transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b3-finetuned-cityscapes-1024-1024 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b3-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-cityscapes-512-512-finetuned-coastTrain
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b3-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b3-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4888
- Mean Iou: 0.7304
- Mean Accuracy: 0.8267
- Overall Accuracy: 0.8944
- Accuracy Water: 0.9447
- Accuracy Whitewater: 0.8151
- Accuracy Sediment: 0.8756
- Accuracy Other Natural Terrain: 0.5243
- Accuracy Vegetation: 0.9131
- Accuracy Development: 0.8836
- Accuracy Unknown: 0.8307
- Iou Water: 0.8786
- Iou Whitewater: 0.6862
- Iou Sediment: 0.7756
- Iou Other Natural Terrain: 0.4322
- Iou Vegetation: 0.8250
- Iou Development: 0.7213
- Iou Unknown: 0.7937

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7904        | 0.05  | 20   | 1.6507          | 0.1961   | 0.2878        | 0.5264           | 0.6006         | 0.1414              | 0.0010            | 0.0065                         | 0.9231              | 0.0433               | 0.2987           | 0.4811    | 0.1296         | 0.0010       | 0.0030                    | 0.4222         | 0.0428          | 0.2927      |
| 1.6791        | 0.11  | 40   | 1.3550          | 0.1875   | 0.2867        | 0.5746           | 0.8195         | 0.0348              | 0.0106            | 0.0005                         | 0.9075              | 0.2328               | 0.0014           | 0.5425    | 0.0346         | 0.0105       | 0.0005                    | 0.4971         | 0.2257          | 0.0014      |
| 1.3496        | 0.16  | 60   | 1.2091          | 0.2052   | 0.3061        | 0.5861           | 0.7749         | 0.0705              | 0.0071            | 0.0000                         | 0.9740              | 0.3137               | 0.0023           | 0.5667    | 0.0700         | 0.0070       | 0.0000                    | 0.5004         | 0.2897          | 0.0023      |
| 1.0358        | 0.22  | 80   | 1.0742          | 0.2410   | 0.3391        | 0.6320           | 0.8877         | 0.0271              | 0.0137            | 0.0000                         | 0.9316              | 0.4350               | 0.0785           | 0.5851    | 0.0270         | 0.0135       | 0.0000                    | 0.5773         | 0.4053          | 0.0785      |
| 1.1266        | 0.27  | 100  | 1.0193          | 0.3300   | 0.4329        | 0.6869           | 0.8898         | 0.0645              | 0.1276            | 0.0                            | 0.8862              | 0.7286               | 0.3335           | 0.6468    | 0.0639         | 0.1090       | 0.0                       | 0.6005         | 0.5606          | 0.3291      |
| 0.8695        | 0.32  | 120  | 0.9362          | 0.3452   | 0.4440        | 0.7047           | 0.9120         | 0.0357              | 0.1548            | 0.0                            | 0.8841              | 0.6873               | 0.4342           | 0.6616    | 0.0357         | 0.1315       | 0.0                       | 0.6251         | 0.5342          | 0.4286      |
| 1.2565        | 0.38  | 140  | 0.9870          | 0.3429   | 0.4329        | 0.6869           | 0.7836         | 0.0056              | 0.3794            | 0.0                            | 0.9753              | 0.4296               | 0.4567           | 0.6823    | 0.0056         | 0.3310       | 0.0                       | 0.5374         | 0.3931          | 0.4507      |
| 1.3679        | 0.43  | 160  | 0.8931          | 0.3729   | 0.4897        | 0.7180           | 0.9006         | 0.0392              | 0.4117            | 0.0                            | 0.8210              | 0.7848               | 0.4704           | 0.7126    | 0.0391         | 0.3469       | 0.0                       | 0.5979         | 0.4507          | 0.4633      |
| 1.0609        | 0.49  | 180  | 0.8444          | 0.3897   | 0.4977        | 0.7379           | 0.8786         | 0.0116              | 0.4159            | 0.0                            | 0.9101              | 0.7734               | 0.4942           | 0.7263    | 0.0116         | 0.3328       | 0.0                       | 0.6344         | 0.5438          | 0.4787      |
| 0.988         | 0.54  | 200  | 0.8040          | 0.4415   | 0.5765        | 0.7508           | 0.8661         | 0.2453              | 0.7349            | 0.0                            | 0.8149              | 0.8760               | 0.4987           | 0.7525    | 0.2407         | 0.5046       | 0.0                       | 0.6454         | 0.4613          | 0.4858      |
| 0.859         | 0.59  | 220  | 0.7529          | 0.4587   | 0.5614        | 0.7666           | 0.8739         | 0.2374              | 0.6597            | 0.0                            | 0.9230              | 0.7393               | 0.4964           | 0.7549    | 0.2312         | 0.5377       | 0.0                       | 0.6432         | 0.5563          | 0.4872      |
| 1.2341        | 0.65  | 240  | 0.7440          | 0.4487   | 0.5650        | 0.7694           | 0.9095         | 0.1206              | 0.7930            | 0.0                            | 0.8479              | 0.7852               | 0.4985           | 0.7466    | 0.1186         | 0.5127       | 0.0                       | 0.6717         | 0.6038          | 0.4875      |
| 0.8086        | 0.7   | 260  | 0.8151          | 0.4104   | 0.5143        | 0.7408           | 0.9080         | 0.2138              | 0.2823            | 0.0                            | 0.8900              | 0.7932               | 0.5127           | 0.6991    | 0.2075         | 0.2369       | 0.0                       | 0.6642         | 0.5648          | 0.5000      |
| 0.9247        | 0.76  | 280  | 0.7165          | 0.4762   | 0.5819        | 0.7821           | 0.8908         | 0.3229              | 0.8226            | 0.0                            | 0.9340              | 0.6057               | 0.4970           | 0.7758    | 0.3117         | 0.5261       | 0.0                       | 0.6938         | 0.5396          | 0.4865      |
| 0.5895        | 0.81  | 300  | 0.6861          | 0.5050   | 0.6243        | 0.7881           | 0.8896         | 0.4884              | 0.7628            | 0.0                            | 0.8836              | 0.8257               | 0.5199           | 0.7917    | 0.4211         | 0.5906       | 0.0                       | 0.6710         | 0.5658          | 0.4944      |
| 1.8994        | 0.86  | 320  | 0.7095          | 0.4846   | 0.5804        | 0.7783           | 0.9031         | 0.4074              | 0.6645            | 0.0                            | 0.9462              | 0.7287               | 0.4128           | 0.7652    | 0.3754         | 0.5614       | 0.0                       | 0.6666         | 0.6149          | 0.4089      |
| 0.6713        | 0.92  | 340  | 0.6913          | 0.5128   | 0.6352        | 0.7967           | 0.9137         | 0.4842              | 0.8293            | 0.0                            | 0.8614              | 0.8425               | 0.5156           | 0.7855    | 0.4104         | 0.6060       | 0.0                       | 0.7003         | 0.5854          | 0.5020      |
| 0.5565        | 0.97  | 360  | 0.6736          | 0.5170   | 0.6240        | 0.7965           | 0.8940         | 0.4972              | 0.7566            | 0.0                            | 0.9197              | 0.7734               | 0.5274           | 0.7909    | 0.4251         | 0.6095       | 0.0                       | 0.6806         | 0.6044          | 0.5085      |
| 0.7905        | 1.03  | 380  | 0.6451          | 0.5314   | 0.6499        | 0.8050           | 0.8971         | 0.5923              | 0.8343            | 0.0                            | 0.9074              | 0.8040               | 0.5141           | 0.8072    | 0.4899         | 0.5962       | 0.0                       | 0.7007         | 0.6246          | 0.5013      |
| 0.8551        | 1.08  | 400  | 0.6445          | 0.5302   | 0.6450        | 0.8052           | 0.9162         | 0.5942              | 0.8049            | 0.0                            | 0.9026              | 0.8016               | 0.4955           | 0.7930    | 0.4930         | 0.6052       | 0.0                       | 0.7143         | 0.6218          | 0.4840      |
| 0.6385        | 1.14  | 420  | 0.6379          | 0.5256   | 0.6567        | 0.7998           | 0.9217         | 0.5890              | 0.8463            | 0.0                            | 0.8272              | 0.8774               | 0.5352           | 0.7935    | 0.4870         | 0.6023       | 0.0                       | 0.6998         | 0.5856          | 0.5113      |
| 0.4609        | 1.19  | 440  | 0.6235          | 0.5475   | 0.6669        | 0.8135           | 0.9195         | 0.6607              | 0.8375            | 0.0                            | 0.8877              | 0.8438               | 0.5191           | 0.8090    | 0.5283         | 0.6509       | 0.0                       | 0.7129         | 0.6362          | 0.4954      |
| 0.3534        | 1.24  | 460  | 0.6009          | 0.5578   | 0.6690        | 0.8184           | 0.9125         | 0.6689              | 0.8514            | 0.0                            | 0.9085              | 0.7859               | 0.5558           | 0.8170    | 0.5672         | 0.6652       | 0.0                       | 0.7179         | 0.6253          | 0.5120      |
| 0.7522        | 1.3   | 480  | 0.6468          | 0.5417   | 0.6478        | 0.8127           | 0.9309         | 0.6465              | 0.8064            | 0.0                            | 0.9218              | 0.7195               | 0.5094           | 0.8088    | 0.5337         | 0.6337       | 0.0                       | 0.7196         | 0.6091          | 0.4867      |
| 0.8532        | 1.35  | 500  | 0.6074          | 0.5517   | 0.6746        | 0.8168           | 0.9112         | 0.6768              | 0.8506            | 0.0                            | 0.8951              | 0.8636               | 0.5247           | 0.8213    | 0.5722         | 0.6382       | 0.0                       | 0.7274         | 0.5948          | 0.5080      |
| 0.5042        | 1.41  | 520  | 0.6108          | 0.5548   | 0.6795        | 0.8181           | 0.9218         | 0.7476              | 0.8080            | 0.0                            | 0.8948              | 0.8704               | 0.5137           | 0.8228    | 0.5715         | 0.6629       | 0.0                       | 0.7216         | 0.6029          | 0.5017      |
| 0.378         | 1.46  | 540  | 0.6197          | 0.5555   | 0.6718        | 0.8172           | 0.9172         | 0.7386              | 0.7948            | 0.0                            | 0.9162              | 0.8226               | 0.5131           | 0.8142    | 0.5862         | 0.6440       | 0.0                       | 0.7211         | 0.6225          | 0.5001      |
| 0.3847        | 1.51  | 560  | 0.5786          | 0.5589   | 0.6727        | 0.8206           | 0.9183         | 0.6747              | 0.8505            | 0.0                            | 0.9033              | 0.8084               | 0.5535           | 0.8114    | 0.5440         | 0.6554       | 0.0                       | 0.7242         | 0.6485          | 0.5285      |
| 0.4656        | 1.57  | 580  | 0.6244          | 0.5528   | 0.6646        | 0.8145           | 0.9174         | 0.6969              | 0.7974            | 0.0                            | 0.9111              | 0.8084               | 0.5211           | 0.8104    | 0.5625         | 0.6425       | 0.0                       | 0.7070         | 0.6395          | 0.5074      |
| 0.578         | 1.62  | 600  | 0.5941          | 0.5604   | 0.6992        | 0.8217           | 0.9167         | 0.8114              | 0.8891            | 0.0                            | 0.8722              | 0.8685               | 0.5364           | 0.8296    | 0.5553         | 0.6390       | 0.0                       | 0.7221         | 0.6561          | 0.5207      |
| 0.3565        | 1.68  | 620  | 0.5782          | 0.5704   | 0.7035        | 0.8239           | 0.9068         | 0.8019              | 0.8390            | 0.0                            | 0.8677              | 0.8986               | 0.6108           | 0.8306    | 0.5881         | 0.6698       | 0.0                       | 0.7124         | 0.6180          | 0.5740      |
| 0.3954        | 1.73  | 640  | 0.5547          | 0.5815   | 0.6894        | 0.8320           | 0.9106         | 0.7744              | 0.8182            | 0.0                            | 0.9288              | 0.7536               | 0.6406           | 0.8327    | 0.6155         | 0.6686       | 0.0                       | 0.7259         | 0.6266          | 0.6011      |
| 1.2455        | 1.78  | 660  | 0.5603          | 0.5786   | 0.7005        | 0.8297           | 0.9014         | 0.7581              | 0.8468            | 0.0                            | 0.8944              | 0.8617               | 0.6410           | 0.8279    | 0.5835         | 0.6685       | 0.0                       | 0.7210         | 0.6386          | 0.6111      |
| 0.8652        | 1.84  | 680  | 0.5378          | 0.5863   | 0.6959        | 0.8382           | 0.9391         | 0.7241              | 0.8381            | 0.0                            | 0.8959              | 0.8562               | 0.6176           | 0.8313    | 0.5784         | 0.6698       | 0.0                       | 0.7414         | 0.6823          | 0.6008      |
| 0.4393        | 1.89  | 700  | 0.5327          | 0.5910   | 0.7063        | 0.8370           | 0.8984         | 0.7348              | 0.8615            | 0.0                            | 0.9026              | 0.8644               | 0.6825           | 0.8308    | 0.5909         | 0.6546       | 0.0                       | 0.7304         | 0.6911          | 0.6391      |
| 0.7           | 1.95  | 720  | 0.5942          | 0.5673   | 0.6839        | 0.8208           | 0.8793         | 0.7467              | 0.8172            | 0.0012                         | 0.9104              | 0.7195               | 0.7128           | 0.8003    | 0.5591         | 0.6482       | 0.0012                    | 0.7204         | 0.6380          | 0.6037      |
| 1.746         | 2.0   | 740  | 0.7138          | 0.5278   | 0.6732        | 0.8013           | 0.9318         | 0.7955              | 0.8057            | 0.0010                         | 0.8537              | 0.9250               | 0.3992           | 0.8048    | 0.5543         | 0.6416       | 0.0010                    | 0.7173         | 0.5818          | 0.3940      |
| 0.4611        | 2.05  | 760  | 0.6208          | 0.5500   | 0.6593        | 0.8225           | 0.9357         | 0.7112              | 0.8183            | 0.0001                         | 0.9431              | 0.6831               | 0.5236           | 0.8292    | 0.5095         | 0.6558       | 0.0001                    | 0.7311         | 0.6129          | 0.5114      |
| 0.4004        | 2.11  | 780  | 0.5979          | 0.5515   | 0.6926        | 0.8163           | 0.9168         | 0.8219              | 0.8174            | 0.0                            | 0.8751              | 0.9105               | 0.5068           | 0.8365    | 0.5725         | 0.6819       | 0.0                       | 0.7259         | 0.5607          | 0.4830      |
| 0.5163        | 2.16  | 800  | 0.5320          | 0.5910   | 0.7065        | 0.8408           | 0.9288         | 0.7216              | 0.8485            | 0.0100                         | 0.8684              | 0.8214               | 0.7465           | 0.8299    | 0.5627         | 0.6998       | 0.0100                    | 0.7516         | 0.6414          | 0.6412      |
| 1.4139        | 2.22  | 820  | 0.5261          | 0.6052   | 0.7183        | 0.8477           | 0.9241         | 0.7723              | 0.8330            | 0.0437                         | 0.8991              | 0.8219               | 0.7339           | 0.8359    | 0.5929         | 0.6965       | 0.0437                    | 0.7671         | 0.6399          | 0.6602      |
| 0.2512        | 2.27  | 840  | 0.5899          | 0.5621   | 0.7086        | 0.8177           | 0.8722         | 0.7757              | 0.8715            | 0.0130                         | 0.8373              | 0.8402               | 0.7501           | 0.8045    | 0.5341         | 0.6345       | 0.0130                    | 0.7320         | 0.6304          | 0.5861      |
| 0.6579        | 2.32  | 860  | 0.5584          | 0.5662   | 0.7055        | 0.8245           | 0.9188         | 0.8300              | 0.7897            | 0.0336                         | 0.8691              | 0.8952               | 0.6022           | 0.8289    | 0.5713         | 0.6508       | 0.0336                    | 0.7498         | 0.5764          | 0.5530      |
| 0.2589        | 2.38  | 880  | 0.5637          | 0.5679   | 0.6975        | 0.8254           | 0.9144         | 0.8393              | 0.7848            | 0.0476                         | 0.9199              | 0.8391               | 0.5375           | 0.8328    | 0.5790         | 0.6544       | 0.0475                    | 0.7424         | 0.6048          | 0.5144      |
| 0.6649        | 2.43  | 900  | 0.5399          | 0.5848   | 0.6947        | 0.8347           | 0.9131         | 0.7230              | 0.8278            | 0.0293                         | 0.9241              | 0.8281               | 0.6172           | 0.8401    | 0.5884         | 0.6777       | 0.0293                    | 0.7333         | 0.6394          | 0.5850      |
| 1.0592        | 2.49  | 920  | 0.5233          | 0.5952   | 0.7157        | 0.8425           | 0.9191         | 0.7525              | 0.8208            | 0.0256                         | 0.8782              | 0.8793               | 0.7347           | 0.8453    | 0.5799         | 0.6614       | 0.0255                    | 0.7476         | 0.6589          | 0.6480      |
| 0.3802        | 2.54  | 940  | 0.5256          | 0.6019   | 0.7028        | 0.8446           | 0.9399         | 0.7763              | 0.7928            | 0.0539                         | 0.9305              | 0.7856               | 0.6404           | 0.8453    | 0.6062         | 0.6787       | 0.0539                    | 0.7488         | 0.6760          | 0.6041      |
| 0.4936        | 2.59  | 960  | 0.4995          | 0.6090   | 0.7202        | 0.8480           | 0.9330         | 0.8033              | 0.8208            | 0.0502                         | 0.8946              | 0.8130               | 0.7266           | 0.8328    | 0.6082         | 0.6709       | 0.0501                    | 0.7626         | 0.6726          | 0.6657      |
| 0.2547        | 2.65  | 980  | 0.5693          | 0.5816   | 0.7020        | 0.8355           | 0.9288         | 0.7960              | 0.8532            | 0.0162                         | 0.9111              | 0.8438               | 0.5646           | 0.8466    | 0.6251         | 0.6982       | 0.0162                    | 0.7551         | 0.5815          | 0.5482      |
| 0.3966        | 2.7   | 1000 | 0.5405          | 0.5989   | 0.7220        | 0.8440           | 0.9234         | 0.8325              | 0.8774            | 0.0268                         | 0.9014              | 0.8649               | 0.6275           | 0.8511    | 0.6307         | 0.6899       | 0.0267                    | 0.7566         | 0.6374          | 0.5999      |
| 0.3763        | 2.76  | 1020 | 0.5465          | 0.6010   | 0.7212        | 0.8412           | 0.9236         | 0.7869              | 0.8837            | 0.0277                         | 0.8688              | 0.8777               | 0.6801           | 0.8198    | 0.6274         | 0.6603       | 0.0277                    | 0.7591         | 0.6788          | 0.6338      |
| 0.3186        | 2.81  | 1040 | 0.6535          | 0.5532   | 0.6718        | 0.8149           | 0.8839         | 0.5667              | 0.7725            | 0.0258                         | 0.8812              | 0.8928               | 0.6797           | 0.8022    | 0.4506         | 0.6641       | 0.0257                    | 0.7271         | 0.6862          | 0.5168      |
| 0.4744        | 2.86  | 1060 | 0.5521          | 0.6064   | 0.7255        | 0.8447           | 0.9151         | 0.8669              | 0.8614            | 0.0306                         | 0.9135              | 0.8533               | 0.6379           | 0.8321    | 0.6276         | 0.6957       | 0.0305                    | 0.7567         | 0.7028          | 0.5994      |
| 0.4106        | 2.92  | 1080 | 0.5327          | 0.5828   | 0.7096        | 0.8350           | 0.9341         | 0.8627              | 0.8158            | 0.0492                         | 0.9125              | 0.8563               | 0.5367           | 0.8246    | 0.5217         | 0.7029       | 0.0490                    | 0.7544         | 0.7054          | 0.5218      |
| 0.3022        | 2.97  | 1100 | 0.5092          | 0.6074   | 0.7249        | 0.8388           | 0.9335         | 0.7849              | 0.8508            | 0.1168                         | 0.8741              | 0.9124               | 0.6017           | 0.8311    | 0.6358         | 0.7039       | 0.1159                    | 0.7440         | 0.6517          | 0.5692      |
| 0.3841        | 3.03  | 1120 | 0.5060          | 0.6195   | 0.7321        | 0.8532           | 0.9288         | 0.8132              | 0.8910            | 0.0545                         | 0.9012              | 0.8518               | 0.6842           | 0.8372    | 0.6251         | 0.7079       | 0.0541                    | 0.7711         | 0.6924          | 0.6488      |
| 0.5748        | 3.08  | 1140 | 0.5011          | 0.6160   | 0.7312        | 0.8502           | 0.9182         | 0.7347              | 0.8292            | 0.1173                         | 0.8926              | 0.8879               | 0.7383           | 0.8378    | 0.5580         | 0.7239       | 0.1162                    | 0.7707         | 0.6540          | 0.6516      |
| 0.7093        | 3.14  | 1160 | 0.5459          | 0.6043   | 0.7229        | 0.8442           | 0.9093         | 0.8401              | 0.8065            | 0.0764                         | 0.9321              | 0.8534               | 0.6426           | 0.8292    | 0.5620         | 0.6926       | 0.0759                    | 0.7567         | 0.6839          | 0.6302      |
| 0.2525        | 3.19  | 1180 | 0.5292          | 0.6171   | 0.7330        | 0.8468           | 0.9317         | 0.8241              | 0.8576            | 0.1023                         | 0.8953              | 0.9069               | 0.6132           | 0.8421    | 0.6480         | 0.7023       | 0.1010                    | 0.7519         | 0.6670          | 0.6076      |
| 0.2101        | 3.24  | 1200 | 0.4930          | 0.6471   | 0.7484        | 0.8622           | 0.9452         | 0.7725              | 0.8465            | 0.1504                         | 0.8878              | 0.9129               | 0.7231           | 0.8438    | 0.6437         | 0.7259       | 0.1483                    | 0.7715         | 0.6907          | 0.7056      |
| 0.3821        | 3.3   | 1220 | 0.5048          | 0.6427   | 0.7465        | 0.8597           | 0.9158         | 0.7802              | 0.8831            | 0.1459                         | 0.9073              | 0.8126               | 0.7805           | 0.8444    | 0.6464         | 0.7044       | 0.1441                    | 0.7691         | 0.6742          | 0.7161      |
| 0.3041        | 3.35  | 1240 | 0.4916          | 0.6479   | 0.7563        | 0.8601           | 0.9367         | 0.8092              | 0.8307            | 0.2226                         | 0.8924              | 0.8646               | 0.7381           | 0.8414    | 0.6030         | 0.7230       | 0.2179                    | 0.7742         | 0.6896          | 0.6863      |
| 0.877         | 3.41  | 1260 | 0.4969          | 0.6313   | 0.7306        | 0.8542           | 0.9189         | 0.7119              | 0.8496            | 0.1484                         | 0.9161              | 0.8405               | 0.7288           | 0.8371    | 0.5931         | 0.6993       | 0.1376                    | 0.7579         | 0.6908          | 0.7030      |
| 0.5803        | 3.46  | 1280 | 0.4857          | 0.6434   | 0.7548        | 0.8573           | 0.9361         | 0.7455              | 0.8894            | 0.2424                         | 0.8761              | 0.8748               | 0.7195           | 0.8475    | 0.6043         | 0.7230       | 0.2192                    | 0.7682         | 0.6573          | 0.6844      |
| 0.3577        | 3.51  | 1300 | 0.4575          | 0.6801   | 0.7878        | 0.8747           | 0.9237         | 0.8381              | 0.8561            | 0.3108                         | 0.9054              | 0.8638               | 0.8165           | 0.8593    | 0.6342         | 0.7421       | 0.2855                    | 0.7912         | 0.6722          | 0.7760      |
| 0.3857        | 3.57  | 1320 | 0.4992          | 0.6409   | 0.7417        | 0.8528           | 0.9494         | 0.7708              | 0.8397            | 0.2643                         | 0.9080              | 0.8469               | 0.6130           | 0.8355    | 0.6430         | 0.7199       | 0.2518                    | 0.7739         | 0.6631          | 0.5987      |
| 0.4317        | 3.62  | 1340 | 0.5130          | 0.6411   | 0.7393        | 0.8558           | 0.9341         | 0.7172              | 0.8395            | 0.2569                         | 0.9212              | 0.8294               | 0.6772           | 0.8565    | 0.6033         | 0.7349       | 0.2306                    | 0.7576         | 0.6503          | 0.6544      |
| 0.279         | 3.68  | 1360 | 0.5247          | 0.6505   | 0.7680        | 0.8544           | 0.9295         | 0.8210              | 0.8200            | 0.3374                         | 0.8926              | 0.9224               | 0.6530           | 0.8584    | 0.6335         | 0.7284       | 0.3043                    | 0.7591         | 0.6398          | 0.6300      |
| 0.5528        | 3.73  | 1380 | 0.5214          | 0.6524   | 0.7662        | 0.8572           | 0.9401         | 0.8184              | 0.8497            | 0.3197                         | 0.8929              | 0.8971               | 0.6452           | 0.8595    | 0.6395         | 0.7348       | 0.2899                    | 0.7649         | 0.6529          | 0.6253      |
| 0.3221        | 3.78  | 1400 | 0.5247          | 0.6501   | 0.7681        | 0.8528           | 0.9180         | 0.7262              | 0.8485            | 0.4457                         | 0.8990              | 0.8556               | 0.6833           | 0.8564    | 0.6046         | 0.7172       | 0.3405                    | 0.7634         | 0.6381          | 0.6305      |
| 0.257         | 3.84  | 1420 | 0.5622          | 0.6518   | 0.7680        | 0.8516           | 0.9312         | 0.7704              | 0.8379            | 0.4372                         | 0.9002              | 0.8928               | 0.6067           | 0.8496    | 0.6256         | 0.7287       | 0.3589                    | 0.7632         | 0.6507          | 0.5858      |
| 0.6232        | 3.89  | 1440 | 0.5148          | 0.6594   | 0.7713        | 0.8570           | 0.9253         | 0.8351              | 0.8465            | 0.3555                         | 0.9045              | 0.8582               | 0.6740           | 0.8460    | 0.6457         | 0.7315       | 0.3327                    | 0.7708         | 0.6616          | 0.6273      |
| 0.9689        | 3.95  | 1460 | 0.5393          | 0.6573   | 0.7600        | 0.8558           | 0.9216         | 0.7498              | 0.8429            | 0.3396                         | 0.9090              | 0.8776               | 0.6793           | 0.8373    | 0.6220         | 0.7368       | 0.3166                    | 0.7604         | 0.6821          | 0.6461      |
| 0.3059        | 4.0   | 1480 | 0.5314          | 0.6502   | 0.7583        | 0.8511           | 0.8975         | 0.7380              | 0.8691            | 0.3444                         | 0.9034              | 0.7944               | 0.7617           | 0.8303    | 0.6097         | 0.7075       | 0.3169                    | 0.7587         | 0.6729          | 0.6558      |
| 0.2312        | 4.05  | 1500 | 0.4809          | 0.6717   | 0.7782        | 0.8664           | 0.9312         | 0.8285              | 0.8694            | 0.3303                         | 0.8959              | 0.8278               | 0.7647           | 0.8463    | 0.6506         | 0.7327       | 0.3003                    | 0.7816         | 0.6732          | 0.7172      |
| 0.2505        | 4.11  | 1520 | 0.5401          | 0.6736   | 0.7759        | 0.8613           | 0.9490         | 0.7739              | 0.8114            | 0.4408                         | 0.8811              | 0.8501               | 0.7251           | 0.8302    | 0.6405         | 0.7154       | 0.3682                    | 0.7746         | 0.6800          | 0.7061      |
| 0.4578        | 4.16  | 1540 | 0.4937          | 0.6730   | 0.7779        | 0.8668           | 0.9160         | 0.7678              | 0.8327            | 0.3910                         | 0.9177              | 0.8404               | 0.7800           | 0.8495    | 0.6076         | 0.7339       | 0.3204                    | 0.7757         | 0.6750          | 0.7485      |
| 0.3604        | 4.22  | 1560 | 0.5027          | 0.6753   | 0.7973        | 0.8680           | 0.9352         | 0.8633              | 0.8587            | 0.3710                         | 0.8543              | 0.8802               | 0.8181           | 0.8538    | 0.6253         | 0.7315       | 0.3190                    | 0.7772         | 0.6666          | 0.7539      |
| 0.6676        | 4.27  | 1580 | 0.5017          | 0.6788   | 0.7869        | 0.8689           | 0.9267         | 0.8172              | 0.8469            | 0.3701                         | 0.8987              | 0.8880               | 0.7608           | 0.8546    | 0.6521         | 0.7304       | 0.3301                    | 0.7815         | 0.6783          | 0.7249      |
| 0.1231        | 4.32  | 1600 | 0.5008          | 0.6713   | 0.7710        | 0.8664           | 0.9371         | 0.8211              | 0.8457            | 0.3196                         | 0.9029              | 0.7992               | 0.7716           | 0.8450    | 0.6524         | 0.7356       | 0.2952                    | 0.7786         | 0.6712          | 0.7211      |
| 0.3991        | 4.38  | 1620 | 0.6165          | 0.6542   | 0.7692        | 0.8539           | 0.9096         | 0.7636              | 0.8482            | 0.3961                         | 0.9117              | 0.8941               | 0.6611           | 0.8521    | 0.6223         | 0.7413       | 0.3299                    | 0.7602         | 0.6441          | 0.6299      |
| 0.3374        | 4.43  | 1640 | 0.5656          | 0.6503   | 0.7579        | 0.8521           | 0.9218         | 0.7054              | 0.8495            | 0.4547                         | 0.9258              | 0.8131               | 0.6349           | 0.8468    | 0.5978         | 0.7480       | 0.3540                    | 0.7660         | 0.6454          | 0.5940      |
| 0.2853        | 4.49  | 1660 | 0.5989          | 0.6416   | 0.7584        | 0.8473           | 0.9182         | 0.7487              | 0.8607            | 0.4385                         | 0.9187              | 0.8241               | 0.5998           | 0.8398    | 0.5995         | 0.7400       | 0.3578                    | 0.7700         | 0.6089          | 0.5752      |
| 0.1362        | 4.54  | 1680 | 0.5808          | 0.6533   | 0.7805        | 0.8545           | 0.9286         | 0.8281              | 0.8796            | 0.3899                         | 0.8687              | 0.8906               | 0.6777           | 0.8500    | 0.6408         | 0.7263       | 0.3331                    | 0.7817         | 0.6165          | 0.6247      |
| 0.1935        | 4.59  | 1700 | 0.4929          | 0.6909   | 0.8036        | 0.8701           | 0.9285         | 0.7931              | 0.8721            | 0.4901                         | 0.8679              | 0.8462               | 0.8274           | 0.8422    | 0.6501         | 0.7307       | 0.3715                    | 0.7786         | 0.6794          | 0.7839      |
| 0.23          | 4.65  | 1720 | 0.5351          | 0.6558   | 0.7640        | 0.8529           | 0.9163         | 0.7330              | 0.8231            | 0.4532                         | 0.9160              | 0.8160               | 0.6904           | 0.8435    | 0.5954         | 0.7369       | 0.3572                    | 0.7517         | 0.6459          | 0.6602      |
| 0.4055        | 4.7   | 1740 | 0.5457          | 0.6712   | 0.7843        | 0.8613           | 0.9040         | 0.7703              | 0.8824            | 0.3972                         | 0.8791              | 0.8235               | 0.8337           | 0.8272    | 0.6273         | 0.7331       | 0.3483                    | 0.7824         | 0.6680          | 0.7122      |
| 0.2744        | 4.76  | 1760 | 0.6800          | 0.6233   | 0.7548        | 0.8376           | 0.9306         | 0.7361              | 0.8890            | 0.4210                         | 0.8727              | 0.9083               | 0.5256           | 0.8451    | 0.6057         | 0.7186       | 0.3316                    | 0.7603         | 0.5895          | 0.5122      |
| 0.469         | 4.81  | 1780 | 0.6159          | 0.6264   | 0.7628        | 0.8368           | 0.9363         | 0.7177              | 0.8547            | 0.4980                         | 0.8503              | 0.9243               | 0.5585           | 0.8540    | 0.5957         | 0.7468       | 0.3247                    | 0.7444         | 0.5753          | 0.5438      |
| 0.2803        | 4.86  | 1800 | 0.5012          | 0.6601   | 0.7721        | 0.8577           | 0.9490         | 0.7459              | 0.8659            | 0.4695                         | 0.8950              | 0.8639               | 0.6157           | 0.8526    | 0.6117         | 0.7482       | 0.3772                    | 0.7746         | 0.6526          | 0.6036      |
| 0.4582        | 4.92  | 1820 | 0.5956          | 0.6374   | 0.7729        | 0.8381           | 0.8865         | 0.7623              | 0.8605            | 0.5189                         | 0.9038              | 0.8988               | 0.5799           | 0.8265    | 0.5897         | 0.7438       | 0.3813                    | 0.7539         | 0.6224          | 0.5446      |
| 0.4948        | 4.97  | 1840 | 0.5011          | 0.6770   | 0.7975        | 0.8635           | 0.9280         | 0.8081              | 0.8527            | 0.5205                         | 0.8942              | 0.8904               | 0.6887           | 0.8618    | 0.6385         | 0.7489       | 0.3947                    | 0.7731         | 0.6590          | 0.6628      |
| 0.1456        | 5.03  | 1860 | 0.5256          | 0.6611   | 0.7731        | 0.8581           | 0.9506         | 0.7433              | 0.8696            | 0.4652                         | 0.8856              | 0.8581               | 0.6394           | 0.8547    | 0.6196         | 0.7380       | 0.3663                    | 0.7710         | 0.6615          | 0.6162      |
| 0.3301        | 5.08  | 1880 | 0.4919          | 0.6732   | 0.7839        | 0.8653           | 0.9438         | 0.7269              | 0.8244            | 0.5229                         | 0.9012              | 0.8771               | 0.6911           | 0.8582    | 0.6066         | 0.7519       | 0.3819                    | 0.7859         | 0.6633          | 0.6643      |
| 0.299         | 5.14  | 1900 | 0.4769          | 0.6853   | 0.7996        | 0.8716           | 0.9275         | 0.8343              | 0.8666            | 0.4431                         | 0.8991              | 0.8692               | 0.7573           | 0.8570    | 0.6412         | 0.7570       | 0.3795                    | 0.8006         | 0.6609          | 0.7008      |
| 0.2052        | 5.19  | 1920 | 0.4750          | 0.6876   | 0.8037        | 0.8716           | 0.9221         | 0.8353              | 0.8538            | 0.4640                         | 0.8972              | 0.8777               | 0.7758           | 0.8599    | 0.6529         | 0.7515       | 0.3792                    | 0.7950         | 0.6620          | 0.7128      |
| 0.4131        | 5.24  | 1940 | 0.4493          | 0.6933   | 0.8046        | 0.8750           | 0.9245         | 0.8567              | 0.8570            | 0.4241                         | 0.8936              | 0.8566               | 0.8198           | 0.8569    | 0.6530         | 0.7519       | 0.3751                    | 0.7943         | 0.6738          | 0.7478      |
| 0.1709        | 5.3   | 1960 | 0.4802          | 0.6730   | 0.7809        | 0.8673           | 0.9340         | 0.7420              | 0.8846            | 0.4231                         | 0.9024              | 0.8664               | 0.7137           | 0.8563    | 0.6168         | 0.7500       | 0.3602                    | 0.7925         | 0.6522          | 0.6828      |
| 0.2687        | 5.35  | 1980 | 0.4540          | 0.7021   | 0.8019        | 0.8805           | 0.9298         | 0.8179              | 0.8422            | 0.4446                         | 0.9221              | 0.8621               | 0.7948           | 0.8594    | 0.6583         | 0.7534       | 0.3840                    | 0.8061         | 0.6928          | 0.7607      |
| 0.2657        | 5.41  | 2000 | 0.4879          | 0.6708   | 0.7745        | 0.8669           | 0.9376         | 0.7919              | 0.8356            | 0.3863                         | 0.9193              | 0.8456               | 0.7048           | 0.8660    | 0.6639         | 0.7518       | 0.3458                    | 0.8004         | 0.6207          | 0.6471      |
| 0.6565        | 5.46  | 2020 | 0.4412          | 0.6847   | 0.8030        | 0.8724           | 0.9439         | 0.8229              | 0.8794            | 0.4631                         | 0.8748              | 0.8805               | 0.7567           | 0.8720    | 0.6563         | 0.7589       | 0.3642                    | 0.7981         | 0.6469          | 0.6965      |
| 0.1725        | 5.51  | 2040 | 0.4157          | 0.7030   | 0.8073        | 0.8813           | 0.9320         | 0.8220              | 0.8568            | 0.4515                         | 0.9105              | 0.8843               | 0.7942           | 0.8642    | 0.6645         | 0.7601       | 0.3817                    | 0.8085         | 0.6854          | 0.7568      |
| 0.3233        | 5.57  | 2060 | 0.4343          | 0.7010   | 0.7992        | 0.8795           | 0.9450         | 0.7840              | 0.8599            | 0.4533                         | 0.8949              | 0.8431               | 0.8141           | 0.8570    | 0.6596         | 0.7507       | 0.3765                    | 0.7999         | 0.6931          | 0.7701      |
| 0.2919        | 5.62  | 2080 | 0.4530          | 0.6860   | 0.7916        | 0.8724           | 0.9396         | 0.7579              | 0.8412            | 0.5087                         | 0.9077              | 0.8191               | 0.7667           | 0.8646    | 0.6289         | 0.7381       | 0.3894                    | 0.7896         | 0.6562          | 0.7350      |
| 0.2267        | 5.68  | 2100 | 0.4909          | 0.6791   | 0.7877        | 0.8685           | 0.9427         | 0.8439              | 0.8246            | 0.3941                         | 0.8916              | 0.8745               | 0.7425           | 0.8645    | 0.6602         | 0.7295       | 0.3639                    | 0.7808         | 0.6452          | 0.7097      |
| 0.1193        | 5.73  | 2120 | 0.4938          | 0.6811   | 0.7798        | 0.8706           | 0.9315         | 0.8016              | 0.8415            | 0.3974                         | 0.9260              | 0.8110               | 0.7495           | 0.8626    | 0.6433         | 0.7518       | 0.3361                    | 0.7774         | 0.6829          | 0.7135      |
| 0.6777        | 5.78  | 2140 | 0.5045          | 0.6750   | 0.7922        | 0.8651           | 0.9397         | 0.8520              | 0.8463            | 0.4397                         | 0.8904              | 0.8903               | 0.6872           | 0.8618    | 0.6612         | 0.7530       | 0.3742                    | 0.7887         | 0.6313          | 0.6546      |
| 0.1854        | 5.84  | 2160 | 0.5463          | 0.6723   | 0.7785        | 0.8636           | 0.9540         | 0.8106              | 0.8812            | 0.4216                         | 0.8990              | 0.8551               | 0.6280           | 0.8494    | 0.6637         | 0.7521       | 0.3749                    | 0.7919         | 0.6692          | 0.6052      |
| 0.1881        | 5.89  | 2180 | 0.4630          | 0.7064   | 0.8106        | 0.8842           | 0.9362         | 0.8576              | 0.8725            | 0.4282                         | 0.9107              | 0.8702               | 0.7986           | 0.8656    | 0.6537         | 0.7518       | 0.3841                    | 0.8110         | 0.7091          | 0.7692      |
| 0.3118        | 5.95  | 2200 | 0.4420          | 0.7141   | 0.8200        | 0.8850           | 0.9275         | 0.8425              | 0.8546            | 0.5110                         | 0.9097              | 0.8499               | 0.8450           | 0.8650    | 0.6661         | 0.7646       | 0.3949                    | 0.8043         | 0.7048          | 0.7991      |
| 0.205         | 6.0   | 2220 | 0.4587          | 0.7014   | 0.8095        | 0.8774           | 0.9392         | 0.8329              | 0.8618            | 0.4599                         | 0.8808              | 0.8941               | 0.7978           | 0.8547    | 0.6674         | 0.7559       | 0.3837                    | 0.7946         | 0.6877          | 0.7656      |
| 0.2836        | 6.05  | 2240 | 0.4604          | 0.7093   | 0.8103        | 0.8831           | 0.9320         | 0.8135              | 0.8549            | 0.4698                         | 0.9098              | 0.8773               | 0.8147           | 0.8659    | 0.6714         | 0.7567       | 0.3899                    | 0.8015         | 0.6958          | 0.7842      |
| 0.2346        | 6.11  | 2260 | 0.4548          | 0.7058   | 0.8216        | 0.8808           | 0.9392         | 0.8332              | 0.8794            | 0.5435                         | 0.8801              | 0.8525               | 0.8233           | 0.8664    | 0.6634         | 0.7501       | 0.3802                    | 0.7989         | 0.6977          | 0.7841      |
| 0.2304        | 6.16  | 2280 | 0.4675          | 0.6888   | 0.8025        | 0.8740           | 0.9301         | 0.8471              | 0.8687            | 0.4387                         | 0.8978              | 0.8612               | 0.7741           | 0.8651    | 0.6603         | 0.7497       | 0.3576                    | 0.7941         | 0.6541          | 0.7410      |
| 0.2936        | 6.22  | 2300 | 0.4553          | 0.6983   | 0.8042        | 0.8775           | 0.9405         | 0.8216              | 0.8636            | 0.4870                         | 0.9001              | 0.8263               | 0.7900           | 0.8662    | 0.6602         | 0.7549       | 0.3741                    | 0.7888         | 0.6826          | 0.7615      |
| 0.2135        | 6.27  | 2320 | 0.5014          | 0.6795   | 0.7885        | 0.8691           | 0.9494         | 0.7152              | 0.8402            | 0.5288                         | 0.8878              | 0.8566               | 0.7418           | 0.8648    | 0.6113         | 0.7424       | 0.3808                    | 0.7828         | 0.6661          | 0.7085      |
| 0.1978        | 6.32  | 2340 | 0.4746          | 0.6861   | 0.7971        | 0.8720           | 0.9345         | 0.7484              | 0.8656            | 0.5179                         | 0.8988              | 0.8601               | 0.7547           | 0.8700    | 0.6211         | 0.7444       | 0.3786                    | 0.7815         | 0.6872          | 0.7200      |
| 0.2561        | 6.38  | 2360 | 0.4713          | 0.7023   | 0.8146        | 0.8797           | 0.9404         | 0.8607              | 0.8609            | 0.4841                         | 0.8902              | 0.8739               | 0.7918           | 0.8653    | 0.6661         | 0.7433       | 0.3860                    | 0.8008         | 0.6920          | 0.7623      |
| 0.265         | 6.43  | 2380 | 0.4941          | 0.6835   | 0.8008        | 0.8641           | 0.9501         | 0.8349              | 0.8520            | 0.5194                         | 0.8607              | 0.8752               | 0.7132           | 0.8551    | 0.6713         | 0.7447       | 0.3982                    | 0.7650         | 0.6629          | 0.6874      |
| 0.32          | 6.49  | 2400 | 0.4610          | 0.7081   | 0.8196        | 0.8806           | 0.9286         | 0.8512              | 0.8848            | 0.4831                         | 0.8865              | 0.8812               | 0.8222           | 0.8675    | 0.6692         | 0.7497       | 0.4099                    | 0.7917         | 0.6843          | 0.7846      |
| 0.2377        | 6.54  | 2420 | 0.4208          | 0.7134   | 0.8183        | 0.8849           | 0.9296         | 0.8551              | 0.8574            | 0.4912                         | 0.9086              | 0.8384               | 0.8476           | 0.8652    | 0.6670         | 0.7500       | 0.4035                    | 0.8047         | 0.6998          | 0.8035      |
| 0.2178        | 6.59  | 2440 | 0.4318          | 0.7136   | 0.8135        | 0.8852           | 0.9364         | 0.8122              | 0.8575            | 0.5123                         | 0.9121              | 0.8275               | 0.8365           | 0.8673    | 0.6648         | 0.7533       | 0.4060                    | 0.8042         | 0.6988          | 0.8007      |
| 0.2994        | 6.65  | 2460 | 0.4384          | 0.7149   | 0.8159        | 0.8869           | 0.9378         | 0.8006              | 0.8743            | 0.5005                         | 0.9062              | 0.8604               | 0.8313           | 0.8736    | 0.6694         | 0.7519       | 0.3945                    | 0.8050         | 0.7018          | 0.8085      |
| 0.1453        | 6.7   | 2480 | 0.4681          | 0.6962   | 0.8114        | 0.8751           | 0.9301         | 0.8197              | 0.8586            | 0.5348                         | 0.8980              | 0.8651               | 0.7732           | 0.8676    | 0.6482         | 0.7511       | 0.3668                    | 0.7812         | 0.7043          | 0.7544      |
| 0.4144        | 6.76  | 2500 | 0.5016          | 0.6820   | 0.7871        | 0.8690           | 0.9397         | 0.8307              | 0.8773            | 0.4030                         | 0.9021              | 0.8416               | 0.7150           | 0.8548    | 0.6659         | 0.7494       | 0.3477                    | 0.7813         | 0.6801          | 0.6949      |
| 0.3051        | 6.81  | 2520 | 0.5708          | 0.6723   | 0.7962        | 0.8626           | 0.9274         | 0.8137              | 0.8669            | 0.4929                         | 0.8884              | 0.9000               | 0.6844           | 0.8593    | 0.6439         | 0.7414       | 0.3789                    | 0.7830         | 0.6388          | 0.6610      |
| 0.2012        | 6.86  | 2540 | 0.5169          | 0.6803   | 0.7907        | 0.8670           | 0.9484         | 0.8071              | 0.8554            | 0.4894                         | 0.8947              | 0.8505               | 0.6896           | 0.8619    | 0.6631         | 0.7501       | 0.3867                    | 0.7853         | 0.6479          | 0.6669      |
| 0.3411        | 6.92  | 2560 | 0.5019          | 0.6933   | 0.8070        | 0.8723           | 0.9314         | 0.8527              | 0.8582            | 0.4851                         | 0.8966              | 0.8849               | 0.7399           | 0.8651    | 0.6719         | 0.7533       | 0.3955                    | 0.7839         | 0.6745          | 0.7087      |
| 0.2627        | 6.97  | 2580 | 0.4331          | 0.7049   | 0.8045        | 0.8812           | 0.9387         | 0.8024              | 0.8698            | 0.4437                         | 0.8887              | 0.8259               | 0.8626           | 0.8603    | 0.6714         | 0.7533       | 0.3689                    | 0.7967         | 0.6968          | 0.7869      |
| 0.1814        | 7.03  | 2600 | 0.4798          | 0.6998   | 0.8098        | 0.8795           | 0.9294         | 0.7445              | 0.8532            | 0.5032                         | 0.8831              | 0.9079               | 0.8474           | 0.8591    | 0.6135         | 0.7563       | 0.3801                    | 0.7990         | 0.7132          | 0.7778      |
| 0.1949        | 7.08  | 2620 | 0.4401          | 0.7123   | 0.8125        | 0.8855           | 0.9398         | 0.7901              | 0.8464            | 0.5213                         | 0.9072              | 0.8378               | 0.8449           | 0.8663    | 0.6504         | 0.7578       | 0.3933                    | 0.8050         | 0.7097          | 0.8036      |
| 0.9191        | 7.14  | 2640 | 0.4283          | 0.7161   | 0.8189        | 0.8865           | 0.9349         | 0.8279              | 0.8426            | 0.5157                         | 0.9032              | 0.8361               | 0.8720           | 0.8661    | 0.6628         | 0.7641       | 0.3880                    | 0.8027         | 0.7075          | 0.8214      |
| 0.0697        | 7.19  | 2660 | 0.4656          | 0.6975   | 0.8059        | 0.8769           | 0.9399         | 0.7600              | 0.8618            | 0.5274                         | 0.8889              | 0.8691               | 0.7939           | 0.8706    | 0.6271         | 0.7655       | 0.3677                    | 0.7791         | 0.7173          | 0.7550      |
| 0.2438        | 7.24  | 2680 | 0.5148          | 0.6837   | 0.7996        | 0.8677           | 0.9298         | 0.7569              | 0.8776            | 0.5432                         | 0.8950              | 0.8857               | 0.7088           | 0.8638    | 0.6286         | 0.7633       | 0.3756                    | 0.7724         | 0.7030          | 0.6795      |
| 0.2386        | 7.3   | 2700 | 0.4630          | 0.7081   | 0.8087        | 0.8798           | 0.9369         | 0.8512              | 0.8502            | 0.4760                         | 0.9090              | 0.8542               | 0.7834           | 0.8651    | 0.6771         | 0.7664       | 0.3964                    | 0.7858         | 0.7182          | 0.7480      |
| 0.2898        | 7.35  | 2720 | 0.4967          | 0.6884   | 0.7933        | 0.8742           | 0.9363         | 0.7286              | 0.8623            | 0.5093                         | 0.9109              | 0.8526               | 0.7535           | 0.8672    | 0.6216         | 0.7613       | 0.3672                    | 0.7902         | 0.6913          | 0.7198      |
| 0.1998        | 7.41  | 2740 | 0.5332          | 0.6869   | 0.7992        | 0.8684           | 0.9438         | 0.8082              | 0.8374            | 0.5133                         | 0.8868              | 0.8941               | 0.7107           | 0.8622    | 0.6691         | 0.7539       | 0.3912                    | 0.7794         | 0.6726          | 0.6798      |
| 0.1355        | 7.46  | 2760 | 0.5049          | 0.6841   | 0.7927        | 0.8705           | 0.9357         | 0.7665              | 0.8663            | 0.5052                         | 0.9105              | 0.8445               | 0.7201           | 0.8653    | 0.6366         | 0.7645       | 0.3842                    | 0.7896         | 0.6629          | 0.6854      |
| 0.2999        | 7.51  | 2780 | 0.5097          | 0.6883   | 0.7943        | 0.8716           | 0.9361         | 0.8230              | 0.8818            | 0.4548                         | 0.9114              | 0.8405               | 0.7125           | 0.8639    | 0.6751         | 0.7616       | 0.3841                    | 0.7908         | 0.6623          | 0.6800      |
| 0.212         | 7.57  | 2800 | 0.5677          | 0.6757   | 0.7898        | 0.8670           | 0.9366         | 0.7212              | 0.8633            | 0.5259                         | 0.8988              | 0.8827               | 0.7001           | 0.8637    | 0.6131         | 0.7452       | 0.3833                    | 0.7886         | 0.6632          | 0.6727      |
| 0.2469        | 7.62  | 2820 | 0.5099          | 0.6742   | 0.7910        | 0.8653           | 0.9426         | 0.7490              | 0.8571            | 0.5594                         | 0.8953              | 0.8319               | 0.7016           | 0.8579    | 0.6145         | 0.7567       | 0.3705                    | 0.7872         | 0.6628          | 0.6694      |
| 0.1863        | 7.68  | 2840 | 0.5382          | 0.6780   | 0.7864        | 0.8671           | 0.9368         | 0.7580              | 0.8590            | 0.5191                         | 0.9193              | 0.8304               | 0.6822           | 0.8572    | 0.6319         | 0.7658       | 0.3787                    | 0.7916         | 0.6678          | 0.6533      |
| 1.4722        | 7.73  | 2860 | 0.5411          | 0.6839   | 0.7966        | 0.8678           | 0.9463         | 0.8245              | 0.8694            | 0.4979                         | 0.8931              | 0.8657               | 0.6791           | 0.8549    | 0.6717         | 0.7682       | 0.3847                    | 0.7926         | 0.6614          | 0.6541      |
| 0.1961        | 7.78  | 2880 | 0.5241          | 0.6721   | 0.7749        | 0.8664           | 0.9498         | 0.8119              | 0.8907            | 0.3502                         | 0.8987              | 0.8442               | 0.6785           | 0.8474    | 0.6786         | 0.7620       | 0.3072                    | 0.7955         | 0.6648          | 0.6497      |
| 0.1708        | 7.84  | 2900 | 0.5011          | 0.6829   | 0.8066        | 0.8706           | 0.9208         | 0.7905              | 0.8997            | 0.4520                         | 0.8622              | 0.9016               | 0.8196           | 0.8656    | 0.6582         | 0.7350       | 0.2982                    | 0.7822         | 0.6630          | 0.7781      |
| 0.0816        | 7.89  | 2920 | 0.4790          | 0.6876   | 0.8070        | 0.8732           | 0.9372         | 0.7412              | 0.8653            | 0.5503                         | 0.8718              | 0.8829               | 0.8001           | 0.8681    | 0.6178         | 0.7608       | 0.3522                    | 0.7870         | 0.6624          | 0.7647      |
| 1.0574        | 7.95  | 2940 | 0.5601          | 0.6821   | 0.7900        | 0.8714           | 0.9295         | 0.7559              | 0.8607            | 0.4660                         | 0.9125              | 0.8635               | 0.7421           | 0.8716    | 0.6233         | 0.7560       | 0.3550                    | 0.7822         | 0.6829          | 0.7035      |
| 0.1518        | 8.0   | 2960 | 0.5089          | 0.6903   | 0.8073        | 0.8720           | 0.9427         | 0.8368              | 0.8689            | 0.4881                         | 0.8727              | 0.8840               | 0.7575           | 0.8659    | 0.6679         | 0.7601       | 0.3500                    | 0.7790         | 0.6896          | 0.7194      |
| 0.2055        | 8.05  | 2980 | 0.5392          | 0.6919   | 0.7943        | 0.8749           | 0.9361         | 0.8005              | 0.8740            | 0.4283                         | 0.9094              | 0.8710               | 0.7409           | 0.8652    | 0.6681         | 0.7604       | 0.3570                    | 0.7900         | 0.6931          | 0.7096      |
| 0.3339        | 8.11  | 3000 | 0.5170          | 0.6919   | 0.7965        | 0.8740           | 0.9376         | 0.8238              | 0.8608            | 0.4697                         | 0.9154              | 0.8341               | 0.7341           | 0.8698    | 0.6769         | 0.7643       | 0.3867                    | 0.7921         | 0.6529          | 0.7006      |
| 0.3377        | 8.16  | 3020 | 0.5235          | 0.6924   | 0.7999        | 0.8740           | 0.9373         | 0.8454              | 0.8595            | 0.4626                         | 0.9107              | 0.8540               | 0.7302           | 0.8678    | 0.6827         | 0.7586       | 0.3868                    | 0.7960         | 0.6595          | 0.6952      |
| 0.4816        | 8.22  | 3040 | 0.4929          | 0.7076   | 0.8129        | 0.8814           | 0.9416         | 0.8051              | 0.8681            | 0.5256                         | 0.9009              | 0.8664               | 0.7826           | 0.8620    | 0.6764         | 0.7682       | 0.3888                    | 0.8077         | 0.6970          | 0.7530      |
| 0.2001        | 8.27  | 3060 | 0.4784          | 0.7010   | 0.8166        | 0.8770           | 0.9356         | 0.7887              | 0.8533            | 0.5842                         | 0.8844              | 0.8617               | 0.8079           | 0.8571    | 0.6650         | 0.7477       | 0.3697                    | 0.8002         | 0.6982          | 0.7693      |
| 0.2262        | 8.32  | 3080 | 0.5180          | 0.6939   | 0.7955        | 0.8739           | 0.9469         | 0.7936              | 0.8688            | 0.4765                         | 0.9053              | 0.8689               | 0.7088           | 0.8611    | 0.6638         | 0.7667       | 0.4030                    | 0.7947         | 0.6897          | 0.6783      |
| 0.1501        | 8.38  | 3100 | 0.5257          | 0.6937   | 0.8054        | 0.8758           | 0.9313         | 0.7568              | 0.8890            | 0.5093                         | 0.8966              | 0.8981               | 0.7567           | 0.8676    | 0.6298         | 0.7535       | 0.3933                    | 0.7945         | 0.6957          | 0.7212      |
| 0.1749        | 8.43  | 3120 | 0.5309          | 0.6995   | 0.8106        | 0.8755           | 0.9168         | 0.7978              | 0.8713            | 0.5126                         | 0.9085              | 0.8997               | 0.7676           | 0.8622    | 0.6627         | 0.7410       | 0.4140                    | 0.7943         | 0.6953          | 0.7270      |
| 0.4568        | 8.49  | 3140 | 0.4759          | 0.7176   | 0.8208        | 0.8880           | 0.9271         | 0.8391              | 0.8783            | 0.4739                         | 0.9108              | 0.8718               | 0.8444           | 0.8689    | 0.6719         | 0.7635       | 0.3881                    | 0.8090         | 0.7204          | 0.8015      |
| 0.2018        | 8.54  | 3160 | 0.4739          | 0.7112   | 0.8230        | 0.8829           | 0.9354         | 0.8469              | 0.8549            | 0.5386                         | 0.8970              | 0.8816               | 0.8069           | 0.8688    | 0.6688         | 0.7644       | 0.3931                    | 0.8009         | 0.7165          | 0.7660      |
| 0.124         | 8.59  | 3180 | 0.5135          | 0.6952   | 0.8054        | 0.8768           | 0.9337         | 0.7318              | 0.8729            | 0.5478                         | 0.9010              | 0.8850               | 0.7658           | 0.8717    | 0.6264         | 0.7740       | 0.3758                    | 0.7922         | 0.7036          | 0.7227      |
| 0.1762        | 8.65  | 3200 | 0.5125          | 0.6938   | 0.8049        | 0.8737           | 0.9376         | 0.7921              | 0.8716            | 0.5136                         | 0.8899              | 0.8727               | 0.7572           | 0.8656    | 0.6387         | 0.7699       | 0.3977                    | 0.7829         | 0.6816          | 0.7203      |
| 0.4706        | 8.7   | 3220 | 0.5122          | 0.6864   | 0.7990        | 0.8692           | 0.9415         | 0.8153              | 0.8616            | 0.4985                         | 0.8870              | 0.8595               | 0.7299           | 0.8667    | 0.6729         | 0.7624       | 0.3591                    | 0.7743         | 0.6714          | 0.6981      |
| 0.0903        | 8.76  | 3240 | 0.4676          | 0.7101   | 0.8193        | 0.8831           | 0.9252         | 0.8529              | 0.8545            | 0.4965                         | 0.9046              | 0.8609               | 0.8406           | 0.8682    | 0.6697         | 0.7542       | 0.3777                    | 0.7961         | 0.7036          | 0.8012      |
| 0.287         | 8.81  | 3260 | 0.4132          | 0.7188   | 0.8190        | 0.8883           | 0.9428         | 0.8180              | 0.8715            | 0.4571                         | 0.8861              | 0.9058               | 0.8519           | 0.8730    | 0.6792         | 0.7626       | 0.4021                    | 0.8041         | 0.6983          | 0.8127      |
| 0.1618        | 8.86  | 3280 | 0.4648          | 0.6883   | 0.8063        | 0.8708           | 0.9382         | 0.8018              | 0.8765            | 0.5463                         | 0.8911              | 0.8772               | 0.7132           | 0.8648    | 0.6429         | 0.7636       | 0.3960                    | 0.7876         | 0.6740          | 0.6891      |
| 0.1509        | 8.92  | 3300 | 0.4426          | 0.6955   | 0.8082        | 0.8766           | 0.9456         | 0.7607              | 0.8956            | 0.5559                         | 0.8821              | 0.8331               | 0.7844           | 0.8641    | 0.6400         | 0.7597       | 0.3742                    | 0.7970         | 0.6775          | 0.7558      |
| 0.2368        | 8.97  | 3320 | 0.4561          | 0.7039   | 0.8085        | 0.8809           | 0.9502         | 0.7863              | 0.8776            | 0.5092                         | 0.8914              | 0.8650               | 0.7795           | 0.8630    | 0.6614         | 0.7638       | 0.3932                    | 0.8097         | 0.6903          | 0.7458      |
| 0.2234        | 9.03  | 3340 | 0.4336          | 0.7150   | 0.8146        | 0.8878           | 0.9461         | 0.8002              | 0.8794            | 0.4864                         | 0.9039              | 0.8784               | 0.8079           | 0.8682    | 0.6633         | 0.7660       | 0.3932                    | 0.8165         | 0.7173          | 0.7807      |
| 0.1483        | 9.08  | 3360 | 0.4472          | 0.7188   | 0.8215        | 0.8875           | 0.9400         | 0.8120              | 0.8512            | 0.5269                         | 0.9026              | 0.8936               | 0.8240           | 0.8675    | 0.6701         | 0.7645       | 0.4040                    | 0.8106         | 0.7222          | 0.7925      |
| 0.2744        | 9.14  | 3380 | 0.4686          | 0.7170   | 0.8127        | 0.8867           | 0.9417         | 0.8067              | 0.8681            | 0.4995                         | 0.9139              | 0.8473               | 0.8120           | 0.8616    | 0.6737         | 0.7632       | 0.4120                    | 0.8150         | 0.7170          | 0.7767      |
| 0.1425        | 9.19  | 3400 | 0.4754          | 0.6980   | 0.8020        | 0.8751           | 0.9420         | 0.7846              | 0.8599            | 0.5262                         | 0.9065              | 0.8656               | 0.7294           | 0.8569    | 0.6522         | 0.7604       | 0.4091                    | 0.7952         | 0.7102          | 0.7021      |
| 0.1164        | 9.24  | 3420 | 0.4351          | 0.7161   | 0.8224        | 0.8879           | 0.9456         | 0.7896              | 0.8755            | 0.5458                         | 0.8949              | 0.8873               | 0.8180           | 0.8689    | 0.6597         | 0.7623       | 0.3967                    | 0.8195         | 0.7195          | 0.7864      |
| 0.2658        | 9.3   | 3440 | 0.4865          | 0.6946   | 0.7964        | 0.8744           | 0.9560         | 0.7853              | 0.8785            | 0.5134                         | 0.9025              | 0.8364               | 0.7025           | 0.8591    | 0.6636         | 0.7638       | 0.4011                    | 0.7980         | 0.6940          | 0.6827      |
| 0.116         | 9.35  | 3460 | 0.4434          | 0.7177   | 0.8206        | 0.8885           | 0.9439         | 0.8191              | 0.8659            | 0.5081                         | 0.9012              | 0.8832               | 0.8226           | 0.8680    | 0.6550         | 0.7624       | 0.4064                    | 0.8148         | 0.7161          | 0.8010      |
| 0.1327        | 9.41  | 3480 | 0.4668          | 0.7046   | 0.8044        | 0.8847           | 0.9492         | 0.7082              | 0.8741            | 0.5215                         | 0.9005              | 0.8663               | 0.8106           | 0.8673    | 0.6195         | 0.7645       | 0.3889                    | 0.8166         | 0.6993          | 0.7763      |
| 0.1944        | 9.46  | 3500 | 0.4559          | 0.7034   | 0.8089        | 0.8845           | 0.9327         | 0.7475              | 0.8475            | 0.5314                         | 0.9178              | 0.8598               | 0.8258           | 0.8723    | 0.6176         | 0.7547       | 0.3800                    | 0.8145         | 0.6999          | 0.7849      |
| 0.1356        | 9.51  | 3520 | 0.4541          | 0.6971   | 0.7982        | 0.8821           | 0.9441         | 0.7352              | 0.8645            | 0.4764                         | 0.9098              | 0.8631               | 0.7940           | 0.8696    | 0.6183         | 0.7550       | 0.3756                    | 0.8134         | 0.6906          | 0.7575      |
| 1.2019        | 9.57  | 3540 | 0.4935          | 0.6907   | 0.7890        | 0.8784           | 0.9434         | 0.7412              | 0.8817            | 0.4441                         | 0.9158              | 0.8304               | 0.7665           | 0.8652    | 0.6218         | 0.7522       | 0.3705                    | 0.8064         | 0.6868          | 0.7324      |
| 0.2405        | 9.62  | 3560 | 0.5145          | 0.6829   | 0.7959        | 0.8723           | 0.9352         | 0.7712              | 0.8609            | 0.5041                         | 0.9129              | 0.8728               | 0.7138           | 0.8655    | 0.6181         | 0.7619       | 0.3665                    | 0.8002         | 0.6860          | 0.6824      |
| 0.5129        | 9.68  | 3580 | 0.4985          | 0.6830   | 0.7955        | 0.8716           | 0.9356         | 0.7488              | 0.8668            | 0.5537                         | 0.9159              | 0.8265               | 0.7216           | 0.8689    | 0.6191         | 0.7649       | 0.3678                    | 0.7938         | 0.6772          | 0.6894      |
| 0.2311        | 9.73  | 3600 | 0.4891          | 0.6875   | 0.8037        | 0.8734           | 0.9314         | 0.7520              | 0.8752            | 0.5583                         | 0.9085              | 0.8760               | 0.7242           | 0.8690    | 0.6255         | 0.7690       | 0.3783                    | 0.8000         | 0.6797          | 0.6911      |
| 0.1726        | 9.78  | 3620 | 0.4717          | 0.6978   | 0.8147        | 0.8780           | 0.9277         | 0.7774              | 0.8944            | 0.5534                         | 0.8974              | 0.8708               | 0.7822           | 0.8617    | 0.6354         | 0.7491       | 0.3916                    | 0.8100         | 0.6947          | 0.7418      |
| 0.1894        | 9.84  | 3640 | 0.5919          | 0.6738   | 0.7782        | 0.8680           | 0.9416         | 0.7092              | 0.8693            | 0.4757                         | 0.9179              | 0.8580               | 0.6755           | 0.8712    | 0.6179         | 0.7536       | 0.3792                    | 0.7895         | 0.6551          | 0.6498      |
| 0.2567        | 9.89  | 3660 | 0.4845          | 0.6869   | 0.7998        | 0.8711           | 0.9408         | 0.7815              | 0.8661            | 0.5220                         | 0.8937              | 0.8674               | 0.7268           | 0.8682    | 0.6483         | 0.7571       | 0.3976                    | 0.7908         | 0.6598          | 0.6863      |
| 0.2441        | 9.95  | 3680 | 0.5265          | 0.6833   | 0.7961        | 0.8701           | 0.9425         | 0.7661              | 0.8480            | 0.5546                         | 0.9054              | 0.8443               | 0.7116           | 0.8689    | 0.6380         | 0.7610       | 0.3727                    | 0.7877         | 0.6715          | 0.6830      |
| 0.1955        | 10.0  | 3700 | 0.5393          | 0.6749   | 0.8018        | 0.8649           | 0.9356         | 0.7599              | 0.8614            | 0.5662                         | 0.8738              | 0.8998               | 0.7156           | 0.8636    | 0.6121         | 0.7627       | 0.3686                    | 0.7814         | 0.6519          | 0.6840      |
| 0.1065        | 10.05 | 3720 | 0.6142          | 0.6773   | 0.7802        | 0.8685           | 0.9430         | 0.6808              | 0.8799            | 0.5006                         | 0.9059              | 0.8437               | 0.7078           | 0.8628    | 0.6052         | 0.7517       | 0.3726                    | 0.7829         | 0.6885          | 0.6774      |
| 0.1503        | 10.11 | 3740 | 0.5452          | 0.6907   | 0.8022        | 0.8740           | 0.9437         | 0.7243              | 0.8874            | 0.5502                         | 0.8866              | 0.8797               | 0.7437           | 0.8653    | 0.6246         | 0.7597       | 0.3886                    | 0.7925         | 0.6928          | 0.7117      |
| 0.1538        | 10.16 | 3760 | 0.4948          | 0.7078   | 0.8073        | 0.8847           | 0.9471         | 0.7502              | 0.8410            | 0.5321                         | 0.9113              | 0.8714               | 0.7983           | 0.8652    | 0.6315         | 0.7657       | 0.4099                    | 0.8186         | 0.7021          | 0.7617      |
| 0.212         | 10.22 | 3780 | 0.4668          | 0.7134   | 0.8117        | 0.8857           | 0.9375         | 0.7837              | 0.8760            | 0.5092                         | 0.9163              | 0.8569               | 0.8023           | 0.8685    | 0.6657         | 0.7673       | 0.4145                    | 0.8133         | 0.6996          | 0.7649      |
| 0.1462        | 10.27 | 3800 | 0.4617          | 0.7131   | 0.8161        | 0.8850           | 0.9394         | 0.8052              | 0.8811            | 0.5202                         | 0.9070              | 0.8606               | 0.7989           | 0.8678    | 0.6743         | 0.7720       | 0.3997                    | 0.8112         | 0.7025          | 0.7640      |
| 0.1509        | 10.32 | 3820 | 0.4631          | 0.7024   | 0.8135        | 0.8805           | 0.9228         | 0.7383              | 0.8690            | 0.5696                         | 0.9088              | 0.8719               | 0.8139           | 0.8595    | 0.6240         | 0.7740       | 0.3867                    | 0.8133         | 0.7057          | 0.7534      |
| 0.1106        | 10.38 | 3840 | 0.4633          | 0.7071   | 0.8155        | 0.8838           | 0.9373         | 0.7150              | 0.8711            | 0.6031                         | 0.9038              | 0.8671               | 0.8112           | 0.8671    | 0.6181         | 0.7789       | 0.3951                    | 0.8137         | 0.7070          | 0.7701      |
| 0.1689        | 10.43 | 3860 | 0.4888          | 0.6998   | 0.8181        | 0.8781           | 0.9268         | 0.7344              | 0.8888            | 0.6139                         | 0.8917              | 0.8683               | 0.8025           | 0.8622    | 0.6231         | 0.7600       | 0.3887                    | 0.8031         | 0.7000          | 0.7614      |
| 0.986         | 10.49 | 3880 | 0.4773          | 0.7104   | 0.8218        | 0.8823           | 0.9295         | 0.8247              | 0.8756            | 0.5450                         | 0.9028              | 0.8777               | 0.7973           | 0.8634    | 0.6577         | 0.7700       | 0.4167                    | 0.8079         | 0.6937          | 0.7630      |
| 0.1181        | 10.54 | 3900 | 0.4418          | 0.7108   | 0.8142        | 0.8848           | 0.9372         | 0.7416              | 0.8841            | 0.5569                         | 0.9061              | 0.8625               | 0.8108           | 0.8672    | 0.6415         | 0.7726       | 0.4102                    | 0.8138         | 0.7070          | 0.7633      |
| 0.1374        | 10.59 | 3920 | 0.4574          | 0.7150   | 0.8165        | 0.8854           | 0.9348         | 0.7843              | 0.8685            | 0.5491                         | 0.9149              | 0.8563               | 0.8074           | 0.8672    | 0.6610         | 0.7734       | 0.4235                    | 0.8121         | 0.7073          | 0.7605      |
| 0.175         | 10.65 | 3940 | 0.4561          | 0.7203   | 0.8294        | 0.8877           | 0.9258         | 0.8323              | 0.8565            | 0.5547                         | 0.9073              | 0.8819               | 0.8477           | 0.8695    | 0.6647         | 0.7673       | 0.4156                    | 0.8108         | 0.7234          | 0.7909      |
| 0.0805        | 10.7  | 3960 | 0.4652          | 0.7141   | 0.8209        | 0.8846           | 0.9389         | 0.8305              | 0.8795            | 0.5245                         | 0.8986              | 0.8705               | 0.8039           | 0.8673    | 0.6770         | 0.7708       | 0.3989                    | 0.8072         | 0.7142          | 0.7632      |
| 0.1396        | 10.76 | 3980 | 0.4803          | 0.7139   | 0.8137        | 0.8853           | 0.9400         | 0.8224              | 0.8754            | 0.4965                         | 0.9122              | 0.8489               | 0.8003           | 0.8652    | 0.6734         | 0.7724       | 0.4065                    | 0.8117         | 0.7045          | 0.7638      |
| 0.1261        | 10.81 | 4000 | 0.4742          | 0.7103   | 0.8178        | 0.8826           | 0.9456         | 0.8078              | 0.8795            | 0.5307                         | 0.8888              | 0.8855               | 0.7867           | 0.8650    | 0.6733         | 0.7680       | 0.3919                    | 0.8045         | 0.7097          | 0.7599      |
| 0.1406        | 10.86 | 4020 | 0.4877          | 0.7072   | 0.8063        | 0.8838           | 0.9489         | 0.7947              | 0.8658            | 0.4710                         | 0.9034              | 0.8743               | 0.7862           | 0.8621    | 0.6560         | 0.7684       | 0.3836                    | 0.8130         | 0.7086          | 0.7586      |
| 0.3038        | 10.92 | 4040 | 0.4616          | 0.7243   | 0.8275        | 0.8900           | 0.9389         | 0.8352              | 0.8542            | 0.5369                         | 0.9035              | 0.8803               | 0.8434           | 0.8708    | 0.6848         | 0.7717       | 0.4005                    | 0.8120         | 0.7261          | 0.8044      |
| 0.9241        | 10.97 | 4060 | 0.4572          | 0.7195   | 0.8211        | 0.8880           | 0.9339         | 0.8038              | 0.8732            | 0.5411                         | 0.9127              | 0.8470               | 0.8362           | 0.8725    | 0.6792         | 0.7673       | 0.3918                    | 0.8072         | 0.7166          | 0.8021      |
| 0.2285        | 11.03 | 4080 | 0.4664          | 0.7163   | 0.8265        | 0.8859           | 0.9377         | 0.8312              | 0.8673            | 0.5617                         | 0.8987              | 0.8708               | 0.8179           | 0.8720    | 0.6835         | 0.7639       | 0.3920                    | 0.8086         | 0.7112          | 0.7827      |
| 0.1239        | 11.08 | 4100 | 0.4471          | 0.7194   | 0.8266        | 0.8893           | 0.9481         | 0.8495              | 0.8539            | 0.5465                         | 0.8987              | 0.8560               | 0.8337           | 0.8761    | 0.6729         | 0.7597       | 0.3931                    | 0.8125         | 0.7203          | 0.8013      |
| 0.0742        | 11.14 | 4120 | 0.4513          | 0.7231   | 0.8197        | 0.8905           | 0.9421         | 0.8260              | 0.8597            | 0.5005                         | 0.9130              | 0.8609               | 0.8357           | 0.8703    | 0.6826         | 0.7677       | 0.4029                    | 0.8154         | 0.7231          | 0.8001      |
| 0.1861        | 11.19 | 4140 | 0.4522          | 0.7220   | 0.8164        | 0.8913           | 0.9425         | 0.8161              | 0.8642            | 0.4633                         | 0.9115              | 0.8749               | 0.8427           | 0.8718    | 0.6794         | 0.7633       | 0.3943                    | 0.8167         | 0.7229          | 0.8057      |
| 0.0794        | 11.24 | 4160 | 0.4709          | 0.7219   | 0.8258        | 0.8896           | 0.9432         | 0.8393              | 0.8598            | 0.5297                         | 0.9005              | 0.8669               | 0.8410           | 0.8705    | 0.6805         | 0.7621       | 0.3984                    | 0.8145         | 0.7222          | 0.8049      |
| 0.1616        | 11.3  | 4180 | 0.4946          | 0.7039   | 0.8013        | 0.8809           | 0.9357         | 0.7777              | 0.8639            | 0.4778                         | 0.9215              | 0.8607               | 0.7715           | 0.8702    | 0.6613         | 0.7655       | 0.3997                    | 0.8007         | 0.6951          | 0.7348      |
| 0.2923        | 11.35 | 4200 | 0.4866          | 0.7009   | 0.8007        | 0.8795           | 0.9394         | 0.7483              | 0.8629            | 0.5252                         | 0.9185              | 0.8486               | 0.7621           | 0.8702    | 0.6403         | 0.7659       | 0.4087                    | 0.7988         | 0.6945          | 0.7279      |
| 0.1627        | 11.41 | 4220 | 0.4521          | 0.7152   | 0.8235        | 0.8888           | 0.9363         | 0.7641              | 0.8771            | 0.5685                         | 0.9020              | 0.8681               | 0.8487           | 0.8729    | 0.6243         | 0.7679       | 0.3929                    | 0.8161         | 0.7252          | 0.8068      |
| 0.1719        | 11.46 | 4240 | 0.4681          | 0.7174   | 0.8207        | 0.8895           | 0.9373         | 0.7653              | 0.8788            | 0.5549                         | 0.9087              | 0.8545               | 0.8456           | 0.8728    | 0.6424         | 0.7709       | 0.3909                    | 0.8162         | 0.7249          | 0.8037      |
| 0.2675        | 11.51 | 4260 | 0.5033          | 0.7066   | 0.8051        | 0.8813           | 0.9440         | 0.7739              | 0.8806            | 0.5025                         | 0.9053              | 0.8487               | 0.7804           | 0.8710    | 0.6578         | 0.7663       | 0.4037                    | 0.7939         | 0.7133          | 0.7403      |
| 0.1108        | 11.57 | 4280 | 0.4680          | 0.7138   | 0.8164        | 0.8858           | 0.9338         | 0.7772              | 0.8839            | 0.5244                         | 0.9098              | 0.8779               | 0.8077           | 0.8735    | 0.6583         | 0.7645       | 0.4067                    | 0.8064         | 0.7198          | 0.7676      |
| 0.2194        | 11.62 | 4300 | 0.4652          | 0.7107   | 0.8192        | 0.8855           | 0.9438         | 0.7492              | 0.8640            | 0.5798                         | 0.8919              | 0.8751               | 0.8307           | 0.8733    | 0.6476         | 0.7666       | 0.3774                    | 0.8109         | 0.7116          | 0.7874      |
| 0.1106        | 11.68 | 4320 | 0.4775          | 0.7096   | 0.8164        | 0.8826           | 0.9377         | 0.7927              | 0.8621            | 0.5615                         | 0.9042              | 0.8516               | 0.8049           | 0.8673    | 0.6761         | 0.7588       | 0.3876                    | 0.8065         | 0.7042          | 0.7667      |
| 0.158         | 11.73 | 4340 | 0.4871          | 0.7105   | 0.8172        | 0.8822           | 0.9319         | 0.8248              | 0.8622            | 0.5417                         | 0.9101              | 0.8460               | 0.8038           | 0.8638    | 0.6827         | 0.7552       | 0.4001                    | 0.8067         | 0.7009          | 0.7641      |
| 0.163         | 11.78 | 4360 | 0.5091          | 0.7146   | 0.8131        | 0.8850           | 0.9444         | 0.8177              | 0.8572            | 0.5094                         | 0.9097              | 0.8536               | 0.7995           | 0.8650    | 0.6877         | 0.7614       | 0.4080                    | 0.8119         | 0.7053          | 0.7628      |
| 0.1114        | 11.84 | 4380 | 0.4869          | 0.7161   | 0.8221        | 0.8855           | 0.9348         | 0.8450              | 0.8767            | 0.5252                         | 0.9073              | 0.8548               | 0.8109           | 0.8660    | 0.6823         | 0.7646       | 0.4086                    | 0.8119         | 0.7103          | 0.7688      |
| 0.2994        | 11.89 | 4400 | 0.5103          | 0.7133   | 0.8114        | 0.8838           | 0.9459         | 0.8384              | 0.8919            | 0.4736                         | 0.9022              | 0.8338               | 0.7940           | 0.8593    | 0.6848         | 0.7636       | 0.4136                    | 0.8095         | 0.7020          | 0.7604      |
| 0.1622        | 11.95 | 4420 | 0.4914          | 0.7122   | 0.8152        | 0.8835           | 0.9427         | 0.8549              | 0.8816            | 0.4822                         | 0.9011              | 0.8503               | 0.7935           | 0.8597    | 0.6797         | 0.7615       | 0.4053                    | 0.8098         | 0.7102          | 0.7595      |
| 0.1255        | 12.0  | 4440 | 0.4792          | 0.7144   | 0.8228        | 0.8836           | 0.9438         | 0.8124              | 0.8637            | 0.5545                         | 0.8867              | 0.8942               | 0.8040           | 0.8662    | 0.6768         | 0.7604       | 0.4174                    | 0.8055         | 0.7078          | 0.7670      |
| 0.2135        | 12.05 | 4460 | 0.4807          | 0.7121   | 0.8127        | 0.8854           | 0.9312         | 0.7552              | 0.8769            | 0.5448                         | 0.9194              | 0.8410               | 0.8203           | 0.8694    | 0.6475         | 0.7606       | 0.4150                    | 0.8115         | 0.7014          | 0.7793      |
| 0.1955        | 12.11 | 4480 | 0.5035          | 0.7149   | 0.8200        | 0.8846           | 0.9325         | 0.8246              | 0.8859            | 0.5171                         | 0.9061              | 0.8724               | 0.8014           | 0.8604    | 0.6796         | 0.7521       | 0.4200                    | 0.8161         | 0.7070          | 0.7693      |
| 0.2167        | 12.16 | 4500 | 0.4763          | 0.7194   | 0.8257        | 0.8874           | 0.9356         | 0.8337              | 0.8724            | 0.5464                         | 0.9074              | 0.8682               | 0.8163           | 0.8661    | 0.6726         | 0.7668       | 0.4262                    | 0.8184         | 0.7063          | 0.7796      |
| 0.1579        | 12.22 | 4520 | 0.4657          | 0.7177   | 0.8237        | 0.8867           | 0.9368         | 0.8175              | 0.8703            | 0.5574                         | 0.9088              | 0.8671               | 0.8078           | 0.8697    | 0.6802         | 0.7633       | 0.4190                    | 0.8173         | 0.7071          | 0.7670      |
| 0.2283        | 12.27 | 4540 | 0.5004          | 0.7110   | 0.8160        | 0.8841           | 0.9343         | 0.7661              | 0.8655            | 0.5524                         | 0.9074              | 0.8792               | 0.8071           | 0.8656    | 0.6547         | 0.7625       | 0.4119                    | 0.8136         | 0.7032          | 0.7658      |
| 0.1976        | 12.32 | 4560 | 0.4800          | 0.7098   | 0.8224        | 0.8840           | 0.9317         | 0.7796              | 0.8673            | 0.5767                         | 0.9015              | 0.8894               | 0.8105           | 0.8676    | 0.6407         | 0.7650       | 0.4060                    | 0.8137         | 0.7050          | 0.7709      |
| 0.0708        | 12.38 | 4580 | 0.4814          | 0.7175   | 0.8268        | 0.8857           | 0.9324         | 0.8030              | 0.8685            | 0.5721                         | 0.8991              | 0.8922               | 0.8204           | 0.8701    | 0.6756         | 0.7664       | 0.4241                    | 0.8115         | 0.6960          | 0.7787      |
| 0.083         | 12.43 | 4600 | 0.4913          | 0.7198   | 0.8250        | 0.8873           | 0.9328         | 0.8259              | 0.8798            | 0.5362                         | 0.9065              | 0.8737               | 0.8204           | 0.8694    | 0.6812         | 0.7649       | 0.4283                    | 0.8149         | 0.7037          | 0.7765      |
| 0.1268        | 12.49 | 4620 | 0.4745          | 0.7132   | 0.8133        | 0.8852           | 0.9426         | 0.7967              | 0.8799            | 0.5131                         | 0.9059              | 0.8451               | 0.8094           | 0.8662    | 0.6782         | 0.7670       | 0.3981                    | 0.8126         | 0.7009          | 0.7695      |
| 0.2728        | 12.54 | 4640 | 0.5005          | 0.7110   | 0.8214        | 0.8835           | 0.9406         | 0.8310              | 0.8646            | 0.5391                         | 0.8927              | 0.8687               | 0.8133           | 0.8684    | 0.6781         | 0.7656       | 0.3807                    | 0.8058         | 0.7003          | 0.7781      |
| 0.1652        | 12.59 | 4660 | 0.4490          | 0.7244   | 0.8264        | 0.8909           | 0.9373         | 0.8113              | 0.8600            | 0.5563                         | 0.9068              | 0.8429               | 0.8706           | 0.8728    | 0.6780         | 0.7709       | 0.3907                    | 0.8118         | 0.7160          | 0.8305      |
| 0.3775        | 12.65 | 4680 | 0.4482          | 0.7281   | 0.8263        | 0.8930           | 0.9409         | 0.8235              | 0.8679            | 0.5153                         | 0.9065              | 0.8707               | 0.8595           | 0.8720    | 0.6841         | 0.7684       | 0.4080                    | 0.8185         | 0.7239          | 0.8220      |
| 0.1325        | 12.7  | 4700 | 0.4561          | 0.7242   | 0.8265        | 0.8907           | 0.9427         | 0.8141              | 0.8761            | 0.5290                         | 0.8979              | 0.8854               | 0.8401           | 0.8737    | 0.6823         | 0.7721       | 0.4114                    | 0.8163         | 0.7142          | 0.7994      |
| 0.2477        | 12.76 | 4720 | 0.4650          | 0.7206   | 0.8196        | 0.8898           | 0.9362         | 0.8128              | 0.8657            | 0.5048                         | 0.9167              | 0.8737               | 0.8272           | 0.8739    | 0.6817         | 0.7673       | 0.4077                    | 0.8177         | 0.7052          | 0.7904      |
| 0.1046        | 12.81 | 4740 | 0.4666          | 0.7127   | 0.8205        | 0.8842           | 0.9393         | 0.8162              | 0.8727            | 0.5512                         | 0.9008              | 0.8569               | 0.8062           | 0.8714    | 0.6797         | 0.7619       | 0.3981                    | 0.8060         | 0.7003          | 0.7718      |
| 0.1242        | 12.86 | 4760 | 0.4870          | 0.7043   | 0.8156        | 0.8793           | 0.9373         | 0.8145              | 0.8804            | 0.5417                         | 0.9008              | 0.8808               | 0.7539           | 0.8741    | 0.6811         | 0.7665       | 0.4029                    | 0.8002         | 0.6841          | 0.7210      |
| 0.1909        | 12.92 | 4780 | 0.5522          | 0.6987   | 0.8020        | 0.8762           | 0.9426         | 0.8216              | 0.8797            | 0.5001                         | 0.9145              | 0.8369               | 0.7186           | 0.8686    | 0.6810         | 0.7737       | 0.4095                    | 0.7967         | 0.6737          | 0.6875      |
| 0.142         | 12.97 | 4800 | 0.5047          | 0.7038   | 0.8064        | 0.8798           | 0.9394         | 0.8153              | 0.8796            | 0.4926                         | 0.9151              | 0.8588               | 0.7438           | 0.8728    | 0.6857         | 0.7735       | 0.4113                    | 0.8051         | 0.6706          | 0.7077      |
| 0.1242        | 13.03 | 4820 | 0.5378          | 0.6990   | 0.8047        | 0.8773           | 0.9405         | 0.8212              | 0.8890            | 0.4726                         | 0.9053              | 0.8772               | 0.7273           | 0.8691    | 0.6843         | 0.7697       | 0.4003                    | 0.8026         | 0.6717          | 0.6950      |
| 0.202         | 13.08 | 4840 | 0.4988          | 0.7043   | 0.8121        | 0.8798           | 0.9348         | 0.8340              | 0.8864            | 0.5075                         | 0.9107              | 0.8537               | 0.7575           | 0.8661    | 0.6832         | 0.7610       | 0.4099                    | 0.8097         | 0.6741          | 0.7263      |
| 0.1793        | 13.14 | 4860 | 0.4787          | 0.7134   | 0.8156        | 0.8850           | 0.9397         | 0.8351              | 0.8804            | 0.5004                         | 0.9086              | 0.8378               | 0.8070           | 0.8650    | 0.6848         | 0.7616       | 0.4041                    | 0.8140         | 0.6920          | 0.7721      |
| 0.1127        | 13.19 | 4880 | 0.4951          | 0.7127   | 0.8106        | 0.8847           | 0.9419         | 0.8063              | 0.8622            | 0.4947                         | 0.9118              | 0.8599               | 0.7972           | 0.8629    | 0.6821         | 0.7566       | 0.4077                    | 0.8148         | 0.6976          | 0.7672      |
| 0.3186        | 13.24 | 4900 | 0.4851          | 0.7161   | 0.8143        | 0.8865           | 0.9383         | 0.8289              | 0.8699            | 0.4787                         | 0.9135              | 0.8621               | 0.8087           | 0.8650    | 0.6865         | 0.7587       | 0.4097                    | 0.8164         | 0.7046          | 0.7717      |
| 0.0742        | 13.3  | 4920 | 0.4537          | 0.7180   | 0.8222        | 0.8875           | 0.9384         | 0.8105              | 0.8876            | 0.5297                         | 0.9011              | 0.8609               | 0.8271           | 0.8679    | 0.6756         | 0.7565       | 0.4170                    | 0.8171         | 0.7015          | 0.7904      |
| 0.239         | 13.35 | 4940 | 0.4803          | 0.7176   | 0.8244        | 0.8871           | 0.9306         | 0.8286              | 0.8829            | 0.5318                         | 0.9103              | 0.8682               | 0.8184           | 0.8675    | 0.6715         | 0.7636       | 0.4206                    | 0.8188         | 0.6998          | 0.7814      |
| 0.313         | 13.41 | 4960 | 0.5416          | 0.6948   | 0.8065        | 0.8744           | 0.9373         | 0.7847              | 0.8905            | 0.5462                         | 0.9027              | 0.8608               | 0.7231           | 0.8646    | 0.6620         | 0.7641       | 0.4123                    | 0.8022         | 0.6694          | 0.6894      |
| 0.1568        | 13.46 | 4980 | 0.5448          | 0.6918   | 0.7989        | 0.8744           | 0.9489         | 0.7640              | 0.8815            | 0.5194                         | 0.8978              | 0.8645               | 0.7165           | 0.8630    | 0.6564         | 0.7647       | 0.3938                    | 0.8041         | 0.6744          | 0.6860      |
| 1.6999        | 13.51 | 5000 | 0.5304          | 0.6930   | 0.8041        | 0.8738           | 0.9399         | 0.8000              | 0.8815            | 0.5332                         | 0.9027              | 0.8460               | 0.7254           | 0.8639    | 0.6642         | 0.7609       | 0.3986                    | 0.7992         | 0.6748          | 0.6894      |
| 0.0895        | 13.57 | 5020 | 0.5758          | 0.6924   | 0.8062        | 0.8726           | 0.9397         | 0.7865              | 0.8731            | 0.5551                         | 0.8960              | 0.8769               | 0.7164           | 0.8653    | 0.6623         | 0.7586       | 0.4020                    | 0.7937         | 0.6763          | 0.6887      |
| 0.1111        | 13.62 | 5040 | 0.5716          | 0.7012   | 0.8049        | 0.8758           | 0.9305         | 0.8156              | 0.8741            | 0.5043                         | 0.9174              | 0.8614               | 0.7307           | 0.8654    | 0.6864         | 0.7529       | 0.4294                    | 0.7964         | 0.6820          | 0.6957      |
| 0.2358        | 13.68 | 5060 | 0.4927          | 0.7151   | 0.8263        | 0.8831           | 0.9372         | 0.8262              | 0.8733            | 0.5730                         | 0.8905              | 0.8771               | 0.8068           | 0.8652    | 0.6864         | 0.7560       | 0.4173                    | 0.8054         | 0.7038          | 0.7715      |
| 0.2064        | 13.73 | 5080 | 0.5011          | 0.7053   | 0.8176        | 0.8785           | 0.9377         | 0.8290              | 0.8680            | 0.5611                         | 0.8998              | 0.8736               | 0.7541           | 0.8681    | 0.6856         | 0.7611       | 0.4249                    | 0.8045         | 0.6713          | 0.7213      |
| 0.2091        | 13.78 | 5100 | 0.5034          | 0.7112   | 0.8232        | 0.8820           | 0.9343         | 0.8270              | 0.8709            | 0.5490                         | 0.8943              | 0.8955               | 0.7910           | 0.8696    | 0.6850         | 0.7554       | 0.4303                    | 0.8095         | 0.6797          | 0.7486      |
| 0.079         | 13.84 | 5120 | 0.5097          | 0.7037   | 0.8106        | 0.8779           | 0.9405         | 0.8260              | 0.8620            | 0.5184                         | 0.9049              | 0.8890               | 0.7336           | 0.8703    | 0.6894         | 0.7646       | 0.4265                    | 0.8021         | 0.6758          | 0.6975      |
| 0.205         | 13.89 | 5140 | 0.4906          | 0.7016   | 0.8057        | 0.8774           | 0.9455         | 0.8202              | 0.8718            | 0.5209                         | 0.9095              | 0.8419               | 0.7298           | 0.8699    | 0.6920         | 0.7652       | 0.4171                    | 0.8014         | 0.6707          | 0.6949      |
| 0.1016        | 13.95 | 5160 | 0.4983          | 0.7065   | 0.8102        | 0.8801           | 0.9412         | 0.8151              | 0.8751            | 0.5208                         | 0.9114              | 0.8660               | 0.7420           | 0.8701    | 0.6917         | 0.7688       | 0.4237                    | 0.8085         | 0.6751          | 0.7074      |
| 0.1474        | 14.0  | 5180 | 0.4849          | 0.7157   | 0.8210        | 0.8852           | 0.9438         | 0.8319              | 0.8696            | 0.5334                         | 0.9001              | 0.8755               | 0.7927           | 0.8671    | 0.6888         | 0.7704       | 0.4120                    | 0.8143         | 0.7021          | 0.7548      |
| 0.0501        | 14.05 | 5200 | 0.5273          | 0.7015   | 0.8105        | 0.8772           | 0.9407         | 0.8596              | 0.8686            | 0.5113                         | 0.9120              | 0.8689               | 0.7124           | 0.8684    | 0.6905         | 0.7701       | 0.4137                    | 0.8030         | 0.6788          | 0.6859      |
| 1.6024        | 14.11 | 5220 | 0.5348          | 0.7028   | 0.8118        | 0.8769           | 0.9348         | 0.8290              | 0.8883            | 0.5219                         | 0.9077              | 0.8815               | 0.7194           | 0.8690    | 0.6911         | 0.7726       | 0.4222                    | 0.8000         | 0.6817          | 0.6831      |
| 0.175         | 14.16 | 5240 | 0.5391          | 0.7019   | 0.8117        | 0.8769           | 0.9422         | 0.8212              | 0.9006            | 0.5242                         | 0.8958              | 0.8726               | 0.7255           | 0.8662    | 0.6841         | 0.7670       | 0.4270                    | 0.8036         | 0.6711          | 0.6946      |
| 0.1283        | 14.22 | 5260 | 0.5025          | 0.7047   | 0.8106        | 0.8783           | 0.9430         | 0.8315              | 0.8790            | 0.5257                         | 0.9080              | 0.8610               | 0.7259           | 0.8686    | 0.6914         | 0.7715       | 0.4289                    | 0.8044         | 0.6757          | 0.6926      |
| 0.055         | 14.27 | 5280 | 0.5071          | 0.7203   | 0.8201        | 0.8873           | 0.9432         | 0.8248              | 0.8695            | 0.5408                         | 0.9146              | 0.8590               | 0.7886           | 0.8705    | 0.6879         | 0.7688       | 0.4319                    | 0.8140         | 0.7094          | 0.7599      |
| 0.116         | 14.32 | 5300 | 0.4516          | 0.7234   | 0.8328        | 0.8891           | 0.9296         | 0.8452              | 0.8716            | 0.5655                         | 0.9098              | 0.8842               | 0.8238           | 0.8742    | 0.6837         | 0.7684       | 0.4236                    | 0.8154         | 0.7146          | 0.7839      |
| 0.1624        | 14.38 | 5320 | 0.4612          | 0.7211   | 0.8120        | 0.8900           | 0.9402         | 0.8069              | 0.8687            | 0.4762                         | 0.9268              | 0.8489               | 0.8163           | 0.8730    | 0.6914         | 0.7692       | 0.4097                    | 0.8179         | 0.7093          | 0.7772      |
| 0.0905        | 14.43 | 5340 | 0.5054          | 0.7191   | 0.8181        | 0.8875           | 0.9462         | 0.8199              | 0.8706            | 0.4929                         | 0.9016              | 0.8985               | 0.7968           | 0.8682    | 0.6911         | 0.7707       | 0.4128                    | 0.8151         | 0.7111          | 0.7648      |
| 0.1946        | 14.49 | 5360 | 0.4936          | 0.7200   | 0.8254        | 0.8875           | 0.9355         | 0.8464              | 0.8768            | 0.5426                         | 0.9139              | 0.8623               | 0.8006           | 0.8690    | 0.6799         | 0.7769       | 0.4180                    | 0.8155         | 0.7138          | 0.7668      |
| 0.1407        | 14.54 | 5380 | 0.5064          | 0.7184   | 0.8240        | 0.8857           | 0.9375         | 0.8265              | 0.8840            | 0.5519                         | 0.9072              | 0.8753               | 0.7853           | 0.8680    | 0.6856         | 0.7731       | 0.4208                    | 0.8112         | 0.7133          | 0.7566      |
| 0.1457        | 14.59 | 5400 | 0.4936          | 0.7182   | 0.8204        | 0.8860           | 0.9406         | 0.8197              | 0.8767            | 0.5070                         | 0.8978              | 0.9005               | 0.8007           | 0.8673    | 0.6899         | 0.7715       | 0.4171                    | 0.8102         | 0.7053          | 0.7661      |
| 0.1503        | 14.65 | 5420 | 0.5100          | 0.7028   | 0.8093        | 0.8787           | 0.9369         | 0.8380              | 0.8747            | 0.4937                         | 0.9112              | 0.8686               | 0.7417           | 0.8708    | 0.6851         | 0.7669       | 0.4009                    | 0.7993         | 0.6893          | 0.7073      |
| 0.2983        | 14.7  | 5440 | 0.5051          | 0.7028   | 0.8087        | 0.8792           | 0.9361         | 0.8354              | 0.8726            | 0.4787                         | 0.9118              | 0.8844               | 0.7421           | 0.8707    | 0.6855         | 0.7640       | 0.3966                    | 0.8017         | 0.6924          | 0.7092      |
| 0.168         | 14.76 | 5460 | 0.4620          | 0.7229   | 0.8271        | 0.8903           | 0.9376         | 0.8473              | 0.8669            | 0.5054                         | 0.9030              | 0.8918               | 0.8374           | 0.8726    | 0.6844         | 0.7665       | 0.4008                    | 0.8153         | 0.7217          | 0.7988      |
| 0.1338        | 14.81 | 5480 | 0.4887          | 0.7121   | 0.8213        | 0.8835           | 0.9331         | 0.8463              | 0.8525            | 0.5236                         | 0.9070              | 0.8965               | 0.7902           | 0.8751    | 0.6859         | 0.7633       | 0.4067                    | 0.8042         | 0.6973          | 0.7524      |
| 0.1672        | 14.86 | 5500 | 0.5014          | 0.7046   | 0.8138        | 0.8794           | 0.9370         | 0.8247              | 0.8690            | 0.5302                         | 0.9075              | 0.8806               | 0.7476           | 0.8744    | 0.6861         | 0.7706       | 0.4044                    | 0.8007         | 0.6829          | 0.7134      |
| 0.2296        | 14.92 | 5520 | 0.5313          | 0.6963   | 0.8049        | 0.8763           | 0.9432         | 0.7757              | 0.8739            | 0.5365                         | 0.9029              | 0.8732               | 0.7293           | 0.8705    | 0.6613         | 0.7686       | 0.3956                    | 0.7998         | 0.6819          | 0.6965      |
| 0.1513        | 14.97 | 5540 | 0.5274          | 0.6941   | 0.7987        | 0.8768           | 0.9426         | 0.7528              | 0.8702            | 0.5081                         | 0.9102              | 0.8770               | 0.7299           | 0.8713    | 0.6469         | 0.7666       | 0.3939                    | 0.8019         | 0.6810          | 0.6974      |
| 0.252         | 15.03 | 5560 | 0.4824          | 0.7041   | 0.8097        | 0.8837           | 0.9384         | 0.7608              | 0.8776            | 0.5197                         | 0.9096              | 0.8647               | 0.7968           | 0.8746    | 0.6408         | 0.7632       | 0.3878                    | 0.8126         | 0.6887          | 0.7612      |
| 0.1755        | 15.08 | 5580 | 0.4582          | 0.7146   | 0.8126        | 0.8892           | 0.9418         | 0.7445              | 0.8582            | 0.5304                         | 0.9142              | 0.8574               | 0.8417           | 0.8759    | 0.6404         | 0.7661       | 0.3923                    | 0.8155         | 0.7084          | 0.8036      |
| 0.1621        | 15.14 | 5600 | 0.4815          | 0.7000   | 0.7990        | 0.8802           | 0.9382         | 0.7697              | 0.8770            | 0.4916                         | 0.9226              | 0.8249               | 0.7691           | 0.8716    | 0.6581         | 0.7659       | 0.3875                    | 0.8030         | 0.6794          | 0.7342      |
| 0.1574        | 15.19 | 5620 | 0.5001          | 0.6989   | 0.8053        | 0.8775           | 0.9364         | 0.8046              | 0.8812            | 0.5101                         | 0.9123              | 0.8438               | 0.7486           | 0.8707    | 0.6735         | 0.7652       | 0.3911                    | 0.7981         | 0.6781          | 0.7156      |
| 0.0942        | 15.24 | 5640 | 0.5032          | 0.7019   | 0.8079        | 0.8786           | 0.9384         | 0.8194              | 0.8816            | 0.5162                         | 0.9137              | 0.8415               | 0.7441           | 0.8737    | 0.6861         | 0.7686       | 0.3967                    | 0.7989         | 0.6775          | 0.7122      |
| 0.2344        | 15.3  | 5660 | 0.4795          | 0.7205   | 0.8166        | 0.8889           | 0.9418         | 0.8047              | 0.8772            | 0.5131                         | 0.9170              | 0.8514               | 0.8111           | 0.8714    | 0.6843         | 0.7691       | 0.4191                    | 0.8172         | 0.7055          | 0.7771      |
| 0.09          | 15.35 | 5680 | 0.4891          | 0.7194   | 0.8227        | 0.8878           | 0.9383         | 0.7864              | 0.8629            | 0.5659                         | 0.9082              | 0.8794               | 0.8174           | 0.8734    | 0.6687         | 0.7713       | 0.4229                    | 0.8128         | 0.7053          | 0.7811      |
| 0.1229        | 15.41 | 5700 | 0.5433          | 0.6990   | 0.8082        | 0.8765           | 0.9409         | 0.7778              | 0.8542            | 0.5850                         | 0.9119              | 0.8596               | 0.7284           | 0.8731    | 0.6594         | 0.7705       | 0.4174                    | 0.7977         | 0.6785          | 0.6960      |
| 0.1885        | 15.46 | 5720 | 0.4991          | 0.7217   | 0.8241        | 0.8885           | 0.9364         | 0.8245              | 0.8705            | 0.5246                         | 0.9090              | 0.8912               | 0.8123           | 0.8718    | 0.6825         | 0.7700       | 0.4259                    | 0.8147         | 0.7126          | 0.7743      |
| 0.0921        | 15.51 | 5740 | 0.4973          | 0.7201   | 0.8165        | 0.8882           | 0.9431         | 0.8082              | 0.8634            | 0.5052                         | 0.9124              | 0.8778               | 0.8052           | 0.8693    | 0.6841         | 0.7673       | 0.4206                    | 0.8158         | 0.7145          | 0.7691      |
| 0.1609        | 15.57 | 5760 | 0.5065          | 0.7176   | 0.8145        | 0.8868           | 0.9351         | 0.8171              | 0.8477            | 0.5257                         | 0.9280              | 0.8355               | 0.8124           | 0.8693    | 0.6749         | 0.7670       | 0.4226                    | 0.8118         | 0.7064          | 0.7708      |
| 0.0469        | 15.62 | 5780 | 0.4886          | 0.7223   | 0.8205        | 0.8891           | 0.9431         | 0.8182              | 0.8719            | 0.5112                         | 0.9095              | 0.8843               | 0.8054           | 0.8697    | 0.6838         | 0.7707       | 0.4291                    | 0.8189         | 0.7142          | 0.7694      |
| 0.1541        | 15.68 | 5800 | 0.5050          | 0.7189   | 0.8215        | 0.8865           | 0.9426         | 0.8289              | 0.8893            | 0.4996                         | 0.8942              | 0.8930               | 0.8031           | 0.8688    | 0.6886         | 0.7723       | 0.4235                    | 0.8108         | 0.6986          | 0.7693      |
| 0.0944        | 15.73 | 5820 | 0.5343          | 0.7051   | 0.8020        | 0.8814           | 0.9445         | 0.7882              | 0.8862            | 0.4734                         | 0.9174              | 0.8670               | 0.7375           | 0.8691    | 0.6804         | 0.7769       | 0.4098                    | 0.8117         | 0.6828          | 0.7048      |
| 0.1106        | 15.78 | 5840 | 0.4883          | 0.7202   | 0.8240        | 0.8889           | 0.9411         | 0.7954              | 0.8744            | 0.5544                         | 0.9068              | 0.8894               | 0.8066           | 0.8721    | 0.6697         | 0.7760       | 0.4254                    | 0.8219         | 0.7082          | 0.7680      |
| 0.1322        | 15.84 | 5860 | 0.5120          | 0.7151   | 0.8149        | 0.8854           | 0.9485         | 0.7949              | 0.8842            | 0.5345                         | 0.9070              | 0.8626               | 0.7725           | 0.8638    | 0.6774         | 0.7749       | 0.4170                    | 0.8184         | 0.7093          | 0.7445      |
| 0.1645        | 15.89 | 5880 | 0.5088          | 0.7066   | 0.8086        | 0.8809           | 0.9456         | 0.7986              | 0.8496            | 0.5327                         | 0.9140              | 0.8764               | 0.7432           | 0.8665    | 0.6763         | 0.7681       | 0.4188                    | 0.8115         | 0.6922          | 0.7130      |
| 0.2885        | 15.95 | 5900 | 0.5200          | 0.7179   | 0.8232        | 0.8857           | 0.9407         | 0.8060              | 0.8772            | 0.5637                         | 0.9043              | 0.8878               | 0.7823           | 0.8667    | 0.6839         | 0.7739       | 0.4213                    | 0.8155         | 0.7131          | 0.7507      |
| 0.1412        | 16.0  | 5920 | 0.5463          | 0.7049   | 0.8077        | 0.8793           | 0.9383         | 0.7954              | 0.8787            | 0.5323                         | 0.9202              | 0.8658               | 0.7232           | 0.8738    | 0.6801         | 0.7722       | 0.4312                    | 0.8030         | 0.6820          | 0.6924      |
| 0.091         | 16.05 | 5940 | 0.4954          | 0.7081   | 0.8085        | 0.8832           | 0.9418         | 0.7740              | 0.8777            | 0.5227                         | 0.9172              | 0.8652               | 0.7610           | 0.8729    | 0.6621         | 0.7751       | 0.4212                    | 0.8131         | 0.6871          | 0.7251      |
| 0.1643        | 16.11 | 5960 | 0.5759          | 0.7020   | 0.8116        | 0.8775           | 0.9384         | 0.8081              | 0.8759            | 0.5597                         | 0.9132              | 0.8721               | 0.7140           | 0.8708    | 0.6669         | 0.7745       | 0.4343                    | 0.8033         | 0.6782          | 0.6861      |
| 0.1183        | 16.16 | 5980 | 0.5929          | 0.7029   | 0.8172        | 0.8762           | 0.9375         | 0.8448              | 0.8602            | 0.5840                         | 0.9079              | 0.8687               | 0.7171           | 0.8702    | 0.6799         | 0.7706       | 0.4386                    | 0.7982         | 0.6775          | 0.6855      |
| 0.5279        | 16.22 | 6000 | 0.5750          | 0.7054   | 0.8117        | 0.8781           | 0.9403         | 0.8191              | 0.8778            | 0.5382                         | 0.9078              | 0.8725               | 0.7263           | 0.8695    | 0.6867         | 0.7687       | 0.4381                    | 0.8020         | 0.6813          | 0.6916      |
| 0.1544        | 16.27 | 6020 | 0.5374          | 0.7066   | 0.8112        | 0.8791           | 0.9386         | 0.8314              | 0.8604            | 0.5393                         | 0.9205              | 0.8662               | 0.7220           | 0.8714    | 0.6868         | 0.7714       | 0.4411                    | 0.8042         | 0.6834          | 0.6882      |
| 0.0963        | 16.32 | 6040 | 0.5530          | 0.7029   | 0.8069        | 0.8781           | 0.9391         | 0.8075              | 0.8810            | 0.5368                         | 0.9208              | 0.8469               | 0.7165           | 0.8704    | 0.6777         | 0.7733       | 0.4323                    | 0.8040         | 0.6778          | 0.6846      |
| 0.0602        | 16.38 | 6060 | 0.6505          | 0.6977   | 0.8035        | 0.8752           | 0.9470         | 0.8152              | 0.8775            | 0.5288                         | 0.9111              | 0.8539               | 0.6914           | 0.8644    | 0.6816         | 0.7699       | 0.4210                    | 0.8034         | 0.6758          | 0.6678      |
| 0.1542        | 16.43 | 6080 | 0.5294          | 0.7021   | 0.8136        | 0.8781           | 0.9420         | 0.8220              | 0.8912            | 0.5470                         | 0.9031              | 0.8654               | 0.7245           | 0.8686    | 0.6810         | 0.7690       | 0.4154                    | 0.8080         | 0.6778          | 0.6949      |
| 0.137         | 16.49 | 6100 | 0.5182          | 0.7184   | 0.8156        | 0.8872           | 0.9446         | 0.7972              | 0.8600            | 0.5389                         | 0.9170              | 0.8595               | 0.7924           | 0.8694    | 0.6816         | 0.7678       | 0.4274                    | 0.8172         | 0.7043          | 0.7609      |
| 0.0867        | 16.54 | 6120 | 0.5216          | 0.7193   | 0.8213        | 0.8872           | 0.9388         | 0.8108              | 0.8635            | 0.5617                         | 0.9165              | 0.8579               | 0.8001           | 0.8691    | 0.6825         | 0.7644       | 0.4288                    | 0.8181         | 0.7050          | 0.7670      |
| 0.5929        | 16.59 | 6140 | 0.5043          | 0.7233   | 0.8254        | 0.8890           | 0.9393         | 0.8252              | 0.8775            | 0.5460                         | 0.9106              | 0.8736               | 0.8058           | 0.8684    | 0.6858         | 0.7662       | 0.4400                    | 0.8222         | 0.7103          | 0.7704      |
| 0.0974        | 16.65 | 6160 | 0.4912          | 0.7220   | 0.8271        | 0.8891           | 0.9368         | 0.8349              | 0.8698            | 0.5416                         | 0.9072              | 0.8742               | 0.8254           | 0.8713    | 0.6870         | 0.7559       | 0.4222                    | 0.8194         | 0.7094          | 0.7889      |
| 0.095         | 16.7  | 6180 | 0.4927          | 0.7230   | 0.8245        | 0.8901           | 0.9314         | 0.8442              | 0.8709            | 0.5040                         | 0.9164              | 0.8689               | 0.8353           | 0.8694    | 0.6868         | 0.7518       | 0.4146                    | 0.8196         | 0.7173          | 0.8015      |
| 0.1762        | 16.76 | 6200 | 0.4817          | 0.7245   | 0.8222        | 0.8917           | 0.9339         | 0.8061              | 0.8888            | 0.5058                         | 0.9154              | 0.8567               | 0.8483           | 0.8709    | 0.6797         | 0.7528       | 0.4135                    | 0.8218         | 0.7227          | 0.8098      |
| 0.2064        | 16.81 | 6220 | 0.4831          | 0.7223   | 0.8190        | 0.8909           | 0.9332         | 0.8165              | 0.8739            | 0.4928                         | 0.9234              | 0.8572               | 0.8358           | 0.8704    | 0.6787         | 0.7542       | 0.4173                    | 0.8232         | 0.7128          | 0.7996      |
| 2.5722        | 16.86 | 6240 | 0.4929          | 0.7249   | 0.8200        | 0.8922           | 0.9375         | 0.8226              | 0.8883            | 0.4654                         | 0.9130              | 0.8658               | 0.8470           | 0.8692    | 0.6880         | 0.7566       | 0.4044                    | 0.8224         | 0.7237          | 0.8101      |
| 0.0689        | 16.92 | 6260 | 0.4486          | 0.7294   | 0.8316        | 0.8924           | 0.9362         | 0.8250              | 0.8771            | 0.5544                         | 0.9072              | 0.8705               | 0.8508           | 0.8704    | 0.6850         | 0.7599       | 0.4309                    | 0.8221         | 0.7257          | 0.8117      |
| 0.1418        | 16.97 | 6280 | 0.4676          | 0.7265   | 0.8279        | 0.8918           | 0.9324         | 0.8054              | 0.8903            | 0.5608                         | 0.9159              | 0.8416               | 0.8491           | 0.8702    | 0.6729         | 0.7592       | 0.4288                    | 0.8226         | 0.7200          | 0.8116      |
| 0.077         | 17.03 | 6300 | 0.4762          | 0.7229   | 0.8299        | 0.8893           | 0.9258         | 0.8208              | 0.8694            | 0.5676                         | 0.9126              | 0.8604               | 0.8527           | 0.8666    | 0.6730         | 0.7488       | 0.4191                    | 0.8194         | 0.7247          | 0.8087      |
| 0.1309        | 17.08 | 6320 | 0.4832          | 0.7261   | 0.8323        | 0.8912           | 0.9401         | 0.8092              | 0.8773            | 0.5829                         | 0.8978              | 0.8661               | 0.8528           | 0.8748    | 0.6809         | 0.7696       | 0.4021                    | 0.8146         | 0.7280          | 0.8126      |
| 0.0753        | 17.14 | 6340 | 0.4893          | 0.7281   | 0.8320        | 0.8920           | 0.9401         | 0.8229              | 0.8759            | 0.5826                         | 0.9065              | 0.8460               | 0.8497           | 0.8754    | 0.6857         | 0.7703       | 0.4125                    | 0.8162         | 0.7253          | 0.8112      |
| 0.2753        | 17.19 | 6360 | 0.4742          | 0.7226   | 0.8235        | 0.8899           | 0.9404         | 0.8150              | 0.8837            | 0.5345                         | 0.9116              | 0.8657               | 0.8138           | 0.8695    | 0.6825         | 0.7733       | 0.4140                    | 0.8219         | 0.7176          | 0.7795      |
| 1.1311        | 17.24 | 6380 | 0.5416          | 0.7014   | 0.8033        | 0.8793           | 0.9505         | 0.8132              | 0.8690            | 0.5012                         | 0.9163              | 0.8656               | 0.7075           | 0.8704    | 0.6818         | 0.7692       | 0.4125                    | 0.8123         | 0.6849          | 0.6783      |
| 0.1347        | 17.3  | 6400 | 0.5364          | 0.7023   | 0.8065        | 0.8792           | 0.9478         | 0.8087              | 0.8736            | 0.5131                         | 0.9112              | 0.8782               | 0.7131           | 0.8724    | 0.6871         | 0.7708       | 0.4117                    | 0.8101         | 0.6850          | 0.6792      |
| 0.0778        | 17.35 | 6420 | 0.5326          | 0.7016   | 0.8074        | 0.8783           | 0.9428         | 0.8297              | 0.8640            | 0.5127                         | 0.9151              | 0.8696               | 0.7180           | 0.8707    | 0.6858         | 0.7702       | 0.4096                    | 0.8066         | 0.6851          | 0.6829      |
| 0.1207        | 17.41 | 6440 | 0.5027          | 0.7172   | 0.8179        | 0.8874           | 0.9365         | 0.8283              | 0.8666            | 0.5249                         | 0.9237              | 0.8417               | 0.8035           | 0.8751    | 0.6841         | 0.7654       | 0.4160                    | 0.8147         | 0.7005          | 0.7648      |
| 0.2002        | 17.46 | 6460 | 0.5099          | 0.7254   | 0.8218        | 0.8923           | 0.9356         | 0.8219              | 0.8703            | 0.5060                         | 0.9239              | 0.8566               | 0.8380           | 0.8749    | 0.6876         | 0.7624       | 0.4139                    | 0.8224         | 0.7185          | 0.7981      |
| 0.0712        | 17.51 | 6480 | 0.4945          | 0.7244   | 0.8203        | 0.8920           | 0.9424         | 0.8054              | 0.8736            | 0.5065                         | 0.9169              | 0.8730               | 0.8239           | 0.8751    | 0.6852         | 0.7693       | 0.4161                    | 0.8242         | 0.7160          | 0.7852      |
| 0.1096        | 17.57 | 6500 | 0.4888          | 0.7185   | 0.8208        | 0.8877           | 0.9443         | 0.8046              | 0.8595            | 0.5492                         | 0.9082              | 0.8775               | 0.8025           | 0.8701    | 0.6775         | 0.7671       | 0.4142                    | 0.8186         | 0.7162          | 0.7660      |
| 0.4782        | 17.62 | 6520 | 0.4773          | 0.7219   | 0.8221        | 0.8910           | 0.9415         | 0.7918              | 0.8712            | 0.5380                         | 0.9107              | 0.8662               | 0.8355           | 0.8774    | 0.6722         | 0.7737       | 0.4023                    | 0.8176         | 0.7155          | 0.7946      |
| 0.1332        | 17.68 | 6540 | 0.4696          | 0.7275   | 0.8288        | 0.8927           | 0.9381         | 0.8197              | 0.8763            | 0.5248                         | 0.9049              | 0.8872               | 0.8505           | 0.8765    | 0.6833         | 0.7746       | 0.4059                    | 0.8166         | 0.7283          | 0.8072      |
| 0.1496        | 17.73 | 6560 | 0.4684          | 0.7250   | 0.8240        | 0.8922           | 0.9421         | 0.8137              | 0.8870            | 0.5164                         | 0.9090              | 0.8635               | 0.8366           | 0.8756    | 0.6816         | 0.7765       | 0.4090                    | 0.8206         | 0.7144          | 0.7973      |
| 0.149         | 17.78 | 6580 | 0.4651          | 0.7206   | 0.8250        | 0.8907           | 0.9365         | 0.8058              | 0.8748            | 0.5337                         | 0.9098              | 0.8794               | 0.8350           | 0.8761    | 0.6598         | 0.7757       | 0.4030                    | 0.8186         | 0.7158          | 0.7952      |
| 0.1736        | 17.84 | 6600 | 0.5323          | 0.7061   | 0.8092        | 0.8826           | 0.9394         | 0.7930              | 0.8848            | 0.5039                         | 0.9150              | 0.8698               | 0.7589           | 0.8767    | 0.6671         | 0.7703       | 0.4086                    | 0.8081         | 0.6871          | 0.7249      |
| 0.3321        | 17.89 | 6620 | 0.4991          | 0.7120   | 0.8163        | 0.8852           | 0.9406         | 0.8114              | 0.8850            | 0.5254                         | 0.9131              | 0.8632               | 0.7755           | 0.8760    | 0.6755         | 0.7732       | 0.4146                    | 0.8142         | 0.6902          | 0.7405      |
| 0.1987        | 17.95 | 6640 | 0.4752          | 0.7305   | 0.8273        | 0.8946           | 0.9402         | 0.8406              | 0.8792            | 0.4942                         | 0.9138              | 0.8805               | 0.8424           | 0.8764    | 0.6892         | 0.7750       | 0.4233                    | 0.8244         | 0.7240          | 0.8009      |
| 0.1911        | 18.0  | 6660 | 0.5053          | 0.7273   | 0.8273        | 0.8925           | 0.9409         | 0.8458              | 0.8824            | 0.4997                         | 0.9088              | 0.8874               | 0.8260           | 0.8740    | 0.6886         | 0.7747       | 0.4249                    | 0.8238         | 0.7158          | 0.7889      |
| 0.1184        | 18.05 | 6680 | 0.4973          | 0.7249   | 0.8196        | 0.8920           | 0.9404         | 0.8141              | 0.8849            | 0.4833                         | 0.9167              | 0.8745               | 0.8231           | 0.8725    | 0.6864         | 0.7727       | 0.4190                    | 0.8243         | 0.7156          | 0.7835      |
| 0.1047        | 18.11 | 6700 | 0.4979          | 0.7262   | 0.8292        | 0.8912           | 0.9366         | 0.8400              | 0.8689            | 0.5451                         | 0.9152              | 0.8805               | 0.8183           | 0.8729    | 0.6811         | 0.7726       | 0.4362                    | 0.8231         | 0.7174          | 0.7799      |
| 0.2527        | 18.16 | 6720 | 0.5006          | 0.7240   | 0.8239        | 0.8911           | 0.9404         | 0.7979              | 0.8787            | 0.5354                         | 0.9117              | 0.8840               | 0.8189           | 0.8740    | 0.6744         | 0.7696       | 0.4286                    | 0.8231         | 0.7163          | 0.7821      |
| 0.1367        | 18.22 | 6740 | 0.4952          | 0.7191   | 0.8153        | 0.8893           | 0.9470         | 0.7558              | 0.8805            | 0.5440                         | 0.9101              | 0.8504               | 0.8193           | 0.8725    | 0.6611         | 0.7628       | 0.4275                    | 0.8197         | 0.7093          | 0.7807      |
| 0.224         | 18.27 | 6760 | 0.4985          | 0.7188   | 0.8205        | 0.8896           | 0.9382         | 0.7685              | 0.8647            | 0.5672                         | 0.9173              | 0.8618               | 0.8259           | 0.8756    | 0.6472         | 0.7652       | 0.4258                    | 0.8198         | 0.7112          | 0.7867      |
| 0.1453        | 18.32 | 6780 | 0.5145          | 0.7164   | 0.8207        | 0.8884           | 0.9385         | 0.7515              | 0.8721            | 0.5760                         | 0.9090              | 0.8736               | 0.8240           | 0.8766    | 0.6500         | 0.7664       | 0.4069                    | 0.8158         | 0.7135          | 0.7857      |
| 0.2411        | 18.38 | 6800 | 0.4901          | 0.7171   | 0.8238        | 0.8883           | 0.9409         | 0.7708              | 0.8802            | 0.5778                         | 0.9017              | 0.8718               | 0.8238           | 0.8760    | 0.6602         | 0.7682       | 0.4008                    | 0.8159         | 0.7143          | 0.7846      |
| 0.1758        | 18.43 | 6820 | 0.4820          | 0.7228   | 0.8262        | 0.8905           | 0.9429         | 0.8053              | 0.8721            | 0.5507                         | 0.9035              | 0.8809               | 0.8281           | 0.8760    | 0.6761         | 0.7709       | 0.4159                    | 0.8192         | 0.7151          | 0.7864      |
| 0.1194        | 18.49 | 6840 | 0.4806          | 0.7290   | 0.8248        | 0.8937           | 0.9461         | 0.7974              | 0.8768            | 0.5301                         | 0.9081              | 0.8744               | 0.8410           | 0.8760    | 0.6793         | 0.7719       | 0.4245                    | 0.8212         | 0.7262          | 0.8038      |
| 0.225         | 18.54 | 6860 | 0.4762          | 0.7296   | 0.8280        | 0.8937           | 0.9371         | 0.8040              | 0.8766            | 0.5344                         | 0.9122              | 0.8834               | 0.8484           | 0.8766    | 0.6792         | 0.7710       | 0.4273                    | 0.8207         | 0.7272          | 0.8054      |
| 0.1178        | 18.59 | 6880 | 0.4880          | 0.7209   | 0.8179        | 0.8913           | 0.9464         | 0.7552              | 0.8777            | 0.5302                         | 0.9084              | 0.8814               | 0.8264           | 0.8757    | 0.6530         | 0.7732       | 0.4189                    | 0.8221         | 0.7147          | 0.7888      |
| 0.1537        | 18.65 | 6900 | 0.4707          | 0.7277   | 0.8244        | 0.8939           | 0.9367         | 0.7855              | 0.8764            | 0.5479                         | 0.9227              | 0.8518               | 0.8499           | 0.8770    | 0.6584         | 0.7744       | 0.4234                    | 0.8215         | 0.7285          | 0.8105      |
| 0.0794        | 18.7  | 6920 | 0.4622          | 0.7324   | 0.8356        | 0.8943           | 0.9375         | 0.8252              | 0.8802            | 0.5589                         | 0.9041              | 0.8894               | 0.8541           | 0.8777    | 0.6824         | 0.7745       | 0.4287                    | 0.8195         | 0.7335          | 0.8108      |
| 0.0975        | 18.76 | 6940 | 0.4682          | 0.7333   | 0.8342        | 0.8946           | 0.9381         | 0.8358              | 0.8710            | 0.5608                         | 0.9126              | 0.8713               | 0.8500           | 0.8776    | 0.6880         | 0.7731       | 0.4301                    | 0.8200         | 0.7335          | 0.8106      |
| 0.1813        | 18.81 | 6960 | 0.4706          | 0.7343   | 0.8309        | 0.8955           | 0.9429         | 0.8136              | 0.8781            | 0.5481                         | 0.9117              | 0.8742               | 0.8473           | 0.8787    | 0.6883         | 0.7750       | 0.4333                    | 0.8214         | 0.7336          | 0.8098      |
| 0.0857        | 18.86 | 6980 | 0.4844          | 0.7328   | 0.8312        | 0.8947           | 0.9393         | 0.8289              | 0.8654            | 0.5511                         | 0.9166              | 0.8695               | 0.8472           | 0.8788    | 0.6865         | 0.7727       | 0.4308                    | 0.8195         | 0.7318          | 0.8096      |
| 0.1551        | 18.92 | 7000 | 0.4666          | 0.7352   | 0.8309        | 0.8960           | 0.9439         | 0.8132              | 0.8696            | 0.5473                         | 0.9124              | 0.8803               | 0.8497           | 0.8788    | 0.6834         | 0.7763       | 0.4410                    | 0.8228         | 0.7338          | 0.8102      |
| 0.1407        | 18.97 | 7020 | 0.4837          | 0.7310   | 0.8302        | 0.8944           | 0.9437         | 0.7943              | 0.8691            | 0.5775                         | 0.9110              | 0.8691               | 0.8466           | 0.8782    | 0.6703         | 0.7739       | 0.4332                    | 0.8211         | 0.7309          | 0.8097      |
| 0.1402        | 19.03 | 7040 | 0.4735          | 0.7329   | 0.8334        | 0.8946           | 0.9401         | 0.8166              | 0.8735            | 0.5754                         | 0.9118              | 0.8694               | 0.8473           | 0.8783    | 0.6798         | 0.7741       | 0.4393                    | 0.8206         | 0.7288          | 0.8097      |
| 0.1547        | 19.08 | 7060 | 0.4666          | 0.7314   | 0.8330        | 0.8937           | 0.9447         | 0.7889              | 0.8776            | 0.5901                         | 0.8997              | 0.8806               | 0.8493           | 0.8780    | 0.6780         | 0.7745       | 0.4320                    | 0.8180         | 0.7294          | 0.8099      |
| 0.1281        | 19.14 | 7080 | 0.4763          | 0.7312   | 0.8350        | 0.8935           | 0.9366         | 0.8173              | 0.8772            | 0.5880                         | 0.9102              | 0.8688               | 0.8471           | 0.8781    | 0.6767         | 0.7767       | 0.4302                    | 0.8172         | 0.7301          | 0.8093      |
| 0.1814        | 19.19 | 7100 | 0.4838          | 0.7289   | 0.8304        | 0.8928           | 0.9437         | 0.8016              | 0.8739            | 0.5739                         | 0.9039              | 0.8732               | 0.8430           | 0.8780    | 0.6782         | 0.7742       | 0.4240                    | 0.8166         | 0.7261          | 0.8054      |
| 0.0967        | 19.24 | 7120 | 0.4687          | 0.7306   | 0.8317        | 0.8936           | 0.9459         | 0.8151              | 0.8723            | 0.5706                         | 0.9037              | 0.8688               | 0.8453           | 0.8772    | 0.6811         | 0.7769       | 0.4217                    | 0.8181         | 0.7307          | 0.8086      |
| 0.1277        | 19.3  | 7140 | 0.5458          | 0.7056   | 0.8151        | 0.8802           | 0.9436         | 0.8211              | 0.8827            | 0.5622                         | 0.9096              | 0.8530               | 0.7332           | 0.8747    | 0.6797         | 0.7771       | 0.4184                    | 0.8067         | 0.6792          | 0.7032      |
| 0.0862        | 19.35 | 7160 | 0.5271          | 0.7125   | 0.8142        | 0.8846           | 0.9421         | 0.8138              | 0.8758            | 0.5210                         | 0.9175              | 0.8712               | 0.7577           | 0.8773    | 0.6780         | 0.7757       | 0.4335                    | 0.8123         | 0.6856          | 0.7252      |
| 0.0718        | 19.41 | 7180 | 0.4886          | 0.7280   | 0.8239        | 0.8927           | 0.9435         | 0.8049              | 0.8675            | 0.5252                         | 0.9139              | 0.8914               | 0.8210           | 0.8780    | 0.6857         | 0.7738       | 0.4394                    | 0.8218         | 0.7119          | 0.7851      |
| 0.148         | 19.46 | 7200 | 0.5017          | 0.7235   | 0.8215        | 0.8912           | 0.9415         | 0.8003              | 0.8630            | 0.5352                         | 0.9192              | 0.8760               | 0.8150           | 0.8787    | 0.6736         | 0.7719       | 0.4328                    | 0.8206         | 0.7060          | 0.7806      |
| 0.1105        | 19.51 | 7220 | 0.4812          | 0.7233   | 0.8252        | 0.8907           | 0.9455         | 0.8138              | 0.8570            | 0.5550                         | 0.9092              | 0.8763               | 0.8199           | 0.8755    | 0.6731         | 0.7720       | 0.4224                    | 0.8199         | 0.7142          | 0.7862      |
| 0.0709        | 19.57 | 7240 | 0.4805          | 0.7242   | 0.8228        | 0.8907           | 0.9452         | 0.8073              | 0.8717            | 0.5493                         | 0.9132              | 0.8554               | 0.8177           | 0.8753    | 0.6825         | 0.7715       | 0.4256                    | 0.8186         | 0.7106          | 0.7854      |
| 0.1934        | 19.62 | 7260 | 0.4811          | 0.7242   | 0.8220        | 0.8903           | 0.9461         | 0.8242              | 0.8679            | 0.5299                         | 0.9131              | 0.8646               | 0.8079           | 0.8732    | 0.6894         | 0.7716       | 0.4273                    | 0.8192         | 0.7127          | 0.7756      |
| 0.0762        | 19.68 | 7280 | 0.4661          | 0.7280   | 0.8291        | 0.8925           | 0.9392         | 0.8374              | 0.8738            | 0.5377                         | 0.9136              | 0.8722               | 0.8299           | 0.8779    | 0.6898         | 0.7735       | 0.4265                    | 0.8201         | 0.7151          | 0.7931      |
| 0.2017        | 19.73 | 7300 | 0.4777          | 0.7228   | 0.8266        | 0.8899           | 0.9402         | 0.7996              | 0.8826            | 0.5660                         | 0.9077              | 0.8744               | 0.8158           | 0.8756    | 0.6788         | 0.7740       | 0.4179                    | 0.8175         | 0.7159          | 0.7803      |
| 0.1173        | 19.78 | 7320 | 0.4833          | 0.7228   | 0.8261        | 0.8904           | 0.9417         | 0.7978              | 0.8614            | 0.5786                         | 0.9123              | 0.8714               | 0.8195           | 0.8777    | 0.6708         | 0.7742       | 0.4182                    | 0.8174         | 0.7137          | 0.7874      |
| 1.7033        | 19.84 | 7340 | 0.5097          | 0.7215   | 0.8239        | 0.8890           | 0.9449         | 0.7910              | 0.8810            | 0.5681                         | 0.9059              | 0.8736               | 0.8032           | 0.8754    | 0.6774         | 0.7740       | 0.4212                    | 0.8152         | 0.7143          | 0.7733      |
| 1.7523        | 19.89 | 7360 | 0.5358          | 0.7203   | 0.8238        | 0.8886           | 0.9467         | 0.7921              | 0.8760            | 0.5742                         | 0.9057              | 0.8758               | 0.7962           | 0.8739    | 0.6713         | 0.7742       | 0.4207                    | 0.8173         | 0.7170          | 0.7678      |
| 0.0955        | 19.95 | 7380 | 0.4843          | 0.7216   | 0.8243        | 0.8905           | 0.9399         | 0.7800              | 0.8671            | 0.5689                         | 0.9132              | 0.8817               | 0.8195           | 0.8776    | 0.6589         | 0.7725       | 0.4203                    | 0.8191         | 0.7195          | 0.7836      |
| 0.2175        | 20.0  | 7400 | 0.5001          | 0.7194   | 0.8288        | 0.8889           | 0.9424         | 0.7667              | 0.8775            | 0.6093                         | 0.8978              | 0.8926               | 0.8152           | 0.8765    | 0.6511         | 0.7753       | 0.4154                    | 0.8163         | 0.7196          | 0.7813      |
| 0.1156        | 20.05 | 7420 | 0.4869          | 0.7242   | 0.8260        | 0.8913           | 0.9425         | 0.7803              | 0.8851            | 0.5681                         | 0.9082              | 0.8777               | 0.8198           | 0.8770    | 0.6640         | 0.7746       | 0.4288                    | 0.8201         | 0.7213          | 0.7834      |
| 0.128         | 20.11 | 7440 | 0.5023          | 0.7210   | 0.8236        | 0.8894           | 0.9415         | 0.7794              | 0.8686            | 0.5775                         | 0.9126              | 0.8808               | 0.8051           | 0.8749    | 0.6573         | 0.7718       | 0.4305                    | 0.8177         | 0.7213          | 0.7731      |
| 0.1642        | 20.16 | 7460 | 0.4848          | 0.7228   | 0.8234        | 0.8907           | 0.9375         | 0.7764              | 0.8633            | 0.5613                         | 0.9161              | 0.8849               | 0.8243           | 0.8774    | 0.6595         | 0.7693       | 0.4291                    | 0.8180         | 0.7205          | 0.7857      |
| 0.0871        | 20.22 | 7480 | 0.4817          | 0.7226   | 0.8179        | 0.8912           | 0.9426         | 0.7800              | 0.8762            | 0.5262                         | 0.9200              | 0.8666               | 0.8139           | 0.8759    | 0.6664         | 0.7724       | 0.4238                    | 0.8203         | 0.7195          | 0.7797      |
| 0.0701        | 20.27 | 7500 | 0.4760          | 0.7250   | 0.8239        | 0.8924           | 0.9400         | 0.7765              | 0.8865            | 0.5526                         | 0.9153              | 0.8666               | 0.8299           | 0.8780    | 0.6647         | 0.7719       | 0.4254                    | 0.8215         | 0.7197          | 0.7937      |
| 0.275         | 20.32 | 7520 | 0.4720          | 0.7269   | 0.8242        | 0.8926           | 0.9443         | 0.7999              | 0.8789            | 0.5413                         | 0.9147              | 0.8698               | 0.8204           | 0.8762    | 0.6776         | 0.7745       | 0.4330                    | 0.8236         | 0.7189          | 0.7849      |
| 0.1521        | 20.38 | 7540 | 0.4797          | 0.7268   | 0.8258        | 0.8928           | 0.9396         | 0.7946              | 0.8817            | 0.5511                         | 0.9176              | 0.8713               | 0.8249           | 0.8780    | 0.6713         | 0.7755       | 0.4297                    | 0.8226         | 0.7195          | 0.7907      |
| 0.0776        | 20.43 | 7560 | 0.4675          | 0.7252   | 0.8254        | 0.8923           | 0.9413         | 0.8044              | 0.8793            | 0.5346                         | 0.9129              | 0.8839               | 0.8217           | 0.8765    | 0.6697         | 0.7745       | 0.4258                    | 0.8234         | 0.7197          | 0.7870      |
| 0.1081        | 20.49 | 7580 | 0.4725          | 0.7203   | 0.8214        | 0.8905           | 0.9448         | 0.7544              | 0.8850            | 0.5586                         | 0.9067              | 0.8879               | 0.8127           | 0.8752    | 0.6520         | 0.7763       | 0.4180                    | 0.8222         | 0.7195          | 0.7792      |
| 0.0522        | 20.54 | 7600 | 0.4875          | 0.7169   | 0.8190        | 0.8894           | 0.9400         | 0.7647              | 0.8702            | 0.5631                         | 0.9187              | 0.8645               | 0.8122           | 0.8755    | 0.6415         | 0.7757       | 0.4101                    | 0.8210         | 0.7160          | 0.7781      |
| 0.0807        | 20.59 | 7620 | 0.4822          | 0.7175   | 0.8196        | 0.8897           | 0.9458         | 0.7638              | 0.8635            | 0.5698                         | 0.9134              | 0.8717               | 0.8093           | 0.8747    | 0.6434         | 0.7768       | 0.4102                    | 0.8230         | 0.7172          | 0.7770      |
| 0.3588        | 20.65 | 7640 | 0.4908          | 0.7203   | 0.8216        | 0.8909           | 0.9419         | 0.7738              | 0.8696            | 0.5543                         | 0.9154              | 0.8814               | 0.8150           | 0.8764    | 0.6487         | 0.7766       | 0.4181                    | 0.8236         | 0.7183          | 0.7802      |
| 1.3304        | 20.7  | 7660 | 0.4822          | 0.7216   | 0.8231        | 0.8907           | 0.9450         | 0.7617              | 0.8726            | 0.5752                         | 0.9096              | 0.8858               | 0.8121           | 0.8766    | 0.6547         | 0.7773       | 0.4245                    | 0.8223         | 0.7183          | 0.7774      |
| 0.1188        | 20.76 | 7680 | 0.5012          | 0.7243   | 0.8259        | 0.8912           | 0.9419         | 0.7976              | 0.8590            | 0.5690                         | 0.9142              | 0.8824               | 0.8174           | 0.8769    | 0.6689         | 0.7719       | 0.4335                    | 0.8217         | 0.7169          | 0.7805      |
| 0.0712        | 20.81 | 7700 | 0.5107          | 0.7250   | 0.8234        | 0.8913           | 0.9417         | 0.8058              | 0.8690            | 0.5371                         | 0.9170              | 0.8851               | 0.8082           | 0.8758    | 0.6779         | 0.7708       | 0.4356                    | 0.8219         | 0.7198          | 0.7735      |
| 0.15          | 20.86 | 7720 | 0.5057          | 0.7282   | 0.8255        | 0.8923           | 0.9424         | 0.8196              | 0.8810            | 0.5270                         | 0.9143              | 0.8807               | 0.8137           | 0.8764    | 0.6907         | 0.7725       | 0.4390                    | 0.8220         | 0.7195          | 0.7777      |
| 0.1319        | 20.92 | 7740 | 0.4962          | 0.7290   | 0.8296        | 0.8924           | 0.9398         | 0.8344              | 0.8665            | 0.5473                         | 0.9143              | 0.8823               | 0.8224           | 0.8775    | 0.6894         | 0.7717       | 0.4404                    | 0.8209         | 0.7186          | 0.7843      |
| 0.2179        | 20.97 | 7760 | 0.4837          | 0.7290   | 0.8233        | 0.8936           | 0.9413         | 0.8217              | 0.8757            | 0.5049                         | 0.9191              | 0.8691               | 0.8315           | 0.8777    | 0.6916         | 0.7719       | 0.4305                    | 0.8226         | 0.7170          | 0.7919      |
| 0.1186        | 21.03 | 7780 | 0.5011          | 0.7276   | 0.8215        | 0.8927           | 0.9467         | 0.8186              | 0.8792            | 0.5126                         | 0.9151              | 0.8528               | 0.8257           | 0.8743    | 0.6893         | 0.7729       | 0.4321                    | 0.8231         | 0.7145          | 0.7872      |
| 0.121         | 21.08 | 7800 | 0.4848          | 0.7288   | 0.8248        | 0.8929           | 0.9433         | 0.8225              | 0.8702            | 0.5209                         | 0.9159              | 0.8791               | 0.8214           | 0.8761    | 0.6904         | 0.7723       | 0.4377                    | 0.8232         | 0.7177          | 0.7844      |
| 0.165         | 21.14 | 7820 | 0.4982          | 0.7298   | 0.8295        | 0.8931           | 0.9425         | 0.8330              | 0.8767            | 0.5448                         | 0.9138              | 0.8752               | 0.8202           | 0.8770    | 0.6885         | 0.7746       | 0.4411                    | 0.8233         | 0.7167          | 0.7876      |
| 0.1054        | 21.19 | 7840 | 0.4609          | 0.7374   | 0.8338        | 0.8969           | 0.9409         | 0.8280              | 0.8774            | 0.5493                         | 0.9150              | 0.8719               | 0.8544           | 0.8781    | 0.6903         | 0.7767       | 0.4416                    | 0.8250         | 0.7345          | 0.8155      |
| 0.1345        | 21.24 | 7860 | 0.4607          | 0.7363   | 0.8323        | 0.8963           | 0.9408         | 0.8189              | 0.8751            | 0.5512                         | 0.9159              | 0.8741               | 0.8501           | 0.8781    | 0.6891         | 0.7752       | 0.4414                    | 0.8238         | 0.7337          | 0.8128      |
| 0.0448        | 21.3  | 7880 | 0.5015          | 0.7322   | 0.8270        | 0.8944           | 0.9409         | 0.8056              | 0.8779            | 0.5403                         | 0.9183              | 0.8708               | 0.8352           | 0.8778    | 0.6876         | 0.7735       | 0.4405                    | 0.8224         | 0.7246          | 0.7986      |
| 0.1437        | 21.35 | 7900 | 0.4811          | 0.7334   | 0.8297        | 0.8956           | 0.9402         | 0.8099              | 0.8836            | 0.5408                         | 0.9160              | 0.8712               | 0.8461           | 0.8787    | 0.6822         | 0.7745       | 0.4352                    | 0.8234         | 0.7314          | 0.8087      |
| 0.2107        | 21.41 | 7920 | 0.4812          | 0.7352   | 0.8351        | 0.8958           | 0.9421         | 0.8290              | 0.8721            | 0.5611                         | 0.9090              | 0.8812               | 0.8513           | 0.8773    | 0.6843         | 0.7756       | 0.4378                    | 0.8242         | 0.7360          | 0.8108      |
| 0.1664        | 21.46 | 7940 | 0.4943          | 0.7334   | 0.8256        | 0.8957           | 0.9459         | 0.7897              | 0.8795            | 0.5299                         | 0.9130              | 0.8733               | 0.8475           | 0.8760    | 0.6830         | 0.7736       | 0.4322                    | 0.8247         | 0.7353          | 0.8092      |
| 0.1027        | 21.51 | 7960 | 0.4708          | 0.7351   | 0.8332        | 0.8959           | 0.9416         | 0.8249              | 0.8747            | 0.5460                         | 0.9107              | 0.8855               | 0.8490           | 0.8774    | 0.6872         | 0.7758       | 0.4372                    | 0.8244         | 0.7347          | 0.8092      |
| 0.1035        | 21.57 | 7980 | 0.4890          | 0.7339   | 0.8302        | 0.8955           | 0.9440         | 0.8218              | 0.8757            | 0.5384                         | 0.9125              | 0.8767               | 0.8424           | 0.8771    | 0.6879         | 0.7760       | 0.4352                    | 0.8249         | 0.7314          | 0.8046      |
| 0.0801        | 21.62 | 8000 | 0.5082          | 0.7255   | 0.8224        | 0.8914           | 0.9450         | 0.8059              | 0.8670            | 0.5354                         | 0.9151              | 0.8770               | 0.8117           | 0.8741    | 0.6811         | 0.7730       | 0.4327                    | 0.8227         | 0.7193          | 0.7756      |
| 0.1395        | 21.68 | 8020 | 0.4834          | 0.7250   | 0.8249        | 0.8914           | 0.9433         | 0.8098              | 0.8754            | 0.5362                         | 0.9110              | 0.8846               | 0.8138           | 0.8743    | 0.6774         | 0.7771       | 0.4282                    | 0.8233         | 0.7205          | 0.7741      |
| 0.1542        | 21.73 | 8040 | 0.5085          | 0.7223   | 0.8205        | 0.8904           | 0.9430         | 0.7801              | 0.8773            | 0.5407                         | 0.9137              | 0.8802               | 0.8083           | 0.8735    | 0.6718         | 0.7751       | 0.4235                    | 0.8223         | 0.7205          | 0.7696      |
| 0.1969        | 21.78 | 8060 | 0.5139          | 0.7217   | 0.8233        | 0.8899           | 0.9443         | 0.7977              | 0.8750            | 0.5524                         | 0.9098              | 0.8786               | 0.8052           | 0.8724    | 0.6703         | 0.7773       | 0.4206                    | 0.8221         | 0.7211          | 0.7684      |
| 0.0782        | 21.84 | 8080 | 0.5488          | 0.7194   | 0.8238        | 0.8891           | 0.9417         | 0.7647              | 0.8789            | 0.5749                         | 0.9056              | 0.8937               | 0.8071           | 0.8738    | 0.6554         | 0.7756       | 0.4218                    | 0.8205         | 0.7184          | 0.7704      |
| 0.0925        | 21.89 | 8100 | 0.5151          | 0.7236   | 0.8253        | 0.8910           | 0.9399         | 0.7941              | 0.8814            | 0.5522                         | 0.9119              | 0.8805               | 0.8169           | 0.8744    | 0.6673         | 0.7755       | 0.4273                    | 0.8231         | 0.7209          | 0.7768      |
| 0.2007        | 21.95 | 8120 | 0.5069          | 0.7241   | 0.8242        | 0.8914           | 0.9419         | 0.7844              | 0.8809            | 0.5595                         | 0.9141              | 0.8731               | 0.8157           | 0.8753    | 0.6674         | 0.7771       | 0.4272                    | 0.8236         | 0.7198          | 0.7779      |
| 0.1353        | 22.0  | 8140 | 0.4981          | 0.7248   | 0.8228        | 0.8927           | 0.9432         | 0.7742              | 0.8804            | 0.5458                         | 0.9141              | 0.8766               | 0.8256           | 0.8767    | 0.6628         | 0.7770       | 0.4257                    | 0.8258         | 0.7202          | 0.7855      |
| 0.0952        | 22.05 | 8160 | 0.4900          | 0.7222   | 0.8242        | 0.8914           | 0.9411         | 0.7676              | 0.8757            | 0.5723                         | 0.9137              | 0.8774               | 0.8214           | 0.8767    | 0.6529         | 0.7776       | 0.4237                    | 0.8245         | 0.7186          | 0.7817      |
| 0.0638        | 22.11 | 8180 | 0.4970          | 0.7224   | 0.8202        | 0.8915           | 0.9436         | 0.7471              | 0.8805            | 0.5671                         | 0.9156              | 0.8679               | 0.8198           | 0.8762    | 0.6555         | 0.7758       | 0.4263                    | 0.8240         | 0.7180          | 0.7812      |
| 0.1891        | 22.16 | 8200 | 0.4894          | 0.7260   | 0.8262        | 0.8925           | 0.9406         | 0.7966              | 0.8797            | 0.5499                         | 0.9142              | 0.8777               | 0.8246           | 0.8770    | 0.6710         | 0.7758       | 0.4298                    | 0.8249         | 0.7185          | 0.7848      |
| 0.1589        | 22.22 | 8220 | 0.4982          | 0.7266   | 0.8289        | 0.8925           | 0.9389         | 0.7952              | 0.8756            | 0.5674                         | 0.9122              | 0.8818               | 0.8310           | 0.8776    | 0.6712         | 0.7757       | 0.4297                    | 0.8239         | 0.7176          | 0.7901      |
| 0.0954        | 22.27 | 8240 | 0.4850          | 0.7296   | 0.8294        | 0.8934           | 0.9396         | 0.8139              | 0.8746            | 0.5601                         | 0.9169              | 0.8702               | 0.8304           | 0.8774    | 0.6825         | 0.7764       | 0.4385                    | 0.8255         | 0.7177          | 0.7889      |
| 0.122         | 22.32 | 8260 | 0.5113          | 0.7269   | 0.8307        | 0.8915           | 0.9414         | 0.8099              | 0.8763            | 0.5802                         | 0.9089              | 0.8824               | 0.8161           | 0.8757    | 0.6823         | 0.7764       | 0.4350                    | 0.8234         | 0.7171          | 0.7784      |
| 0.9475        | 22.38 | 8280 | 0.5083          | 0.7271   | 0.8291        | 0.8917           | 0.9419         | 0.8128              | 0.8830            | 0.5613                         | 0.9101              | 0.8837               | 0.8109           | 0.8762    | 0.6829         | 0.7751       | 0.4383                    | 0.8230         | 0.7175          | 0.7764      |
| 0.1368        | 22.43 | 8300 | 0.4833          | 0.7275   | 0.8255        | 0.8931           | 0.9407         | 0.7950              | 0.8759            | 0.5505                         | 0.9182              | 0.8716               | 0.8262           | 0.8775    | 0.6771         | 0.7757       | 0.4342                    | 0.8256         | 0.7168          | 0.7858      |
| 0.1054        | 22.49 | 8320 | 0.4837          | 0.7302   | 0.8292        | 0.8939           | 0.9416         | 0.8187              | 0.8878            | 0.5471                         | 0.9141              | 0.8648               | 0.8303           | 0.8775    | 0.6858         | 0.7767       | 0.4380                    | 0.8260         | 0.7179          | 0.7891      |
| 0.1031        | 22.54 | 8340 | 0.5020          | 0.7290   | 0.8293        | 0.8928           | 0.9417         | 0.8192              | 0.8727            | 0.5527                         | 0.9119              | 0.8810               | 0.8257           | 0.8772    | 0.6859         | 0.7741       | 0.4378                    | 0.8233         | 0.7179          | 0.7865      |
| 0.0597        | 22.59 | 8360 | 0.4823          | 0.7300   | 0.8301        | 0.8936           | 0.9436         | 0.8204              | 0.8737            | 0.5578                         | 0.9106              | 0.8699               | 0.8348           | 0.8772    | 0.6843         | 0.7756       | 0.4351                    | 0.8242         | 0.7203          | 0.7933      |
| 0.1235        | 22.65 | 8380 | 0.4940          | 0.7273   | 0.8267        | 0.8921           | 0.9447         | 0.8200              | 0.8729            | 0.5466                         | 0.9119              | 0.8732               | 0.8176           | 0.8753    | 0.6841         | 0.7743       | 0.4349                    | 0.8234         | 0.7183          | 0.7807      |
| 0.1661        | 22.7  | 8400 | 0.5082          | 0.7286   | 0.8279        | 0.8927           | 0.9464         | 0.8178              | 0.8682            | 0.5506                         | 0.9087              | 0.8807               | 0.8230           | 0.8756    | 0.6850         | 0.7747       | 0.4365                    | 0.8239         | 0.7187          | 0.7859      |
| 0.0454        | 22.76 | 8420 | 0.4871          | 0.7287   | 0.8282        | 0.8935           | 0.9414         | 0.7992              | 0.8663            | 0.5585                         | 0.9141              | 0.8859               | 0.8318           | 0.8791    | 0.6766         | 0.7742       | 0.4349                    | 0.8238         | 0.7197          | 0.7924      |
| 1.6658        | 22.81 | 8440 | 0.5005          | 0.7299   | 0.8296        | 0.8936           | 0.9432         | 0.8191              | 0.8819            | 0.5613                         | 0.9142              | 0.8590               | 0.8286           | 0.8775    | 0.6844         | 0.7760       | 0.4370                    | 0.8249         | 0.7177          | 0.7918      |
| 0.0592        | 22.86 | 8460 | 0.4833          | 0.7307   | 0.8297        | 0.8943           | 0.9422         | 0.8234              | 0.8804            | 0.5452                         | 0.9140              | 0.8686               | 0.8340           | 0.8779    | 0.6854         | 0.7753       | 0.4354                    | 0.8258         | 0.7210          | 0.7940      |
| 0.2034        | 22.92 | 8480 | 0.4816          | 0.7297   | 0.8257        | 0.8942           | 0.9430         | 0.8072              | 0.8806            | 0.5360                         | 0.9178              | 0.8626               | 0.8324           | 0.8782    | 0.6843         | 0.7752       | 0.4330                    | 0.8256         | 0.7187          | 0.7929      |
| 0.219         | 22.97 | 8500 | 0.4757          | 0.7320   | 0.8316        | 0.8948           | 0.9415         | 0.8203              | 0.8677            | 0.5598                         | 0.9150              | 0.8788               | 0.8384           | 0.8789    | 0.6826         | 0.7760       | 0.4382                    | 0.8256         | 0.7246          | 0.7985      |
| 1.6245        | 23.03 | 8520 | 0.4976          | 0.7325   | 0.8304        | 0.8949           | 0.9435         | 0.8109              | 0.8732            | 0.5627                         | 0.9149              | 0.8692               | 0.8382           | 0.8784    | 0.6823         | 0.7758       | 0.4375                    | 0.8245         | 0.7272          | 0.8018      |
| 0.3622        | 23.08 | 8540 | 0.5006          | 0.7335   | 0.8298        | 0.8956           | 0.9429         | 0.8151              | 0.8690            | 0.5464                         | 0.9161              | 0.8760               | 0.8430           | 0.8783    | 0.6837         | 0.7750       | 0.4366                    | 0.8246         | 0.7311          | 0.8054      |
| 0.1775        | 23.14 | 8560 | 0.4989          | 0.7307   | 0.8279        | 0.8944           | 0.9419         | 0.8006              | 0.8692            | 0.5572                         | 0.9180              | 0.8751               | 0.8335           | 0.8791    | 0.6793         | 0.7748       | 0.4362                    | 0.8239         | 0.7239          | 0.7975      |
| 0.1161        | 23.19 | 8580 | 0.4835          | 0.7354   | 0.8354        | 0.8962           | 0.9410         | 0.8242              | 0.8795            | 0.5682                         | 0.9122              | 0.8730               | 0.8494           | 0.8787    | 0.6832         | 0.7784       | 0.4365                    | 0.8250         | 0.7362          | 0.8096      |
| 0.115         | 23.24 | 8600 | 0.4783          | 0.7343   | 0.8324        | 0.8958           | 0.9430         | 0.8173              | 0.8665            | 0.5654                         | 0.9140              | 0.8709               | 0.8497           | 0.8786    | 0.6811         | 0.7752       | 0.4366                    | 0.8238         | 0.7342          | 0.8104      |
| 0.1906        | 23.3  | 8620 | 0.4966          | 0.7327   | 0.8234        | 0.8961           | 0.9468         | 0.7885              | 0.8655            | 0.5206                         | 0.9170              | 0.8763               | 0.8487           | 0.8778    | 0.6789         | 0.7735       | 0.4286                    | 0.8246         | 0.7345          | 0.8109      |
| 0.0925        | 23.35 | 8640 | 0.4744          | 0.7358   | 0.8315        | 0.8968           | 0.9425         | 0.8182              | 0.8856            | 0.5370                         | 0.9139              | 0.8711               | 0.8520           | 0.8790    | 0.6874         | 0.7776       | 0.4333                    | 0.8256         | 0.7360          | 0.8117      |
| 1.6185        | 23.41 | 8660 | 0.4855          | 0.7338   | 0.8319        | 0.8956           | 0.9453         | 0.8040              | 0.8841            | 0.5642                         | 0.9091              | 0.8741               | 0.8426           | 0.8791    | 0.6829         | 0.7773       | 0.4345                    | 0.8241         | 0.7318          | 0.8073      |
| 0.3196        | 23.46 | 8680 | 0.4950          | 0.7336   | 0.8319        | 0.8957           | 0.9427         | 0.8137              | 0.8765            | 0.5641                         | 0.9153              | 0.8691               | 0.8418           | 0.8792    | 0.6821         | 0.7781       | 0.4344                    | 0.8249         | 0.7307          | 0.8062      |
| 0.1816        | 23.51 | 8700 | 0.5101          | 0.7298   | 0.8242        | 0.8942           | 0.9456         | 0.7986              | 0.8740            | 0.5440                         | 0.9197              | 0.8610               | 0.8267           | 0.8783    | 0.6820         | 0.7757       | 0.4342                    | 0.8243         | 0.7197          | 0.7943      |
| 0.1225        | 23.57 | 8720 | 0.5229          | 0.7287   | 0.8285        | 0.8933           | 0.9426         | 0.7977              | 0.8747            | 0.5714                         | 0.9149              | 0.8725               | 0.8258           | 0.8792    | 0.6790         | 0.7764       | 0.4321                    | 0.8229         | 0.7200          | 0.7916      |
| 0.1507        | 23.62 | 8740 | 0.4819          | 0.7337   | 0.8348        | 0.8954           | 0.9437         | 0.8198              | 0.8790            | 0.5703                         | 0.9077              | 0.8805               | 0.8428           | 0.8794    | 0.6835         | 0.7790       | 0.4328                    | 0.8241         | 0.7311          | 0.8058      |
| 0.228         | 23.68 | 8760 | 0.4819          | 0.7348   | 0.8339        | 0.8961           | 0.9408         | 0.8189              | 0.8732            | 0.5635                         | 0.9139              | 0.8778               | 0.8489           | 0.8797    | 0.6835         | 0.7775       | 0.4338                    | 0.8240         | 0.7351          | 0.8102      |
| 0.1354        | 23.73 | 8780 | 0.4838          | 0.7341   | 0.8355        | 0.8955           | 0.9397         | 0.8270              | 0.8674            | 0.5729                         | 0.9128              | 0.8799               | 0.8490           | 0.8793    | 0.6808         | 0.7763       | 0.4330                    | 0.8225         | 0.7357          | 0.8113      |
| 0.1018        | 23.78 | 8800 | 0.4698          | 0.7351   | 0.8331        | 0.8964           | 0.9413         | 0.8098              | 0.8744            | 0.5628                         | 0.9139              | 0.8773               | 0.8521           | 0.8799    | 0.6823         | 0.7775       | 0.4336                    | 0.8243         | 0.7365          | 0.8117      |
| 0.0382        | 23.84 | 8820 | 0.4737          | 0.7345   | 0.8335        | 0.8960           | 0.9436         | 0.8198              | 0.8710            | 0.5671                         | 0.9123              | 0.8706               | 0.8500           | 0.8793    | 0.6824         | 0.7773       | 0.4326                    | 0.8241         | 0.7347          | 0.8110      |
| 0.0626        | 23.89 | 8840 | 0.4759          | 0.7320   | 0.8318        | 0.8950           | 0.9447         | 0.8173              | 0.8676            | 0.5704                         | 0.9130              | 0.8702               | 0.8396           | 0.8798    | 0.6786         | 0.7773       | 0.4323                    | 0.8234         | 0.7274          | 0.8049      |
| 0.133         | 23.95 | 8860 | 0.4844          | 0.7316   | 0.8273        | 0.8951           | 0.9413         | 0.8210              | 0.8741            | 0.5234                         | 0.9204              | 0.8792               | 0.8315           | 0.8803    | 0.6871         | 0.7768       | 0.4341                    | 0.8251         | 0.7220          | 0.7961      |
| 0.1631        | 24.0  | 8880 | 0.5030          | 0.7297   | 0.8271        | 0.8937           | 0.9441         | 0.8169              | 0.8721            | 0.5400                         | 0.9149              | 0.8749               | 0.8270           | 0.8788    | 0.6863         | 0.7744       | 0.4349                    | 0.8233         | 0.7189          | 0.7911      |
| 1.1022        | 24.05 | 8900 | 0.4980          | 0.7310   | 0.8303        | 0.8943           | 0.9437         | 0.8310              | 0.8688            | 0.5447                         | 0.9131              | 0.8782               | 0.8326           | 0.8786    | 0.6864         | 0.7758       | 0.4353                    | 0.8247         | 0.7216          | 0.7949      |
| 0.141         | 24.11 | 8920 | 0.4811          | 0.7307   | 0.8295        | 0.8944           | 0.9431         | 0.8174              | 0.8706            | 0.5475                         | 0.9136              | 0.8799               | 0.8341           | 0.8793    | 0.6833         | 0.7758       | 0.4344                    | 0.8243         | 0.7217          | 0.7961      |
| 0.0416        | 24.16 | 8940 | 0.4828          | 0.7298   | 0.8284        | 0.8942           | 0.9434         | 0.8018              | 0.8763            | 0.5577                         | 0.9138              | 0.8718               | 0.8341           | 0.8792    | 0.6782         | 0.7767       | 0.4314                    | 0.8241         | 0.7216          | 0.7970      |
| 0.0939        | 24.22 | 8960 | 0.4767          | 0.7301   | 0.8314        | 0.8942           | 0.9415         | 0.8115              | 0.8711            | 0.5720                         | 0.9133              | 0.8714               | 0.8391           | 0.8794    | 0.6773         | 0.7777       | 0.4299                    | 0.8240         | 0.7235          | 0.7989      |
| 0.1396        | 24.27 | 8980 | 0.4921          | 0.7295   | 0.8288        | 0.8940           | 0.9434         | 0.8037              | 0.8770            | 0.5635                         | 0.9144              | 0.8655               | 0.8338           | 0.8791    | 0.6773         | 0.7766       | 0.4295                    | 0.8236         | 0.7224          | 0.7983      |
| 1.2201        | 24.32 | 9000 | 0.4818          | 0.7291   | 0.8297        | 0.8937           | 0.9426         | 0.8100              | 0.8709            | 0.5747                         | 0.9150              | 0.8567               | 0.8380           | 0.8791    | 0.6767         | 0.7765       | 0.4278                    | 0.8226         | 0.7210          | 0.8001      |
| 0.0287        | 24.38 | 9020 | 0.4900          | 0.7288   | 0.8297        | 0.8935           | 0.9420         | 0.8038              | 0.8780            | 0.5641                         | 0.9122              | 0.8790               | 0.8286           | 0.8794    | 0.6783         | 0.7764       | 0.4306                    | 0.8234         | 0.7202          | 0.7934      |
| 0.1132        | 24.43 | 9040 | 0.4940          | 0.7308   | 0.8282        | 0.8944           | 0.9432         | 0.8193              | 0.8745            | 0.5367                         | 0.9149              | 0.8765               | 0.8323           | 0.8784    | 0.6860         | 0.7761       | 0.4339                    | 0.8250         | 0.7216          | 0.7946      |
| 0.1419        | 24.49 | 9060 | 0.4925          | 0.7294   | 0.8279        | 0.8936           | 0.9440         | 0.8011              | 0.8720            | 0.5558                         | 0.9121              | 0.8808               | 0.8297           | 0.8791    | 0.6823         | 0.7745       | 0.4341                    | 0.8232         | 0.7194          | 0.7929      |
| 0.1347        | 24.54 | 9080 | 0.4996          | 0.7295   | 0.8289        | 0.8936           | 0.9416         | 0.8125              | 0.8720            | 0.5588                         | 0.9157              | 0.8714               | 0.8306           | 0.8791    | 0.6829         | 0.7749       | 0.4336                    | 0.8231         | 0.7191          | 0.7935      |
| 0.0695        | 24.59 | 9100 | 0.4812          | 0.7295   | 0.8315        | 0.8935           | 0.9405         | 0.8235              | 0.8741            | 0.5674                         | 0.9144              | 0.8697               | 0.8308           | 0.8795    | 0.6815         | 0.7766       | 0.4332                    | 0.8228         | 0.7193          | 0.7936      |
| 0.1431        | 24.65 | 9120 | 0.4953          | 0.7301   | 0.8272        | 0.8941           | 0.9448         | 0.8128              | 0.8702            | 0.5408                         | 0.9143              | 0.8787               | 0.8290           | 0.8788    | 0.6846         | 0.7753       | 0.4341                    | 0.8243         | 0.7203          | 0.7929      |
| 0.2409        | 24.7  | 9140 | 0.4958          | 0.7297   | 0.8283        | 0.8937           | 0.9458         | 0.8127              | 0.8679            | 0.5569                         | 0.9134              | 0.8756               | 0.8260           | 0.8787    | 0.6829         | 0.7756       | 0.4346                    | 0.8240         | 0.7197          | 0.7922      |
| 0.2551        | 24.76 | 9160 | 0.5110          | 0.7286   | 0.8247        | 0.8935           | 0.9427         | 0.8118              | 0.8768            | 0.5444                         | 0.9213              | 0.8467               | 0.8292           | 0.8786    | 0.6829         | 0.7749       | 0.4336                    | 0.8226         | 0.7142          | 0.7937      |
| 0.0546        | 24.81 | 9180 | 0.4938          | 0.7298   | 0.8277        | 0.8940           | 0.9434         | 0.8217              | 0.8667            | 0.5422                         | 0.9166              | 0.8716               | 0.8314           | 0.8789    | 0.6829         | 0.7742       | 0.4349                    | 0.8238         | 0.7197          | 0.7944      |
| 0.1439        | 24.86 | 9200 | 0.4937          | 0.7299   | 0.8262        | 0.8942           | 0.9439         | 0.8105              | 0.8724            | 0.5322                         | 0.9157              | 0.8771               | 0.8315           | 0.8789    | 0.6840         | 0.7746       | 0.4331                    | 0.8242         | 0.7206          | 0.7943      |
| 0.0879        | 24.92 | 9220 | 0.5009          | 0.7298   | 0.8271        | 0.8939           | 0.9465         | 0.8115              | 0.8670            | 0.5498                         | 0.9146              | 0.8747               | 0.8259           | 0.8784    | 0.6825         | 0.7761       | 0.4348                    | 0.8246         | 0.7201          | 0.7919      |
| 0.1349        | 24.97 | 9240 | 0.4888          | 0.7304   | 0.8267        | 0.8944           | 0.9447         | 0.8151              | 0.8756            | 0.5243                         | 0.9131              | 0.8836               | 0.8307           | 0.8786    | 0.6862         | 0.7756       | 0.4322                    | 0.8250         | 0.7213          | 0.7937      |


### Framework versions

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