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

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

# segformer-b0-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5623
- Mean Iou: 0.6727
- Mean Accuracy: 0.7881
- Overall Accuracy: 0.8652
- Accuracy Water: 0.9350
- Accuracy Whitewater: 0.7932
- Accuracy Sediment: 0.8678
- Accuracy Other Natural Terrain: 0.4618
- Accuracy Vegetation: 0.8962
- Accuracy Development: 0.8586
- Accuracy Unknown: 0.7042
- Iou Water: 0.8625
- Iou Whitewater: 0.6341
- Iou Sediment: 0.7345
- Iou Other Natural Terrain: 0.3733
- Iou Vegetation: 0.7852
- Iou Development: 0.6480
- Iou Unknown: 0.6710

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.8918        | 0.05  | 20   | 1.7193          | 0.1727   | 0.2804        | 0.4411           | 0.5409         | 0.0434              | 0.3329            | 0.0178                         | 0.5460              | 0.0013               | 0.4804           | 0.3520    | 0.0207         | 0.1753       | 0.0119                    | 0.3503         | 0.0012          | 0.2971      |
| 1.7345        | 0.11  | 40   | 1.5764          | 0.1984   | 0.2979        | 0.5306           | 0.7696         | 0.0019              | 0.2842            | 0.0009                         | 0.6406              | 0.0167               | 0.3715           | 0.4958    | 0.0019         | 0.2074       | 0.0008                    | 0.3808         | 0.0164          | 0.2855      |
| 1.4187        | 0.16  | 60   | 1.4711          | 0.2102   | 0.3017        | 0.5466           | 0.6440         | 0.0043              | 0.1627            | 0.0000                         | 0.8840              | 0.1103               | 0.3063           | 0.5401    | 0.0043         | 0.1239       | 0.0000                    | 0.4074         | 0.0965          | 0.2988      |
| 1.4688        | 0.22  | 80   | 1.3062          | 0.2133   | 0.3032        | 0.5827           | 0.7637         | 0.0044              | 0.0045            | 0.0                            | 0.8809              | 0.0455               | 0.4235           | 0.5938    | 0.0044         | 0.0045       | 0.0                       | 0.4255         | 0.0441          | 0.4209      |
| 1.3644        | 0.27  | 100  | 1.2199          | 0.2163   | 0.3081        | 0.6005           | 0.7899         | 0.0011              | 0.0045            | 0.0000                         | 0.9211              | 0.0323               | 0.4077           | 0.6126    | 0.0011         | 0.0045       | 0.0000                    | 0.4573         | 0.0319          | 0.4066      |
| 1.0937        | 0.32  | 120  | 1.1782          | 0.2625   | 0.3568        | 0.6210           | 0.7391         | 0.0022              | 0.0014            | 0.0                            | 0.9458              | 0.3827               | 0.4264           | 0.6299    | 0.0022         | 0.0014       | 0.0                       | 0.4685         | 0.3097          | 0.4258      |
| 1.3197        | 0.38  | 140  | 1.0962          | 0.2866   | 0.3827        | 0.6571           | 0.8418         | 0.0011              | 0.0354            | 0.0                            | 0.9075              | 0.4358               | 0.4571           | 0.6282    | 0.0011         | 0.0352       | 0.0                       | 0.5366         | 0.3545          | 0.4503      |
| 1.4908        | 0.43  | 160  | 1.0924          | 0.2377   | 0.3386        | 0.6230           | 0.8492         | 0.0002              | 0.0202            | 0.0                            | 0.9143              | 0.4159               | 0.1706           | 0.5894    | 0.0002         | 0.0201       | 0.0                       | 0.5381         | 0.3457          | 0.1701      |
| 1.3088        | 0.49  | 180  | 1.0883          | 0.3033   | 0.4110        | 0.6656           | 0.8145         | 0.0010              | 0.0251            | 0.0                            | 0.9013              | 0.6596               | 0.4751           | 0.6515    | 0.0010         | 0.0249       | 0.0                       | 0.5307         | 0.4522          | 0.4629      |
| 1.3351        | 0.54  | 200  | 1.0277          | 0.3329   | 0.4414        | 0.6842           | 0.8636         | 0.0003              | 0.2249            | 0.0                            | 0.8420              | 0.7113               | 0.4476           | 0.6386    | 0.0003         | 0.2095       | 0.0                       | 0.5669         | 0.4778          | 0.4369      |
| 0.9563        | 0.59  | 220  | 0.9793          | 0.3252   | 0.4197        | 0.6917           | 0.8619         | 0.0000              | 0.1276            | 0.0                            | 0.9385              | 0.5410               | 0.4693           | 0.6530    | 0.0000         | 0.1189       | 0.0                       | 0.5926         | 0.4505          | 0.4614      |
| 1.6368        | 0.65  | 240  | 0.9654          | 0.3092   | 0.4278        | 0.6742           | 0.9174         | 0.0000              | 0.0367            | 0.0                            | 0.7668              | 0.8127               | 0.4611           | 0.6101    | 0.0000         | 0.0352       | 0.0                       | 0.5999         | 0.4659          | 0.4536      |
| 1.2383        | 0.7   | 260  | 0.9034          | 0.3361   | 0.4408        | 0.6979           | 0.8898         | 0.0146              | 0.1503            | 0.0                            | 0.8741              | 0.6727               | 0.4841           | 0.6644    | 0.0146         | 0.1272       | 0.0                       | 0.6105         | 0.4607          | 0.4755      |
| 0.966         | 0.76  | 280  | 0.9015          | 0.3846   | 0.5006        | 0.7293           | 0.8605         | 0.0006              | 0.5635            | 0.0                            | 0.8861              | 0.7457               | 0.4476           | 0.7257    | 0.0006         | 0.4458       | 0.0                       | 0.6134         | 0.4652          | 0.4414      |
| 0.8036        | 0.81  | 300  | 0.8702          | 0.4024   | 0.5103        | 0.7417           | 0.8892         | 0.0433              | 0.5619            | 0.0                            | 0.8853              | 0.7095               | 0.4831           | 0.7200    | 0.0431         | 0.4450       | 0.0                       | 0.6358         | 0.4982          | 0.4749      |
| 1.8788        | 0.86  | 320  | 0.9053          | 0.3852   | 0.4851        | 0.7214           | 0.8172         | 0.0141              | 0.4872            | 0.0                            | 0.9433              | 0.6384               | 0.4953           | 0.7043    | 0.0141         | 0.4128       | 0.0                       | 0.5845         | 0.4948          | 0.4857      |
| 1.0235        | 0.92  | 340  | 0.8610          | 0.4022   | 0.5153        | 0.7435           | 0.8529         | 0.0031              | 0.6195            | 0.0                            | 0.9151              | 0.7351               | 0.4814           | 0.7156    | 0.0031         | 0.4456       | 0.0                       | 0.6495         | 0.5282          | 0.4737      |
| 0.8514        | 0.97  | 360  | 0.8345          | 0.4126   | 0.5193        | 0.7475           | 0.8544         | 0.0043              | 0.6011            | 0.0                            | 0.9183              | 0.7568               | 0.5005           | 0.7119    | 0.0043         | 0.4706       | 0.0                       | 0.6386         | 0.5719          | 0.4909      |
| 1.0291        | 1.03  | 380  | 0.8402          | 0.4046   | 0.5075        | 0.7456           | 0.8620         | 0.0020              | 0.5536            | 0.0                            | 0.9357              | 0.7096               | 0.4894           | 0.7507    | 0.0020         | 0.4354       | 0.0                       | 0.6173         | 0.5464          | 0.4805      |
| 1.1258        | 1.08  | 400  | 0.7705          | 0.4226   | 0.5354        | 0.7634           | 0.8991         | 0.0015              | 0.7193            | 0.0                            | 0.8843              | 0.7248               | 0.5188           | 0.7481    | 0.0015         | 0.4673       | 0.0                       | 0.6767         | 0.5566          | 0.5081      |
| 0.8487        | 1.14  | 420  | 0.7630          | 0.4201   | 0.5532        | 0.7603           | 0.8919         | 0.0069              | 0.7735            | 0.0                            | 0.8280              | 0.8472               | 0.5247           | 0.7714    | 0.0069         | 0.4792       | 0.0                       | 0.6687         | 0.5018          | 0.5125      |
| 0.6441        | 1.19  | 440  | 0.7593          | 0.4276   | 0.5465        | 0.7673           | 0.8787         | 0.0023              | 0.7789            | 0.0                            | 0.8986              | 0.7592               | 0.5079           | 0.7620    | 0.0023         | 0.4709       | 0.0                       | 0.6852         | 0.5745          | 0.4980      |
| 0.6257        | 1.24  | 460  | 0.7332          | 0.4234   | 0.5433        | 0.7613           | 0.9047         | 0.0039              | 0.7208            | 0.0                            | 0.8481              | 0.8191               | 0.5064           | 0.7406    | 0.0039         | 0.4672       | 0.0                       | 0.6759         | 0.5938          | 0.4821      |
| 0.7471        | 1.3   | 480  | 0.7498          | 0.4315   | 0.5477        | 0.7725           | 0.8824         | 0.0013              | 0.7628            | 0.0                            | 0.9170              | 0.7679               | 0.5025           | 0.7805    | 0.0013         | 0.4620       | 0.0                       | 0.6898         | 0.5965          | 0.4902      |
| 1.0338        | 1.35  | 500  | 0.7265          | 0.4301   | 0.5589        | 0.7690           | 0.9020         | 0.0100              | 0.8015            | 0.0                            | 0.8450              | 0.8507               | 0.5031           | 0.7667    | 0.0100         | 0.4858       | 0.0                       | 0.6891         | 0.5731          | 0.4860      |
| 0.805         | 1.41  | 520  | 0.7307          | 0.4291   | 0.5473        | 0.7705           | 0.8844         | 0.0121              | 0.7645            | 0.0                            | 0.9085              | 0.7607               | 0.5011           | 0.7774    | 0.0121         | 0.4729       | 0.0                       | 0.6874         | 0.5640          | 0.4897      |
| 0.6595        | 1.46  | 540  | 0.7358          | 0.4299   | 0.5427        | 0.7734           | 0.8996         | 0.0019              | 0.7720            | 0.0                            | 0.9123              | 0.7089               | 0.5043           | 0.7795    | 0.0019         | 0.4719       | 0.0                       | 0.6933         | 0.5699          | 0.4928      |
| 0.9708        | 1.51  | 560  | 0.7056          | 0.4360   | 0.5508        | 0.7759           | 0.9059         | 0.0161              | 0.7943            | 0.0                            | 0.8916              | 0.7169               | 0.5305           | 0.7756    | 0.0161         | 0.4793       | 0.0                       | 0.6996         | 0.5675          | 0.5139      |
| 0.6226        | 1.57  | 580  | 0.6977          | 0.4411   | 0.5595        | 0.7764           | 0.9063         | 0.0471              | 0.7767            | 0.0                            | 0.8832              | 0.8029               | 0.5004           | 0.7768    | 0.0469         | 0.5102       | 0.0                       | 0.6885         | 0.5758          | 0.4894      |
| 0.7565        | 1.62  | 600  | 0.7041          | 0.4387   | 0.5619        | 0.7778           | 0.9083         | 0.0157              | 0.8400            | 0.0                            | 0.8738              | 0.8083               | 0.4871           | 0.7897    | 0.0156         | 0.4905       | 0.0                       | 0.6963         | 0.6002          | 0.4784      |
| 0.5521        | 1.68  | 620  | 0.7061          | 0.4544   | 0.5870        | 0.7725           | 0.8670         | 0.1400              | 0.8665            | 0.0                            | 0.8503              | 0.8462               | 0.5391           | 0.7733    | 0.1378         | 0.4755       | 0.0                       | 0.6865         | 0.5847          | 0.5230      |
| 0.707         | 1.73  | 640  | 0.6628          | 0.4732   | 0.5828        | 0.7900           | 0.8971         | 0.1696              | 0.8091            | 0.0                            | 0.9136              | 0.7388               | 0.5517           | 0.7858    | 0.1663         | 0.5278       | 0.0                       | 0.7063         | 0.6084          | 0.5177      |
| 1.0796        | 1.78  | 660  | 0.6726          | 0.4779   | 0.5918        | 0.7888           | 0.8877         | 0.2018              | 0.7916            | 0.0                            | 0.8991              | 0.7893               | 0.5730           | 0.7806    | 0.1955         | 0.5498       | 0.0                       | 0.6949         | 0.5827          | 0.5416      |
| 0.9266        | 1.84  | 680  | 0.6593          | 0.5070   | 0.6127        | 0.8028           | 0.9008         | 0.2913              | 0.8170            | 0.0                            | 0.9117              | 0.7941               | 0.5741           | 0.7853    | 0.2819         | 0.5686       | 0.0                       | 0.7127         | 0.6494          | 0.5514      |
| 0.7291        | 1.89  | 700  | 0.6523          | 0.4940   | 0.6103        | 0.7972           | 0.8992         | 0.2367              | 0.8321            | 0.0                            | 0.8779              | 0.8411               | 0.5854           | 0.7879    | 0.2302         | 0.5592       | 0.0                       | 0.7064         | 0.6340          | 0.5404      |
| 0.8694        | 1.95  | 720  | 0.6745          | 0.4995   | 0.6173        | 0.7923           | 0.8782         | 0.3193              | 0.8501            | 0.0                            | 0.8786              | 0.7964               | 0.5984           | 0.7721    | 0.3056         | 0.5273       | 0.0                       | 0.7049         | 0.6283          | 0.5584      |
| 1.7218        | 2.0   | 740  | 0.6700          | 0.4717   | 0.5913        | 0.7880           | 0.8848         | 0.1685              | 0.8075            | 0.0                            | 0.8923              | 0.8161               | 0.5699           | 0.7854    | 0.1620         | 0.5054       | 0.0                       | 0.7067         | 0.5921          | 0.5502      |
| 0.4978        | 2.05  | 760  | 0.6541          | 0.4704   | 0.5745        | 0.7877           | 0.9258         | 0.1740              | 0.7733            | 0.0                            | 0.8958              | 0.7236               | 0.5287           | 0.7626    | 0.1699         | 0.5321       | 0.0                       | 0.7128         | 0.6039          | 0.5115      |
| 0.8582        | 2.11  | 780  | 0.6597          | 0.4905   | 0.6135        | 0.7888           | 0.9046         | 0.3376              | 0.8279            | 0.0                            | 0.8577              | 0.8390               | 0.5275           | 0.7782    | 0.3232         | 0.5294       | 0.0                       | 0.7078         | 0.5849          | 0.5102      |
| 0.633         | 2.16  | 800  | 0.6661          | 0.4831   | 0.6051        | 0.7874           | 0.8967         | 0.2465              | 0.8789            | 0.0                            | 0.8573              | 0.8117               | 0.5447           | 0.7755    | 0.2375         | 0.4916       | 0.0                       | 0.7147         | 0.6395          | 0.5230      |
| 1.4596        | 2.22  | 820  | 0.6347          | 0.5191   | 0.6249        | 0.8042           | 0.9117         | 0.4367              | 0.8109            | 0.0                            | 0.9090              | 0.7481               | 0.5578           | 0.7954    | 0.3907         | 0.5809       | 0.0                       | 0.7080         | 0.6254          | 0.5331      |
| 0.601         | 2.27  | 840  | 0.6471          | 0.5134   | 0.6395        | 0.7974           | 0.8891         | 0.4640              | 0.8585            | 0.0                            | 0.8679              | 0.8283               | 0.5684           | 0.7916    | 0.4042         | 0.5491       | 0.0                       | 0.7069         | 0.5984          | 0.5439      |
| 0.8714        | 2.32  | 860  | 0.6454          | 0.4995   | 0.6313        | 0.7899           | 0.9040         | 0.4213              | 0.8301            | 0.0                            | 0.8325              | 0.8916               | 0.5394           | 0.7891    | 0.3825         | 0.5357       | 0.0                       | 0.7025         | 0.5716          | 0.5154      |
| 0.3849        | 2.38  | 880  | 0.6597          | 0.5007   | 0.6236        | 0.7912           | 0.8757         | 0.4116              | 0.8674            | 0.0                            | 0.8986              | 0.8036               | 0.5086           | 0.7868    | 0.3641         | 0.5492       | 0.0                       | 0.7008         | 0.6138          | 0.4901      |
| 1.2203        | 2.43  | 900  | 0.6092          | 0.5375   | 0.6520        | 0.8113           | 0.8990         | 0.4998              | 0.8413            | 0.0                            | 0.8912              | 0.8383               | 0.5944           | 0.8056    | 0.4552         | 0.5965       | 0.0                       | 0.7110         | 0.6271          | 0.5673      |
| 1.4719        | 2.49  | 920  | 0.6381          | 0.5216   | 0.6461        | 0.8020           | 0.8982         | 0.4487              | 0.8563            | 0.0                            | 0.8560              | 0.8911               | 0.5721           | 0.7961    | 0.4188         | 0.5478       | 0.0                       | 0.7080         | 0.6255          | 0.5553      |
| 0.5822        | 2.54  | 940  | 0.6128          | 0.5316   | 0.6511        | 0.8083           | 0.9166         | 0.4697              | 0.8254            | 0.0                            | 0.8433              | 0.8752               | 0.6274           | 0.8004    | 0.4234         | 0.5934       | 0.0                       | 0.7031         | 0.6141          | 0.5868      |
| 0.7751        | 2.59  | 960  | 0.6458          | 0.5183   | 0.6342        | 0.7965           | 0.8834         | 0.4694              | 0.8481            | 0.0                            | 0.8865              | 0.7793               | 0.5723           | 0.7852    | 0.4221         | 0.5597       | 0.0                       | 0.6898         | 0.6233          | 0.5478      |
| 0.5398        | 2.65  | 980  | 0.6642          | 0.5192   | 0.6348        | 0.8001           | 0.8881         | 0.4618              | 0.8596            | 0.0                            | 0.8994              | 0.7910               | 0.5438           | 0.7951    | 0.4210         | 0.5874       | 0.0                       | 0.6965         | 0.6055          | 0.5290      |
| 0.5462        | 2.7   | 1000 | 0.6117          | 0.5356   | 0.6542        | 0.8084           | 0.9082         | 0.5472              | 0.8328            | 0.0                            | 0.8742              | 0.8405               | 0.5768           | 0.8055    | 0.4731         | 0.6383       | 0.0                       | 0.7055         | 0.5906          | 0.5362      |
| 0.5752        | 2.76  | 1020 | 0.5982          | 0.5459   | 0.6724        | 0.8126           | 0.9176         | 0.6415              | 0.8624            | 0.0                            | 0.8507              | 0.8415               | 0.5931           | 0.8114    | 0.5356         | 0.6234       | 0.0                       | 0.7167         | 0.5743          | 0.5601      |
| 0.4168        | 2.81  | 1040 | 0.5931          | 0.5564   | 0.6828        | 0.8147           | 0.9003         | 0.6922              | 0.8110            | 0.0                            | 0.8597              | 0.8835               | 0.6333           | 0.8143    | 0.5762         | 0.6246       | 0.0                       | 0.7075         | 0.5753          | 0.5968      |
| 0.7502        | 2.86  | 1060 | 0.6416          | 0.5307   | 0.6359        | 0.8077           | 0.8980         | 0.4684              | 0.8150            | 0.0                            | 0.9167              | 0.7774               | 0.5756           | 0.7966    | 0.4156         | 0.5952       | 0.0                       | 0.7011         | 0.6494          | 0.5574      |
| 0.5585        | 2.92  | 1080 | 0.6311          | 0.5220   | 0.6417        | 0.7992           | 0.8896         | 0.5217              | 0.8075            | 0.0                            | 0.8910              | 0.8420               | 0.5397           | 0.7942    | 0.4276         | 0.5806       | 0.0                       | 0.6879         | 0.6416          | 0.5220      |
| 0.4358        | 2.97  | 1100 | 0.6318          | 0.5211   | 0.6573        | 0.7999           | 0.9171         | 0.5707              | 0.8834            | 0.0                            | 0.8245              | 0.8599               | 0.5453           | 0.8009    | 0.4507         | 0.5733       | 0.0                       | 0.7041         | 0.5903          | 0.5281      |
| 0.5323        | 3.03  | 1120 | 0.6157          | 0.5255   | 0.6448        | 0.8043           | 0.9121         | 0.5605              | 0.8359            | 0.0                            | 0.8909              | 0.7976               | 0.5171           | 0.7957    | 0.4574         | 0.5840       | 0.0                       | 0.7154         | 0.6209          | 0.5050      |
| 1.4922        | 3.08  | 1140 | 0.5830          | 0.5558   | 0.6738        | 0.8193           | 0.8983         | 0.6717              | 0.7827            | 0.0                            | 0.9085              | 0.8377               | 0.6176           | 0.8102    | 0.5282         | 0.6159       | 0.0                       | 0.7224         | 0.6188          | 0.5951      |
| 0.905         | 3.14  | 1160 | 0.6268          | 0.5329   | 0.6528        | 0.8065           | 0.9004         | 0.6026              | 0.7946            | 0.0                            | 0.9055              | 0.8473               | 0.5189           | 0.8097    | 0.4889         | 0.6292       | 0.0                       | 0.7028         | 0.5942          | 0.5058      |
| 0.4622        | 3.19  | 1180 | 0.6206          | 0.5311   | 0.6563        | 0.8050           | 0.9011         | 0.5779              | 0.8503            | 0.0                            | 0.8797              | 0.8638               | 0.5209           | 0.8079    | 0.4911         | 0.5924       | 0.0                       | 0.7049         | 0.6144          | 0.5068      |
| 0.5271        | 3.24  | 1200 | 0.6157          | 0.5261   | 0.6494        | 0.8038           | 0.9144         | 0.5465              | 0.8353            | 0.0                            | 0.8696              | 0.8630               | 0.5168           | 0.7968    | 0.4564         | 0.6118       | 0.0                       | 0.7074         | 0.6059          | 0.5047      |
| 0.9229        | 3.3   | 1220 | 0.6206          | 0.5348   | 0.6459        | 0.8082           | 0.9024         | 0.5207              | 0.8407            | 0.0                            | 0.9007              | 0.7977               | 0.5593           | 0.7937    | 0.4644         | 0.5994       | 0.0                       | 0.7102         | 0.6312          | 0.5446      |
| 0.4475        | 3.35  | 1240 | 0.5675          | 0.5617   | 0.6869        | 0.8216           | 0.9038         | 0.6556              | 0.8544            | 0.0                            | 0.8640              | 0.8840               | 0.6468           | 0.8035    | 0.5272         | 0.6271       | 0.0                       | 0.7288         | 0.6313          | 0.6141      |
| 0.8273        | 3.41  | 1260 | 0.5897          | 0.5387   | 0.6604        | 0.8106           | 0.9155         | 0.6027              | 0.8155            | 0.0                            | 0.8795              | 0.8706               | 0.5392           | 0.8115    | 0.4920         | 0.6339       | 0.0                       | 0.7088         | 0.6035          | 0.5213      |
| 0.8445        | 3.46  | 1280 | 0.5881          | 0.5517   | 0.6685        | 0.8180           | 0.9075         | 0.5773              | 0.8793            | 0.0                            | 0.8810              | 0.8250               | 0.6090           | 0.8071    | 0.4827         | 0.6277       | 0.0                       | 0.7168         | 0.6484          | 0.5791      |
| 0.5038        | 3.51  | 1300 | 0.5519          | 0.5688   | 0.7024        | 0.8281           | 0.9145         | 0.7231              | 0.8304            | 0.0                            | 0.8471              | 0.9131               | 0.6886           | 0.8257    | 0.5266         | 0.6363       | 0.0                       | 0.7309         | 0.6172          | 0.6449      |
| 0.4296        | 3.57  | 1320 | 0.5802          | 0.5484   | 0.6625        | 0.8170           | 0.9158         | 0.6329              | 0.8172            | 0.0                            | 0.9068              | 0.8018               | 0.5628           | 0.8104    | 0.4718         | 0.6517       | 0.0                       | 0.7124         | 0.6451          | 0.5477      |
| 0.5717        | 3.62  | 1340 | 0.5777          | 0.5486   | 0.6612        | 0.8183           | 0.9252         | 0.6061              | 0.8297            | 0.0                            | 0.8899              | 0.7750               | 0.6025           | 0.8064    | 0.4720         | 0.6430       | 0.0                       | 0.7218         | 0.6265          | 0.5707      |
| 0.4692        | 3.68  | 1360 | 0.5589          | 0.5593   | 0.6794        | 0.8238           | 0.9229         | 0.7314              | 0.7653            | 0.0                            | 0.8978              | 0.8213               | 0.6173           | 0.8284    | 0.5364         | 0.6409       | 0.0                       | 0.7255         | 0.5961          | 0.5880      |
| 0.9474        | 3.73  | 1380 | 0.5681          | 0.5563   | 0.6881        | 0.8227           | 0.9280         | 0.7145              | 0.8634            | 0.0000                         | 0.8562              | 0.8445               | 0.6103           | 0.8155    | 0.5035         | 0.6284       | 0.0000                    | 0.7389         | 0.6303          | 0.5775      |
| 0.6326        | 3.78  | 1400 | 0.5931          | 0.5372   | 0.6662        | 0.8062           | 0.8762         | 0.6766              | 0.7972            | 0.0                            | 0.9048              | 0.8369               | 0.5716           | 0.8109    | 0.5082         | 0.6344       | 0.0                       | 0.7019         | 0.5620          | 0.5426      |
| 0.4007        | 3.84  | 1420 | 0.5790          | 0.5556   | 0.6863        | 0.8183           | 0.9088         | 0.7367              | 0.8316            | 0.0                            | 0.8792              | 0.8775               | 0.5703           | 0.8234    | 0.5635         | 0.6644       | 0.0                       | 0.7271         | 0.5694          | 0.5416      |
| 1.3718        | 3.89  | 1440 | 0.5735          | 0.5613   | 0.6804        | 0.8208           | 0.9062         | 0.7251              | 0.8503            | 0.0                            | 0.9035              | 0.7900               | 0.5878           | 0.8209    | 0.5868         | 0.6476       | 0.0                       | 0.7246         | 0.5962          | 0.5531      |
| 0.7903        | 3.95  | 1460 | 0.5873          | 0.5618   | 0.6832        | 0.8206           | 0.9125         | 0.7309              | 0.8171            | 0.0                            | 0.8936              | 0.8601               | 0.5679           | 0.8205    | 0.5733         | 0.6697       | 0.0                       | 0.7192         | 0.6095          | 0.5407      |
| 0.512         | 4.0   | 1480 | 0.5747          | 0.5644   | 0.6828        | 0.8243           | 0.9071         | 0.6266              | 0.8633            | 0.0000                         | 0.8783              | 0.8651               | 0.6392           | 0.8203    | 0.5268         | 0.6503       | 0.0000                    | 0.7197         | 0.6390          | 0.5948      |
| 0.4918        | 4.05  | 1500 | 0.5820          | 0.5489   | 0.6696        | 0.8169           | 0.9177         | 0.6180              | 0.8528            | 0.0                            | 0.8793              | 0.8559               | 0.5635           | 0.8149    | 0.5138         | 0.6522       | 0.0                       | 0.7225         | 0.6043          | 0.5349      |
| 0.4678        | 4.11  | 1520 | 0.6087          | 0.5394   | 0.6687        | 0.8106           | 0.9274         | 0.6128              | 0.8787            | 0.0                            | 0.8396              | 0.8703               | 0.5520           | 0.8003    | 0.4943         | 0.6040       | 0.0                       | 0.7242         | 0.6282          | 0.5246      |
| 0.6285        | 4.16  | 1540 | 0.5382          | 0.5858   | 0.6969        | 0.8364           | 0.9086         | 0.7194              | 0.7957            | 0.0                            | 0.9050              | 0.8349               | 0.7145           | 0.8203    | 0.5592         | 0.6585       | 0.0                       | 0.7374         | 0.6619          | 0.6633      |
| 0.6506        | 4.22  | 1560 | 0.5732          | 0.5727   | 0.7064        | 0.8251           | 0.8964         | 0.7515              | 0.8682            | 0.0                            | 0.8521              | 0.8956               | 0.6814           | 0.8130    | 0.5842         | 0.6351       | 0.0                       | 0.7296         | 0.6131          | 0.6338      |
| 1.1357        | 4.27  | 1580 | 0.5978          | 0.5622   | 0.6969        | 0.8166           | 0.8816         | 0.7460              | 0.8690            | 0.0000                         | 0.8663              | 0.8874               | 0.6278           | 0.8044    | 0.5791         | 0.6317       | 0.0000                    | 0.7147         | 0.6154          | 0.5901      |
| 0.2342        | 4.32  | 1600 | 0.5353          | 0.5818   | 0.6911        | 0.8358           | 0.9226         | 0.6381              | 0.8740            | 0.0                            | 0.8832              | 0.8322               | 0.6878           | 0.8177    | 0.5366         | 0.6566       | 0.0                       | 0.7418         | 0.6754          | 0.6444      |
| 0.5215        | 4.38  | 1620 | 0.5653          | 0.5826   | 0.7052        | 0.8306           | 0.8828         | 0.7192              | 0.8553            | 0.0                            | 0.8865              | 0.8863               | 0.7066           | 0.8184    | 0.5859         | 0.6445       | 0.0                       | 0.7251         | 0.6396          | 0.6645      |
| 0.4747        | 4.43  | 1640 | 0.5402          | 0.5945   | 0.6921        | 0.8398           | 0.9091         | 0.6950              | 0.8312            | 0.0000                         | 0.9347              | 0.8026               | 0.6723           | 0.8256    | 0.5859         | 0.6881       | 0.0000                    | 0.7343         | 0.6876          | 0.6398      |
| 0.6128        | 4.49  | 1660 | 0.5718          | 0.5589   | 0.6790        | 0.8209           | 0.8961         | 0.6727              | 0.8204            | 0.0000                         | 0.9052              | 0.8508               | 0.6080           | 0.8185    | 0.5291         | 0.6520       | 0.0000                    | 0.7192         | 0.6172          | 0.5765      |
| 0.2766        | 4.54  | 1680 | 0.5788          | 0.5643   | 0.6806        | 0.8226           | 0.9251         | 0.6560              | 0.8687            | 0.0077                         | 0.8706              | 0.8393               | 0.5967           | 0.7968    | 0.5506         | 0.6391       | 0.0077                    | 0.7420         | 0.6559          | 0.5582      |
| 0.2948        | 4.59  | 1700 | 0.5707          | 0.5612   | 0.6972        | 0.8169           | 0.9039         | 0.7249              | 0.8812            | 0.0081                         | 0.8377              | 0.9124               | 0.6121           | 0.8117    | 0.5882         | 0.6349       | 0.0081                    | 0.7206         | 0.5851          | 0.5795      |
| 0.3632        | 4.65  | 1720 | 0.5597          | 0.5625   | 0.6832        | 0.8221           | 0.9165         | 0.6722              | 0.8268            | 0.0017                         | 0.8751              | 0.8909               | 0.5992           | 0.8197    | 0.5395         | 0.6857       | 0.0017                    | 0.7176         | 0.5985          | 0.5751      |
| 0.7137        | 4.7   | 1740 | 0.5293          | 0.5873   | 0.7059        | 0.8375           | 0.9225         | 0.6963              | 0.8871            | 0.0014                         | 0.8582              | 0.8565               | 0.7193           | 0.8217    | 0.5819         | 0.6560       | 0.0014                    | 0.7503         | 0.6442          | 0.6558      |
| 0.5214        | 4.76  | 1760 | 0.6018          | 0.5472   | 0.6769        | 0.8144           | 0.8909         | 0.6723              | 0.8731            | 0.0007                         | 0.8989              | 0.8630               | 0.5395           | 0.8070    | 0.5450         | 0.6117       | 0.0007                    | 0.7372         | 0.6042          | 0.5249      |
| 0.7893        | 4.81  | 1780 | 0.5410          | 0.5696   | 0.6921        | 0.8304           | 0.9258         | 0.7175              | 0.8546            | 0.0053                         | 0.8915              | 0.8629               | 0.5872           | 0.8314    | 0.5685         | 0.6618       | 0.0053                    | 0.7506         | 0.6005          | 0.5689      |
| 0.6492        | 4.86  | 1800 | 0.5016          | 0.5866   | 0.7164        | 0.8367           | 0.9144         | 0.7949              | 0.8595            | 0.0075                         | 0.8661              | 0.8741               | 0.6979           | 0.8302    | 0.5910         | 0.6652       | 0.0075                    | 0.7486         | 0.6090          | 0.6545      |
| 0.9307        | 4.92  | 1820 | 0.6095          | 0.5562   | 0.6734        | 0.8185           | 0.8876         | 0.6798              | 0.8457            | 0.0089                         | 0.9298              | 0.7853               | 0.5768           | 0.8244    | 0.5488         | 0.6359       | 0.0089                    | 0.7156         | 0.6049          | 0.5550      |
| 0.529         | 4.97  | 1840 | 0.5614          | 0.5665   | 0.7047        | 0.8214           | 0.9151         | 0.7776              | 0.8282            | 0.0113                         | 0.8368              | 0.9391               | 0.6250           | 0.8412    | 0.5963         | 0.6488       | 0.0113                    | 0.7158         | 0.5452          | 0.6069      |
| 0.2773        | 5.03  | 1860 | 0.5529          | 0.5571   | 0.6964        | 0.8181           | 0.9077         | 0.7713              | 0.8739            | 0.0114                         | 0.8624              | 0.8838               | 0.5643           | 0.8251    | 0.5760         | 0.6370       | 0.0114                    | 0.7278         | 0.5741          | 0.5487      |
| 0.4749        | 5.08  | 1880 | 0.5495          | 0.5629   | 0.6825        | 0.8211           | 0.9125         | 0.6960              | 0.8125            | 0.0018                         | 0.8876              | 0.8863               | 0.5807           | 0.8330    | 0.5630         | 0.6739       | 0.0018                    | 0.7048         | 0.6004          | 0.5633      |
| 0.4585        | 5.14  | 1900 | 0.5019          | 0.5957   | 0.7016        | 0.8446           | 0.9259         | 0.6945              | 0.8400            | 0.0083                         | 0.9009              | 0.8140               | 0.7277           | 0.8350    | 0.5602         | 0.6641       | 0.0083                    | 0.7504         | 0.6860          | 0.6661      |
| 0.3767        | 5.19  | 1920 | 0.5028          | 0.6065   | 0.7162        | 0.8504           | 0.9171         | 0.7181              | 0.8873            | 0.0137                         | 0.9035              | 0.8396               | 0.7343           | 0.8373    | 0.5701         | 0.6570       | 0.0137                    | 0.7620         | 0.7054          | 0.6996      |
| 0.5811        | 5.24  | 1940 | 0.5328          | 0.5896   | 0.7102        | 0.8374           | 0.8970         | 0.7538              | 0.8430            | 0.0147                         | 0.9083              | 0.8917               | 0.6627           | 0.8298    | 0.5675         | 0.6780       | 0.0147                    | 0.7366         | 0.6627          | 0.6381      |
| 0.2943        | 5.3   | 1960 | 0.5441          | 0.5841   | 0.7039        | 0.8356           | 0.9137         | 0.7021              | 0.8836            | 0.0193                         | 0.8929              | 0.9032               | 0.6128           | 0.8340    | 0.5624         | 0.6785       | 0.0193                    | 0.7361         | 0.6576          | 0.6009      |
| 0.9911        | 5.35  | 1980 | 0.5021          | 0.5983   | 0.7078        | 0.8456           | 0.9171         | 0.6996              | 0.8736            | 0.0114                         | 0.9105              | 0.8646               | 0.6778           | 0.8358    | 0.5712         | 0.6990       | 0.0114                    | 0.7547         | 0.6683          | 0.6477      |
| 0.4811        | 5.41  | 2000 | 0.5077          | 0.5957   | 0.6988        | 0.8434           | 0.9161         | 0.7256              | 0.8299            | 0.0021                         | 0.9330              | 0.8143               | 0.6704           | 0.8337    | 0.6157         | 0.6976       | 0.0021                    | 0.7587         | 0.6317          | 0.6301      |
| 0.8693        | 5.46  | 2020 | 0.5214          | 0.5831   | 0.7098        | 0.8312           | 0.9025         | 0.7751              | 0.8384            | 0.0191                         | 0.8831              | 0.9084               | 0.6424           | 0.8261    | 0.6114         | 0.6946       | 0.0191                    | 0.7439         | 0.5852          | 0.6011      |
| 0.2629        | 5.51  | 2040 | 0.5389          | 0.5766   | 0.6935        | 0.8304           | 0.8984         | 0.7055              | 0.8756            | 0.0160                         | 0.9180              | 0.8321               | 0.6089           | 0.8185    | 0.5637         | 0.6458       | 0.0160                    | 0.7407         | 0.6584          | 0.5930      |
| 0.5983        | 5.57  | 2060 | 0.5215          | 0.5926   | 0.7057        | 0.8418           | 0.9272         | 0.6796              | 0.8348            | 0.0051                         | 0.8709              | 0.8959               | 0.7261           | 0.8198    | 0.5523         | 0.6703       | 0.0051                    | 0.7514         | 0.6467          | 0.7023      |
| 0.6783        | 5.62  | 2080 | 0.5297          | 0.5710   | 0.6885        | 0.8250           | 0.8661         | 0.6293              | 0.8457            | 0.0008                         | 0.9098              | 0.8786               | 0.6894           | 0.7844    | 0.5458         | 0.6620       | 0.0008                    | 0.7547         | 0.6589          | 0.5906      |
| 0.4304        | 5.68  | 2100 | 0.4993          | 0.5839   | 0.7012        | 0.8379           | 0.9178         | 0.7202              | 0.8293            | 0.0068                         | 0.9013              | 0.8785               | 0.6541           | 0.8382    | 0.5555         | 0.6628       | 0.0068                    | 0.7406         | 0.6475          | 0.6360      |
| 0.3824        | 5.73  | 2120 | 0.4916          | 0.5969   | 0.7026        | 0.8457           | 0.9108         | 0.6992              | 0.8451            | 0.0079                         | 0.9298              | 0.8291               | 0.6960           | 0.8288    | 0.5670         | 0.6614       | 0.0079                    | 0.7618         | 0.6754          | 0.6761      |
| 0.7007        | 5.78  | 2140 | 0.5077          | 0.6003   | 0.7136        | 0.8472           | 0.9141         | 0.7104              | 0.8430            | 0.0111                         | 0.9030              | 0.9038               | 0.7099           | 0.8433    | 0.5740         | 0.6823       | 0.0111                    | 0.7534         | 0.6566          | 0.6813      |
| 0.4526        | 5.84  | 2160 | 0.5272          | 0.5872   | 0.7046        | 0.8386           | 0.9358         | 0.6809              | 0.8636            | 0.0208                         | 0.8645              | 0.9098               | 0.6565           | 0.8323    | 0.5757         | 0.6451       | 0.0208                    | 0.7509         | 0.6473          | 0.6383      |
| 0.3063        | 5.89  | 2180 | 0.4966          | 0.6144   | 0.7292        | 0.8525           | 0.9113         | 0.7646              | 0.8758            | 0.0142                         | 0.8925              | 0.8908               | 0.7556           | 0.8446    | 0.6211         | 0.6779       | 0.0142                    | 0.7583         | 0.6640          | 0.7208      |
| 0.471         | 5.95  | 2200 | 0.4718          | 0.6245   | 0.7334        | 0.8579           | 0.9032         | 0.8068              | 0.8643            | 0.0155                         | 0.9238              | 0.8437               | 0.7766           | 0.8394    | 0.6220         | 0.6942       | 0.0155                    | 0.7690         | 0.7039          | 0.7275      |
| 0.5611        | 6.0   | 2220 | 0.4877          | 0.6064   | 0.7223        | 0.8489           | 0.9266         | 0.7817              | 0.8686            | 0.0228                         | 0.8988              | 0.8901               | 0.6678           | 0.8405    | 0.6022         | 0.6804       | 0.0227                    | 0.7606         | 0.6815          | 0.6570      |
| 0.5276        | 6.05  | 2240 | 0.5347          | 0.5952   | 0.7096        | 0.8400           | 0.9017         | 0.7739              | 0.8627            | 0.0214                         | 0.9279              | 0.8451               | 0.6347           | 0.8327    | 0.6120         | 0.6897       | 0.0214                    | 0.7466         | 0.6431          | 0.6210      |
| 0.3992        | 6.11  | 2260 | 0.5550          | 0.5721   | 0.6952        | 0.8313           | 0.9106         | 0.6678              | 0.8779            | 0.0248                         | 0.8977              | 0.8908               | 0.5966           | 0.8274    | 0.5522         | 0.6214       | 0.0248                    | 0.7583         | 0.6376          | 0.5831      |
| 0.3276        | 6.16  | 2280 | 0.4819          | 0.6192   | 0.7233        | 0.8573           | 0.9350         | 0.7522              | 0.8361            | 0.0265                         | 0.9062              | 0.8666               | 0.7407           | 0.8398    | 0.6010         | 0.6751       | 0.0265                    | 0.7756         | 0.7014          | 0.7151      |
| 0.4584        | 6.22  | 2300 | 0.4803          | 0.6181   | 0.7225        | 0.8560           | 0.9274         | 0.7353              | 0.8597            | 0.0287                         | 0.9060              | 0.8512               | 0.7492           | 0.8366    | 0.5794         | 0.6867       | 0.0287                    | 0.7673         | 0.7041          | 0.7241      |
| 0.4058        | 6.27  | 2320 | 0.5197          | 0.5925   | 0.6994        | 0.8407           | 0.9294         | 0.6870              | 0.8391            | 0.0279                         | 0.9029              | 0.8604               | 0.6489           | 0.8217    | 0.5637         | 0.6857       | 0.0279                    | 0.7530         | 0.6634          | 0.6324      |
| 0.3343        | 6.32  | 2340 | 0.5432          | 0.5781   | 0.6953        | 0.8342           | 0.9305         | 0.6776              | 0.8688            | 0.0271                         | 0.8902              | 0.8820               | 0.5907           | 0.8326    | 0.5662         | 0.6284       | 0.0271                    | 0.7517         | 0.6557          | 0.5848      |
| 0.3553        | 6.38  | 2360 | 0.5166          | 0.5866   | 0.7223        | 0.8378           | 0.9084         | 0.8273              | 0.8279            | 0.0267                         | 0.8845              | 0.9241               | 0.6571           | 0.8355    | 0.5924         | 0.6612       | 0.0266                    | 0.7694         | 0.5825          | 0.6385      |
| 0.4447        | 6.43  | 2380 | 0.4867          | 0.6074   | 0.7234        | 0.8503           | 0.9230         | 0.7807              | 0.8473            | 0.0294                         | 0.9021              | 0.8755               | 0.7054           | 0.8346    | 0.6052         | 0.6904       | 0.0293                    | 0.7790         | 0.6266          | 0.6864      |
| 1.1496        | 6.49  | 2400 | 0.4782          | 0.6066   | 0.7192        | 0.8486           | 0.9283         | 0.7615              | 0.8718            | 0.0321                         | 0.8986              | 0.8609               | 0.6813           | 0.8335    | 0.6068         | 0.6954       | 0.0319                    | 0.7685         | 0.6498          | 0.6606      |
| 0.3469        | 6.54  | 2420 | 0.4519          | 0.6242   | 0.7291        | 0.8596           | 0.9060         | 0.7581              | 0.8509            | 0.0309                         | 0.9268              | 0.8239               | 0.8074           | 0.8335    | 0.5802         | 0.7110       | 0.0309                    | 0.7792         | 0.6935          | 0.7408      |
| 0.3297        | 6.59  | 2440 | 0.4507          | 0.6295   | 0.7429        | 0.8611           | 0.9122         | 0.8153              | 0.8501            | 0.0320                         | 0.9034              | 0.8873               | 0.8000           | 0.8340    | 0.6033         | 0.6955       | 0.0319                    | 0.7801         | 0.6931          | 0.7682      |
| 0.4812        | 6.65  | 2460 | 0.5012          | 0.6054   | 0.7109        | 0.8465           | 0.9008         | 0.6935              | 0.8705            | 0.0287                         | 0.9271              | 0.8621               | 0.6939           | 0.8278    | 0.5675         | 0.6714       | 0.0287                    | 0.7501         | 0.7061          | 0.6860      |
| 0.2707        | 6.7   | 2480 | 0.5132          | 0.5977   | 0.7104        | 0.8413           | 0.9048         | 0.7135              | 0.8711            | 0.0306                         | 0.9090              | 0.8749               | 0.6686           | 0.8284    | 0.5754         | 0.6694       | 0.0305                    | 0.7423         | 0.6771          | 0.6606      |
| 0.5925        | 6.76  | 2500 | 0.4638          | 0.6148   | 0.7280        | 0.8531           | 0.9323         | 0.7365              | 0.8697            | 0.0367                         | 0.8714              | 0.8943               | 0.7556           | 0.8384    | 0.5886         | 0.6755       | 0.0365                    | 0.7625         | 0.6664          | 0.7358      |
| 0.6366        | 6.81  | 2520 | 0.4966          | 0.6045   | 0.7234        | 0.8460           | 0.9121         | 0.7873              | 0.8759            | 0.0372                         | 0.9023              | 0.8659               | 0.6833           | 0.8398    | 0.5905         | 0.6781       | 0.0370                    | 0.7507         | 0.6725          | 0.6631      |
| 0.4243        | 6.86  | 2540 | 0.5144          | 0.5933   | 0.7084        | 0.8414           | 0.9356         | 0.7417              | 0.8818            | 0.0357                         | 0.8969              | 0.8659               | 0.6012           | 0.8378    | 0.5877         | 0.6753       | 0.0355                    | 0.7534         | 0.6686          | 0.5951      |
| 0.4771        | 6.92  | 2560 | 0.4840          | 0.6172   | 0.7365        | 0.8527           | 0.9253         | 0.8157              | 0.8398            | 0.0332                         | 0.8739              | 0.9129               | 0.7550           | 0.8413    | 0.6158         | 0.6739       | 0.0331                    | 0.7574         | 0.6556          | 0.7434      |
| 0.399         | 6.97  | 2580 | 0.4412          | 0.6378   | 0.7397        | 0.8667           | 0.9347         | 0.8109              | 0.8618            | 0.0349                         | 0.9104              | 0.8311               | 0.7944           | 0.8436    | 0.6280         | 0.6713       | 0.0346                    | 0.7892         | 0.7189          | 0.7789      |
| 0.4007        | 7.03  | 2600 | 0.4699          | 0.6315   | 0.7385        | 0.8618           | 0.9313         | 0.8127              | 0.8390            | 0.0341                         | 0.9048              | 0.8986               | 0.7490           | 0.8398    | 0.6321         | 0.7087       | 0.0338                    | 0.7802         | 0.6870          | 0.7391      |
| 1.0005        | 7.08  | 2620 | 0.4564          | 0.6238   | 0.7389        | 0.8568           | 0.9271         | 0.7981              | 0.8402            | 0.0368                         | 0.8776              | 0.9189               | 0.7737           | 0.8444    | 0.6266         | 0.6971       | 0.0365                    | 0.7672         | 0.6420          | 0.7525      |
| 1.4214        | 7.14  | 2640 | 0.4421          | 0.6267   | 0.7267        | 0.8623           | 0.9320         | 0.7031              | 0.8518            | 0.0370                         | 0.9054              | 0.8681               | 0.7892           | 0.8451    | 0.5809         | 0.6845       | 0.0367                    | 0.7786         | 0.7133          | 0.7477      |
| 0.2781        | 7.19  | 2660 | 0.5224          | 0.5964   | 0.7169        | 0.8415           | 0.9274         | 0.7200              | 0.8521            | 0.0358                         | 0.8586              | 0.9141               | 0.7099           | 0.8307    | 0.5691         | 0.6369       | 0.0353                    | 0.7466         | 0.6658          | 0.6903      |
| 0.6757        | 7.24  | 2680 | 0.5078          | 0.6026   | 0.7077        | 0.8463           | 0.9278         | 0.7154              | 0.8363            | 0.0367                         | 0.9192              | 0.8749               | 0.6434           | 0.8373    | 0.5804         | 0.6807       | 0.0365                    | 0.7536         | 0.6960          | 0.6339      |
| 0.4166        | 7.3   | 2700 | 0.4821          | 0.6127   | 0.7333        | 0.8523           | 0.9183         | 0.8033              | 0.8419            | 0.0374                         | 0.8949              | 0.9158               | 0.7212           | 0.8430    | 0.6014         | 0.6806       | 0.0372                    | 0.7698         | 0.6496          | 0.7073      |
| 0.3795        | 7.35  | 2720 | 0.4950          | 0.6057   | 0.7113        | 0.8484           | 0.9176         | 0.7463              | 0.8420            | 0.0349                         | 0.9289              | 0.8166               | 0.6928           | 0.8300    | 0.5881         | 0.6865       | 0.0347                    | 0.7660         | 0.6617          | 0.6727      |
| 0.3066        | 7.41  | 2740 | 0.4681          | 0.6226   | 0.7355        | 0.8566           | 0.9284         | 0.7859              | 0.8319            | 0.0511                         | 0.8911              | 0.9160               | 0.7443           | 0.8407    | 0.6185         | 0.6997       | 0.0502                    | 0.7778         | 0.6573          | 0.7138      |
| 0.7403        | 7.46  | 2760 | 0.4904          | 0.6026   | 0.7030        | 0.8477           | 0.9255         | 0.6837              | 0.8598            | 0.0447                         | 0.9301              | 0.8073               | 0.6699           | 0.8395    | 0.5841         | 0.6923       | 0.0444                    | 0.7630         | 0.6492          | 0.6457      |
| 0.529         | 7.51  | 2780 | 0.4845          | 0.6164   | 0.7254        | 0.8526           | 0.9258         | 0.7781              | 0.8561            | 0.0588                         | 0.9154              | 0.8628               | 0.6811           | 0.8440    | 0.6403         | 0.6790       | 0.0582                    | 0.7755         | 0.6613          | 0.6563      |
| 0.3984        | 7.57  | 2800 | 0.5447          | 0.5891   | 0.7115        | 0.8374           | 0.9180         | 0.7180              | 0.8700            | 0.0738                         | 0.8956              | 0.8997               | 0.6052           | 0.8408    | 0.5801         | 0.6639       | 0.0724                    | 0.7569         | 0.6213          | 0.5886      |
| 0.5138        | 7.62  | 2820 | 0.4699          | 0.6263   | 0.7307        | 0.8584           | 0.9432         | 0.7874              | 0.8206            | 0.0939                         | 0.9109              | 0.8376               | 0.7211           | 0.8476    | 0.6186         | 0.6703       | 0.0907                    | 0.7811         | 0.6737          | 0.7025      |
| 0.3515        | 7.68  | 2840 | 0.4734          | 0.6171   | 0.7105        | 0.8562           | 0.9302         | 0.6841              | 0.8460            | 0.0475                         | 0.9309              | 0.7942               | 0.7407           | 0.8468    | 0.5730         | 0.6939       | 0.0458                    | 0.7648         | 0.6918          | 0.7039      |
| 1.2185        | 7.73  | 2860 | 0.4939          | 0.6065   | 0.7264        | 0.8456           | 0.9330         | 0.7810              | 0.8856            | 0.0711                         | 0.8780              | 0.8786               | 0.6573           | 0.8466    | 0.6234         | 0.6876       | 0.0675                    | 0.7616         | 0.6292          | 0.6292      |
| 0.3166        | 7.78  | 2880 | 0.5384          | 0.5866   | 0.7072        | 0.8354           | 0.9425         | 0.7545              | 0.8688            | 0.0556                         | 0.8785              | 0.8868               | 0.5639           | 0.8269    | 0.6057         | 0.6860       | 0.0547                    | 0.7620         | 0.6178          | 0.5531      |
| 0.3996        | 7.84  | 2900 | 0.5277          | 0.5912   | 0.7045        | 0.8364           | 0.9193         | 0.7301              | 0.8333            | 0.0785                         | 0.9185              | 0.8696               | 0.5818           | 0.8271    | 0.5996         | 0.6816       | 0.0759                    | 0.7587         | 0.6251          | 0.5704      |
| 0.4198        | 7.89  | 2920 | 0.5070          | 0.6194   | 0.7413        | 0.8461           | 0.9189         | 0.8288              | 0.8410            | 0.1416                         | 0.8841              | 0.8939               | 0.6807           | 0.8331    | 0.6134         | 0.7048       | 0.1278                    | 0.7566         | 0.6379          | 0.6622      |
| 1.1878        | 7.95  | 2940 | 0.5029          | 0.6132   | 0.7210        | 0.8450           | 0.9201         | 0.7696              | 0.8104            | 0.1300                         | 0.9233              | 0.8443               | 0.6492           | 0.8269    | 0.5909         | 0.6857       | 0.1201                    | 0.7591         | 0.6786          | 0.6315      |
| 0.2767        | 8.0   | 2960 | 0.5039          | 0.6108   | 0.7295        | 0.8445           | 0.9188         | 0.7442              | 0.8160            | 0.1637                         | 0.8995              | 0.9034               | 0.6611           | 0.8424    | 0.5779         | 0.6841       | 0.1509                    | 0.7637         | 0.6213          | 0.6353      |
| 0.3704        | 8.05  | 2980 | 0.5458          | 0.6063   | 0.7219        | 0.8440           | 0.9134         | 0.7439              | 0.8643            | 0.1024                         | 0.9091              | 0.8691               | 0.6508           | 0.8388    | 0.6102         | 0.6547       | 0.0981                    | 0.7638         | 0.6453          | 0.6335      |
| 0.5402        | 8.11  | 3000 | 0.5080          | 0.6084   | 0.7252        | 0.8458           | 0.9290         | 0.7781              | 0.8492            | 0.0856                         | 0.8920              | 0.8865               | 0.6558           | 0.8418    | 0.6187         | 0.6708       | 0.0818                    | 0.7621         | 0.6468          | 0.6368      |
| 0.5439        | 8.16  | 3020 | 0.5147          | 0.6097   | 0.7226        | 0.8490           | 0.9157         | 0.8169              | 0.8204            | 0.0549                         | 0.9300              | 0.8482               | 0.6720           | 0.8418    | 0.6209         | 0.6800       | 0.0537                    | 0.7675         | 0.6579          | 0.6464      |
| 0.7551        | 8.22  | 3040 | 0.5443          | 0.6036   | 0.7129        | 0.8457           | 0.9218         | 0.7343              | 0.8356            | 0.0650                         | 0.9216              | 0.8682               | 0.6437           | 0.8438    | 0.6045         | 0.6840       | 0.0627                    | 0.7616         | 0.6414          | 0.6274      |
| 0.287         | 8.27  | 3060 | 0.4744          | 0.6399   | 0.7473        | 0.8566           | 0.9318         | 0.7821              | 0.8136            | 0.2193                         | 0.8996              | 0.8434               | 0.7414           | 0.8382    | 0.6217         | 0.6807       | 0.1874                    | 0.7781         | 0.6631          | 0.7101      |
| 0.4256        | 8.32  | 3080 | 0.4705          | 0.6370   | 0.7477        | 0.8553           | 0.9249         | 0.7903              | 0.8638            | 0.2067                         | 0.9105              | 0.8583               | 0.6791           | 0.8459    | 0.6215         | 0.7071       | 0.1862                    | 0.7718         | 0.6709          | 0.6553      |
| 0.2339        | 8.38  | 3100 | 0.5492          | 0.6165   | 0.7287        | 0.8488           | 0.9194         | 0.7426              | 0.8586            | 0.1391                         | 0.9131              | 0.8673               | 0.6608           | 0.8447    | 0.5914         | 0.6850       | 0.1350                    | 0.7625         | 0.6540          | 0.6426      |
| 0.3148        | 8.43  | 3120 | 0.5464          | 0.6142   | 0.7292        | 0.8433           | 0.9148         | 0.7264              | 0.8280            | 0.1850                         | 0.9027              | 0.8963               | 0.6515           | 0.8406    | 0.5831         | 0.6876       | 0.1775                    | 0.7520         | 0.6282          | 0.6301      |
| 1.1107        | 8.49  | 3140 | 0.5047          | 0.6250   | 0.7351        | 0.8541           | 0.9244         | 0.7192              | 0.8771            | 0.1749                         | 0.9144              | 0.8565               | 0.6792           | 0.8512    | 0.5774         | 0.6991       | 0.1637                    | 0.7751         | 0.6550          | 0.6535      |
| 0.5174        | 8.54  | 3160 | 0.4853          | 0.6326   | 0.7501        | 0.8515           | 0.9297         | 0.8110              | 0.8449            | 0.1911                         | 0.8720              | 0.8782               | 0.7237           | 0.8409    | 0.6268         | 0.7051       | 0.1774                    | 0.7616         | 0.6418          | 0.6744      |
| 0.9416        | 8.59  | 3180 | 0.5256          | 0.6252   | 0.7344        | 0.8493           | 0.9258         | 0.7460              | 0.8231            | 0.1864                         | 0.9046              | 0.8873               | 0.6678           | 0.8437    | 0.5986         | 0.6970       | 0.1777                    | 0.7545         | 0.6549          | 0.6502      |
| 0.2435        | 8.65  | 3200 | 0.4655          | 0.6454   | 0.7526        | 0.8571           | 0.9422         | 0.7939              | 0.8516            | 0.2450                         | 0.8883              | 0.8339               | 0.7131           | 0.8430    | 0.6284         | 0.7202       | 0.2204                    | 0.7701         | 0.6610          | 0.6748      |
| 1.0799        | 8.7   | 3220 | 0.5080          | 0.6204   | 0.7313        | 0.8472           | 0.9129         | 0.7060              | 0.8567            | 0.1967                         | 0.9067              | 0.8464               | 0.6939           | 0.8420    | 0.5744         | 0.6931       | 0.1781                    | 0.7552         | 0.6390          | 0.6610      |
| 0.1825        | 8.76  | 3240 | 0.4979          | 0.6293   | 0.7406        | 0.8482           | 0.9170         | 0.7069              | 0.8457            | 0.2453                         | 0.8937              | 0.8807               | 0.6948           | 0.8414    | 0.5816         | 0.7195       | 0.2196                    | 0.7527         | 0.6362          | 0.6545      |
| 0.4344        | 8.81  | 3260 | 0.5077          | 0.6320   | 0.7618        | 0.8451           | 0.9204         | 0.8216              | 0.8525            | 0.2733                         | 0.8511              | 0.9195               | 0.6941           | 0.8454    | 0.6212         | 0.7105       | 0.2459                    | 0.7483         | 0.5981          | 0.6543      |
| 0.2896        | 8.86  | 3280 | 0.4929          | 0.6306   | 0.7459        | 0.8509           | 0.9268         | 0.7888              | 0.8560            | 0.2317                         | 0.9004              | 0.8494               | 0.6682           | 0.8443    | 0.6005         | 0.7126       | 0.2143                    | 0.7668         | 0.6362          | 0.6394      |
| 0.2388        | 8.92  | 3300 | 0.4644          | 0.6421   | 0.7545        | 0.8551           | 0.9249         | 0.7929              | 0.8833            | 0.2337                         | 0.8886              | 0.8331               | 0.7250           | 0.8392    | 0.6261         | 0.7190       | 0.2155                    | 0.7708         | 0.6568          | 0.6677      |
| 0.3476        | 8.97  | 3320 | 0.4709          | 0.6461   | 0.7503        | 0.8608           | 0.9233         | 0.8166              | 0.8503            | 0.1742                         | 0.9119              | 0.8096               | 0.7664           | 0.8490    | 0.6304         | 0.7274       | 0.1671                    | 0.7659         | 0.6749          | 0.7079      |
| 0.2821        | 9.03  | 3340 | 0.4937          | 0.6341   | 0.7600        | 0.8521           | 0.9118         | 0.8288              | 0.8648            | 0.1932                         | 0.8667              | 0.8909               | 0.7634           | 0.8467    | 0.6104         | 0.7153       | 0.1839                    | 0.7560         | 0.6320          | 0.6942      |
| 0.2213        | 9.08  | 3360 | 0.5411          | 0.6223   | 0.7317        | 0.8500           | 0.9183         | 0.7204              | 0.8700            | 0.1762                         | 0.9111              | 0.8395               | 0.6863           | 0.8471    | 0.5816         | 0.7176       | 0.1703                    | 0.7618         | 0.6426          | 0.6352      |
| 0.4025        | 9.14  | 3380 | 0.5097          | 0.6314   | 0.7338        | 0.8551           | 0.9364         | 0.7446              | 0.8581            | 0.1842                         | 0.9117              | 0.7978               | 0.7039           | 0.8455    | 0.6051         | 0.7208       | 0.1750                    | 0.7749         | 0.6512          | 0.6475      |
| 0.3721        | 9.19  | 3400 | 0.5172          | 0.6274   | 0.7349        | 0.8527           | 0.9270         | 0.7517              | 0.8467            | 0.2057                         | 0.9228              | 0.8185               | 0.6721           | 0.8537    | 0.6000         | 0.7186       | 0.1912                    | 0.7716         | 0.6239          | 0.6326      |
| 0.7506        | 9.24  | 3420 | 0.5091          | 0.6331   | 0.7527        | 0.8520           | 0.9239         | 0.7549              | 0.8734            | 0.2618                         | 0.8874              | 0.8853               | 0.6819           | 0.8505    | 0.6034         | 0.7003       | 0.2387                    | 0.7778         | 0.6259          | 0.6351      |
| 0.3901        | 9.3   | 3440 | 0.5234          | 0.6290   | 0.7350        | 0.8494           | 0.9463         | 0.6928              | 0.8524            | 0.2659                         | 0.8874              | 0.8442               | 0.6560           | 0.8374    | 0.5882         | 0.6981       | 0.2431                    | 0.7705         | 0.6388          | 0.6271      |
| 0.2015        | 9.35  | 3460 | 0.4774          | 0.6339   | 0.7478        | 0.8519           | 0.9256         | 0.8002              | 0.8153            | 0.2172                         | 0.8944              | 0.8763               | 0.7054           | 0.8436    | 0.6278         | 0.7113       | 0.1928                    | 0.7673         | 0.6352          | 0.6596      |
| 0.2348        | 9.41  | 3480 | 0.4837          | 0.6424   | 0.7459        | 0.8558           | 0.9360         | 0.7786              | 0.8255            | 0.2207                         | 0.8962              | 0.8375               | 0.7266           | 0.8358    | 0.6255         | 0.7101       | 0.1989                    | 0.7659         | 0.6604          | 0.7003      |
| 0.3957        | 9.46  | 3500 | 0.4642          | 0.6524   | 0.7669        | 0.8601           | 0.9167         | 0.8245              | 0.8520            | 0.2338                         | 0.8881              | 0.8813               | 0.7720           | 0.8436    | 0.6227         | 0.7153       | 0.2131                    | 0.7651         | 0.6757          | 0.7314      |
| 0.2818        | 9.51  | 3520 | 0.5002          | 0.6472   | 0.7534        | 0.8590           | 0.9301         | 0.7520              | 0.8491            | 0.2206                         | 0.8836              | 0.8747               | 0.7637           | 0.8414    | 0.6082         | 0.7098       | 0.2011                    | 0.7639         | 0.6835          | 0.7225      |
| 0.8269        | 9.57  | 3540 | 0.4622          | 0.6534   | 0.7579        | 0.8628           | 0.9259         | 0.7441              | 0.8607            | 0.2376                         | 0.8942              | 0.8654               | 0.7773           | 0.8449    | 0.6033         | 0.7044       | 0.2184                    | 0.7716         | 0.6919          | 0.7388      |
| 0.3955        | 9.62  | 3560 | 0.4439          | 0.6559   | 0.7660        | 0.8651           | 0.9307         | 0.7939              | 0.8488            | 0.2413                         | 0.8895              | 0.8771               | 0.7807           | 0.8518    | 0.6110         | 0.7107       | 0.2144                    | 0.7782         | 0.6813          | 0.7439      |
| 0.7192        | 9.68  | 3580 | 0.4434          | 0.6626   | 0.7683        | 0.8703           | 0.9303         | 0.8103              | 0.8478            | 0.2300                         | 0.9043              | 0.8503               | 0.8053           | 0.8550    | 0.6297         | 0.7087       | 0.2038                    | 0.7914         | 0.6852          | 0.7643      |
| 0.4002        | 9.73  | 3600 | 0.4823          | 0.6424   | 0.7557        | 0.8566           | 0.9144         | 0.7877              | 0.8667            | 0.2549                         | 0.9114              | 0.8323               | 0.7223           | 0.8461    | 0.6170         | 0.6932       | 0.2198                    | 0.7767         | 0.6566          | 0.6872      |
| 0.2532        | 9.78  | 3620 | 0.5049          | 0.6306   | 0.7512        | 0.8496           | 0.9240         | 0.7889              | 0.8525            | 0.2410                         | 0.8835              | 0.8878               | 0.6805           | 0.8519    | 0.6169         | 0.7121       | 0.2170                    | 0.7640         | 0.6092          | 0.6431      |
| 0.2531        | 9.84  | 3640 | 0.5668          | 0.6233   | 0.7411        | 0.8455           | 0.9174         | 0.7899              | 0.8713            | 0.2093                         | 0.9009              | 0.8674               | 0.6317           | 0.8491    | 0.6313         | 0.7216       | 0.1999                    | 0.7567         | 0.6000          | 0.6047      |
| 0.3244        | 9.89  | 3660 | 0.4870          | 0.6367   | 0.7559        | 0.8511           | 0.9225         | 0.7980              | 0.8690            | 0.2314                         | 0.8682              | 0.8685               | 0.7336           | 0.8426    | 0.6276         | 0.7218       | 0.2131                    | 0.7621         | 0.6332          | 0.6562      |
| 0.3462        | 9.95  | 3680 | 0.4665          | 0.6484   | 0.7570        | 0.8559           | 0.9199         | 0.7983              | 0.8409            | 0.2922                         | 0.9087              | 0.8058               | 0.7329           | 0.8451    | 0.6295         | 0.7338       | 0.2421                    | 0.7675         | 0.6561          | 0.6645      |
| 0.2696        | 10.0  | 3700 | 0.4992          | 0.6435   | 0.7724        | 0.8490           | 0.9367         | 0.8250              | 0.8525            | 0.3325                         | 0.8302              | 0.9063               | 0.7233           | 0.8432    | 0.6292         | 0.7233       | 0.2585                    | 0.7468         | 0.6196          | 0.6836      |
| 0.222         | 10.05 | 3720 | 0.5267          | 0.6330   | 0.7377        | 0.8501           | 0.9394         | 0.7026              | 0.8474            | 0.2624                         | 0.8881              | 0.8405               | 0.6837           | 0.8387    | 0.6013         | 0.7017       | 0.2284                    | 0.7602         | 0.6451          | 0.6560      |
| 0.2664        | 10.11 | 3740 | 0.5410          | 0.6260   | 0.7360        | 0.8483           | 0.9426         | 0.7152              | 0.8853            | 0.2218                         | 0.8748              | 0.8489               | 0.6637           | 0.8366    | 0.5996         | 0.6909       | 0.2039                    | 0.7622         | 0.6476          | 0.6412      |
| 0.2781        | 10.16 | 3760 | 0.5097          | 0.6388   | 0.7517        | 0.8505           | 0.9412         | 0.7972              | 0.8182            | 0.3013                         | 0.8886              | 0.8599               | 0.6557           | 0.8404    | 0.6270         | 0.7066       | 0.2735                    | 0.7690         | 0.6248          | 0.6306      |
| 0.5718        | 10.22 | 3780 | 0.5386          | 0.6310   | 0.7449        | 0.8479           | 0.9241         | 0.7839              | 0.8531            | 0.2818                         | 0.9130              | 0.8328               | 0.6259           | 0.8472    | 0.6245         | 0.6964       | 0.2648                    | 0.7662         | 0.6125          | 0.6057      |
| 0.3323        | 10.27 | 3800 | 0.5057          | 0.6474   | 0.7612        | 0.8553           | 0.9438         | 0.7995              | 0.8491            | 0.3262                         | 0.8858              | 0.8575               | 0.6663           | 0.8514    | 0.6334         | 0.7173       | 0.2923                    | 0.7740         | 0.6233          | 0.6401      |
| 0.2535        | 10.32 | 3820 | 0.4864          | 0.6508   | 0.7772        | 0.8539           | 0.9348         | 0.8188              | 0.8595            | 0.3668                         | 0.8533              | 0.9004               | 0.7066           | 0.8549    | 0.6386         | 0.7164       | 0.3057                    | 0.7661         | 0.6034          | 0.6703      |
| 0.2513        | 10.38 | 3840 | 0.4820          | 0.6559   | 0.7743        | 0.8590           | 0.9271         | 0.8306              | 0.8680            | 0.3402                         | 0.8907              | 0.8532               | 0.7101           | 0.8514    | 0.6283         | 0.7173       | 0.3062                    | 0.7780         | 0.6423          | 0.6679      |
| 0.2741        | 10.43 | 3860 | 0.5181          | 0.6403   | 0.7528        | 0.8539           | 0.9213         | 0.8096              | 0.8833            | 0.2397                         | 0.9053              | 0.8223               | 0.6879           | 0.8444    | 0.6411         | 0.7162       | 0.2174                    | 0.7690         | 0.6400          | 0.6544      |
| 0.8793        | 10.49 | 3880 | 0.4984          | 0.6440   | 0.7639        | 0.8517           | 0.9169         | 0.8168              | 0.8769            | 0.2930                         | 0.8877              | 0.8771               | 0.6787           | 0.8444    | 0.6414         | 0.7151       | 0.2617                    | 0.7619         | 0.6341          | 0.6493      |
| 0.1981        | 10.54 | 3900 | 0.4780          | 0.6594   | 0.7710        | 0.8586           | 0.9176         | 0.8092              | 0.8522            | 0.3386                         | 0.9015              | 0.8517               | 0.7263           | 0.8463    | 0.6438         | 0.7207       | 0.2899                    | 0.7663         | 0.6628          | 0.6859      |
| 0.232         | 10.59 | 3920 | 0.5167          | 0.6511   | 0.7649        | 0.8547           | 0.9196         | 0.8068              | 0.8453            | 0.3311                         | 0.9019              | 0.8566               | 0.6927           | 0.8482    | 0.6453         | 0.7203       | 0.2824                    | 0.7647         | 0.6404          | 0.6563      |
| 0.2689        | 10.65 | 3940 | 0.5264          | 0.6488   | 0.7711        | 0.8512           | 0.9278         | 0.7952              | 0.8249            | 0.4003                         | 0.8760              | 0.8924               | 0.6813           | 0.8488    | 0.6369         | 0.7129       | 0.3246                    | 0.7671         | 0.6110          | 0.6406      |
| 0.1742        | 10.7  | 3960 | 0.5162          | 0.6502   | 0.7691        | 0.8523           | 0.9240         | 0.7972              | 0.8463            | 0.3970                         | 0.8934              | 0.8609               | 0.6652           | 0.8492    | 0.6400         | 0.7237       | 0.3181                    | 0.7660         | 0.6205          | 0.6342      |
| 0.222         | 10.76 | 3980 | 0.5389          | 0.6423   | 0.7566        | 0.8502           | 0.9202         | 0.7810              | 0.8767            | 0.3457                         | 0.9085              | 0.8190               | 0.6451           | 0.8469    | 0.6284         | 0.7230       | 0.2974                    | 0.7626         | 0.6185          | 0.6190      |
| 0.2272        | 10.81 | 4000 | 0.4768          | 0.6573   | 0.7875        | 0.8536           | 0.9280         | 0.8281              | 0.8720            | 0.4758                         | 0.8738              | 0.8815               | 0.6530           | 0.8523    | 0.6409         | 0.7267       | 0.3596                    | 0.7681         | 0.6201          | 0.6333      |
| 0.2723        | 10.86 | 4020 | 0.5040          | 0.6509   | 0.7717        | 0.8497           | 0.9268         | 0.8270              | 0.8522            | 0.3997                         | 0.8792              | 0.8588               | 0.6585           | 0.8373    | 0.6435         | 0.7311       | 0.3299                    | 0.7586         | 0.6258          | 0.6302      |
| 0.4227        | 10.92 | 4040 | 0.4656          | 0.6675   | 0.7905        | 0.8581           | 0.9186         | 0.8039              | 0.8517            | 0.4886                         | 0.8878              | 0.8817               | 0.7010           | 0.8500    | 0.6477         | 0.7334       | 0.3644                    | 0.7714         | 0.6385          | 0.6674      |
| 0.9581        | 10.97 | 4060 | 0.4638          | 0.6638   | 0.7771        | 0.8599           | 0.9080         | 0.7801              | 0.8618            | 0.3977                         | 0.9084              | 0.8405               | 0.7430           | 0.8427    | 0.6323         | 0.7230       | 0.3115                    | 0.7738         | 0.6612          | 0.7023      |
| 0.4865        | 11.03 | 4080 | 0.4606          | 0.6638   | 0.7695        | 0.8627           | 0.9236         | 0.7933              | 0.8436            | 0.3630                         | 0.9192              | 0.8099               | 0.7338           | 0.8460    | 0.6406         | 0.7266       | 0.2974                    | 0.7820         | 0.6514          | 0.7030      |
| 0.2958        | 11.08 | 4100 | 0.4746          | 0.6577   | 0.7702        | 0.8591           | 0.9375         | 0.8022              | 0.8415            | 0.4017                         | 0.9028              | 0.8131               | 0.6925           | 0.8451    | 0.6342         | 0.7239       | 0.3162                    | 0.7863         | 0.6310          | 0.6672      |
| 0.204         | 11.14 | 4120 | 0.4865          | 0.6588   | 0.7797        | 0.8551           | 0.9286         | 0.7847              | 0.8519            | 0.4563                         | 0.8801              | 0.8700               | 0.6866           | 0.8425    | 0.6406         | 0.7253       | 0.3448                    | 0.7757         | 0.6240          | 0.6587      |
| 0.3136        | 11.19 | 4140 | 0.5041          | 0.6539   | 0.7715        | 0.8530           | 0.9247         | 0.7921              | 0.8544            | 0.3816                         | 0.8800              | 0.8821               | 0.6854           | 0.8392    | 0.6458         | 0.7209       | 0.3240                    | 0.7690         | 0.6202          | 0.6581      |
| 0.1468        | 11.24 | 4160 | 0.5141          | 0.6515   | 0.7695        | 0.8524           | 0.9308         | 0.8031              | 0.8590            | 0.3976                         | 0.8858              | 0.8473               | 0.6632           | 0.8433    | 0.6452         | 0.7195       | 0.3288                    | 0.7697         | 0.6182          | 0.6360      |
| 0.3071        | 11.3  | 4180 | 0.4866          | 0.6558   | 0.7711        | 0.8545           | 0.9143         | 0.7799              | 0.8497            | 0.4173                         | 0.9083              | 0.8430               | 0.6850           | 0.8477    | 0.6257         | 0.7289       | 0.3412                    | 0.7654         | 0.6273          | 0.6542      |
| 0.4639        | 11.35 | 4200 | 0.5634          | 0.6330   | 0.7501        | 0.8449           | 0.9184         | 0.7348              | 0.8655            | 0.3582                         | 0.8991              | 0.8456               | 0.6293           | 0.8398    | 0.5997         | 0.7139       | 0.3168                    | 0.7637         | 0.5963          | 0.6013      |
| 0.3086        | 11.41 | 4220 | 0.4990          | 0.6492   | 0.7631        | 0.8540           | 0.9332         | 0.7973              | 0.8607            | 0.3572                         | 0.8947              | 0.8304               | 0.6683           | 0.8470    | 0.6370         | 0.7228       | 0.3153                    | 0.7743         | 0.6128          | 0.6351      |
| 0.2677        | 11.46 | 4240 | 0.5363          | 0.6493   | 0.7661        | 0.8506           | 0.9461         | 0.7764              | 0.8798            | 0.4247                         | 0.8745              | 0.8349               | 0.6266           | 0.8418    | 0.6396         | 0.7145       | 0.3586                    | 0.7715         | 0.6140          | 0.6052      |
| 0.5276        | 11.51 | 4260 | 0.5128          | 0.6576   | 0.7816        | 0.8549           | 0.9327         | 0.8229              | 0.8566            | 0.4416                         | 0.8763              | 0.8669               | 0.6744           | 0.8529    | 0.6394         | 0.7179       | 0.3740                    | 0.7766         | 0.6026          | 0.6397      |
| 0.1893        | 11.57 | 4280 | 0.5024          | 0.6560   | 0.7728        | 0.8552           | 0.9365         | 0.7838              | 0.8439            | 0.4367                         | 0.8885              | 0.8542               | 0.6657           | 0.8516    | 0.6314         | 0.7172       | 0.3641                    | 0.7748         | 0.6155          | 0.6371      |
| 0.5181        | 11.62 | 4300 | 0.5177          | 0.6635   | 0.7851        | 0.8560           | 0.9365         | 0.7863              | 0.8552            | 0.4737                         | 0.8597              | 0.8752               | 0.7092           | 0.8470    | 0.6361         | 0.7178       | 0.3697                    | 0.7634         | 0.6371          | 0.6734      |
| 0.1531        | 11.68 | 4320 | 0.4930          | 0.6681   | 0.7778        | 0.8608           | 0.9324         | 0.7946              | 0.8571            | 0.4233                         | 0.8929              | 0.8167               | 0.7276           | 0.8438    | 0.6394         | 0.7219       | 0.3456                    | 0.7731         | 0.6716          | 0.6816      |
| 0.4142        | 11.73 | 4340 | 0.5438          | 0.6433   | 0.7604        | 0.8520           | 0.9311         | 0.7925              | 0.8741            | 0.3228                         | 0.8829              | 0.8421               | 0.6770           | 0.8463    | 0.6215         | 0.7078       | 0.2844                    | 0.7625         | 0.6318          | 0.6487      |
| 0.3147        | 11.78 | 4360 | 0.5602          | 0.6446   | 0.7527        | 0.8519           | 0.9302         | 0.6861              | 0.8605            | 0.4065                         | 0.9066              | 0.8237               | 0.6554           | 0.8485    | 0.5801         | 0.7181       | 0.3362                    | 0.7617         | 0.6371          | 0.6302      |
| 0.1662        | 11.84 | 4380 | 0.5133          | 0.6576   | 0.7686        | 0.8594           | 0.9240         | 0.7485              | 0.8682            | 0.3765                         | 0.8988              | 0.8389               | 0.7254           | 0.8519    | 0.6029         | 0.7127       | 0.3211                    | 0.7693         | 0.6563          | 0.6893      |
| 0.4525        | 11.89 | 4400 | 0.5253          | 0.6510   | 0.7614        | 0.8559           | 0.9328         | 0.7342              | 0.8650            | 0.3537                         | 0.8844              | 0.8503               | 0.7096           | 0.8464    | 0.5979         | 0.7092       | 0.3070                    | 0.7626         | 0.6538          | 0.6799      |
| 0.2606        | 11.95 | 4420 | 0.4896          | 0.6631   | 0.7847        | 0.8596           | 0.9294         | 0.8303              | 0.8733            | 0.3868                         | 0.8694              | 0.8710               | 0.7328           | 0.8494    | 0.6321         | 0.7254       | 0.3196                    | 0.7677         | 0.6500          | 0.6979      |
| 0.1993        | 12.0  | 4440 | 0.4762          | 0.6705   | 0.7897        | 0.8649           | 0.9378         | 0.8444              | 0.8635            | 0.3950                         | 0.8757              | 0.8762               | 0.7351           | 0.8591    | 0.6378         | 0.7237       | 0.3338                    | 0.7772         | 0.6523          | 0.7093      |
| 0.361         | 12.05 | 4460 | 0.4933          | 0.6619   | 0.7725        | 0.8595           | 0.9189         | 0.7869              | 0.8669            | 0.3713                         | 0.9037              | 0.8365               | 0.7232           | 0.8516    | 0.6350         | 0.7266       | 0.3147                    | 0.7655         | 0.6534          | 0.6863      |
| 0.3764        | 12.11 | 4480 | 0.5137          | 0.6559   | 0.7727        | 0.8585           | 0.9249         | 0.8356              | 0.8850            | 0.3418                         | 0.8996              | 0.8297               | 0.6927           | 0.8472    | 0.6346         | 0.7202       | 0.2982                    | 0.7767         | 0.6531          | 0.6616      |
| 0.4513        | 12.16 | 4500 | 0.5150          | 0.6554   | 0.7713        | 0.8582           | 0.9374         | 0.7756              | 0.8589            | 0.3849                         | 0.8833              | 0.8620               | 0.6970           | 0.8489    | 0.6056         | 0.7141       | 0.3232                    | 0.7750         | 0.6528          | 0.6683      |
| 0.2774        | 12.22 | 4520 | 0.5390          | 0.6473   | 0.7651        | 0.8538           | 0.9131         | 0.7244              | 0.8835            | 0.3934                         | 0.9011              | 0.8515               | 0.6888           | 0.8508    | 0.5802         | 0.7026       | 0.3266                    | 0.7656         | 0.6481          | 0.6570      |
| 0.4331        | 12.27 | 4540 | 0.5406          | 0.6468   | 0.7604        | 0.8556           | 0.9177         | 0.7400              | 0.8834            | 0.3289                         | 0.9016              | 0.8526               | 0.6990           | 0.8504    | 0.5986         | 0.7112       | 0.2844                    | 0.7685         | 0.6497          | 0.6646      |
| 0.269         | 12.32 | 4560 | 0.4955          | 0.6570   | 0.7737        | 0.8607           | 0.9215         | 0.8144              | 0.8848            | 0.3242                         | 0.8973              | 0.8554               | 0.7181           | 0.8550    | 0.6359         | 0.7045       | 0.2870                    | 0.7785         | 0.6544          | 0.6840      |
| 0.1178        | 12.38 | 4580 | 0.4399          | 0.6785   | 0.7848        | 0.8723           | 0.9266         | 0.8191              | 0.8578            | 0.3717                         | 0.9180              | 0.8221               | 0.7786           | 0.8594    | 0.6457         | 0.7255       | 0.3142                    | 0.7969         | 0.6697          | 0.7381      |
| 0.1972        | 12.43 | 4600 | 0.4786          | 0.6660   | 0.7800        | 0.8644           | 0.9281         | 0.8007              | 0.8818            | 0.3687                         | 0.8967              | 0.8616               | 0.7221           | 0.8545    | 0.6375         | 0.7235       | 0.3031                    | 0.7838         | 0.6644          | 0.6952      |
| 0.2086        | 12.49 | 4620 | 0.4917          | 0.6647   | 0.7764        | 0.8632           | 0.9434         | 0.7962              | 0.8712            | 0.3779                         | 0.8858              | 0.8497               | 0.7104           | 0.8561    | 0.6356         | 0.7306       | 0.3073                    | 0.7771         | 0.6649          | 0.6815      |
| 0.405         | 12.54 | 4640 | 0.5377          | 0.6600   | 0.7744        | 0.8588           | 0.9330         | 0.7947              | 0.8525            | 0.4003                         | 0.8970              | 0.8700               | 0.6731           | 0.8573    | 0.6448         | 0.7387       | 0.3228                    | 0.7733         | 0.6379          | 0.6454      |
| 0.2407        | 12.59 | 4660 | 0.4678          | 0.6726   | 0.7849        | 0.8648           | 0.9324         | 0.7947              | 0.8651            | 0.4104                         | 0.8847              | 0.8578               | 0.7490           | 0.8542    | 0.6512         | 0.7350       | 0.3193                    | 0.7754         | 0.6605          | 0.7129      |
| 0.4881        | 12.65 | 4680 | 0.4741          | 0.6735   | 0.7863        | 0.8655           | 0.9352         | 0.7932              | 0.8620            | 0.4271                         | 0.8889              | 0.8701               | 0.7275           | 0.8559    | 0.6476         | 0.7356       | 0.3378                    | 0.7817         | 0.6582          | 0.6976      |
| 0.3421        | 12.7  | 4700 | 0.4710          | 0.6719   | 0.7815        | 0.8656           | 0.9307         | 0.7652              | 0.8420            | 0.4211                         | 0.8984              | 0.8744               | 0.7387           | 0.8576    | 0.6368         | 0.7315       | 0.3343                    | 0.7810         | 0.6617          | 0.7005      |
| 0.339         | 12.76 | 4720 | 0.5162          | 0.6578   | 0.7792        | 0.8575           | 0.9283         | 0.7972              | 0.8548            | 0.4277                         | 0.8903              | 0.8769               | 0.6789           | 0.8588    | 0.6288         | 0.7307       | 0.3317                    | 0.7726         | 0.6334          | 0.6486      |
| 0.1653        | 12.81 | 4740 | 0.5618          | 0.6400   | 0.7534        | 0.8518           | 0.9296         | 0.7189              | 0.8702            | 0.3516                         | 0.8962              | 0.8435               | 0.6635           | 0.8530    | 0.5911         | 0.7115       | 0.2914                    | 0.7622         | 0.6354          | 0.6355      |
| 0.213         | 12.86 | 4760 | 0.6174          | 0.6270   | 0.7464        | 0.8429           | 0.9244         | 0.7146              | 0.8693            | 0.3455                         | 0.8871              | 0.8728               | 0.6113           | 0.8467    | 0.5855         | 0.7121       | 0.2987                    | 0.7532         | 0.6076          | 0.5854      |
| 0.2808        | 12.92 | 4780 | 0.5969          | 0.6418   | 0.7616        | 0.8483           | 0.9257         | 0.7401              | 0.8735            | 0.4186                         | 0.8922              | 0.8546               | 0.6263           | 0.8467    | 0.5884         | 0.7277       | 0.3514                    | 0.7626         | 0.6172          | 0.5986      |
| 0.2436        | 12.97 | 4800 | 0.5843          | 0.6322   | 0.7486        | 0.8432           | 0.9147         | 0.7072              | 0.8638            | 0.3813                         | 0.9016              | 0.8536               | 0.6180           | 0.8410    | 0.5890         | 0.7187       | 0.3274                    | 0.7556         | 0.6094          | 0.5841      |
| 0.2076        | 13.03 | 4820 | 0.5755          | 0.6269   | 0.7466        | 0.8446           | 0.9314         | 0.7117              | 0.8873            | 0.3420                         | 0.8854              | 0.8666               | 0.6021           | 0.8448    | 0.5825         | 0.7051       | 0.3008                    | 0.7672         | 0.6150          | 0.5727      |
| 0.289         | 13.08 | 4840 | 0.5757          | 0.6332   | 0.7563        | 0.8459           | 0.9230         | 0.7370              | 0.8729            | 0.3790                         | 0.8907              | 0.8828               | 0.6087           | 0.8474    | 0.5776         | 0.7105       | 0.3302                    | 0.7638         | 0.6227          | 0.5802      |
| 0.2963        | 13.14 | 4860 | 0.5199          | 0.6485   | 0.7678        | 0.8543           | 0.9310         | 0.7834              | 0.8680            | 0.3795                         | 0.8896              | 0.8592               | 0.6637           | 0.8538    | 0.6126         | 0.7216       | 0.3186                    | 0.7708         | 0.6309          | 0.6314      |
| 0.2072        | 13.19 | 4880 | 0.5422          | 0.6480   | 0.7643        | 0.8539           | 0.9289         | 0.7738              | 0.8613            | 0.3749                         | 0.8995              | 0.8637               | 0.6480           | 0.8486    | 0.6122         | 0.7262       | 0.3209                    | 0.7736         | 0.6303          | 0.6239      |
| 0.436         | 13.24 | 4900 | 0.4915          | 0.6580   | 0.7761        | 0.8595           | 0.9245         | 0.8288              | 0.8618            | 0.3524                         | 0.8963              | 0.8711               | 0.6982           | 0.8540    | 0.6318         | 0.7307       | 0.3097                    | 0.7764         | 0.6368          | 0.6667      |
| 0.1602        | 13.3  | 4920 | 0.4685          | 0.6640   | 0.7795        | 0.8624           | 0.9315         | 0.7810              | 0.8780            | 0.4048                         | 0.8896              | 0.8513               | 0.7204           | 0.8553    | 0.6160         | 0.7197       | 0.3329                    | 0.7781         | 0.6548          | 0.6912      |
| 0.3805        | 13.35 | 4940 | 0.5413          | 0.6435   | 0.7730        | 0.8513           | 0.9187         | 0.8250              | 0.8728            | 0.3808                         | 0.8915              | 0.8852               | 0.6374           | 0.8540    | 0.6100         | 0.7198       | 0.3229                    | 0.7735         | 0.6140          | 0.6101      |
| 0.4563        | 13.41 | 4960 | 0.5416          | 0.6525   | 0.7747        | 0.8543           | 0.9274         | 0.7967              | 0.8779            | 0.4147                         | 0.8917              | 0.8720               | 0.6423           | 0.8580    | 0.6384         | 0.7283       | 0.3407                    | 0.7746         | 0.6153          | 0.6122      |
| 0.267         | 13.46 | 4980 | 0.5113          | 0.6588   | 0.7812        | 0.8568           | 0.9382         | 0.7916              | 0.8762            | 0.4375                         | 0.8683              | 0.8744               | 0.6822           | 0.8510    | 0.6396         | 0.7273       | 0.3327                    | 0.7739         | 0.6353          | 0.6518      |
| 0.6845        | 13.51 | 5000 | 0.5037          | 0.6550   | 0.7751        | 0.8550           | 0.9392         | 0.8143              | 0.8723            | 0.3970                         | 0.8677              | 0.8411               | 0.6943           | 0.8426    | 0.6345         | 0.7289       | 0.3052                    | 0.7669         | 0.6471          | 0.6599      |
| 0.1488        | 13.57 | 5020 | 0.5335          | 0.6573   | 0.7741        | 0.8590           | 0.9272         | 0.8093              | 0.8577            | 0.3777                         | 0.9026              | 0.8665               | 0.6775           | 0.8564    | 0.6379         | 0.7349       | 0.3104                    | 0.7792         | 0.6336          | 0.6484      |
| 0.1949        | 13.62 | 5040 | 0.5214          | 0.6620   | 0.7775        | 0.8619           | 0.9325         | 0.8244              | 0.8598            | 0.3807                         | 0.9002              | 0.8461               | 0.6987           | 0.8608    | 0.6363         | 0.7327       | 0.3203                    | 0.7786         | 0.6393          | 0.6659      |
| 0.4794        | 13.68 | 5060 | 0.5203          | 0.6614   | 0.7757        | 0.8581           | 0.9444         | 0.7886              | 0.8708            | 0.4144                         | 0.8738              | 0.8486               | 0.6892           | 0.8443    | 0.6368         | 0.7275       | 0.3321                    | 0.7720         | 0.6560          | 0.6613      |
| 0.2998        | 13.73 | 5080 | 0.5237          | 0.6633   | 0.7798        | 0.8607           | 0.9358         | 0.7775              | 0.8733            | 0.4340                         | 0.8893              | 0.8634               | 0.6851           | 0.8573    | 0.6327         | 0.7282       | 0.3478                    | 0.7804         | 0.6400          | 0.6566      |
| 0.8203        | 13.78 | 5100 | 0.5309          | 0.6594   | 0.7770        | 0.8581           | 0.9316         | 0.7465              | 0.8602            | 0.4284                         | 0.8769              | 0.8855               | 0.7096           | 0.8530    | 0.6185         | 0.7228       | 0.3431                    | 0.7744         | 0.6370          | 0.6670      |
| 1.1222        | 13.84 | 5120 | 0.4967          | 0.6640   | 0.7765        | 0.8634           | 0.9377         | 0.7554              | 0.8599            | 0.4007                         | 0.8864              | 0.8661               | 0.7291           | 0.8575    | 0.6160         | 0.7193       | 0.3240                    | 0.7801         | 0.6577          | 0.6934      |
| 0.2649        | 13.89 | 5140 | 0.4936          | 0.6591   | 0.7698        | 0.8601           | 0.9344         | 0.7570              | 0.8611            | 0.3866                         | 0.8931              | 0.8430               | 0.7132           | 0.8516    | 0.6254         | 0.7221       | 0.3015                    | 0.7742         | 0.6562          | 0.6825      |
| 0.2577        | 13.95 | 5160 | 0.4935          | 0.6677   | 0.7870        | 0.8623           | 0.9258         | 0.8153              | 0.8599            | 0.4207                         | 0.8869              | 0.8703               | 0.7301           | 0.8571    | 0.6292         | 0.7339       | 0.3240                    | 0.7691         | 0.6576          | 0.7027      |
| 0.2886        | 14.0  | 5180 | 0.4860          | 0.6743   | 0.7872        | 0.8663           | 0.9402         | 0.8277              | 0.8624            | 0.4220                         | 0.8930              | 0.8478               | 0.7170           | 0.8584    | 0.6430         | 0.7352       | 0.3487                    | 0.7815         | 0.6631          | 0.6903      |
| 0.1118        | 14.05 | 5200 | 0.5314          | 0.6641   | 0.7930        | 0.8563           | 0.9215         | 0.8268              | 0.8690            | 0.4832                         | 0.8762              | 0.8957               | 0.6789           | 0.8520    | 0.6447         | 0.7356       | 0.3692                    | 0.7705         | 0.6249          | 0.6515      |
| 1.741         | 14.11 | 5220 | 0.5089          | 0.6755   | 0.7958        | 0.8649           | 0.9226         | 0.8303              | 0.8835            | 0.4567                         | 0.8926              | 0.8588               | 0.7258           | 0.8586    | 0.6438         | 0.7323       | 0.3672                    | 0.7796         | 0.6584          | 0.6886      |
| 0.2747        | 14.16 | 5240 | 0.5532          | 0.6590   | 0.7828        | 0.8574           | 0.9332         | 0.8041              | 0.8984            | 0.4260                         | 0.8748              | 0.8732               | 0.6701           | 0.8538    | 0.6292         | 0.7184       | 0.3530                    | 0.7760         | 0.6404          | 0.6422      |
| 0.3364        | 14.22 | 5260 | 0.4954          | 0.6721   | 0.7866        | 0.8654           | 0.9404         | 0.8099              | 0.8695            | 0.4120                         | 0.8816              | 0.8706               | 0.7220           | 0.8585    | 0.6431         | 0.7299       | 0.3425                    | 0.7808         | 0.6621          | 0.6881      |
| 0.1092        | 14.27 | 5280 | 0.5403          | 0.6668   | 0.7817        | 0.8622           | 0.9326         | 0.8063              | 0.8576            | 0.4038                         | 0.8934              | 0.8883               | 0.6903           | 0.8572    | 0.6428         | 0.7290       | 0.3439                    | 0.7786         | 0.6526          | 0.6633      |
| 0.2543        | 14.32 | 5300 | 0.4710          | 0.6751   | 0.7858        | 0.8670           | 0.9426         | 0.7976              | 0.8665            | 0.4427                         | 0.8981              | 0.8497               | 0.7031           | 0.8563    | 0.6373         | 0.7316       | 0.3588                    | 0.7888         | 0.6727          | 0.6801      |
| 0.3732        | 14.38 | 5320 | 0.4648          | 0.6833   | 0.7912        | 0.8718           | 0.9385         | 0.8005              | 0.8569            | 0.4450                         | 0.9034              | 0.8450               | 0.7491           | 0.8626    | 0.6390         | 0.7351       | 0.3665                    | 0.7912         | 0.6732          | 0.7156      |
| 0.1528        | 14.43 | 5340 | 0.4656          | 0.6879   | 0.8058        | 0.8715           | 0.9340         | 0.7962              | 0.8489            | 0.5164                         | 0.8816              | 0.8936               | 0.7699           | 0.8629    | 0.6477         | 0.7363       | 0.3880                    | 0.7920         | 0.6534          | 0.7350      |
| 0.3244        | 14.49 | 5360 | 0.4819          | 0.6799   | 0.7992        | 0.8675           | 0.9388         | 0.8142              | 0.8677            | 0.4842                         | 0.8772              | 0.8797               | 0.7327           | 0.8593    | 0.6425         | 0.7292       | 0.3777                    | 0.7863         | 0.6673          | 0.6971      |
| 0.2471        | 14.54 | 5380 | 0.5574          | 0.6558   | 0.7864        | 0.8540           | 0.9270         | 0.8175              | 0.8705            | 0.4817                         | 0.8815              | 0.8864               | 0.6402           | 0.8534    | 0.6300         | 0.7209       | 0.3702                    | 0.7775         | 0.6240          | 0.6144      |
| 0.3905        | 14.59 | 5400 | 0.5166          | 0.6629   | 0.7812        | 0.8599           | 0.9366         | 0.7865              | 0.8554            | 0.4319                         | 0.8837              | 0.8957               | 0.6788           | 0.8558    | 0.6376         | 0.7243       | 0.3525                    | 0.7819         | 0.6397          | 0.6484      |
| 0.2366        | 14.65 | 5420 | 0.5017          | 0.6705   | 0.7890        | 0.8655           | 0.9361         | 0.8299              | 0.8475            | 0.4132                         | 0.8866              | 0.8847               | 0.7248           | 0.8625    | 0.6383         | 0.7279       | 0.3406                    | 0.7848         | 0.6503          | 0.6891      |
| 0.432         | 14.7  | 5440 | 0.4907          | 0.6696   | 0.7843        | 0.8641           | 0.9378         | 0.8229              | 0.8357            | 0.4179                         | 0.8963              | 0.8825               | 0.6968           | 0.8566    | 0.6400         | 0.7348       | 0.3492                    | 0.7864         | 0.6542          | 0.6657      |
| 0.2797        | 14.76 | 5460 | 0.4823          | 0.6714   | 0.7822        | 0.8653           | 0.9368         | 0.8077              | 0.8301            | 0.4094                         | 0.9018              | 0.8876               | 0.7023           | 0.8565    | 0.6441         | 0.7392       | 0.3449                    | 0.7876         | 0.6568          | 0.6703      |
| 0.284         | 14.81 | 5480 | 0.4817          | 0.6763   | 0.7882        | 0.8668           | 0.9367         | 0.8150              | 0.8322            | 0.4407                         | 0.9015              | 0.8829               | 0.7081           | 0.8558    | 0.6383         | 0.7339       | 0.3713                    | 0.7894         | 0.6701          | 0.6750      |
| 0.2486        | 14.86 | 5500 | 0.4743          | 0.6813   | 0.7975        | 0.8687           | 0.9381         | 0.8057              | 0.8638            | 0.4659                         | 0.8777              | 0.8788               | 0.7525           | 0.8623    | 0.6416         | 0.7306       | 0.3675                    | 0.7811         | 0.6758          | 0.7099      |
| 1.0494        | 14.92 | 5520 | 0.5004          | 0.6725   | 0.7994        | 0.8636           | 0.9386         | 0.8408              | 0.8609            | 0.4807                         | 0.8660              | 0.8867               | 0.7218           | 0.8614    | 0.6357         | 0.7276       | 0.3682                    | 0.7776         | 0.6499          | 0.6868      |
| 0.3282        | 14.97 | 5540 | 0.5212          | 0.6602   | 0.7826        | 0.8605           | 0.9357         | 0.7940              | 0.8699            | 0.4259                         | 0.8818              | 0.8824               | 0.6886           | 0.8602    | 0.6045         | 0.7202       | 0.3520                    | 0.7798         | 0.6460          | 0.6589      |
| 0.46          | 15.03 | 5560 | 0.5118          | 0.6684   | 0.7767        | 0.8662           | 0.9354         | 0.7391              | 0.8666            | 0.4207                         | 0.9038              | 0.8428               | 0.7282           | 0.8651    | 0.5993         | 0.7243       | 0.3519                    | 0.7805         | 0.6659          | 0.6919      |
| 0.2936        | 15.08 | 5580 | 0.5192          | 0.6659   | 0.7882        | 0.8609           | 0.9319         | 0.7430              | 0.8424            | 0.4950                         | 0.8729              | 0.9068               | 0.7252           | 0.8666    | 0.6054         | 0.7200       | 0.3753                    | 0.7690         | 0.6397          | 0.6850      |
| 0.2287        | 15.14 | 5600 | 0.5296          | 0.6573   | 0.7719        | 0.8597           | 0.9304         | 0.7450              | 0.8833            | 0.4235                         | 0.9021              | 0.8333               | 0.6860           | 0.8564    | 0.5819         | 0.6972       | 0.3501                    | 0.7769         | 0.6834          | 0.6549      |
| 0.2904        | 15.19 | 5620 | 0.5371          | 0.6618   | 0.7742        | 0.8605           | 0.9246         | 0.7525              | 0.8723            | 0.4390                         | 0.9128              | 0.8294               | 0.6886           | 0.8538    | 0.5983         | 0.7007       | 0.3598                    | 0.7777         | 0.6826          | 0.6598      |
| 0.1743        | 15.24 | 5640 | 0.5354          | 0.6642   | 0.7898        | 0.8575           | 0.9329         | 0.7826              | 0.8584            | 0.5319                         | 0.8819              | 0.8765               | 0.6645           | 0.8481    | 0.6236         | 0.7261       | 0.3739                    | 0.7773         | 0.6612          | 0.6392      |
| 0.4112        | 15.3  | 5660 | 0.5052          | 0.6723   | 0.7901        | 0.8614           | 0.9394         | 0.7820              | 0.8536            | 0.5162                         | 0.8812              | 0.8633               | 0.6952           | 0.8488    | 0.6356         | 0.7324       | 0.3818                    | 0.7787         | 0.6688          | 0.6597      |
| 0.1699        | 15.35 | 5680 | 0.5328          | 0.6690   | 0.7797        | 0.8637           | 0.9333         | 0.7722              | 0.8553            | 0.4220                         | 0.8983              | 0.8682               | 0.7089           | 0.8566    | 0.6303         | 0.7255       | 0.3521                    | 0.7796         | 0.6592          | 0.6794      |
| 0.1916        | 15.41 | 5700 | 0.5239          | 0.6685   | 0.7828        | 0.8634           | 0.9350         | 0.7994              | 0.8497            | 0.4325                         | 0.8972              | 0.8660               | 0.7002           | 0.8583    | 0.6314         | 0.7261       | 0.3546                    | 0.7807         | 0.6584          | 0.6700      |
| 0.3017        | 15.46 | 5720 | 0.5202          | 0.6667   | 0.7874        | 0.8611           | 0.9378         | 0.7855              | 0.8547            | 0.4498                         | 0.8691              | 0.9042               | 0.7106           | 0.8612    | 0.6321         | 0.7219       | 0.3577                    | 0.7716         | 0.6448          | 0.6778      |
| 0.4613        | 15.51 | 5740 | 0.5305          | 0.6689   | 0.7846        | 0.8637           | 0.9371         | 0.7753              | 0.8568            | 0.4424                         | 0.8864              | 0.8865               | 0.7077           | 0.8621    | 0.6225         | 0.7240       | 0.3623                    | 0.7787         | 0.6559          | 0.6766      |
| 0.2427        | 15.57 | 5760 | 0.5309          | 0.6718   | 0.7882        | 0.8649           | 0.9307         | 0.8135              | 0.8612            | 0.4478                         | 0.8997              | 0.8510               | 0.7136           | 0.8624    | 0.6301         | 0.7245       | 0.3640                    | 0.7804         | 0.6637          | 0.6777      |
| 0.1715        | 15.62 | 5780 | 0.5624          | 0.6562   | 0.7710        | 0.8575           | 0.9419         | 0.7407              | 0.8751            | 0.4462                         | 0.8906              | 0.8442               | 0.6581           | 0.8581    | 0.6136         | 0.7169       | 0.3606                    | 0.7771         | 0.6393          | 0.6281      |
| 0.1743        | 15.68 | 5800 | 0.5858          | 0.6474   | 0.7718        | 0.8515           | 0.9255         | 0.7338              | 0.8919            | 0.4446                         | 0.8790              | 0.8760               | 0.6516           | 0.8540    | 0.6027         | 0.7056       | 0.3599                    | 0.7700         | 0.6193          | 0.6204      |
| 0.1497        | 15.73 | 5820 | 0.5603          | 0.6659   | 0.7830        | 0.8595           | 0.9291         | 0.7782              | 0.8759            | 0.4456                         | 0.8845              | 0.8723               | 0.6953           | 0.8559    | 0.6379         | 0.7309       | 0.3684                    | 0.7730         | 0.6350          | 0.6600      |
| 0.1704        | 15.78 | 5840 | 0.5118          | 0.6780   | 0.7864        | 0.8685           | 0.9415         | 0.7931              | 0.8423            | 0.4234                         | 0.8912              | 0.8696               | 0.7442           | 0.8624    | 0.6468         | 0.7316       | 0.3559                    | 0.7839         | 0.6621          | 0.7033      |
| 0.2139        | 15.84 | 5860 | 0.5604          | 0.6598   | 0.7785        | 0.8575           | 0.9417         | 0.7978              | 0.8686            | 0.4478                         | 0.8864              | 0.8622               | 0.6453           | 0.8534    | 0.6459         | 0.7270       | 0.3536                    | 0.7803         | 0.6375          | 0.6210      |
| 0.2681        | 15.89 | 5880 | 0.5511          | 0.6606   | 0.7768        | 0.8585           | 0.9339         | 0.8061              | 0.8352            | 0.4398                         | 0.9030              | 0.8553               | 0.6645           | 0.8573    | 0.6392         | 0.7339       | 0.3482                    | 0.7770         | 0.6330          | 0.6357      |
| 0.4451        | 15.95 | 5900 | 0.5849          | 0.6544   | 0.7729        | 0.8552           | 0.9280         | 0.7920              | 0.8683            | 0.4166                         | 0.9002              | 0.8661               | 0.6395           | 0.8567    | 0.6407         | 0.7325       | 0.3389                    | 0.7740         | 0.6246          | 0.6134      |
| 0.2227        | 16.0  | 5920 | 0.5656          | 0.6600   | 0.7718        | 0.8583           | 0.9314         | 0.7589              | 0.8451            | 0.4590                         | 0.9162              | 0.8454               | 0.6464           | 0.8612    | 0.6363         | 0.7345       | 0.3601                    | 0.7773         | 0.6309          | 0.6196      |
| 0.1399        | 16.05 | 5940 | 0.5454          | 0.6638   | 0.7856        | 0.8594           | 0.9311         | 0.8021              | 0.8783            | 0.4619                         | 0.8910              | 0.8743               | 0.6607           | 0.8640    | 0.6450         | 0.7326       | 0.3674                    | 0.7786         | 0.6308          | 0.6285      |
| 0.2748        | 16.11 | 5960 | 0.6201          | 0.6587   | 0.7815        | 0.8554           | 0.9342         | 0.7969              | 0.8792            | 0.4682                         | 0.8869              | 0.8788               | 0.6261           | 0.8588    | 0.6519         | 0.7246       | 0.3736                    | 0.7767         | 0.6230          | 0.6021      |
| 0.2186        | 16.16 | 5980 | 0.5809          | 0.6635   | 0.7922        | 0.8577           | 0.9296         | 0.8315              | 0.8590            | 0.5140                         | 0.8901              | 0.8716               | 0.6499           | 0.8629    | 0.6421         | 0.7340       | 0.3849                    | 0.7780         | 0.6229          | 0.6199      |
| 0.9109        | 16.22 | 6000 | 0.5806          | 0.6598   | 0.7839        | 0.8562           | 0.9358         | 0.7914              | 0.8766            | 0.4737                         | 0.8781              | 0.8861               | 0.6454           | 0.8617    | 0.6434         | 0.7326       | 0.3732                    | 0.7742         | 0.6170          | 0.6165      |
| 0.229         | 16.27 | 6020 | 0.5317          | 0.6628   | 0.7808        | 0.8589           | 0.9298         | 0.7970              | 0.8556            | 0.4508                         | 0.8979              | 0.8628               | 0.6717           | 0.8573    | 0.6345         | 0.7319       | 0.3615                    | 0.7759         | 0.6379          | 0.6407      |
| 0.1148        | 16.32 | 6040 | 0.5476          | 0.6663   | 0.7861        | 0.8599           | 0.9262         | 0.7672              | 0.8661            | 0.4985                         | 0.8950              | 0.8631               | 0.6863           | 0.8551    | 0.6162         | 0.7292       | 0.3834                    | 0.7764         | 0.6490          | 0.6551      |
| 0.2058        | 16.38 | 6060 | 0.6424          | 0.6593   | 0.7686        | 0.8554           | 0.9324         | 0.7444              | 0.8467            | 0.4748                         | 0.9143              | 0.8383               | 0.6293           | 0.8478    | 0.6211         | 0.7304       | 0.3874                    | 0.7714         | 0.6494          | 0.6075      |
| 0.3258        | 16.43 | 6080 | 0.5560          | 0.6656   | 0.7791        | 0.8608           | 0.9298         | 0.7633              | 0.8762            | 0.4509                         | 0.9000              | 0.8476               | 0.6860           | 0.8530    | 0.6238         | 0.7263       | 0.3672                    | 0.7790         | 0.6543          | 0.6557      |
| 0.2097        | 16.49 | 6100 | 0.5592          | 0.6673   | 0.7747        | 0.8615           | 0.9321         | 0.7842              | 0.8539            | 0.4282                         | 0.9133              | 0.8283               | 0.6828           | 0.8508    | 0.6411         | 0.7377       | 0.3629                    | 0.7815         | 0.6440          | 0.6534      |
| 0.1554        | 16.54 | 6120 | 0.5593          | 0.6684   | 0.7847        | 0.8615           | 0.9245         | 0.7956              | 0.8659            | 0.4542                         | 0.9034              | 0.8614               | 0.6880           | 0.8535    | 0.6409         | 0.7300       | 0.3685                    | 0.7827         | 0.6439          | 0.6593      |
| 1.0233        | 16.59 | 6140 | 0.5681          | 0.6595   | 0.7668        | 0.8602           | 0.9335         | 0.7291              | 0.8624            | 0.4098                         | 0.9083              | 0.8414               | 0.6834           | 0.8527    | 0.6119         | 0.7172       | 0.3547                    | 0.7828         | 0.6418          | 0.6555      |
| 0.1656        | 16.65 | 6160 | 0.5631          | 0.6641   | 0.7750        | 0.8610           | 0.9293         | 0.7302              | 0.8514            | 0.4592                         | 0.9070              | 0.8556               | 0.6922           | 0.8559    | 0.5994         | 0.7228       | 0.3867                    | 0.7804         | 0.6415          | 0.6622      |
| 0.1768        | 16.7  | 6180 | 0.5629          | 0.6718   | 0.7903        | 0.8618           | 0.9320         | 0.7868              | 0.8579            | 0.4890                         | 0.8871              | 0.8905               | 0.6892           | 0.8558    | 0.6290         | 0.7399       | 0.3971                    | 0.7792         | 0.6398          | 0.6615      |
| 0.298         | 16.76 | 6200 | 0.5488          | 0.6720   | 0.7906        | 0.8624           | 0.9306         | 0.7532              | 0.8659            | 0.4985                         | 0.8806              | 0.8937               | 0.7116           | 0.8597    | 0.6218         | 0.7369       | 0.3919                    | 0.7756         | 0.6451          | 0.6730      |
| 0.3174        | 16.81 | 6220 | 0.5639          | 0.6712   | 0.7837        | 0.8628           | 0.9256         | 0.7469              | 0.8611            | 0.4816                         | 0.9056              | 0.8710               | 0.6943           | 0.8573    | 0.6154         | 0.7295       | 0.3988                    | 0.7797         | 0.6517          | 0.6659      |
| 2.2986        | 16.86 | 6240 | 0.5555          | 0.6717   | 0.7782        | 0.8649           | 0.9323         | 0.7315              | 0.8713            | 0.4571                         | 0.9097              | 0.8433               | 0.7024           | 0.8581    | 0.6204         | 0.7316       | 0.3816                    | 0.7842         | 0.6536          | 0.6721      |
| 0.1239        | 16.92 | 6260 | 0.5121          | 0.6784   | 0.7904        | 0.8675           | 0.9330         | 0.8007              | 0.8500            | 0.4376                         | 0.8923              | 0.8780               | 0.7411           | 0.8623    | 0.6422         | 0.7370       | 0.3722                    | 0.7818         | 0.6553          | 0.6983      |
| 0.4243        | 16.97 | 6280 | 0.5192          | 0.6780   | 0.7880        | 0.8677           | 0.9311         | 0.8051              | 0.8610            | 0.4178                         | 0.8995              | 0.8697               | 0.7317           | 0.8597    | 0.6483         | 0.7393       | 0.3622                    | 0.7842         | 0.6532          | 0.6988      |
| 0.1333        | 17.03 | 6300 | 0.4975          | 0.6766   | 0.7927        | 0.8658           | 0.9296         | 0.8200              | 0.8553            | 0.4512                         | 0.8905              | 0.8627               | 0.7395           | 0.8593    | 0.6506         | 0.7414       | 0.3519                    | 0.7780         | 0.6566          | 0.6987      |
| 0.2877        | 17.08 | 6320 | 0.5117          | 0.6742   | 0.8014        | 0.8632           | 0.9275         | 0.8139              | 0.8602            | 0.5093                         | 0.8684              | 0.8800               | 0.7507           | 0.8633    | 0.6434         | 0.7367       | 0.3510                    | 0.7705         | 0.6555          | 0.6986      |
| 0.138         | 17.14 | 6340 | 0.5202          | 0.6690   | 0.7905        | 0.8614           | 0.9247         | 0.8059              | 0.8752            | 0.4796                         | 0.8871              | 0.8307               | 0.7301           | 0.8583    | 0.6442         | 0.7281       | 0.3387                    | 0.7713         | 0.6566          | 0.6858      |
| 0.2876        | 17.19 | 6360 | 0.5580          | 0.6496   | 0.7729        | 0.8541           | 0.9319         | 0.7853              | 0.8786            | 0.4272                         | 0.8919              | 0.8622               | 0.6330           | 0.8550    | 0.6184         | 0.7201       | 0.3440                    | 0.7799         | 0.6230          | 0.6065      |
| 0.8339        | 17.24 | 6380 | 0.6122          | 0.6454   | 0.7615        | 0.8520           | 0.9361         | 0.7730              | 0.8545            | 0.4034                         | 0.9046              | 0.8507               | 0.6084           | 0.8525    | 0.6229         | 0.7216       | 0.3397                    | 0.7763         | 0.6178          | 0.5869      |
| 0.7474        | 17.3  | 6400 | 0.5489          | 0.6636   | 0.7709        | 0.8613           | 0.9380         | 0.7517              | 0.8600            | 0.4072                         | 0.8961              | 0.8335               | 0.7095           | 0.8506    | 0.6216         | 0.7276       | 0.3413                    | 0.7768         | 0.6491          | 0.6780      |
| 0.1185        | 17.35 | 6420 | 0.5330          | 0.6681   | 0.7734        | 0.8655           | 0.9345         | 0.7603              | 0.8367            | 0.4204                         | 0.9192              | 0.8285               | 0.7139           | 0.8612    | 0.6170         | 0.7291       | 0.3548                    | 0.7859         | 0.6485          | 0.6800      |
| 0.4462        | 17.41 | 6440 | 0.5454          | 0.6620   | 0.7790        | 0.8605           | 0.9276         | 0.7877              | 0.8408            | 0.4482                         | 0.9058              | 0.8439               | 0.6988           | 0.8568    | 0.6036         | 0.7307       | 0.3599                    | 0.7796         | 0.6407          | 0.6629      |
| 0.5445        | 17.46 | 6460 | 0.5240          | 0.6666   | 0.7783        | 0.8644           | 0.9379         | 0.7571              | 0.8742            | 0.4554                         | 0.9089              | 0.8280               | 0.6864           | 0.8625    | 0.6159         | 0.7285       | 0.3577                    | 0.7870         | 0.6497          | 0.6645      |
| 0.1115        | 17.51 | 6480 | 0.5198          | 0.6651   | 0.7843        | 0.8623           | 0.9350         | 0.7463              | 0.8777            | 0.4974                         | 0.8968              | 0.8622               | 0.6744           | 0.8626    | 0.6151         | 0.7240       | 0.3733                    | 0.7884         | 0.6443          | 0.6482      |
| 0.245         | 17.57 | 6500 | 0.5252          | 0.6700   | 0.7884        | 0.8639           | 0.9303         | 0.7806              | 0.8511            | 0.4831                         | 0.8996              | 0.8762               | 0.6978           | 0.8626    | 0.6275         | 0.7296       | 0.3763                    | 0.7879         | 0.6412          | 0.6649      |
| 0.8472        | 17.62 | 6520 | 0.5077          | 0.6717   | 0.7884        | 0.8652           | 0.9300         | 0.7849              | 0.8612            | 0.4621                         | 0.8983              | 0.8685               | 0.7138           | 0.8626    | 0.6336         | 0.7313       | 0.3628                    | 0.7877         | 0.6486          | 0.6750      |
| 0.2628        | 17.68 | 6540 | 0.5328          | 0.6735   | 0.7958        | 0.8642           | 0.9278         | 0.8056              | 0.8677            | 0.5064                         | 0.8929              | 0.8602               | 0.7100           | 0.8621    | 0.6398         | 0.7329       | 0.3823                    | 0.7867         | 0.6402          | 0.6702      |
| 0.2206        | 17.73 | 6560 | 0.5419          | 0.6686   | 0.7907        | 0.8624           | 0.9336         | 0.8046              | 0.8718            | 0.4855                         | 0.8905              | 0.8633               | 0.6854           | 0.8627    | 0.6354         | 0.7352       | 0.3745                    | 0.7852         | 0.6356          | 0.6517      |
| 0.4008        | 17.78 | 6580 | 0.5471          | 0.6655   | 0.7858        | 0.8611           | 0.9250         | 0.8095              | 0.8543            | 0.4608                         | 0.9039              | 0.8613               | 0.6858           | 0.8613    | 0.6263         | 0.7366       | 0.3697                    | 0.7820         | 0.6328          | 0.6501      |
| 0.2569        | 17.84 | 6600 | 0.5723          | 0.6587   | 0.7726        | 0.8611           | 0.9352         | 0.7637              | 0.8748            | 0.4024                         | 0.9009              | 0.8486               | 0.6824           | 0.8604    | 0.6168         | 0.7223       | 0.3318                    | 0.7833         | 0.6434          | 0.6532      |
| 0.438         | 17.89 | 6620 | 0.5625          | 0.6605   | 0.7820        | 0.8608           | 0.9311         | 0.7878              | 0.8763            | 0.4328                         | 0.8925              | 0.8712               | 0.6822           | 0.8614    | 0.6095         | 0.7180       | 0.3460                    | 0.7815         | 0.6551          | 0.6520      |
| 0.3253        | 17.95 | 6640 | 0.5381          | 0.6719   | 0.7896        | 0.8658           | 0.9266         | 0.8072              | 0.8681            | 0.4426                         | 0.9034              | 0.8737               | 0.7060           | 0.8624    | 0.6122         | 0.7337       | 0.3767                    | 0.7872         | 0.6613          | 0.6695      |
| 0.2993        | 18.0  | 6660 | 0.5754          | 0.6722   | 0.7916        | 0.8633           | 0.9236         | 0.7817              | 0.8707            | 0.4875                         | 0.8967              | 0.8801               | 0.7011           | 0.8584    | 0.6183         | 0.7322       | 0.3966                    | 0.7824         | 0.6503          | 0.6674      |
| 0.2065        | 18.05 | 6680 | 0.5444          | 0.6689   | 0.7823        | 0.8624           | 0.9169         | 0.7521              | 0.8745            | 0.4642                         | 0.9093              | 0.8377               | 0.7210           | 0.8565    | 0.6097         | 0.7298       | 0.3757                    | 0.7768         | 0.6646          | 0.6693      |
| 0.3371        | 18.11 | 6700 | 0.5273          | 0.6757   | 0.7966        | 0.8648           | 0.9217         | 0.8152              | 0.8496            | 0.4998                         | 0.8991              | 0.8633               | 0.7276           | 0.8624    | 0.6277         | 0.7397       | 0.3904                    | 0.7813         | 0.6530          | 0.6754      |
| 0.5228        | 18.16 | 6720 | 0.5471          | 0.6708   | 0.7856        | 0.8650           | 0.9337         | 0.7853              | 0.8663            | 0.4497                         | 0.8993              | 0.8631               | 0.7017           | 0.8635    | 0.6327         | 0.7301       | 0.3639                    | 0.7858         | 0.6552          | 0.6646      |
| 0.2349        | 18.22 | 6740 | 0.5225          | 0.6691   | 0.7902        | 0.8618           | 0.9302         | 0.7764              | 0.8783            | 0.4901                         | 0.8816              | 0.8602               | 0.7141           | 0.8593    | 0.6323         | 0.7354       | 0.3579                    | 0.7762         | 0.6537          | 0.6687      |
| 0.296         | 18.27 | 6760 | 0.5410          | 0.6710   | 0.7873        | 0.8642           | 0.9196         | 0.7942              | 0.8639            | 0.4490                         | 0.9087              | 0.8637               | 0.7124           | 0.8572    | 0.6287         | 0.7330       | 0.3596                    | 0.7844         | 0.6596          | 0.6748      |
| 0.2349        | 18.32 | 6780 | 0.5687          | 0.6661   | 0.7818        | 0.8626           | 0.9200         | 0.7858              | 0.8744            | 0.4312                         | 0.9104              | 0.8465               | 0.7044           | 0.8569    | 0.6272         | 0.7284       | 0.3355                    | 0.7811         | 0.6631          | 0.6708      |
| 0.4848        | 18.38 | 6800 | 0.5320          | 0.6715   | 0.7892        | 0.8637           | 0.9331         | 0.7980              | 0.8656            | 0.4704                         | 0.8912              | 0.8560               | 0.7102           | 0.8597    | 0.6412         | 0.7348       | 0.3434                    | 0.7778         | 0.6694          | 0.6744      |
| 0.2716        | 18.43 | 6820 | 0.5290          | 0.6722   | 0.7942        | 0.8635           | 0.9285         | 0.8218              | 0.8578            | 0.4668                         | 0.8848              | 0.8770               | 0.7226           | 0.8625    | 0.6371         | 0.7374       | 0.3669                    | 0.7781         | 0.6490          | 0.6743      |
| 0.2607        | 18.49 | 6840 | 0.5762          | 0.6684   | 0.7847        | 0.8625           | 0.9299         | 0.7859              | 0.8679            | 0.4440                         | 0.8946              | 0.8751               | 0.6953           | 0.8576    | 0.6369         | 0.7328       | 0.3617                    | 0.7829         | 0.6432          | 0.6634      |
| 0.7043        | 18.54 | 6860 | 0.5676          | 0.6691   | 0.7859        | 0.8634           | 0.9205         | 0.7614              | 0.8808            | 0.4704                         | 0.9048              | 0.8503               | 0.7135           | 0.8586    | 0.6161         | 0.7254       | 0.3669                    | 0.7828         | 0.6578          | 0.6762      |
| 0.2008        | 18.59 | 6880 | 0.5637          | 0.6680   | 0.7828        | 0.8627           | 0.9322         | 0.7548              | 0.8669            | 0.4669                         | 0.8944              | 0.8577               | 0.7066           | 0.8588    | 0.6206         | 0.7311       | 0.3651                    | 0.7801         | 0.6499          | 0.6705      |
| 0.3121        | 18.65 | 6900 | 0.5398          | 0.6751   | 0.7929        | 0.8667           | 0.9322         | 0.7949              | 0.8817            | 0.4777                         | 0.8966              | 0.8545               | 0.7124           | 0.8654    | 0.6273         | 0.7347       | 0.3761                    | 0.7866         | 0.6627          | 0.6729      |
| 0.1511        | 18.7  | 6920 | 0.5115          | 0.6731   | 0.7925        | 0.8653           | 0.9332         | 0.7922              | 0.8723            | 0.4714                         | 0.8855              | 0.8709               | 0.7221           | 0.8661    | 0.6252         | 0.7388       | 0.3702                    | 0.7809         | 0.6605          | 0.6701      |
| 0.1835        | 18.76 | 6940 | 0.5327          | 0.6735   | 0.7932        | 0.8651           | 0.9295         | 0.8151              | 0.8664            | 0.4703                         | 0.8955              | 0.8662               | 0.7093           | 0.8642    | 0.6370         | 0.7419       | 0.3649                    | 0.7824         | 0.6549          | 0.6692      |
| 0.2837        | 18.81 | 6960 | 0.5515          | 0.6713   | 0.7891        | 0.8643           | 0.9334         | 0.8020              | 0.8664            | 0.4550                         | 0.8927              | 0.8751               | 0.6995           | 0.8640    | 0.6394         | 0.7398       | 0.3591                    | 0.7817         | 0.6495          | 0.6658      |
| 0.1731        | 18.86 | 6980 | 0.5519          | 0.6740   | 0.7886        | 0.8649           | 0.9321         | 0.7978              | 0.8635            | 0.4706                         | 0.9025              | 0.8581               | 0.6955           | 0.8627    | 0.6356         | 0.7400       | 0.3741                    | 0.7796         | 0.6610          | 0.6645      |
| 0.2349        | 18.92 | 7000 | 0.5380          | 0.6761   | 0.7916        | 0.8645           | 0.9323         | 0.7646              | 0.8670            | 0.5184                         | 0.8938              | 0.8536               | 0.7113           | 0.8584    | 0.6331         | 0.7428       | 0.3911                    | 0.7812         | 0.6519          | 0.6740      |
| 0.2234        | 18.97 | 7020 | 0.5678          | 0.6721   | 0.7882        | 0.8640           | 0.9382         | 0.7470              | 0.8651            | 0.5052                         | 0.8881              | 0.8760               | 0.6977           | 0.8629    | 0.6259         | 0.7375       | 0.3879                    | 0.7837         | 0.6423          | 0.6643      |
| 0.225         | 19.03 | 7040 | 0.5822          | 0.6677   | 0.7840        | 0.8609           | 0.9277         | 0.7737              | 0.8650            | 0.4743                         | 0.9010              | 0.8699               | 0.6761           | 0.8576    | 0.6283         | 0.7369       | 0.3880                    | 0.7807         | 0.6340          | 0.6484      |
| 0.2817        | 19.08 | 7060 | 0.5592          | 0.6691   | 0.7870        | 0.8610           | 0.9306         | 0.7640              | 0.8635            | 0.5015                         | 0.8918              | 0.8686               | 0.6890           | 0.8575    | 0.6278         | 0.7350       | 0.3882                    | 0.7779         | 0.6398          | 0.6577      |
| 0.2163        | 19.14 | 7080 | 0.5760          | 0.6668   | 0.7882        | 0.8594           | 0.9236         | 0.7730              | 0.8712            | 0.5191                         | 0.8996              | 0.8590               | 0.6720           | 0.8577    | 0.6236         | 0.7353       | 0.3999                    | 0.7791         | 0.6294          | 0.6426      |
| 0.3567        | 19.19 | 7100 | 0.5600          | 0.6743   | 0.7875        | 0.8648           | 0.9296         | 0.7735              | 0.8600            | 0.4852                         | 0.9047              | 0.8567               | 0.7031           | 0.8616    | 0.6318         | 0.7352       | 0.3907                    | 0.7825         | 0.6472          | 0.6712      |
| 0.1846        | 19.24 | 7120 | 0.5490          | 0.6750   | 0.7890        | 0.8655           | 0.9415         | 0.8049              | 0.8635            | 0.4735                         | 0.8937              | 0.8446               | 0.7011           | 0.8600    | 0.6391         | 0.7361       | 0.3839                    | 0.7848         | 0.6516          | 0.6699      |
| 0.3032        | 19.3  | 7140 | 0.5672          | 0.6697   | 0.7886        | 0.8627           | 0.9367         | 0.8156              | 0.8700            | 0.4861                         | 0.8977              | 0.8365               | 0.6778           | 0.8594    | 0.6326         | 0.7330       | 0.3887                    | 0.7857         | 0.6390          | 0.6492      |
| 0.1946        | 19.35 | 7160 | 0.5625          | 0.6736   | 0.7880        | 0.8640           | 0.9360         | 0.8089              | 0.8646            | 0.4694                         | 0.8998              | 0.8543               | 0.6831           | 0.8590    | 0.6434         | 0.7375       | 0.3962                    | 0.7865         | 0.6379          | 0.6546      |
| 0.135         | 19.41 | 7180 | 0.5581          | 0.6751   | 0.7882        | 0.8650           | 0.9323         | 0.7993              | 0.8518            | 0.4760                         | 0.9073              | 0.8612               | 0.6893           | 0.8612    | 0.6438         | 0.7382       | 0.3949                    | 0.7868         | 0.6404          | 0.6604      |
| 0.2432        | 19.46 | 7200 | 0.5832          | 0.6741   | 0.7886        | 0.8627           | 0.9237         | 0.7989              | 0.8359            | 0.4959                         | 0.9112              | 0.8616               | 0.6933           | 0.8560    | 0.6385         | 0.7350       | 0.4062                    | 0.7824         | 0.6398          | 0.6607      |
| 0.1975        | 19.51 | 7220 | 0.5366          | 0.6765   | 0.7931        | 0.8649           | 0.9407         | 0.7973              | 0.8284            | 0.5083                         | 0.8865              | 0.8759               | 0.7144           | 0.8593    | 0.6395         | 0.7321       | 0.3981                    | 0.7846         | 0.6456          | 0.6765      |
| 0.2508        | 19.57 | 7240 | 0.5275          | 0.6792   | 0.7958        | 0.8663           | 0.9357         | 0.7951              | 0.8559            | 0.5032                         | 0.8875              | 0.8697               | 0.7231           | 0.8627    | 0.6452         | 0.7380       | 0.3939                    | 0.7829         | 0.6481          | 0.6835      |
| 0.4301        | 19.62 | 7260 | 0.5307          | 0.6817   | 0.7969        | 0.8678           | 0.9351         | 0.8082              | 0.8597            | 0.4903                         | 0.8908              | 0.8646               | 0.7298           | 0.8639    | 0.6493         | 0.7348       | 0.3996                    | 0.7857         | 0.6455          | 0.6932      |
| 0.1237        | 19.68 | 7280 | 0.5420          | 0.6839   | 0.7992        | 0.8675           | 0.9226         | 0.7999              | 0.8585            | 0.5191                         | 0.9018              | 0.8498               | 0.7429           | 0.8611    | 0.6438         | 0.7365       | 0.4107                    | 0.7815         | 0.6535          | 0.7000      |
| 0.36          | 19.73 | 7300 | 0.5512          | 0.6800   | 0.7968        | 0.8664           | 0.9214         | 0.8010              | 0.8745            | 0.4956                         | 0.8983              | 0.8419               | 0.7449           | 0.8618    | 0.6353         | 0.7286       | 0.3959                    | 0.7777         | 0.6575          | 0.7029      |
| 0.1626        | 19.78 | 7320 | 0.5594          | 0.6775   | 0.7919        | 0.8651           | 0.9325         | 0.7960              | 0.8503            | 0.4902                         | 0.8949              | 0.8626               | 0.7165           | 0.8580    | 0.6407         | 0.7326       | 0.3916                    | 0.7791         | 0.6559          | 0.6850      |
| 1.7953        | 19.84 | 7340 | 0.6085          | 0.6681   | 0.7822        | 0.8616           | 0.9338         | 0.7686              | 0.8664            | 0.4663                         | 0.8983              | 0.8670               | 0.6752           | 0.8595    | 0.6334         | 0.7299       | 0.3827                    | 0.7798         | 0.6418          | 0.6497      |
| 1.867         | 19.89 | 7360 | 0.6072          | 0.6649   | 0.7769        | 0.8618           | 0.9386         | 0.7367              | 0.8718            | 0.4639                         | 0.8992              | 0.8542               | 0.6741           | 0.8576    | 0.6132         | 0.7218       | 0.3691                    | 0.7815         | 0.6619          | 0.6488      |
| 0.1957        | 19.95 | 7380 | 0.5220          | 0.6744   | 0.7897        | 0.8661           | 0.9346         | 0.7849              | 0.8613            | 0.4752                         | 0.8971              | 0.8638               | 0.7113           | 0.8634    | 0.6272         | 0.7300       | 0.3779                    | 0.7850         | 0.6607          | 0.6767      |
| 0.4062        | 20.0  | 7400 | 0.5444          | 0.6753   | 0.7937        | 0.8653           | 0.9363         | 0.7933              | 0.8579            | 0.5095                         | 0.8935              | 0.8649               | 0.7008           | 0.8642    | 0.6380         | 0.7344       | 0.3824                    | 0.7837         | 0.6553          | 0.6690      |
| 0.2402        | 20.05 | 7420 | 0.5215          | 0.6744   | 0.7915        | 0.8656           | 0.9361         | 0.7742              | 0.8748            | 0.4944                         | 0.8882              | 0.8528               | 0.7198           | 0.8649    | 0.6338         | 0.7320       | 0.3695                    | 0.7816         | 0.6625          | 0.6766      |
| 0.1948        | 20.11 | 7440 | 0.5325          | 0.6759   | 0.7865        | 0.8666           | 0.9350         | 0.7735              | 0.8619            | 0.4734                         | 0.9047              | 0.8463               | 0.7108           | 0.8632    | 0.6409         | 0.7326       | 0.3746                    | 0.7854         | 0.6593          | 0.6750      |
| 0.2471        | 20.16 | 7460 | 0.5395          | 0.6740   | 0.7854        | 0.8667           | 0.9291         | 0.7546              | 0.8543            | 0.4615                         | 0.9032              | 0.8588               | 0.7364           | 0.8678    | 0.6226         | 0.7294       | 0.3688                    | 0.7807         | 0.6601          | 0.6888      |
| 0.1413        | 20.22 | 7480 | 0.5538          | 0.6628   | 0.7729        | 0.8617           | 0.9285         | 0.7124              | 0.8662            | 0.4266                         | 0.8978              | 0.8549               | 0.7237           | 0.8597    | 0.5998         | 0.7205       | 0.3453                    | 0.7730         | 0.6634          | 0.6779      |
| 0.1396        | 20.27 | 7500 | 0.5528          | 0.6630   | 0.7722        | 0.8618           | 0.9283         | 0.7045              | 0.8680            | 0.4317                         | 0.8987              | 0.8449               | 0.7291           | 0.8609    | 0.5984         | 0.7175       | 0.3472                    | 0.7715         | 0.6639          | 0.6814      |
| 0.4735        | 20.32 | 7520 | 0.5323          | 0.6690   | 0.7812        | 0.8645           | 0.9366         | 0.7153              | 0.8537            | 0.4743                         | 0.8896              | 0.8676               | 0.7316           | 0.8668    | 0.6024         | 0.7205       | 0.3739                    | 0.7775         | 0.6599          | 0.6822      |
| 0.2384        | 20.38 | 7540 | 0.5432          | 0.6688   | 0.7833        | 0.8640           | 0.9255         | 0.7148              | 0.8758            | 0.4879                         | 0.8987              | 0.8489               | 0.7318           | 0.8660    | 0.5946         | 0.7187       | 0.3836                    | 0.7781         | 0.6586          | 0.6822      |
| 0.1263        | 20.43 | 7560 | 0.5176          | 0.6749   | 0.7916        | 0.8651           | 0.9346         | 0.7601              | 0.8616            | 0.4992                         | 0.8822              | 0.8659               | 0.7378           | 0.8644    | 0.6170         | 0.7267       | 0.3954                    | 0.7771         | 0.6562          | 0.6877      |
| 0.2657        | 20.49 | 7580 | 0.5225          | 0.6726   | 0.7855        | 0.8652           | 0.9410         | 0.7408              | 0.8750            | 0.4744                         | 0.8846              | 0.8679               | 0.7146           | 0.8638    | 0.6238         | 0.7285       | 0.3838                    | 0.7836         | 0.6494          | 0.6750      |
| 0.1029        | 20.54 | 7600 | 0.5211          | 0.6780   | 0.7974        | 0.8672           | 0.9331         | 0.7985              | 0.8779            | 0.5041                         | 0.8919              | 0.8575               | 0.7191           | 0.8659    | 0.6372         | 0.7348       | 0.3861                    | 0.7873         | 0.6508          | 0.6843      |
| 0.1148        | 20.59 | 7620 | 0.5278          | 0.6769   | 0.7913        | 0.8666           | 0.9441         | 0.7884              | 0.8563            | 0.4964                         | 0.8911              | 0.8574               | 0.7052           | 0.8618    | 0.6425         | 0.7355       | 0.3833                    | 0.7888         | 0.6519          | 0.6745      |
| 0.6143        | 20.65 | 7640 | 0.5407          | 0.6763   | 0.7935        | 0.8665           | 0.9417         | 0.8000              | 0.8543            | 0.4949                         | 0.8890              | 0.8652               | 0.7091           | 0.8637    | 0.6340         | 0.7346       | 0.3875                    | 0.7873         | 0.6496          | 0.6771      |
| 1.6212        | 20.7  | 7660 | 0.5453          | 0.6732   | 0.7947        | 0.8637           | 0.9407         | 0.7817              | 0.8576            | 0.5307                         | 0.8828              | 0.8802               | 0.6889           | 0.8646    | 0.6344         | 0.7379       | 0.3963                    | 0.7852         | 0.6346          | 0.6591      |
| 0.2199        | 20.76 | 7680 | 0.5434          | 0.6740   | 0.7933        | 0.8650           | 0.9357         | 0.7967              | 0.8591            | 0.4937                         | 0.8901              | 0.8754               | 0.7027           | 0.8658    | 0.6333         | 0.7324       | 0.3903                    | 0.7848         | 0.6429          | 0.6688      |
| 0.6563        | 20.81 | 7700 | 0.5779          | 0.6663   | 0.7819        | 0.8625           | 0.9322         | 0.7900              | 0.8459            | 0.4485                         | 0.9049              | 0.8709               | 0.6812           | 0.8648    | 0.6248         | 0.7312       | 0.3698                    | 0.7813         | 0.6415          | 0.6508      |
| 0.2724        | 20.86 | 7720 | 0.5538          | 0.6674   | 0.7838        | 0.8622           | 0.9272         | 0.7698              | 0.8691            | 0.4523                         | 0.8970              | 0.8728               | 0.6983           | 0.8597    | 0.6210         | 0.7305       | 0.3720                    | 0.7803         | 0.6432          | 0.6649      |
| 0.2677        | 20.92 | 7740 | 0.5418          | 0.6740   | 0.7952        | 0.8658           | 0.9312         | 0.8128              | 0.8633            | 0.4734                         | 0.8901              | 0.8783               | 0.7173           | 0.8655    | 0.6291         | 0.7342       | 0.3758                    | 0.7857         | 0.6460          | 0.6815      |
| 0.4391        | 20.97 | 7760 | 0.5329          | 0.6751   | 0.7847        | 0.8683           | 0.9333         | 0.7851              | 0.8680            | 0.4378                         | 0.9116              | 0.8406               | 0.7168           | 0.8644    | 0.6323         | 0.7332       | 0.3632                    | 0.7903         | 0.6590          | 0.6832      |
| 0.8593        | 21.03 | 7780 | 0.5310          | 0.6710   | 0.7837        | 0.8658           | 0.9440         | 0.7658              | 0.8754            | 0.4665                         | 0.8909              | 0.8219               | 0.7211           | 0.8630    | 0.6326         | 0.7336       | 0.3360                    | 0.7837         | 0.6664          | 0.6818      |
| 0.2848        | 21.08 | 7800 | 0.5415          | 0.6693   | 0.7910        | 0.8630           | 0.9341         | 0.7785              | 0.8665            | 0.4955                         | 0.8817              | 0.8638               | 0.7171           | 0.8648    | 0.6337         | 0.7378       | 0.3398                    | 0.7759         | 0.6544          | 0.6786      |
| 0.2635        | 21.14 | 7820 | 0.5943          | 0.6725   | 0.7897        | 0.8651           | 0.9339         | 0.7907              | 0.8586            | 0.4940                         | 0.9029              | 0.8526               | 0.6950           | 0.8637    | 0.6319         | 0.7365       | 0.3691                    | 0.7852         | 0.6549          | 0.6663      |
| 0.1603        | 21.19 | 7840 | 0.5332          | 0.6744   | 0.7928        | 0.8656           | 0.9390         | 0.7718              | 0.8777            | 0.5057                         | 0.8828              | 0.8493               | 0.7230           | 0.8666    | 0.6272         | 0.7324       | 0.3761                    | 0.7803         | 0.6614          | 0.6768      |
| 0.2562        | 21.24 | 7860 | 0.5453          | 0.6734   | 0.7918        | 0.8656           | 0.9362         | 0.7881              | 0.8782            | 0.4889                         | 0.8929              | 0.8575               | 0.7010           | 0.8650    | 0.6343         | 0.7280       | 0.3732                    | 0.7863         | 0.6573          | 0.6699      |
| 0.0818        | 21.3  | 7880 | 0.5671          | 0.6728   | 0.7876        | 0.8655           | 0.9291         | 0.7912              | 0.8805            | 0.4626                         | 0.9077              | 0.8453               | 0.6970           | 0.8623    | 0.6332         | 0.7293       | 0.3714                    | 0.7867         | 0.6601          | 0.6664      |
| 0.2494        | 21.35 | 7900 | 0.5663          | 0.6705   | 0.7932        | 0.8631           | 0.9291         | 0.7994              | 0.8746            | 0.4937                         | 0.8921              | 0.8712               | 0.6918           | 0.8640    | 0.6310         | 0.7297       | 0.3806                    | 0.7825         | 0.6443          | 0.6616      |
| 0.3767        | 21.41 | 7920 | 0.5480          | 0.6742   | 0.7952        | 0.8655           | 0.9351         | 0.8093              | 0.8563            | 0.5039                         | 0.8930              | 0.8629               | 0.7058           | 0.8661    | 0.6304         | 0.7350       | 0.3804                    | 0.7842         | 0.6507          | 0.6727      |
| 0.2554        | 21.46 | 7940 | 0.5749          | 0.6680   | 0.7768        | 0.8644           | 0.9378         | 0.7422              | 0.8744            | 0.4505                         | 0.9088              | 0.8395               | 0.6845           | 0.8626    | 0.6205         | 0.7313       | 0.3682                    | 0.7863         | 0.6499          | 0.6570      |
| 0.2093        | 21.51 | 7960 | 0.5519          | 0.6744   | 0.7856        | 0.8659           | 0.9362         | 0.7711              | 0.8554            | 0.4742                         | 0.9035              | 0.8559               | 0.7031           | 0.8610    | 0.6272         | 0.7368       | 0.3833                    | 0.7853         | 0.6540          | 0.6729      |
| 0.1923        | 21.57 | 7980 | 0.5720          | 0.6719   | 0.7856        | 0.8648           | 0.9356         | 0.7790              | 0.8670            | 0.4649                         | 0.9008              | 0.8610               | 0.6906           | 0.8616    | 0.6258         | 0.7346       | 0.3814                    | 0.7846         | 0.6524          | 0.6631      |
| 0.1905        | 21.62 | 8000 | 0.5737          | 0.6710   | 0.7839        | 0.8650           | 0.9342         | 0.7720              | 0.8688            | 0.4521                         | 0.9016              | 0.8608               | 0.6976           | 0.8629    | 0.6227         | 0.7328       | 0.3750                    | 0.7843         | 0.6514          | 0.6676      |
| 0.1949        | 21.68 | 8020 | 0.5325          | 0.6730   | 0.7916        | 0.8647           | 0.9383         | 0.7847              | 0.8661            | 0.4871                         | 0.8825              | 0.8662               | 0.7164           | 0.8655    | 0.6225         | 0.7363       | 0.3832                    | 0.7797         | 0.6541          | 0.6697      |
| 0.285         | 21.73 | 8040 | 0.5412          | 0.6764   | 0.7875        | 0.8666           | 0.9360         | 0.7521              | 0.8635            | 0.4985                         | 0.9019              | 0.8483               | 0.7123           | 0.8659    | 0.6251         | 0.7372       | 0.3950                    | 0.7837         | 0.6571          | 0.6710      |
| 0.4771        | 21.78 | 8060 | 0.5659          | 0.6751   | 0.7915        | 0.8656           | 0.9348         | 0.7810              | 0.8746            | 0.5035                         | 0.8978              | 0.8478               | 0.7007           | 0.8650    | 0.6300         | 0.7342       | 0.3904                    | 0.7838         | 0.6557          | 0.6663      |
| 0.121         | 21.84 | 8080 | 0.6047          | 0.6728   | 0.7913        | 0.8644           | 0.9334         | 0.7734              | 0.8645            | 0.5046                         | 0.8938              | 0.8705               | 0.6988           | 0.8657    | 0.6290         | 0.7323       | 0.3880                    | 0.7833         | 0.6459          | 0.6656      |
| 0.1861        | 21.89 | 8100 | 0.5573          | 0.6732   | 0.7942        | 0.8652           | 0.9309         | 0.8043              | 0.8766            | 0.4826                         | 0.8910              | 0.8604               | 0.7136           | 0.8658    | 0.6276         | 0.7297       | 0.3807                    | 0.7843         | 0.6497          | 0.6745      |
| 0.3111        | 21.95 | 8120 | 0.5570          | 0.6725   | 0.7893        | 0.8644           | 0.9324         | 0.7853              | 0.8791            | 0.4803                         | 0.8968              | 0.8536               | 0.6976           | 0.8630    | 0.6344         | 0.7309       | 0.3859                    | 0.7852         | 0.6439          | 0.6643      |
| 0.2168        | 22.0  | 8140 | 0.5677          | 0.6724   | 0.7915        | 0.8633           | 0.9278         | 0.7946              | 0.8703            | 0.4742                         | 0.8902              | 0.8757               | 0.7075           | 0.8597    | 0.6353         | 0.7363       | 0.3845                    | 0.7825         | 0.6392          | 0.6692      |
| 0.162         | 22.05 | 8160 | 0.5571          | 0.6739   | 0.7955        | 0.8636           | 0.9281         | 0.8092              | 0.8559            | 0.5017                         | 0.8912              | 0.8758               | 0.7069           | 0.8600    | 0.6342         | 0.7377       | 0.3911                    | 0.7829         | 0.6415          | 0.6699      |
| 0.1734        | 22.11 | 8180 | 0.5713          | 0.6709   | 0.7875        | 0.8629           | 0.9320         | 0.7572              | 0.8694            | 0.4984                         | 0.8941              | 0.8674               | 0.6937           | 0.8596    | 0.6271         | 0.7338       | 0.3913                    | 0.7836         | 0.6400          | 0.6612      |
| 0.3735        | 22.16 | 8200 | 0.5758          | 0.6703   | 0.7936        | 0.8618           | 0.9282         | 0.8062              | 0.8675            | 0.5032                         | 0.8905              | 0.8696               | 0.6900           | 0.8601    | 0.6291         | 0.7338       | 0.3965                    | 0.7824         | 0.6334          | 0.6567      |
| 0.2757        | 22.22 | 8220 | 0.5797          | 0.6704   | 0.7900        | 0.8616           | 0.9253         | 0.7866              | 0.8687            | 0.4974                         | 0.8980              | 0.8683               | 0.6858           | 0.8599    | 0.6316         | 0.7351       | 0.3989                    | 0.7814         | 0.6334          | 0.6525      |
| 0.2528        | 22.27 | 8240 | 0.5713          | 0.6694   | 0.7887        | 0.8616           | 0.9253         | 0.7923              | 0.8614            | 0.4916                         | 0.9008              | 0.8597               | 0.6898           | 0.8602    | 0.6268         | 0.7340       | 0.3947                    | 0.7811         | 0.6351          | 0.6537      |
| 0.1758        | 22.32 | 8260 | 0.5897          | 0.6681   | 0.7897        | 0.8613           | 0.9361         | 0.7762              | 0.8676            | 0.5133                         | 0.8876              | 0.8727               | 0.6745           | 0.8640    | 0.6274         | 0.7295       | 0.3980                    | 0.7824         | 0.6305          | 0.6452      |
| 0.3572        | 22.38 | 8280 | 0.6036          | 0.6640   | 0.7835        | 0.8605           | 0.9291         | 0.7757              | 0.8770            | 0.4756                         | 0.9011              | 0.8607               | 0.6652           | 0.8635    | 0.6172         | 0.7241       | 0.3891                    | 0.7821         | 0.6333          | 0.6384      |
| 0.1984        | 22.43 | 8300 | 0.5637          | 0.6690   | 0.7851        | 0.8638           | 0.9350         | 0.7656              | 0.8667            | 0.4812                         | 0.8995              | 0.8575               | 0.6897           | 0.8659    | 0.6165         | 0.7279       | 0.3887                    | 0.7847         | 0.6420          | 0.6576      |
| 0.1827        | 22.49 | 8320 | 0.5519          | 0.6683   | 0.7825        | 0.8643           | 0.9354         | 0.7779              | 0.8784            | 0.4597                         | 0.9042              | 0.8260               | 0.6957           | 0.8646    | 0.6161         | 0.7283       | 0.3755                    | 0.7846         | 0.6470          | 0.6622      |
| 0.2099        | 22.54 | 8340 | 0.5776          | 0.6713   | 0.7883        | 0.8640           | 0.9285         | 0.8028              | 0.8509            | 0.4818                         | 0.9090              | 0.8531               | 0.6918           | 0.8641    | 0.6300         | 0.7350       | 0.3817                    | 0.7832         | 0.6455          | 0.6599      |
| 0.129         | 22.59 | 8360 | 0.5548          | 0.6725   | 0.7905        | 0.8648           | 0.9349         | 0.8130              | 0.8558            | 0.4809                         | 0.9002              | 0.8542               | 0.6946           | 0.8640    | 0.6300         | 0.7368       | 0.3823                    | 0.7857         | 0.6466          | 0.6618      |
| 0.3029        | 22.65 | 8380 | 0.5657          | 0.6712   | 0.7878        | 0.8642           | 0.9364         | 0.8059              | 0.8553            | 0.4770                         | 0.9024              | 0.8544               | 0.6833           | 0.8639    | 0.6332         | 0.7362       | 0.3833                    | 0.7861         | 0.6424          | 0.6533      |
| 0.2456        | 22.7  | 8400 | 0.5721          | 0.6731   | 0.7873        | 0.8651           | 0.9428         | 0.7933              | 0.8542            | 0.4792                         | 0.8958              | 0.8555               | 0.6905           | 0.8626    | 0.6372         | 0.7374       | 0.3841                    | 0.7878         | 0.6426          | 0.6598      |
| 0.1053        | 22.76 | 8420 | 0.5606          | 0.6739   | 0.7922        | 0.8635           | 0.9287         | 0.7984              | 0.8540            | 0.5025                         | 0.8994              | 0.8674               | 0.6950           | 0.8599    | 0.6368         | 0.7394       | 0.3946                    | 0.7833         | 0.6407          | 0.6627      |
| 1.795         | 22.81 | 8440 | 0.5699          | 0.6731   | 0.7903        | 0.8636           | 0.9370         | 0.7859              | 0.8670            | 0.5047                         | 0.8916              | 0.8504               | 0.6954           | 0.8586    | 0.6362         | 0.7375       | 0.3877                    | 0.7836         | 0.6438          | 0.6646      |
| 0.1018        | 22.86 | 8460 | 0.5460          | 0.6729   | 0.7948        | 0.8635           | 0.9317         | 0.8101              | 0.8670            | 0.5022                         | 0.8883              | 0.8591               | 0.7056           | 0.8600    | 0.6311         | 0.7369       | 0.3864                    | 0.7818         | 0.6443          | 0.6699      |
| 0.6768        | 22.92 | 8480 | 0.5495          | 0.6737   | 0.7898        | 0.8640           | 0.9304         | 0.7840              | 0.8692            | 0.5040                         | 0.9017              | 0.8403               | 0.6989           | 0.8594    | 0.6299         | 0.7368       | 0.3949                    | 0.7830         | 0.6458          | 0.6658      |
| 0.3736        | 22.97 | 8500 | 0.5669          | 0.6734   | 0.7915        | 0.8638           | 0.9286         | 0.8012              | 0.8571            | 0.4954                         | 0.9004              | 0.8570               | 0.7004           | 0.8589    | 0.6304         | 0.7389       | 0.3919                    | 0.7834         | 0.6438          | 0.6668      |
| 1.8637        | 23.03 | 8520 | 0.6098          | 0.6732   | 0.7884        | 0.8637           | 0.9286         | 0.7872              | 0.8570            | 0.4960                         | 0.9061              | 0.8481               | 0.6959           | 0.8576    | 0.6296         | 0.7385       | 0.3912                    | 0.7829         | 0.6462          | 0.6664      |
| 0.651         | 23.08 | 8540 | 0.5954          | 0.6736   | 0.7889        | 0.8640           | 0.9280         | 0.8008              | 0.8504            | 0.4812                         | 0.9060              | 0.8563               | 0.6996           | 0.8578    | 0.6313         | 0.7395       | 0.3880                    | 0.7829         | 0.6461          | 0.6693      |
| 0.2601        | 23.14 | 8560 | 0.5999          | 0.6710   | 0.7842        | 0.8623           | 0.9259         | 0.7709              | 0.8526            | 0.4903                         | 0.9116              | 0.8529               | 0.6848           | 0.8573    | 0.6303         | 0.7375       | 0.3916                    | 0.7802         | 0.6431          | 0.6572      |
| 0.2218        | 23.19 | 8580 | 0.5675          | 0.6747   | 0.7934        | 0.8640           | 0.9318         | 0.7903              | 0.8692            | 0.5127                         | 0.8924              | 0.8501               | 0.7074           | 0.8590    | 0.6303         | 0.7375       | 0.3908                    | 0.7808         | 0.6514          | 0.6729      |
| 0.2579        | 23.24 | 8600 | 0.5624          | 0.6738   | 0.7898        | 0.8639           | 0.9288         | 0.7895              | 0.8584            | 0.5026                         | 0.9046              | 0.8456               | 0.6990           | 0.8587    | 0.6267         | 0.7379       | 0.3949                    | 0.7814         | 0.6501          | 0.6673      |
| 0.3312        | 23.3  | 8620 | 0.5908          | 0.6670   | 0.7762        | 0.8622           | 0.9328         | 0.7491              | 0.8524            | 0.4524                         | 0.9084              | 0.8496               | 0.6887           | 0.8570    | 0.6188         | 0.7334       | 0.3753                    | 0.7810         | 0.6449          | 0.6584      |
| 0.231         | 23.35 | 8640 | 0.5613          | 0.6712   | 0.7880        | 0.8638           | 0.9313         | 0.7842              | 0.8785            | 0.4710                         | 0.8936              | 0.8482               | 0.7094           | 0.8582    | 0.6215         | 0.7319       | 0.3779                    | 0.7815         | 0.6531          | 0.6744      |
| 2.6066        | 23.41 | 8660 | 0.5940          | 0.6686   | 0.7902        | 0.8607           | 0.9327         | 0.7734              | 0.8787            | 0.5063                         | 0.8825              | 0.8730               | 0.6845           | 0.8577    | 0.6263         | 0.7321       | 0.3917                    | 0.7784         | 0.6383          | 0.6556      |
| 1.1004        | 23.46 | 8680 | 0.5960          | 0.6705   | 0.7906        | 0.8616           | 0.9298         | 0.7862              | 0.8763            | 0.5128                         | 0.8947              | 0.8505               | 0.6839           | 0.8574    | 0.6286         | 0.7343       | 0.3944                    | 0.7799         | 0.6431          | 0.6557      |
| 0.4095        | 23.51 | 8700 | 0.6164          | 0.6652   | 0.7764        | 0.8609           | 0.9297         | 0.7600              | 0.8711            | 0.4513                         | 0.9104              | 0.8392               | 0.6732           | 0.8557    | 0.6250         | 0.7343       | 0.3718                    | 0.7802         | 0.6426          | 0.6471      |
| 0.3332        | 23.57 | 8720 | 0.6297          | 0.6700   | 0.7879        | 0.8619           | 0.9276         | 0.7837              | 0.8664            | 0.4964                         | 0.9020              | 0.8554               | 0.6835           | 0.8583    | 0.6306         | 0.7354       | 0.3867                    | 0.7804         | 0.6435          | 0.6553      |
| 0.357         | 23.62 | 8740 | 0.5714          | 0.6702   | 0.7947        | 0.8617           | 0.9327         | 0.8098              | 0.8677            | 0.4985                         | 0.8781              | 0.8734               | 0.7030           | 0.8586    | 0.6299         | 0.7358       | 0.3767                    | 0.7770         | 0.6440          | 0.6692      |
| 0.3457        | 23.68 | 8760 | 0.5787          | 0.6693   | 0.7895        | 0.8620           | 0.9241         | 0.7879              | 0.8704            | 0.4898                         | 0.8988              | 0.8591               | 0.6961           | 0.8590    | 0.6235         | 0.7329       | 0.3826                    | 0.7800         | 0.6438          | 0.6634      |
| 0.1971        | 23.73 | 8780 | 0.5902          | 0.6690   | 0.7915        | 0.8613           | 0.9216         | 0.8057              | 0.8644            | 0.5011                         | 0.9022              | 0.8561               | 0.6894           | 0.8585    | 0.6224         | 0.7340       | 0.3878                    | 0.7799         | 0.6417          | 0.6586      |
| 0.1705        | 23.78 | 8800 | 0.5612          | 0.6727   | 0.7922        | 0.8635           | 0.9263         | 0.7932              | 0.8649            | 0.5081                         | 0.9007              | 0.8481               | 0.7038           | 0.8604    | 0.6272         | 0.7359       | 0.3880                    | 0.7813         | 0.6477          | 0.6686      |
| 0.0754        | 23.84 | 8820 | 0.5562          | 0.6715   | 0.7934        | 0.8627           | 0.9326         | 0.8052              | 0.8605            | 0.5124                         | 0.8910              | 0.8535               | 0.6983           | 0.8602    | 0.6295         | 0.7361       | 0.3849                    | 0.7807         | 0.6447          | 0.6645      |
| 0.1414        | 23.89 | 8840 | 0.5753          | 0.6709   | 0.7877        | 0.8627           | 0.9299         | 0.8024              | 0.8558            | 0.4902                         | 0.9062              | 0.8463               | 0.6834           | 0.8588    | 0.6317         | 0.7375       | 0.3887                    | 0.7830         | 0.6417          | 0.6546      |
| 0.2294        | 23.95 | 8860 | 0.5839          | 0.6672   | 0.7810        | 0.8620           | 0.9286         | 0.7855              | 0.8596            | 0.4449                         | 0.9072              | 0.8591               | 0.6818           | 0.8583    | 0.6321         | 0.7353       | 0.3721                    | 0.7828         | 0.6371          | 0.6530      |
| 0.3012        | 24.0  | 8880 | 0.5865          | 0.6690   | 0.7844        | 0.8621           | 0.9248         | 0.7915              | 0.8633            | 0.4642                         | 0.9090              | 0.8517               | 0.6861           | 0.8583    | 0.6328         | 0.7362       | 0.3786                    | 0.7813         | 0.6393          | 0.6563      |
| 0.8447        | 24.05 | 8900 | 0.5817          | 0.6704   | 0.7875        | 0.8626           | 0.9315         | 0.8042              | 0.8580            | 0.4742                         | 0.8995              | 0.8557               | 0.6897           | 0.8582    | 0.6345         | 0.7370       | 0.3813                    | 0.7827         | 0.6397          | 0.6593      |
| 0.3594        | 24.11 | 8920 | 0.5794          | 0.6690   | 0.7895        | 0.8614           | 0.9276         | 0.7992              | 0.8640            | 0.4819                         | 0.8939              | 0.8713               | 0.6885           | 0.8590    | 0.6324         | 0.7363       | 0.3846                    | 0.7808         | 0.6337          | 0.6564      |
| 0.0976        | 24.16 | 8940 | 0.5703          | 0.6707   | 0.7909        | 0.8622           | 0.9321         | 0.7927              | 0.8719            | 0.4989                         | 0.8904              | 0.8594               | 0.6906           | 0.8593    | 0.6353         | 0.7366       | 0.3852                    | 0.7814         | 0.6378          | 0.6591      |
| 0.1682        | 24.22 | 8960 | 0.5625          | 0.6733   | 0.7952        | 0.8633           | 0.9307         | 0.8030              | 0.8617            | 0.5188                         | 0.8908              | 0.8574               | 0.7040           | 0.8606    | 0.6352         | 0.7388       | 0.3862                    | 0.7814         | 0.6427          | 0.6680      |
| 0.2327        | 24.27 | 8980 | 0.5876          | 0.6700   | 0.7873        | 0.8622           | 0.9323         | 0.7891              | 0.8688            | 0.4929                         | 0.8985              | 0.8447               | 0.6851           | 0.8579    | 0.6337         | 0.7358       | 0.3817                    | 0.7812         | 0.6427          | 0.6568      |
| 0.2144        | 24.32 | 9000 | 0.5541          | 0.6741   | 0.7915        | 0.8644           | 0.9314         | 0.8004              | 0.8633            | 0.5056                         | 0.9008              | 0.8323               | 0.7065           | 0.8594    | 0.6334         | 0.7381       | 0.3820                    | 0.7820         | 0.6508          | 0.6731      |
| 0.0768        | 24.38 | 9020 | 0.5887          | 0.6696   | 0.7868        | 0.8620           | 0.9286         | 0.7791              | 0.8688            | 0.4884                         | 0.9000              | 0.8558               | 0.6872           | 0.8586    | 0.6330         | 0.7342       | 0.3810                    | 0.7810         | 0.6410          | 0.6585      |
| 0.2397        | 24.43 | 9040 | 0.5738          | 0.6725   | 0.7880        | 0.8650           | 0.9392         | 0.7989              | 0.8584            | 0.4624                         | 0.8919              | 0.8600               | 0.7054           | 0.8620    | 0.6349         | 0.7352       | 0.3726                    | 0.7850         | 0.6458          | 0.6717      |
| 0.1936        | 24.49 | 9060 | 0.5754          | 0.6733   | 0.7913        | 0.8641           | 0.9297         | 0.7791              | 0.8656            | 0.4989                         | 0.8952              | 0.8650               | 0.7057           | 0.8617    | 0.6346         | 0.7358       | 0.3816                    | 0.7823         | 0.6457          | 0.6716      |
| 0.2075        | 24.54 | 9080 | 0.5687          | 0.6737   | 0.7909        | 0.8644           | 0.9293         | 0.7906              | 0.8685            | 0.4945                         | 0.9001              | 0.8491               | 0.7045           | 0.8610    | 0.6343         | 0.7359       | 0.3807                    | 0.7826         | 0.6495          | 0.6716      |
| 0.144         | 24.59 | 9100 | 0.5720          | 0.6726   | 0.7963        | 0.8635           | 0.9238         | 0.8185              | 0.8683            | 0.5078                         | 0.8983              | 0.8527               | 0.7044           | 0.8605    | 0.6286         | 0.7363       | 0.3806                    | 0.7817         | 0.6491          | 0.6717      |
| 0.2048        | 24.65 | 9120 | 0.5760          | 0.6728   | 0.7890        | 0.8649           | 0.9344         | 0.7993              | 0.8574            | 0.4726                         | 0.8988              | 0.8604               | 0.6999           | 0.8624    | 0.6349         | 0.7352       | 0.3768                    | 0.7853         | 0.6466          | 0.6686      |
| 0.4382        | 24.7  | 9140 | 0.5900          | 0.6722   | 0.7872        | 0.8643           | 0.9386         | 0.7962              | 0.8494            | 0.4847                         | 0.9008              | 0.8524               | 0.6881           | 0.8613    | 0.6378         | 0.7362       | 0.3783                    | 0.7855         | 0.6456          | 0.6603      |
| 0.5225        | 24.76 | 9160 | 0.5747          | 0.6724   | 0.7853        | 0.8645           | 0.9283         | 0.7859              | 0.8719            | 0.4729                         | 0.9111              | 0.8265               | 0.7004           | 0.8599    | 0.6324         | 0.7352       | 0.3760                    | 0.7825         | 0.6511          | 0.6698      |
| 0.2378        | 24.81 | 9180 | 0.5753          | 0.6730   | 0.7895        | 0.8645           | 0.9291         | 0.8118              | 0.8557            | 0.4781                         | 0.9068              | 0.8432               | 0.7014           | 0.8606    | 0.6318         | 0.7365       | 0.3787                    | 0.7832         | 0.6502          | 0.6700      |
| 0.2651        | 24.86 | 9200 | 0.5621          | 0.6736   | 0.7877        | 0.8652           | 0.9340         | 0.7918              | 0.8596            | 0.4739                         | 0.9024              | 0.8496               | 0.7025           | 0.8617    | 0.6349         | 0.7364       | 0.3777                    | 0.7848         | 0.6495          | 0.6703      |
| 0.191         | 24.92 | 9220 | 0.5835          | 0.6728   | 0.7876        | 0.8650           | 0.9415         | 0.7962              | 0.8513            | 0.4805                         | 0.8963              | 0.8533               | 0.6943           | 0.8617    | 0.6366         | 0.7359       | 0.3778                    | 0.7864         | 0.6467          | 0.6647      |
| 0.1826        | 24.97 | 9240 | 0.5623          | 0.6727   | 0.7881        | 0.8652           | 0.9350         | 0.7932              | 0.8678            | 0.4618                         | 0.8962              | 0.8586               | 0.7042           | 0.8625    | 0.6341         | 0.7345       | 0.3733                    | 0.7852         | 0.6480          | 0.6710      |


### Framework versions

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