           | 0.8739    | 0.6763         | 0.7601       | 0.3927                    | 0.8201         | 0.7232          | 0.8179      |
| 0.7152        | 17.62 | 6520 | 0.4926          | 0.7202   | 0.8177        | 0.8891           | 0.9296         | 0.7823              | 0.8685            | 0.5012                         | 0.9088              | 0.8549               | 0.8785           | 0.8685    | 0.6654         | 0.7568       | 0.4003                    | 0.8106         | 0.7373          | 0.8025      |
| 0.1532        | 17.68 | 6540 | 0.5034          | 0.7159   | 0.8145        | 0.8857           | 0.9348         | 0.8097              | 0.8724            | 0.4931                         | 0.9103              | 0.8610               | 0.8202           | 0.8739    | 0.6723         | 0.7587       | 0.3998                    | 0.7964         | 0.7390          | 0.7710      |
| 0.1649        | 17.73 | 6560 | 0.4670          | 0.7259   | 0.8218        | 0.8934           | 0.9407         | 0.8030              | 0.8825            | 0.4877                         | 0.9027              | 0.8479               | 0.8883           | 0.8750    | 0.6761         | 0.7645       | 0.3802                    | 0.8123         | 0.7316          | 0.8419      |
| 0.1646        | 17.78 | 6580 | 0.5055          | 0.7192   | 0.8196        | 0.8899           | 0.9295         | 0.8033              | 0.8782            | 0.4705                         | 0.9015              | 0.8639               | 0.8906           | 0.8708    | 0.6645         | 0.7652       | 0.3759                    | 0.8091         | 0.7347          | 0.8142      |
| 0.2447        | 17.84 | 6600 | 0.5369          | 0.7176   | 0.8118        | 0.8904           | 0.9349         | 0.7812              | 0.8906            | 0.4292                         | 0.9041              | 0.8633               | 0.8792           | 0.8718    | 0.6674         | 0.7608       | 0.3681                    | 0.8106         | 0.7366          | 0.8080      |
| 0.3357        | 17.89 | 6620 | 0.5168          | 0.7158   | 0.8163        | 0.8858           | 0.9313         | 0.8015              | 0.8888            | 0.4898                         | 0.9037              | 0.8609               | 0.8382           | 0.8734    | 0.6717         | 0.7664       | 0.3961                    | 0.7984         | 0.7348          | 0.7699      |
| 0.2158        | 17.95 | 6640 | 0.5156          | 0.7237   | 0.8228        | 0.8920           | 0.9293         | 0.8090              | 0.8892            | 0.4640                         | 0.9021              | 0.8753               | 0.8910           | 0.8733    | 0.6701         | 0.7695       | 0.3912                    | 0.8128         | 0.7363          | 0.8129      |
| 0.2195        | 18.0  | 6660 | 0.5208          | 0.7177   | 0.8163        | 0.8898           | 0.9367         | 0.8113              | 0.8915            | 0.4397                         | 0.8995              | 0.8707               | 0.8647           | 0.8695    | 0.6676         | 0.7650       | 0.3749                    | 0.8131         | 0.7335          | 0.8002      |
| 0.1422        | 18.05 | 6680 | 0.5460          | 0.7209   | 0.8127        | 0.8921           | 0.9338         | 0.7790              | 0.8865            | 0.4382                         | 0.9111              | 0.8512               | 0.8890           | 0.8723    | 0.6670         | 0.7721       | 0.3751                    | 0.8140         | 0.7323          | 0.8136      |
| 0.1344        | 18.11 | 6700 | 0.5421          | 0.7243   | 0.8185        | 0.8931           | 0.9345         | 0.7908              | 0.8685            | 0.4650                         | 0.9096              | 0.8719               | 0.8889           | 0.8738    | 0.6668         | 0.7739       | 0.3894                    | 0.8161         | 0.7364          | 0.8136      |
| 0.3185        | 18.16 | 6720 | 0.5024          | 0.7232   | 0.8163        | 0.8938           | 0.9384         | 0.7816              | 0.8882            | 0.4410                         | 0.9054              | 0.8741               | 0.8855           | 0.8757    | 0.6672         | 0.7628       | 0.3759                    | 0.8166         | 0.7379          | 0.8261      |
| 0.1733        | 18.22 | 6740 | 0.4997          | 0.7170   | 0.8086        | 0.8891           | 0.9436         | 0.7734              | 0.8823            | 0.4638                         | 0.9108              | 0.8448               | 0.8414           | 0.8761    | 0.6745         | 0.7609       | 0.3717                    | 0.8038         | 0.7308          | 0.8016      |
| 1.0091        | 18.27 | 6760 | 0.4827          | 0.7255   | 0.8191        | 0.8935           | 0.9419         | 0.8065              | 0.8618            | 0.4790                         | 0.9116              | 0.8613               | 0.8718           | 0.8737    | 0.6793         | 0.7604       | 0.3813                    | 0.8171         | 0.7362          | 0.8302      |
| 0.172         | 18.32 | 6780 | 0.5162          | 0.7205   | 0.8135        | 0.8914           | 0.9402         | 0.8019              | 0.8811            | 0.4548                         | 0.9160              | 0.8538               | 0.8465           | 0.8736    | 0.6789         | 0.7621       | 0.3806                    | 0.8161         | 0.7253          | 0.8069      |
| 0.261         | 18.38 | 6800 | 0.4987          | 0.7200   | 0.8165        | 0.8906           | 0.9414         | 0.7775              | 0.8845            | 0.4832                         | 0.9009              | 0.8657               | 0.8621           | 0.8726    | 0.6660         | 0.7610       | 0.3870                    | 0.8133         | 0.7346          | 0.8053      |
| 0.2005        | 18.43 | 6820 | 0.5103          | 0.7225   | 0.8209        | 0.8914           | 0.9336         | 0.7976              | 0.8660            | 0.4799                         | 0.9015              | 0.8768               | 0.8908           | 0.8733    | 0.6679         | 0.7632       | 0.3901                    | 0.8121         | 0.7388          | 0.8122      |
| 0.1502        | 18.49 | 6840 | 0.5143          | 0.7209   | 0.8139        | 0.8916           | 0.9373         | 0.7789              | 0.8751            | 0.4525                         | 0.9060              | 0.8626               | 0.8851           | 0.8725    | 0.6665         | 0.7651       | 0.3802                    | 0.8131         | 0.7362          | 0.8127      |
| 0.2716        | 18.54 | 6860 | 0.5131          | 0.7214   | 0.8160        | 0.8914           | 0.9294         | 0.7836              | 0.8841            | 0.4522                         | 0.9087              | 0.8620               | 0.8919           | 0.8720    | 0.6689         | 0.7643       | 0.3818                    | 0.8121         | 0.7388          | 0.8119      |
| 0.1499        | 18.59 | 6880 | 0.4995          | 0.7210   | 0.8155        | 0.8921           | 0.9383         | 0.7958              | 0.8799            | 0.4407                         | 0.9049              | 0.8719               | 0.8772           | 0.8741    | 0.6654         | 0.7664       | 0.3739                    | 0.8122         | 0.7402          | 0.8146      |
| 0.1977        | 18.65 | 6900 | 0.5241          | 0.7109   | 0.8058        | 0.8840           | 0.9351         | 0.7971              | 0.8919            | 0.4488                         | 0.9154              | 0.8555               | 0.7970           | 0.8736    | 0.6717         | 0.7641       | 0.3857                    | 0.7941         | 0.7360          | 0.7507      |
| 0.0914        | 18.7  | 6920 | 0.4901          | 0.7231   | 0.8218        | 0.8911           | 0.9338         | 0.7974              | 0.8833            | 0.4839                         | 0.8994              | 0.8729               | 0.8819           | 0.8722    | 0.6711         | 0.7595       | 0.3989                    | 0.8125         | 0.7407          | 0.8069      |
| 0.1113        | 18.76 | 6940 | 0.5246          | 0.7242   | 0.8227        | 0.8917           | 0.9317         | 0.8017              | 0.8769            | 0.4960                         | 0.9055              | 0.8590               | 0.8883           | 0.8736    | 0.6726         | 0.7598       | 0.3986                    | 0.8129         | 0.7386          | 0.8132      |
| 0.2192        | 18.81 | 6960 | 0.5099          | 0.7243   | 0.8196        | 0.8923           | 0.9356         | 0.7812              | 0.8748            | 0.4857                         | 0.9048              | 0.8686               | 0.8866           | 0.8741    | 0.6705         | 0.7633       | 0.3945                    | 0.8137         | 0.7402          | 0.8137      |
| 0.0997        | 18.86 | 6980 | 0.4966          | 0.7287   | 0.8225        | 0.8951           | 0.9402         | 0.7948              | 0.8713            | 0.4963                         | 0.9102              | 0.8586               | 0.8865           | 0.8797    | 0.6698         | 0.7655       | 0.4052                    | 0.8158         | 0.7357          | 0.8291      |
| 0.1794        | 18.92 | 7000 | 0.4761          | 0.7320   | 0.8238        | 0.8963           | 0.9419         | 0.7979              | 0.8780            | 0.5003                         | 0.9140              | 0.8563               | 0.8778           | 0.8773    | 0.6790         | 0.7685       | 0.4129                    | 0.8220         | 0.7307          | 0.8332      |
| 0.1595        | 18.97 | 7020 | 0.4864          | 0.7297   | 0.8263        | 0.8941           | 0.9413         | 0.8146              | 0.8737            | 0.5188                         | 0.9110              | 0.8715               | 0.8534           | 0.8747    | 0.6826         | 0.7665       | 0.4195                    | 0.8219         | 0.7283          | 0.8144      |
| 0.1712        | 19.03 | 7040 | 0.4738          | 0.7314   | 0.8282        | 0.8948           | 0.9381         | 0.8273              | 0.8774            | 0.5184                         | 0.9148              | 0.8627               | 0.8589           | 0.8744    | 0.6817         | 0.7684       | 0.4197                    | 0.8217         | 0.7334          | 0.8205      |
| 0.1839        | 19.08 | 7060 | 0.4718          | 0.7316   | 0.8263        | 0.8950           | 0.9419         | 0.8065              | 0.8790            | 0.5181                         | 0.9099              | 0.8639               | 0.8651           | 0.8742    | 0.6829         | 0.7678       | 0.4154                    | 0.8212         | 0.7355          | 0.8240      |
| 0.1429        | 19.14 | 7080 | 0.5049          | 0.7163   | 0.8159        | 0.8858           | 0.9400         | 0.8126              | 0.8765            | 0.5226                         | 0.9152              | 0.8565               | 0.7878           | 0.8715    | 0.6786         | 0.7686       | 0.4198                    | 0.8082         | 0.7149          | 0.7524      |
| 0.1981        | 19.19 | 7100 | 0.5005          | 0.7169   | 0.8145        | 0.8883           | 0.9425         | 0.8140              | 0.8756            | 0.4842                         | 0.9121              | 0.8547               | 0.8183           | 0.8697    | 0.6766         | 0.7618       | 0.3991                    | 0.8168         | 0.7133          | 0.7809      |
| 0.1176        | 19.24 | 7120 | 0.5062          | 0.7152   | 0.8132        | 0.8868           | 0.9471         | 0.8165              | 0.8766            | 0.4854                         | 0.9063              | 0.8552               | 0.8054           | 0.8700    | 0.6742         | 0.7639       | 0.3957                    | 0.8093         | 0.7230          | 0.7703      |
| 0.1592        | 19.3  | 7140 | 0.5931          | 0.6982   | 0.8033        | 0.8761           | 0.9442         | 0.8235              | 0.8774            | 0.5020                         | 0.9099              | 0.8514               | 0.7150           | 0.8676    | 0.6726         | 0.7691       | 0.4025                    | 0.7950         | 0.6973          | 0.6835      |
| 0.0978        | 19.35 | 7160 | 0.5407          | 0.7119   | 0.8112        | 0.8847           | 0.9403         | 0.8175              | 0.8824            | 0.4807                         | 0.9149              | 0.8672               | 0.7754           | 0.8713    | 0.6737         | 0.7715       | 0.4073                    | 0.8077         | 0.7111          | 0.7407      |
| 0.0847        | 19.41 | 7180 | 0.5007          | 0.7216   | 0.8164        | 0.8914           | 0.9440         | 0.7998              | 0.8726            | 0.4774                         | 0.9117              | 0.8785               | 0.8311           | 0.8715    | 0.6753         | 0.7682       | 0.4018                    | 0.8222         | 0.7197          | 0.7926      |
| 0.1567        | 19.46 | 7200 | 0.5156          | 0.7247   | 0.8177        | 0.8923           | 0.9403         | 0.7897              | 0.8638            | 0.4891                         | 0.9103              | 0.8583               | 0.8722           | 0.8714    | 0.6648         | 0.7679       | 0.4081                    | 0.8164         | 0.7375          | 0.8069      |
| 0.1307        | 19.51 | 7220 | 0.4998          | 0.7278   | 0.8233        | 0.8940           | 0.9407         | 0.7986              | 0.8597            | 0.4982                         | 0.9036              | 0.8740               | 0.8883           | 0.8748    | 0.6657         | 0.7656       | 0.4089                    | 0.8167         | 0.7427          | 0.8201      |
| 0.0955        | 19.57 | 7240 | 0.5102          | 0.7260   | 0.8203        | 0.8924           | 0.9353         | 0.7892              | 0.8718            | 0.5063                         | 0.9115              | 0.8417               | 0.8862           | 0.8729    | 0.6690         | 0.7660       | 0.4140                    | 0.8151         | 0.7314          | 0.8138      |
| 0.2793        | 19.62 | 7260 | 0.5154          | 0.7261   | 0.8187        | 0.8929           | 0.9351         | 0.7907              | 0.8742            | 0.4823                         | 0.9120              | 0.8509               | 0.8861           | 0.8723    | 0.6696         | 0.7647       | 0.4120                    | 0.8163         | 0.7347          | 0.8135      |
| 0.0813        | 19.68 | 7280 | 0.5210          | 0.7277   | 0.8227        | 0.8931           | 0.9308         | 0.8013              | 0.8769            | 0.4881                         | 0.9110              | 0.8600               | 0.8908           | 0.8723    | 0.6709         | 0.7653       | 0.4183                    | 0.8169         | 0.7367          | 0.8133      |
| 0.2225        | 19.73 | 7300 | 0.5132          | 0.7250   | 0.8206        | 0.8915           | 0.9298         | 0.7887              | 0.8866            | 0.4915                         | 0.9103              | 0.8580               | 0.8791           | 0.8732    | 0.6711         | 0.7632       | 0.4147                    | 0.8125         | 0.7357          | 0.8043      |
| 0.1214        | 19.78 | 7320 | 0.5134          | 0.7261   | 0.8194        | 0.8927           | 0.9386         | 0.7970              | 0.8594            | 0.4894                         | 0.9099              | 0.8604               | 0.8811           | 0.8720    | 0.6683         | 0.7650       | 0.4141                    | 0.8168         | 0.7361          | 0.8103      |
| 1.7701        | 19.84 | 7340 | 0.5098          | 0.7215   | 0.8157        | 0.8900           | 0.9426         | 0.7839              | 0.8759            | 0.4948                         | 0.9089              | 0.8699               | 0.8342           | 0.8716    | 0.6651         | 0.7652       | 0.4144                    | 0.8128         | 0.7369          | 0.7847      |
| 1.7151        | 19.89 | 7360 | 0.5342          | 0.7183   | 0.8155        | 0.8888           | 0.9443         | 0.7815              | 0.8788            | 0.5007                         | 0.9030              | 0.8683               | 0.8318           | 0.8682    | 0.6625         | 0.7607       | 0.4110                    | 0.8173         | 0.7256          | 0.7826      |
| 0.1064        | 19.95 | 7380 | 0.4977          | 0.7214   | 0.8191        | 0.8905           | 0.9375         | 0.7827              | 0.8756            | 0.4947                         | 0.9008              | 0.8722               | 0.8705           | 0.8705    | 0.6635         | 0.7585       | 0.3997                    | 0.8138         | 0.7389          | 0.8046      |
| 0.2402        | 20.0  | 7400 | 0.5230          | 0.7149   | 0.8221        | 0.8863           | 0.9369         | 0.7949              | 0.8742            | 0.5129                         | 0.8834              | 0.8912               | 0.8614           | 0.8675    | 0.6614         | 0.7555       | 0.3836                    | 0.8072         | 0.7365          | 0.7927      |
| 0.1443        | 20.05 | 7420 | 0.5007          | 0.7189   | 0.8163        | 0.8902           | 0.9403         | 0.7789              | 0.8850            | 0.4804                         | 0.9001              | 0.8644               | 0.8648           | 0.8712    | 0.6643         | 0.7568       | 0.3796                    | 0.8134         | 0.7381          | 0.8086      |
| 0.1582        | 20.11 | 7440 | 0.5011          | 0.7223   | 0.8156        | 0.8916           | 0.9431         | 0.7961              | 0.8733            | 0.4812                         | 0.9136              | 0.8566               | 0.8456           | 0.8703    | 0.6748         | 0.7613       | 0.3929                    | 0.8194         | 0.7303          | 0.8074      |
| 0.164         | 20.16 | 7460 | 0.4833          | 0.7243   | 0.8172        | 0.8930           | 0.9387         | 0.7888              | 0.8671            | 0.4763                         | 0.9139              | 0.8670               | 0.8685           | 0.8723    | 0.6704         | 0.7628       | 0.3954                    | 0.8195         | 0.7342          | 0.8156      |
| 0.1043        | 20.22 | 7480 | 0.4934          | 0.7196   | 0.8091        | 0.8920           | 0.9441         | 0.7778              | 0.8774            | 0.4328                         | 0.9114              | 0.8591               | 0.8613           | 0.8702    | 0.6688         | 0.7629       | 0.3715                    | 0.8187         | 0.7364          | 0.8088      |
| 0.0895        | 20.27 | 7500 | 0.5015          | 0.7187   | 0.8118        | 0.8909           | 0.9428         | 0.7912              | 0.8846            | 0.4462                         | 0.9084              | 0.8556               | 0.8539           | 0.8697    | 0.6702         | 0.7614       | 0.3773                    | 0.8183         | 0.7335          | 0.8009      |
| 0.3232        | 20.32 | 7520 | 0.4854          | 0.7267   | 0.8183        | 0.8940           | 0.9438         | 0.8036              | 0.8784            | 0.4660                         | 0.9117              | 0.8680               | 0.8568           | 0.8709    | 0.6787         | 0.7671       | 0.3953                    | 0.8224         | 0.7371          | 0.8154      |
| 0.207         | 20.38 | 7540 | 0.4836          | 0.7306   | 0.8237        | 0.8951           | 0.9382         | 0.8109              | 0.8808            | 0.4959                         | 0.9176              | 0.8569               | 0.8654           | 0.8742    | 0.6793         | 0.7686       | 0.4094                    | 0.8212         | 0.7370          | 0.8241      |
| 0.089         | 20.43 | 7560 | 0.4726          | 0.7301   | 0.8220        | 0.8954           | 0.9405         | 0.8147              | 0.8770            | 0.4784                         | 0.9166              | 0.8589               | 0.8680           | 0.8739    | 0.6788         | 0.7699       | 0.4039                    | 0.8220         | 0.7378          | 0.8245      |
| 0.1336        | 20.49 | 7580 | 0.4796          | 0.7263   | 0.8209        | 0.8936           | 0.9427         | 0.7999              | 0.8861            | 0.4778                         | 0.9076              | 0.8826               | 0.8496           | 0.8731    | 0.6763         | 0.7657       | 0.4004                    | 0.8212         | 0.7363          | 0.8109      |
| 0.055         | 20.54 | 7600 | 0.4904          | 0.7205   | 0.8196        | 0.8903           | 0.9406         | 0.8238              | 0.8846            | 0.4836                         | 0.9099              | 0.8683               | 0.8266           | 0.8720    | 0.6755         | 0.7649       | 0.3980                    | 0.8176         | 0.7266          | 0.7891      |
| 0.0892        | 20.59 | 7620 | 0.5179          | 0.7124   | 0.8098        | 0.8847           | 0.9457         | 0.8056              | 0.8692            | 0.4912                         | 0.9113              | 0.8669               | 0.7791           | 0.8703    | 0.6750         | 0.7693       | 0.3946                    | 0.8042         | 0.7284          | 0.7453      |
| 0.3639        | 20.65 | 7640 | 0.5455          | 0.7083   | 0.8085        | 0.8819           | 0.9420         | 0.8267              | 0.8712            | 0.4769                         | 0.9120              | 0.8721               | 0.7583           | 0.8709    | 0.6746         | 0.7687       | 0.3927                    | 0.7968         | 0.7311          | 0.7233      |
| 1.4236        | 20.7  | 7660 | 0.4975          | 0.7172   | 0.8163        | 0.8878           | 0.9445         | 0.8147              | 0.8750            | 0.4901                         | 0.9055              | 0.8750               | 0.8096           | 0.8723    | 0.6772         | 0.7679       | 0.3893                    | 0.8089         | 0.7322          | 0.7727      |
| 0.1324        | 20.76 | 7680 | 0.5171          | 0.7158   | 0.8130        | 0.8868           | 0.9436         | 0.8140              | 0.8660            | 0.4800                         | 0.9099              | 0.8758               | 0.8021           | 0.8723    | 0.6772         | 0.7664       | 0.3936                    | 0.8061         | 0.7324          | 0.7623      |
| 0.2931        | 20.81 | 7700 | 0.5792          | 0.7071   | 0.8048        | 0.8818           | 0.9421         | 0.8172              | 0.8664            | 0.4589                         | 0.9137              | 0.8742               | 0.7614           | 0.8721    | 0.6759         | 0.7648       | 0.3870                    | 0.7950         | 0.7299          | 0.7250      |
| 0.1604        | 20.86 | 7720 | 0.5350          | 0.7118   | 0.8076        | 0.8854           | 0.9415         | 0.8070              | 0.8780            | 0.4504                         | 0.9133              | 0.8725               | 0.7904           | 0.8731    | 0.6768         | 0.7632       | 0.3841                    | 0.8026         | 0.7316          | 0.7516      |
| 0.1814        | 20.92 | 7740 | 0.5325          | 0.7144   | 0.8133        | 0.8863           | 0.9415         | 0.8162              | 0.8721            | 0.4767                         | 0.9094              | 0.8775               | 0.7995           | 0.8735    | 0.6773         | 0.7624       | 0.3901                    | 0.8049         | 0.7317          | 0.7608      |
| 0.2279        | 20.97 | 7760 | 0.5369          | 0.7071   | 0.8029        | 0.8833           | 0.9423         | 0.8079              | 0.8820            | 0.4398                         | 0.9143              | 0.8523               | 0.7820           | 0.8724    | 0.6761         | 0.7612       | 0.3714                    | 0.7990         | 0.7259          | 0.7440      |
| 0.1487        | 21.03 | 7780 | 0.5375          | 0.7095   | 0.8042        | 0.8849           | 0.9443         | 0.8113              | 0.8846            | 0.4421                         | 0.9135              | 0.8349               | 0.7990           | 0.8710    | 0.6749         | 0.7606       | 0.3758                    | 0.8035         | 0.7223          | 0.7587      |
| 0.1486        | 21.08 | 7800 | 0.5353          | 0.7102   | 0.8066        | 0.8840           | 0.9420         | 0.8015              | 0.8762            | 0.4601                         | 0.9115              | 0.8725               | 0.7823           | 0.8728    | 0.6747         | 0.7625       | 0.3891                    | 0.7996         | 0.7288          | 0.7438      |
| 0.2571        | 21.14 | 7820 | 0.5643          | 0.7084   | 0.8092        | 0.8816           | 0.9424         | 0.8139              | 0.8764            | 0.4938                         | 0.9092              | 0.8699               | 0.7586           | 0.8725    | 0.6743         | 0.7638       | 0.4022                    | 0.7952         | 0.7273          | 0.7238      |
| 0.1137        | 21.19 | 7840 | 0.5104          | 0.7222   | 0.8179        | 0.8905           | 0.9353         | 0.7812              | 0.8811            | 0.4888                         | 0.9060              | 0.8659               | 0.8667           | 0.8684    | 0.6672         | 0.7647       | 0.4057                    | 0.8164         | 0.7383          | 0.7943      |
| 0.1662        | 21.24 | 7860 | 0.5089          | 0.7225   | 0.8195        | 0.8903           | 0.9349         | 0.7819              | 0.8780            | 0.5012                         | 0.9055              | 0.8718               | 0.8631           | 0.8681    | 0.6663         | 0.7640       | 0.4125                    | 0.8170         | 0.7363          | 0.7934      |
| 0.0541        | 21.3  | 7880 | 0.5130          | 0.7236   | 0.8210        | 0.8913           | 0.9388         | 0.7999              | 0.8854            | 0.5034                         | 0.9091              | 0.8644               | 0.8461           | 0.8714    | 0.6737         | 0.7601       | 0.4112                    | 0.8189         | 0.7274          | 0.8025      |
| 0.1648        | 21.35 | 7900 | 0.5118          | 0.7222   | 0.8205        | 0.8908           | 0.9361         | 0.8038              | 0.8838            | 0.4922                         | 0.9082              | 0.8687               | 0.8508           | 0.8713    | 0.6720         | 0.7579       | 0.4065                    | 0.8173         | 0.7293          | 0.8010      |
| 0.304         | 21.41 | 7920 | 0.5105          | 0.7203   | 0.8200        | 0.8897           | 0.9386         | 0.7998              | 0.8662            | 0.5190                         | 0.9062              | 0.8483               | 0.8620           | 0.8706    | 0.6623         | 0.7606       | 0.4040                    | 0.8145         | 0.7296          | 0.8007      |
| 0.1924        | 21.46 | 7940 | 0.5129          | 0.7174   | 0.8059        | 0.8902           | 0.9451         | 0.7547              | 0.8814            | 0.4674                         | 0.9161              | 0.8248               | 0.8520           | 0.8698    | 0.6597         | 0.7636       | 0.3912                    | 0.8164         | 0.7192          | 0.8022      |
| 0.1125        | 21.51 | 7960 | 0.4882          | 0.7224   | 0.8163        | 0.8915           | 0.9396         | 0.7945              | 0.8768            | 0.4828                         | 0.9127              | 0.8489               | 0.8591           | 0.8709    | 0.6692         | 0.7636       | 0.4019                    | 0.8181         | 0.7306          | 0.8028      |
| 0.1268        | 21.57 | 7980 | 0.5003          | 0.7242   | 0.8169        | 0.8926           | 0.9414         | 0.7991              | 0.8820            | 0.4749                         | 0.9131              | 0.8491               | 0.8592           | 0.8722    | 0.6727         | 0.7650       | 0.4003                    | 0.8192         | 0.7330          | 0.8071      |
| 0.0906        | 21.62 | 8000 | 0.5086          | 0.7224   | 0.8173        | 0.8907           | 0.9422         | 0.8051              | 0.8804            | 0.4860                         | 0.9130              | 0.8684               | 0.8258           | 0.8716    | 0.6802         | 0.7646       | 0.4035                    | 0.8171         | 0.7308          | 0.7890      |
| 0.1407        | 21.68 | 8020 | 0.4880          | 0.7252   | 0.8202        | 0.8923           | 0.9442         | 0.8148              | 0.8805            | 0.4872                         | 0.9094              | 0.8638               | 0.8411           | 0.8723    | 0.6811         | 0.7668       | 0.4030                    | 0.8188         | 0.7344          | 0.7996      |
| 0.1863        | 21.73 | 8040 | 0.5065          | 0.7208   | 0.8128        | 0.8896           | 0.9436         | 0.7926              | 0.8758            | 0.4850                         | 0.9168              | 0.8583               | 0.8175           | 0.8725    | 0.6783         | 0.7685       | 0.4060                    | 0.8126         | 0.7301          | 0.7774      |
| 0.264         | 21.78 | 8060 | 0.5151          | 0.7178   | 0.8145        | 0.8872           | 0.9424         | 0.8147              | 0.8772            | 0.4987                         | 0.9150              | 0.8555               | 0.7979           | 0.8724    | 0.6794         | 0.7677       | 0.4060                    | 0.8073         | 0.7292          | 0.7623      |
| 0.0748        | 21.84 | 8080 | 0.5288          | 0.7252   | 0.8244        | 0.8916           | 0.9388         | 0.8132              | 0.8798            | 0.5075                         | 0.9074              | 0.8871               | 0.8368           | 0.8735    | 0.6790         | 0.7632       | 0.4120                    | 0.8172         | 0.7319          | 0.7992      |
| 0.1044        | 21.89 | 8100 | 0.5047          | 0.7279   | 0.8236        | 0.8942           | 0.9392         | 0.8216              | 0.8819            | 0.4761                         | 0.9101              | 0.8752               | 0.8613           | 0.8733    | 0.6806         | 0.7627       | 0.4021                    | 0.8220         | 0.7366          | 0.8181      |
| 0.217         | 21.95 | 8120 | 0.4980          | 0.7225   | 0.8175        | 0.8909           | 0.9414         | 0.8003              | 0.8814            | 0.4869                         | 0.9118              | 0.8659               | 0.8348           | 0.8734    | 0.6772         | 0.7652       | 0.3981                    | 0.8142         | 0.7354          | 0.7942      |
| 0.1532        | 22.0  | 8140 | 0.5042          | 0.7224   | 0.8172        | 0.8920           | 0.9424         | 0.7876              | 0.8739            | 0.4722                         | 0.9029              | 0.8727               | 0.8685           | 0.8712    | 0.6670         | 0.7656       | 0.3906                    | 0.8180         | 0.7391          | 0.8054      |
| 0.1068        | 22.05 | 8160 | 0.4846          | 0.7246   | 0.8222        | 0.8922           | 0.9403         | 0.8012              | 0.8697            | 0.4986                         | 0.9040              | 0.8778               | 0.8641           | 0.8723    | 0.6699         | 0.7651       | 0.4029                    | 0.8186         | 0.7380          | 0.8051      |
| 0.098         | 22.11 | 8180 | 0.4889          | 0.7257   | 0.8174        | 0.8934           | 0.9450         | 0.7790              | 0.8772            | 0.4880                         | 0.9101              | 0.8669               | 0.8558           | 0.8727    | 0.6736         | 0.7633       | 0.4016                    | 0.8211         | 0.7353          | 0.8122      |
| 0.2365        | 22.16 | 8200 | 0.4930          | 0.7268   | 0.8206        | 0.8940           | 0.9419         | 0.8080              | 0.8758            | 0.4753                         | 0.9110              | 0.8713               | 0.8606           | 0.8734    | 0.6778         | 0.7653       | 0.3997                    | 0.8219         | 0.7365          | 0.8130      |
| 0.1832        | 22.22 | 8220 | 0.4950          | 0.7267   | 0.8191        | 0.8937           | 0.9398         | 0.7963              | 0.8735            | 0.4846                         | 0.9150              | 0.8583               | 0.8659           | 0.8731    | 0.6745         | 0.7659       | 0.4052                    | 0.8206         | 0.7342          | 0.8134      |
| 0.1064        | 22.27 | 8240 | 0.4851          | 0.7286   | 0.8208        | 0.8947           | 0.9392         | 0.8114              | 0.8716            | 0.4774                         | 0.9176              | 0.8613               | 0.8668           | 0.8736    | 0.6788         | 0.7673       | 0.4049                    | 0.8222         | 0.7346          | 0.8187      |
| 0.1362        | 22.32 | 8260 | 0.5081          | 0.7262   | 0.8214        | 0.8928           | 0.9425         | 0.7998              | 0.8759            | 0.5016                         | 0.9110              | 0.8770               | 0.8421           | 0.8733    | 0.6790         | 0.7661       | 0.4136                    | 0.8218         | 0.7265          | 0.8033      |
| 0.428         | 22.38 | 8280 | 0.5036          | 0.7230   | 0.8194        | 0.8914           | 0.9414         | 0.7991              | 0.8868            | 0.4910                         | 0.9107              | 0.8796               | 0.8273           | 0.8733    | 0.6783         | 0.7652       | 0.4121                    | 0.8211         | 0.7198          | 0.7913      |
| 0.1478        | 22.43 | 8300 | 0.4875          | 0.7251   | 0.8176        | 0.8924           | 0.9424         | 0.7944              | 0.8773            | 0.4890                         | 0.9155              | 0.8643               | 0.8404           | 0.8735    | 0.6781         | 0.7670       | 0.4126                    | 0.8198         | 0.7262          | 0.7987      |
| 0.1215        | 22.49 | 8320 | 0.4854          | 0.7255   | 0.8180        | 0.8930           | 0.9417         | 0.8034              | 0.8867            | 0.4823                         | 0.9162              | 0.8454               | 0.8503           | 0.8741    | 0.6798         | 0.7652       | 0.4053                    | 0.8198         | 0.7270          | 0.8074      |
| 0.1314        | 22.54 | 8340 | 0.5011          | 0.7260   | 0.8213        | 0.8930           | 0.9398         | 0.8143              | 0.8750            | 0.4942                         | 0.9156              | 0.8603               | 0.8502           | 0.8744    | 0.6795         | 0.7651       | 0.4059                    | 0.8200         | 0.7284          | 0.8085      |
| 0.0794        | 22.59 | 8360 | 0.5000          | 0.7246   | 0.8217        | 0.8924           | 0.9419         | 0.8195              | 0.8763            | 0.4910                         | 0.9099              | 0.8669               | 0.8464           | 0.8730    | 0.6792         | 0.7646       | 0.4016                    | 0.8207         | 0.7292          | 0.8038      |
| 0.1479        | 22.65 | 8380 | 0.5173          | 0.7180   | 0.8167        | 0.8890           | 0.9444         | 0.8143              | 0.8773            | 0.4860                         | 0.9085              | 0.8723               | 0.8137           | 0.8708    | 0.6779         | 0.7640       | 0.4016                    | 0.8199         | 0.7152          | 0.7768      |
| 0.1797        | 22.7  | 8400 | 0.5417          | 0.7125   | 0.8097        | 0.8856           | 0.9467         | 0.8023              | 0.8736            | 0.4824                         | 0.9100              | 0.8647               | 0.7882           | 0.8699    | 0.6753         | 0.7637       | 0.4009                    | 0.8118         | 0.7142          | 0.7519      |
| 0.0471        | 22.76 | 8420 | 0.5251          | 0.7134   | 0.8135        | 0.8854           | 0.9418         | 0.8059              | 0.8730            | 0.4991                         | 0.9100              | 0.8786               | 0.7865           | 0.8730    | 0.6767         | 0.7634       | 0.4067                    | 0.8084         | 0.7168          | 0.7489      |
| 1.8129        | 22.81 | 8440 | 0.5326          | 0.7136   | 0.8113        | 0.8863           | 0.9442         | 0.8157              | 0.8823            | 0.4813                         | 0.9131              | 0.8468               | 0.7958           | 0.8704    | 0.6772         | 0.7639       | 0.3959                    | 0.8115         | 0.7163          | 0.7601      |
| 0.0702        | 22.86 | 8460 | 0.5007          | 0.7205   | 0.8175        | 0.8906           | 0.9434         | 0.8176              | 0.8802            | 0.4793                         | 0.9107              | 0.8621               | 0.8293           | 0.8719    | 0.6785         | 0.7646       | 0.3961                    | 0.8194         | 0.7236          | 0.7893      |
| 0.2248        | 22.92 | 8480 | 0.5076          | 0.7135   | 0.8099        | 0.8859           | 0.9438         | 0.8019              | 0.8837            | 0.4814                         | 0.9135              | 0.8566               | 0.7883           | 0.8710    | 0.6780         | 0.7662       | 0.4000                    | 0.8098         | 0.7182          | 0.7511      |
| 0.2697        | 22.97 | 8500 | 0.4915          | 0.7259   | 0.8197        | 0.8933           | 0.9442         | 0.8122              | 0.8709            | 0.4841                         | 0.9132              | 0.8650               | 0.8483           | 0.8728    | 0.6798         | 0.7681       | 0.4009                    | 0.8221         | 0.7301          | 0.8074      |
| 1.8602        | 23.03 | 8520 | 0.5097          | 0.7245   | 0.8202        | 0.8926           | 0.9433         | 0.8220              | 0.8762            | 0.4851                         | 0.9132              | 0.8595               | 0.8423           | 0.8723    | 0.6790         | 0.7668       | 0.4004                    | 0.8220         | 0.7252          | 0.8057      |
| 0.3626        | 23.08 | 8540 | 0.4995          | 0.7260   | 0.8212        | 0.8934           | 0.9421         | 0.8250              | 0.8667            | 0.4822                         | 0.9151              | 0.8693               | 0.8477           | 0.8733    | 0.6768         | 0.7672       | 0.4045                    | 0.8223         | 0.7280          | 0.8096      |
| 0.2036        | 23.14 | 8560 | 0.5187          | 0.7189   | 0.8157        | 0.8886           | 0.9417         | 0.8033              | 0.8733            | 0.5011                         | 0.9159              | 0.8698               | 0.8048           | 0.8731    | 0.6766         | 0.7681       | 0.4126                    | 0.8147         | 0.7170          | 0.7704      |
| 0.1444        | 23.19 | 8580 | 0.4992          | 0.7250   | 0.8230        | 0.8919           | 0.9413         | 0.8158              | 0.8798            | 0.5103                         | 0.9102              | 0.8661               | 0.8377           | 0.8739    | 0.6784         | 0.7676       | 0.4094                    | 0.8179         | 0.7304          | 0.7976      |
| 0.1331        | 23.24 | 8600 | 0.4921          | 0.7241   | 0.8201        | 0.8913           | 0.9421         | 0.8101              | 0.8725            | 0.5101                         | 0.9144              | 0.8586               | 0.8330           | 0.8749    | 0.6773         | 0.7686       | 0.4105                    | 0.8148         | 0.7293          | 0.7931      |
| 0.254         | 23.3  | 8620 | 0.5117          | 0.7183   | 0.8082        | 0.8893           | 0.9457         | 0.7872              | 0.8693            | 0.4610                         | 0.9182              | 0.8596               | 0.8163           | 0.8728    | 0.6749         | 0.7671       | 0.3950                    | 0.8112         | 0.7296          | 0.7779      |
| 0.12          | 23.35 | 8640 | 0.4869          | 0.7281   | 0.8213        | 0.8948           | 0.9427         | 0.8105              | 0.8855            | 0.4730                         | 0.9099              | 0.8586               | 0.8688           | 0.8741    | 0.6810         | 0.7663       | 0.3923                    | 0.8207         | 0.7379          | 0.8245      |
| 1.7441        | 23.41 | 8660 | 0.5007          | 0.7213   | 0.8187        | 0.8903           | 0.9439         | 0.8053              | 0.8854            | 0.4980                         | 0.9084              | 0.8654               | 0.8244           | 0.8721    | 0.6789         | 0.7667       | 0.4032                    | 0.8181         | 0.7223          | 0.7878      |
| 0.8889        | 23.46 | 8680 | 0.5140          | 0.7173   | 0.8158        | 0.8874           | 0.9437         | 0.8113              | 0.8795            | 0.5094                         | 0.9122              | 0.8550               | 0.7996           | 0.8719    | 0.6787         | 0.7683       | 0.4082                    | 0.8121         | 0.7177          | 0.7645      |
| 0.2187        | 23.51 | 8700 | 0.5315          | 0.7122   | 0.8058        | 0.8852           | 0.9448         | 0.7907              | 0.8827            | 0.4819                         | 0.9191              | 0.8391               | 0.7819           | 0.8713    | 0.6767         | 0.7678       | 0.4001                    | 0.8068         | 0.7135          | 0.7490      |
| 0.1726        | 23.57 | 8720 | 0.5219          | 0.7208   | 0.8176        | 0.8901           | 0.9434         | 0.7990              | 0.8838            | 0.5072                         | 0.9121              | 0.8546               | 0.8231           | 0.8733    | 0.6788         | 0.7678       | 0.4022                    | 0.8168         | 0.7191          | 0.7874      |
| 0.2181        | 23.62 | 8740 | 0.4934          | 0.7272   | 0.8248        | 0.8934           | 0.9440         | 0.8098              | 0.8829            | 0.5101                         | 0.9031              | 0.8627               | 0.8611           | 0.8741    | 0.6813         | 0.7682       | 0.3935                    | 0.8183         | 0.7354          | 0.8196      |
| 0.2565        | 23.68 | 8760 | 0.4912          | 0.7295   | 0.8272        | 0.8944           | 0.9397         | 0.8090              | 0.8814            | 0.5188                         | 0.9076              | 0.8659               | 0.8678           | 0.8758    | 0.6817         | 0.7680       | 0.4032                    | 0.8195         | 0.7351          | 0.8231      |
| 0.1629        | 23.73 | 8780 | 0.4825          | 0.7293   | 0.8280        | 0.8942           | 0.9405         | 0.8171              | 0.8738            | 0.5283                         | 0.9092              | 0.8651               | 0.8621           | 0.8760    | 0.6809         | 0.7685       | 0.4066                    | 0.8201         | 0.7320          | 0.8209      |
| 0.126         | 23.78 | 8800 | 0.4799          | 0.7291   | 0.8251        | 0.8943           | 0.9417         | 0.7994              | 0.8775            | 0.5131                         | 0.9056              | 0.8639               | 0.8742           | 0.8756    | 0.6799         | 0.7696       | 0.3994                    | 0.8181         | 0.7387          | 0.8223      |
| 0.0423        | 23.84 | 8820 | 0.4822          | 0.7267   | 0.8222        | 0.8933           | 0.9449         | 0.8065              | 0.8679            | 0.5014                         | 0.9043              | 0.8584               | 0.8718           | 0.8733    | 0.6748         | 0.7684       | 0.3986                    | 0.8180         | 0.7380          | 0.8157      |
| 0.0722        | 23.89 | 8840 | 0.4846          | 0.7268   | 0.8212        | 0.8935           | 0.9455         | 0.8079              | 0.8682            | 0.4985                         | 0.9091              | 0.8593               | 0.8600           | 0.8725    | 0.6769         | 0.7691       | 0.3999                    | 0.8207         | 0.7347          | 0.8140      |
| 0.1692        | 23.95 | 8860 | 0.4849          | 0.7252   | 0.8165        | 0.8938           | 0.9430         | 0.8004              | 0.8757            | 0.4576                         | 0.9146              | 0.8678               | 0.8561           | 0.8731    | 0.6779         | 0.7692       | 0.3907                    | 0.8220         | 0.7332          | 0.8105      |
| 0.1919        | 24.0  | 8880 | 0.5018          | 0.7242   | 0.8168        | 0.8932           | 0.9440         | 0.8066              | 0.8787            | 0.4622                         | 0.9135              | 0.8641               | 0.8486           | 0.8725    | 0.6800         | 0.7669       | 0.3903                    | 0.8227         | 0.7285          | 0.8086      |
| 0.8679        | 24.05 | 8900 | 0.5028          | 0.7250   | 0.8177        | 0.8936           | 0.9451         | 0.8218              | 0.8705            | 0.4622                         | 0.9143              | 0.8568               | 0.8534           | 0.8716    | 0.6796         | 0.7666       | 0.3905                    | 0.8231         | 0.7310          | 0.8129      |
| 0.2077        | 24.11 | 8920 | 0.4979          | 0.7224   | 0.8162        | 0.8920           | 0.9433         | 0.8163              | 0.8736            | 0.4651                         | 0.9154              | 0.8603               | 0.8391           | 0.8725    | 0.6799         | 0.7661       | 0.3927                    | 0.8201         | 0.7263          | 0.7994      |
| 0.051         | 24.16 | 8940 | 0.4979          | 0.7236   | 0.8172        | 0.8924           | 0.9438         | 0.8072              | 0.8834            | 0.4761                         | 0.9134              | 0.8540               | 0.8425           | 0.8723    | 0.6804         | 0.7659       | 0.3957                    | 0.8210         | 0.7257          | 0.8040      |
| 0.1098        | 24.22 | 8960 | 0.4894          | 0.7265   | 0.8226        | 0.8934           | 0.9418         | 0.8218              | 0.8761            | 0.4941                         | 0.9115              | 0.8552               | 0.8575           | 0.8732    | 0.6819         | 0.7674       | 0.3978                    | 0.8210         | 0.7304          | 0.8136      |
| 0.1552        | 24.27 | 8980 | 0.5022          | 0.7225   | 0.8175        | 0.8917           | 0.9439         | 0.8113              | 0.8826            | 0.4858                         | 0.9133              | 0.8456               | 0.8400           | 0.8717    | 0.6807         | 0.7657       | 0.3940                    | 0.8205         | 0.7217          | 0.8030      |
| 0.1509        | 24.32 | 9000 | 0.4919          | 0.7260   | 0.8194        | 0.8932           | 0.9435         | 0.8137              | 0.8731            | 0.4966                         | 0.9159              | 0.8341               | 0.8585           | 0.8724    | 0.6809         | 0.7674       | 0.3984                    | 0.8204         | 0.7264          | 0.8160      |
| 0.0315        | 24.38 | 9020 | 0.5006          | 0.7228   | 0.8186        | 0.8918           | 0.9434         | 0.8102              | 0.8798            | 0.4842                         | 0.9110              | 0.8623               | 0.8395           | 0.8721    | 0.6811         | 0.7655       | 0.3947                    | 0.8213         | 0.7231          | 0.8017      |
| 0.1435        | 24.43 | 9040 | 0.5141          | 0.7236   | 0.8165        | 0.8929           | 0.9447         | 0.8144              | 0.8749            | 0.4540                         | 0.9107              | 0.8627               | 0.8544           | 0.8711    | 0.6802         | 0.7646       | 0.3851                    | 0.8219         | 0.7322          | 0.8099      |
| 0.1574        | 24.49 | 9060 | 0.4985          | 0.7232   | 0.8187        | 0.8920           | 0.9431         | 0.8081              | 0.8763            | 0.4813                         | 0.9105              | 0.8684               | 0.8430           | 0.8722    | 0.6808         | 0.7648       | 0.3958                    | 0.8214         | 0.7244          | 0.8028      |
| 0.1673        | 24.54 | 9080 | 0.5061          | 0.7248   | 0.8204        | 0.8926           | 0.9406         | 0.8131              | 0.8784            | 0.4885                         | 0.9134              | 0.8607               | 0.8484           | 0.8727    | 0.6811         | 0.7651       | 0.3994                    | 0.8210         | 0.7274          | 0.8070      |
| 0.0692        | 24.59 | 9100 | 0.4877          | 0.7252   | 0.8227        | 0.8925           | 0.9406         | 0.8206              | 0.8784            | 0.5020                         | 0.9125              | 0.8570               | 0.8477           | 0.8735    | 0.6820         | 0.7673       | 0.4009                    | 0.8206         | 0.7253          | 0.8067      |
| 0.1526        | 24.65 | 9120 | 0.5075          | 0.7236   | 0.8160        | 0.8927           | 0.9447         | 0.8006              | 0.8741            | 0.4682                         | 0.9130              | 0.8632               | 0.8479           | 0.8717    | 0.6793         | 0.7658       | 0.3914                    | 0.8222         | 0.7281          | 0.8064      |
| 0.2667        | 24.7  | 9140 | 0.5055          | 0.7221   | 0.8171        | 0.8915           | 0.9465         | 0.8095              | 0.8718            | 0.4824                         | 0.9102              | 0.8637               | 0.8354           | 0.8704    | 0.6795         | 0.7656       | 0.3954                    | 0.8220         | 0.7233          | 0.7986      |
| 0.8373        | 24.76 | 9160 | 0.5134          | 0.7225   | 0.8152        | 0.8921           | 0.9429         | 0.8119              | 0.8808            | 0.4713                         | 0.9181              | 0.8359               | 0.8454           | 0.8719    | 0.6805         | 0.7653       | 0.3914                    | 0.8205         | 0.7209          | 0.8067      |
| 0.0706        | 24.81 | 9180 | 0.5050          | 0.7237   | 0.8180        | 0.8927           | 0.9425         | 0.8175              | 0.8720            | 0.4719                         | 0.9151              | 0.8580               | 0.8487           | 0.8723    | 0.6794         | 0.7655       | 0.3925                    | 0.8219         | 0.7268          | 0.8076      |
| 0.1659        | 24.86 | 9200 | 0.5036          | 0.7233   | 0.8150        | 0.8928           | 0.9441         | 0.8035              | 0.8738            | 0.4605                         | 0.9156              | 0.8590               | 0.8483           | 0.8719    | 0.6793         | 0.7661       | 0.3891                    | 0.8223         | 0.7273          | 0.8068      |
| 0.1071        | 24.92 | 9220 | 0.5101          | 0.7205   | 0.8141        | 0.8910           | 0.9466         | 0.8091              | 0.8670            | 0.4720                         | 0.9141              | 0.8596               | 0.8304           | 0.8698    | 0.6786         | 0.7658       | 0.3926                    | 0.8221         | 0.7203          | 0.7939      |
| 0.1413        | 24.97 | 9240 | 0.5021          | 0.7220   | 0.8156        | 0.8922           | 0.9448         | 0.8091              | 0.8790            | 0.4533                         | 0.9102              | 0.8690               | 0.8436           | 0.8711    | 0.6804         | 0.7651       | 0.3850                    | 0.8221         | 0.7272          | 0.8031      |


### Framework versions

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