transformers pytorch segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b1-finetuned-cityscapes-1024-1024 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b1-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b1-cityscapes-512-512-finetuned-coastTrain
  results: []
---

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

# segformer-b1-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b1-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5086
- Mean Iou: 0.6771
- Mean Accuracy: 0.7899
- Overall Accuracy: 0.8692
- Accuracy Water: 0.9396
- Accuracy Whitewater: 0.7192
- Accuracy Sediment: 0.8602
- Accuracy Other Natural Terrain: 0.4893
- Accuracy Vegetation: 0.8863
- Accuracy Development: 0.8891
- Accuracy Unknown: 0.7453
- Iou Water: 0.8743
- Iou Whitewater: 0.6111
- Iou Sediment: 0.7312
- Iou Other Natural Terrain: 0.3814
- Iou Vegetation: 0.7853
- Iou Development: 0.6664
- Iou Unknown: 0.6897

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7833        | 0.05  | 20   | 1.7879          | 0.1419   | 0.3283        | 0.3147           | 0.2403         | 0.0035              | 0.6402            | 0.0150                         | 0.1397              | 0.6060               | 0.6537           | 0.2314    | 0.0032         | 0.1836       | 0.0069                    | 0.1270         | 0.2117          | 0.2297      |
| 1.7838        | 0.11  | 40   | 1.4716          | 0.2776   | 0.4365        | 0.5639           | 0.6459         | 0.0188              | 0.6544            | 0.0124                         | 0.5326              | 0.6361               | 0.5554           | 0.5485    | 0.0170         | 0.2836       | 0.0101                    | 0.3969         | 0.3399          | 0.3473      |
| 1.3207        | 0.16  | 60   | 1.3530          | 0.2778   | 0.4193        | 0.6006           | 0.7190         | 0.0227              | 0.6142            | 0.0037                         | 0.7399              | 0.6753               | 0.1603           | 0.5667    | 0.0207         | 0.3067       | 0.0033                    | 0.5163         | 0.3960          | 0.1346      |
| 1.2493        | 0.22  | 80   | 1.1657          | 0.3101   | 0.4158        | 0.6514           | 0.8203         | 0.0248              | 0.3678            | 0.0002                         | 0.8330              | 0.5171               | 0.3471           | 0.6202    | 0.0240         | 0.2424       | 0.0002                    | 0.5365         | 0.4152          | 0.3320      |
| 1.4569        | 0.27  | 100  | 1.0787          | 0.3327   | 0.4714        | 0.6681           | 0.8664         | 0.0324              | 0.5682            | 0.0002                         | 0.6991              | 0.8054               | 0.3278           | 0.6566    | 0.0312         | 0.3498       | 0.0002                    | 0.5457         | 0.4568          | 0.2888      |
| 0.9883        | 0.32  | 120  | 1.0321          | 0.3442   | 0.4645        | 0.6870           | 0.8079         | 0.0227              | 0.4348            | 0.0001                         | 0.8664              | 0.6983               | 0.4212           | 0.6806    | 0.0220         | 0.3484       | 0.0001                    | 0.5722         | 0.4199          | 0.3664      |
| 1.1583        | 0.38  | 140  | 0.9649          | 0.3624   | 0.4941        | 0.6990           | 0.8404         | 0.0292              | 0.6201            | 0.0003                         | 0.7906              | 0.7313               | 0.4467           | 0.6709    | 0.0286         | 0.4056       | 0.0003                    | 0.6029         | 0.4312          | 0.3977      |
| 1.5981        | 0.43  | 160  | 0.9504          | 0.3799   | 0.4918        | 0.7109           | 0.8049         | 0.0585              | 0.5255            | 0.0001                         | 0.9056              | 0.6823               | 0.4659           | 0.6668    | 0.0572         | 0.3996       | 0.0001                    | 0.6063         | 0.5181          | 0.4109      |
| 1.1484        | 0.49  | 180  | 0.9021          | 0.3767   | 0.5004        | 0.7134           | 0.8194         | 0.0280              | 0.5764            | 0.0000                         | 0.8630              | 0.7351               | 0.4811           | 0.6771    | 0.0278         | 0.3995       | 0.0000                    | 0.6241         | 0.4980          | 0.4105      |
| 1.2655        | 0.54  | 200  | 0.9353          | 0.3623   | 0.5124        | 0.6832           | 0.7741         | 0.1112              | 0.6530            | 0.0000                         | 0.7712              | 0.8471               | 0.4305           | 0.6580    | 0.1051         | 0.3867       | 0.0000                    | 0.5997         | 0.3917          | 0.3951      |
| 0.8305        | 0.59  | 220  | 0.8839          | 0.3975   | 0.5069        | 0.7196           | 0.7823         | 0.1060              | 0.6188            | 0.0                            | 0.9452              | 0.6436               | 0.4523           | 0.6602    | 0.1045         | 0.4440       | 0.0                       | 0.6185         | 0.5265          | 0.4292      |
| 1.5123        | 0.65  | 240  | 0.8430          | 0.3902   | 0.5250        | 0.7172           | 0.8534         | 0.0608              | 0.6691            | 0.0                            | 0.7783              | 0.8502               | 0.4628           | 0.6740    | 0.0601         | 0.4756       | 0.0                       | 0.6136         | 0.4758          | 0.4324      |
| 0.9996        | 0.7   | 260  | 0.8608          | 0.3757   | 0.4775        | 0.7121           | 0.8782         | 0.1402              | 0.2912            | 0.0                            | 0.8831              | 0.6765               | 0.4733           | 0.6548    | 0.1346         | 0.2280       | 0.0                       | 0.6414         | 0.5281          | 0.4433      |
| 0.9909        | 0.76  | 280  | 0.8172          | 0.4291   | 0.5545        | 0.7440           | 0.8263         | 0.2318              | 0.7596            | 0.0                            | 0.9054              | 0.7363               | 0.4219           | 0.7128    | 0.2122         | 0.5178       | 0.0                       | 0.6548         | 0.4875          | 0.4189      |
| 0.7002        | 0.81  | 300  | 0.7744          | 0.4516   | 0.5659        | 0.7592           | 0.8694         | 0.2774              | 0.7680            | 0.0                            | 0.8950              | 0.6964               | 0.4553           | 0.7310    | 0.2575         | 0.5217       | 0.0                       | 0.6629         | 0.5521          | 0.4361      |
| 1.7656        | 0.86  | 320  | 0.8864          | 0.4227   | 0.5272        | 0.7159           | 0.7410         | 0.3094              | 0.5361            | 0.0                            | 0.9597              | 0.6123               | 0.5321           | 0.6556    | 0.2776         | 0.4545       | 0.0                       | 0.5859         | 0.5128          | 0.4722      |
| 0.8531        | 0.92  | 340  | 0.7569          | 0.4701   | 0.5816        | 0.7706           | 0.9061         | 0.3233              | 0.7389            | 0.0000                         | 0.8673              | 0.7594               | 0.4763           | 0.7278    | 0.3026         | 0.5458       | 0.0000                    | 0.6846         | 0.5615          | 0.4683      |
| 0.7323        | 0.97  | 360  | 0.7855          | 0.4447   | 0.5625        | 0.7557           | 0.8573         | 0.1807              | 0.7383            | 0.0                            | 0.8728              | 0.7895               | 0.4987           | 0.7131    | 0.1753         | 0.5450       | 0.0                       | 0.6563         | 0.5650          | 0.4579      |
| 0.8552        | 1.03  | 380  | 0.7549          | 0.4656   | 0.5857        | 0.7701           | 0.8681         | 0.2906              | 0.7826            | 0.0                            | 0.8960              | 0.8032               | 0.4594           | 0.7522    | 0.2777         | 0.5258       | 0.0                       | 0.6754         | 0.5781          | 0.4499      |
| 0.8444        | 1.08  | 400  | 0.7084          | 0.4602   | 0.5651        | 0.7733           | 0.8821         | 0.2122              | 0.7753            | 0.0000                         | 0.9224              | 0.6566               | 0.5071           | 0.7470    | 0.2069         | 0.5471       | 0.0000                    | 0.6805         | 0.5564          | 0.4835      |
| 0.7175        | 1.14  | 420  | 0.6904          | 0.4768   | 0.6050        | 0.7799           | 0.8965         | 0.3162              | 0.8371            | 0.0000                         | 0.8460              | 0.8234               | 0.5159           | 0.7681    | 0.2930         | 0.5312       | 0.0000                    | 0.7022         | 0.5577          | 0.4852      |
| 0.6141        | 1.19  | 440  | 0.6932          | 0.4782   | 0.6098        | 0.7763           | 0.9053         | 0.3743              | 0.8092            | 0.0                            | 0.8231              | 0.8610               | 0.4957           | 0.7759    | 0.3372         | 0.5589       | 0.0                       | 0.6807         | 0.5357          | 0.4592      |
| 0.4936        | 1.24  | 460  | 0.6680          | 0.4800   | 0.5962        | 0.7750           | 0.9042         | 0.3591              | 0.7624            | 0.0000                         | 0.8449              | 0.7623               | 0.5406           | 0.7705    | 0.3300         | 0.5855       | 0.0000                    | 0.6756         | 0.5718          | 0.4267      |
| 0.6058        | 1.3   | 480  | 0.6953          | 0.4912   | 0.6144        | 0.7867           | 0.8988         | 0.3983              | 0.8362            | 0.0                            | 0.8741              | 0.8000               | 0.4933           | 0.7802    | 0.3497         | 0.5556       | 0.0                       | 0.6987         | 0.5825          | 0.4716      |
| 1.1279        | 1.35  | 500  | 0.6761          | 0.4951   | 0.6085        | 0.7863           | 0.9020         | 0.4554              | 0.7078            | 0.0001                         | 0.8995              | 0.7898               | 0.5052           | 0.7811    | 0.3955         | 0.5496       | 0.0001                    | 0.6854         | 0.5695          | 0.4849      |
| 0.5908        | 1.41  | 520  | 0.6702          | 0.5043   | 0.6249        | 0.7881           | 0.8911         | 0.4835              | 0.7965            | 0.0000                         | 0.8795              | 0.8112               | 0.5123           | 0.7803    | 0.4253         | 0.5761       | 0.0000                    | 0.6836         | 0.5677          | 0.4971      |
| 0.5619        | 1.46  | 540  | 0.6795          | 0.5068   | 0.6168        | 0.7953           | 0.8982         | 0.4286              | 0.8136            | 0.0000                         | 0.9130              | 0.7514               | 0.5129           | 0.7990    | 0.3923         | 0.5732       | 0.0000                    | 0.6878         | 0.5927          | 0.5029      |
| 0.542         | 1.51  | 560  | 0.6615          | 0.5083   | 0.6324        | 0.7891           | 0.8796         | 0.5115              | 0.8307            | 0.0000                         | 0.8815              | 0.8008               | 0.5229           | 0.7694    | 0.4374         | 0.5711       | 0.0000                    | 0.7034         | 0.6046          | 0.4723      |
| 0.5351        | 1.57  | 580  | 0.6603          | 0.5124   | 0.6308        | 0.7940           | 0.9082         | 0.5228              | 0.8054            | 0.0004                         | 0.8829              | 0.8067               | 0.4895           | 0.7787    | 0.4395         | 0.5959       | 0.0004                    | 0.6977         | 0.5971          | 0.4773      |
| 0.7767        | 1.62  | 600  | 0.6802          | 0.5108   | 0.6430        | 0.7922           | 0.8979         | 0.5737              | 0.8680            | 0.0005                         | 0.8646              | 0.8102               | 0.4860           | 0.7870    | 0.4653         | 0.5432       | 0.0005                    | 0.7091         | 0.5987          | 0.4720      |
| 0.4142        | 1.68  | 620  | 0.6632          | 0.5123   | 0.6604        | 0.7860           | 0.8661         | 0.6956              | 0.8274            | 0.0007                         | 0.8505              | 0.8581               | 0.5245           | 0.7852    | 0.4962         | 0.5795       | 0.0007                    | 0.6827         | 0.5455          | 0.4966      |
| 0.5649        | 1.73  | 640  | 0.6215          | 0.5268   | 0.6389        | 0.8050           | 0.9020         | 0.5309              | 0.8440            | 0.0029                         | 0.9119              | 0.7378               | 0.5428           | 0.7913    | 0.4438         | 0.6085       | 0.0029                    | 0.7136         | 0.6102          | 0.5173      |
| 1.1126        | 1.78  | 660  | 0.6710          | 0.5072   | 0.6214        | 0.7856           | 0.8710         | 0.5075              | 0.7161            | 0.0                            | 0.9091              | 0.8224               | 0.5237           | 0.7825    | 0.4429         | 0.5821       | 0.0                       | 0.6619         | 0.5734          | 0.5074      |
| 0.9695        | 1.84  | 680  | 0.6198          | 0.5305   | 0.6630        | 0.8004           | 0.9084         | 0.6110              | 0.8637            | 0.0011                         | 0.8216              | 0.8349               | 0.6004           | 0.7829    | 0.4816         | 0.5928       | 0.0011                    | 0.6994         | 0.5993          | 0.5561      |
| 0.5523        | 1.89  | 700  | 0.6441          | 0.5227   | 0.6491        | 0.7951           | 0.8706         | 0.6036              | 0.7684            | 0.0072                         | 0.8922              | 0.8333               | 0.5685           | 0.7877    | 0.4882         | 0.5808       | 0.0072                    | 0.6934         | 0.5828          | 0.5191      |
| 0.8006        | 1.95  | 720  | 0.6019          | 0.5348   | 0.6611        | 0.8020           | 0.8892         | 0.5983              | 0.8240            | 0.0051                         | 0.8494              | 0.8173               | 0.6445           | 0.7772    | 0.4853         | 0.6089       | 0.0051                    | 0.7054         | 0.6004          | 0.5611      |
| 1.6557        | 2.0   | 740  | 0.5739          | 0.5392   | 0.6624        | 0.8116           | 0.8952         | 0.6136              | 0.8470            | 0.0024                         | 0.8979              | 0.7930               | 0.5875           | 0.8091    | 0.4682         | 0.6307       | 0.0024                    | 0.7159         | 0.6020          | 0.5459      |
| 0.4772        | 2.05  | 760  | 0.7001          | 0.5047   | 0.6195        | 0.7793           | 0.8289         | 0.5551              | 0.8231            | 0.0007                         | 0.9302              | 0.5940               | 0.6043           | 0.7435    | 0.4602         | 0.6202       | 0.0007                    | 0.6870         | 0.5443          | 0.4770      |
| 0.6135        | 2.11  | 780  | 0.6414          | 0.5178   | 0.6635        | 0.7902           | 0.8637         | 0.6637              | 0.8236            | 0.0045                         | 0.8499              | 0.8699               | 0.5692           | 0.7959    | 0.4827         | 0.6279       | 0.0045                    | 0.6915         | 0.5276          | 0.4941      |
| 0.5883        | 2.16  | 800  | 0.5719          | 0.5373   | 0.6471        | 0.8131           | 0.9205         | 0.5466              | 0.8529            | 0.0078                         | 0.9038              | 0.7275               | 0.5703           | 0.8165    | 0.4514         | 0.6144       | 0.0078                    | 0.7094         | 0.6121          | 0.5496      |
| 1.5178        | 2.22  | 820  | 0.7556          | 0.4534   | 0.6071        | 0.7457           | 0.9334         | 0.6884              | 0.8198            | 0.0109                         | 0.8006              | 0.8734               | 0.1228           | 0.7201    | 0.4488         | 0.6383       | 0.0109                    | 0.6681         | 0.5701          | 0.1178      |
| 0.4899        | 2.27  | 840  | 0.6151          | 0.5235   | 0.6614        | 0.7937           | 0.8531         | 0.6943              | 0.8269            | 0.0151                         | 0.9031              | 0.8045               | 0.5328           | 0.7822    | 0.4611         | 0.6161       | 0.0151                    | 0.6892         | 0.6043          | 0.4967      |
| 0.7717        | 2.32  | 860  | 0.5694          | 0.5410   | 0.6771        | 0.8102           | 0.9023         | 0.6725              | 0.8554            | 0.0118                         | 0.8576              | 0.8537               | 0.5867           | 0.8122    | 0.5123         | 0.5947       | 0.0118                    | 0.7240         | 0.5941          | 0.5382      |
| 0.3124        | 2.38  | 880  | 0.5912          | 0.5308   | 0.6764        | 0.8035           | 0.8728         | 0.7280              | 0.8663            | 0.0176                         | 0.8925              | 0.8320               | 0.5252           | 0.8101    | 0.4774         | 0.5993       | 0.0176                    | 0.7131         | 0.5974          | 0.5011      |
| 1.0881        | 2.43  | 900  | 0.5762          | 0.5450   | 0.6645        | 0.8132           | 0.9058         | 0.6614              | 0.8226            | 0.0095                         | 0.9106              | 0.8050               | 0.5362           | 0.8183    | 0.5055         | 0.6395       | 0.0095                    | 0.7089         | 0.6193          | 0.5140      |
| 1.1418        | 2.49  | 920  | 0.6212          | 0.5409   | 0.6790        | 0.8073           | 0.8891         | 0.6945              | 0.8658            | 0.0135                         | 0.8693              | 0.8758               | 0.5451           | 0.8050    | 0.5274         | 0.5857       | 0.0134                    | 0.7164         | 0.6161          | 0.5223      |
| 0.4935        | 2.54  | 940  | 0.5831          | 0.5492   | 0.6870        | 0.8099           | 0.9066         | 0.7587              | 0.8185            | 0.0128                         | 0.8430              | 0.8689               | 0.6006           | 0.8184    | 0.5442         | 0.6307       | 0.0128                    | 0.6979         | 0.6119          | 0.5283      |
| 0.7153        | 2.59  | 960  | 0.5784          | 0.5527   | 0.6864        | 0.8137           | 0.9067         | 0.7290              | 0.8433            | 0.0171                         | 0.8511              | 0.8346               | 0.6233           | 0.8207    | 0.5102         | 0.6319       | 0.0171                    | 0.6994         | 0.6420          | 0.5472      |
| 0.4808        | 2.65  | 980  | 0.6047          | 0.5518   | 0.6716        | 0.8172           | 0.9073         | 0.6681              | 0.8479            | 0.0178                         | 0.9072              | 0.7985               | 0.5541           | 0.8204    | 0.5282         | 0.6540       | 0.0178                    | 0.7194         | 0.5846          | 0.5381      |
| 0.5405        | 2.7   | 1000 | 0.5798          | 0.5567   | 0.6888        | 0.8168           | 0.9112         | 0.7304              | 0.8401            | 0.0173                         | 0.8620              | 0.8775               | 0.5830           | 0.8256    | 0.5653         | 0.6591       | 0.0173                    | 0.7188         | 0.5628          | 0.5480      |
| 0.6905        | 2.76  | 1020 | 0.5554          | 0.5689   | 0.6973        | 0.8244           | 0.9102         | 0.7144              | 0.8725            | 0.0209                         | 0.8490              | 0.8160               | 0.6984           | 0.8153    | 0.5483         | 0.6368       | 0.0209                    | 0.7274         | 0.6094          | 0.6245      |
| 0.2956        | 2.81  | 1040 | 0.5439          | 0.5732   | 0.6998        | 0.8270           | 0.9022         | 0.7176              | 0.8426            | 0.0137                         | 0.8652              | 0.8603               | 0.6967           | 0.8270    | 0.5666         | 0.6591       | 0.0137                    | 0.7254         | 0.5932          | 0.6278      |
| 0.6673        | 2.86  | 1060 | 0.6360          | 0.5521   | 0.6563        | 0.8161           | 0.9069         | 0.5855              | 0.8413            | 0.0161                         | 0.9258              | 0.7681               | 0.5503           | 0.8207    | 0.5115         | 0.6415       | 0.0161                    | 0.7017         | 0.6434          | 0.5297      |
| 0.5508        | 2.92  | 1080 | 0.5958          | 0.5477   | 0.6840        | 0.8130           | 0.9085         | 0.7176              | 0.8131            | 0.0227                         | 0.8676              | 0.9155               | 0.5430           | 0.8231    | 0.5035         | 0.6603       | 0.0226                    | 0.7068         | 0.5900          | 0.5275      |
| 0.3581        | 2.97  | 1100 | 0.5723          | 0.5555   | 0.6838        | 0.8171           | 0.9139         | 0.7258              | 0.8684            | 0.0243                         | 0.8794              | 0.8203               | 0.5546           | 0.8212    | 0.5387         | 0.6548       | 0.0243                    | 0.7154         | 0.6083          | 0.5262      |
| 0.4841        | 3.03  | 1120 | 0.5942          | 0.5540   | 0.6757        | 0.8156           | 0.8956         | 0.6895              | 0.8729            | 0.0263                         | 0.9085              | 0.7743               | 0.5625           | 0.8169    | 0.5370         | 0.6322       | 0.0262                    | 0.7145         | 0.6168          | 0.5345      |
| 1.2171        | 3.08  | 1140 | 0.5655          | 0.5743   | 0.6854        | 0.8267           | 0.9018         | 0.7026              | 0.8219            | 0.0210                         | 0.9170              | 0.8073               | 0.6264           | 0.8188    | 0.5745         | 0.6617       | 0.0209                    | 0.7254         | 0.6344          | 0.5845      |
| 0.7295        | 3.14  | 1160 | 0.5892          | 0.5635   | 0.6893        | 0.8206           | 0.9051         | 0.7172              | 0.8210            | 0.0193                         | 0.8819              | 0.8843               | 0.5967           | 0.8103    | 0.5722         | 0.6286       | 0.0193                    | 0.7319         | 0.6104          | 0.5715      |
| 0.4304        | 3.19  | 1180 | 0.5996          | 0.5626   | 0.6676        | 0.8220           | 0.9283         | 0.6472              | 0.8038            | 0.0209                         | 0.9114              | 0.8080               | 0.5539           | 0.8254    | 0.5520         | 0.6522       | 0.0209                    | 0.7104         | 0.6297          | 0.5473      |
| 0.3914        | 3.24  | 1200 | 0.5846          | 0.5586   | 0.6802        | 0.8165           | 0.9289         | 0.6335              | 0.8373            | 0.0270                         | 0.8397              | 0.9028               | 0.5918           | 0.8165    | 0.5484         | 0.6610       | 0.0269                    | 0.7062         | 0.5918          | 0.5592      |
| 0.459         | 3.3   | 1220 | 0.5626          | 0.5697   | 0.6759        | 0.8249           | 0.9200         | 0.6211              | 0.8378            | 0.0247                         | 0.8927              | 0.8096               | 0.6256           | 0.8267    | 0.5479         | 0.6707       | 0.0247                    | 0.7100         | 0.6239          | 0.5844      |
| 0.4273        | 3.35  | 1240 | 0.5436          | 0.5748   | 0.6971        | 0.8261           | 0.9160         | 0.7420              | 0.8223            | 0.0284                         | 0.8748              | 0.8662               | 0.6296           | 0.8349    | 0.5690         | 0.6648       | 0.0283                    | 0.7073         | 0.6220          | 0.5974      |
| 0.7307        | 3.41  | 1260 | 0.5777          | 0.5740   | 0.6867        | 0.8265           | 0.9018         | 0.6797              | 0.8685            | 0.0287                         | 0.9120              | 0.8129               | 0.6032           | 0.8323    | 0.5624         | 0.6609       | 0.0286                    | 0.7120         | 0.6408          | 0.5811      |
| 0.8064        | 3.46  | 1280 | 0.5871          | 0.5709   | 0.7007        | 0.8195           | 0.9046         | 0.7119              | 0.8968            | 0.0283                         | 0.8309              | 0.8656               | 0.6669           | 0.8063    | 0.5839         | 0.6250       | 0.0282                    | 0.7109         | 0.6261          | 0.6156      |
| 0.4575        | 3.51  | 1300 | 0.5396          | 0.5813   | 0.7039        | 0.8279           | 0.8869         | 0.7134              | 0.8213            | 0.0278                         | 0.8780              | 0.8872               | 0.7128           | 0.8239    | 0.5751         | 0.6786       | 0.0277                    | 0.7162         | 0.6100          | 0.6374      |
| 0.8346        | 3.57  | 1320 | 0.5407          | 0.5862   | 0.6868        | 0.8356           | 0.9215         | 0.6417              | 0.8160            | 0.0303                         | 0.9099              | 0.8184               | 0.6701           | 0.8282    | 0.5544         | 0.6760       | 0.0302                    | 0.7313         | 0.6665          | 0.6172      |
| 0.538         | 3.62  | 1340 | 0.5798          | 0.5755   | 0.6826        | 0.8288           | 0.9249         | 0.6392              | 0.8513            | 0.0333                         | 0.8881              | 0.7921               | 0.6493           | 0.8136    | 0.5373         | 0.6637       | 0.0332                    | 0.7297         | 0.6494          | 0.6020      |
| 0.5           | 3.68  | 1360 | 0.5624          | 0.5740   | 0.6972        | 0.8261           | 0.9038         | 0.7564              | 0.7993            | 0.0466                         | 0.9040              | 0.8654               | 0.6048           | 0.8267    | 0.5610         | 0.6471       | 0.0459                    | 0.7242         | 0.6314          | 0.5817      |
| 0.7963        | 3.73  | 1380 | 0.5464          | 0.5881   | 0.7196        | 0.8327           | 0.9158         | 0.8199              | 0.8458            | 0.0977                         | 0.8864              | 0.8724               | 0.5991           | 0.8307    | 0.5584         | 0.6788       | 0.0955                    | 0.7413         | 0.6441          | 0.5681      |
| 0.5019        | 3.78  | 1400 | 0.5732          | 0.5641   | 0.6892        | 0.8188           | 0.8884         | 0.6861              | 0.8045            | 0.0426                         | 0.8905              | 0.8966               | 0.6157           | 0.8294    | 0.5582         | 0.6449       | 0.0417                    | 0.7119         | 0.5982          | 0.5647      |
| 0.3556        | 3.84  | 1420 | 0.5614          | 0.5656   | 0.6939        | 0.8221           | 0.9059         | 0.6968              | 0.8426            | 0.0388                         | 0.8769              | 0.9076               | 0.5883           | 0.8286    | 0.5495         | 0.6699       | 0.0379                    | 0.7255         | 0.5967          | 0.5512      |
| 1.2328        | 3.89  | 1440 | 0.5214          | 0.5834   | 0.7049        | 0.8364           | 0.9089         | 0.7927              | 0.8279            | 0.0314                         | 0.9174              | 0.7945               | 0.6613           | 0.8361    | 0.5510         | 0.6667       | 0.0311                    | 0.7469         | 0.6389          | 0.6130      |
| 0.6292        | 3.95  | 1460 | 0.5268          | 0.5940   | 0.7025        | 0.8370           | 0.9295         | 0.7078              | 0.7920            | 0.0505                         | 0.8791              | 0.8610               | 0.6977           | 0.8302    | 0.5766         | 0.6913       | 0.0502                    | 0.7273         | 0.6415          | 0.6410      |
| 0.4666        | 4.0   | 1480 | 0.5203          | 0.5982   | 0.7149        | 0.8414           | 0.8985         | 0.7237              | 0.8719            | 0.0347                         | 0.8957              | 0.8460               | 0.7340           | 0.8261    | 0.5801         | 0.6709       | 0.0343                    | 0.7505         | 0.6559          | 0.6697      |
| 0.3796        | 4.05  | 1500 | 0.5665          | 0.5732   | 0.6847        | 0.8278           | 0.9225         | 0.6943              | 0.8157            | 0.0277                         | 0.9059              | 0.8394               | 0.5871           | 0.8228    | 0.5673         | 0.6594       | 0.0276                    | 0.7330         | 0.6489          | 0.5531      |
| 0.3788        | 4.11  | 1520 | 0.5967          | 0.5710   | 0.7094        | 0.8238           | 0.9039         | 0.7587              | 0.8920            | 0.0344                         | 0.8499              | 0.9073               | 0.6202           | 0.8123    | 0.5820         | 0.6207       | 0.0341                    | 0.7459         | 0.6208          | 0.5810      |
| 0.5981        | 4.16  | 1540 | 0.5219          | 0.6034   | 0.7141        | 0.8464           | 0.9115         | 0.7437              | 0.8373            | 0.0402                         | 0.9134              | 0.8226               | 0.7297           | 0.8375    | 0.5922         | 0.6727       | 0.0400                    | 0.7600         | 0.6553          | 0.6659      |
| 0.6172        | 4.22  | 1560 | 0.5506          | 0.6019   | 0.7276        | 0.8424           | 0.9150         | 0.7922              | 0.8591            | 0.0421                         | 0.8637              | 0.8910               | 0.7302           | 0.8310    | 0.6222         | 0.6465       | 0.0419                    | 0.7595         | 0.6467          | 0.6653      |
| 0.9793        | 4.27  | 1580 | 0.5662          | 0.5945   | 0.7157        | 0.8315           | 0.8954         | 0.7067              | 0.8588            | 0.1124                         | 0.8828              | 0.8973               | 0.6562           | 0.8274    | 0.5828         | 0.6668       | 0.1099                    | 0.7263         | 0.6428          | 0.6055      |
| 0.1778        | 4.32  | 1600 | 0.5729          | 0.5887   | 0.7027        | 0.8305           | 0.9020         | 0.6804              | 0.8818            | 0.0979                         | 0.8952              | 0.8093               | 0.6524           | 0.8203    | 0.5735         | 0.6227       | 0.0960                    | 0.7345         | 0.6617          | 0.6122      |
| 0.5063        | 4.38  | 1620 | 0.5600          | 0.6120   | 0.7229        | 0.8389           | 0.8885         | 0.7092              | 0.8553            | 0.1859                         | 0.9225              | 0.8204               | 0.6787           | 0.8280    | 0.5850         | 0.6491       | 0.1766                    | 0.7422         | 0.6705          | 0.6325      |
| 0.3814        | 4.43  | 1640 | 0.5574          | 0.6034   | 0.7102        | 0.8367           | 0.8978         | 0.6917              | 0.8472            | 0.1500                         | 0.9286              | 0.8116               | 0.6445           | 0.8259    | 0.5884         | 0.6513       | 0.1386                    | 0.7443         | 0.6665          | 0.6089      |
| 0.519         | 4.49  | 1660 | 0.5396          | 0.6096   | 0.7251        | 0.8424           | 0.9117         | 0.7642              | 0.8589            | 0.1320                         | 0.9047              | 0.8380               | 0.6662           | 0.8281    | 0.5938         | 0.6625       | 0.1257                    | 0.7578         | 0.6706          | 0.6288      |
| 0.2187        | 4.54  | 1680 | 0.6028          | 0.5772   | 0.7055        | 0.8238           | 0.8965         | 0.7234              | 0.8792            | 0.0723                         | 0.8685              | 0.8578               | 0.6407           | 0.8122    | 0.5735         | 0.6276       | 0.0670                    | 0.7327         | 0.6279          | 0.5993      |
| 0.2743        | 4.59  | 1700 | 0.5523          | 0.5925   | 0.7134        | 0.8340           | 0.9116         | 0.7041              | 0.8633            | 0.0752                         | 0.8666              | 0.9024               | 0.6703           | 0.8247    | 0.5761         | 0.6458       | 0.0702                    | 0.7339         | 0.6523          | 0.6442      |
| 0.3156        | 4.65  | 1720 | 0.5467          | 0.6008   | 0.7072        | 0.8397           | 0.9288         | 0.7070              | 0.8212            | 0.1022                         | 0.9079              | 0.8624               | 0.6207           | 0.8364    | 0.5710         | 0.6920       | 0.0975                    | 0.7371         | 0.6732          | 0.5983      |
| 0.5023        | 4.7   | 1740 | 0.5488          | 0.6001   | 0.7166        | 0.8361           | 0.9347         | 0.7274              | 0.8471            | 0.0957                         | 0.8405              | 0.8542               | 0.7168           | 0.8248    | 0.5901         | 0.6627       | 0.0909                    | 0.7316         | 0.6688          | 0.6320      |
| 0.4018        | 4.76  | 1760 | 0.5632          | 0.5931   | 0.7186        | 0.8354           | 0.9207         | 0.7819              | 0.8658            | 0.0854                         | 0.8792              | 0.8807               | 0.6162           | 0.8303    | 0.6058         | 0.6519       | 0.0820                    | 0.7514         | 0.6402          | 0.5901      |
| 0.6518        | 4.81  | 1780 | 0.5562          | 0.6116   | 0.7399        | 0.8365           | 0.9176         | 0.7384              | 0.8397            | 0.2313                         | 0.8446              | 0.9202               | 0.6874           | 0.8353    | 0.5929         | 0.6764       | 0.1943                    | 0.7405         | 0.6012          | 0.6409      |
| 0.4821        | 4.86  | 1800 | 0.5385          | 0.6090   | 0.7344        | 0.8386           | 0.9156         | 0.7558              | 0.8533            | 0.2101                         | 0.8750              | 0.8643               | 0.6663           | 0.8297    | 0.5646         | 0.6635       | 0.1696                    | 0.7538         | 0.6649          | 0.6165      |
| 1.2351        | 4.92  | 1820 | 0.5615          | 0.6048   | 0.7211        | 0.8349           | 0.8931         | 0.7518              | 0.8394            | 0.2313                         | 0.9361              | 0.7695               | 0.6264           | 0.8268    | 0.5576         | 0.6753       | 0.1981                    | 0.7446         | 0.6386          | 0.5928      |
| 0.4926        | 4.97  | 1840 | 0.5058          | 0.6325   | 0.7543        | 0.8488           | 0.9236         | 0.8063              | 0.8364            | 0.2754                         | 0.8900              | 0.8906               | 0.6580           | 0.8455    | 0.5986         | 0.6978       | 0.2565                    | 0.7620         | 0.6363          | 0.6306      |
| 0.4371        | 5.03  | 1860 | 0.5275          | 0.6269   | 0.7513        | 0.8429           | 0.9164         | 0.7504              | 0.8757            | 0.3191                         | 0.8825              | 0.8876               | 0.6275           | 0.8410    | 0.5952         | 0.7030       | 0.2756                    | 0.7565         | 0.6221          | 0.5952      |
| 0.6446        | 5.08  | 1880 | 0.5330          | 0.6232   | 0.7285        | 0.8422           | 0.9206         | 0.6609              | 0.8161            | 0.2624                         | 0.8956              | 0.8826               | 0.6610           | 0.8409    | 0.5665         | 0.7013       | 0.2397                    | 0.7293         | 0.6589          | 0.6262      |
| 0.4632        | 5.14  | 1900 | 0.5035          | 0.6373   | 0.7409        | 0.8490           | 0.9317         | 0.7629              | 0.8298            | 0.2748                         | 0.9075              | 0.8210               | 0.6584           | 0.8436    | 0.6154         | 0.7021       | 0.2513                    | 0.7484         | 0.6889          | 0.6111      |
| 0.2719        | 5.19  | 1920 | 0.5557          | 0.6045   | 0.7392        | 0.8278           | 0.9006         | 0.8015              | 0.8556            | 0.2787                         | 0.8798              | 0.9001               | 0.5582           | 0.8267    | 0.5779         | 0.6913       | 0.2251                    | 0.7257         | 0.6632          | 0.5217      |
| 0.5509        | 5.24  | 1940 | 0.5240          | 0.6182   | 0.7483        | 0.8366           | 0.9072         | 0.7877              | 0.8543            | 0.2800                         | 0.8729              | 0.9156               | 0.6203           | 0.8345    | 0.5899         | 0.6798       | 0.2451                    | 0.7344         | 0.6602          | 0.5837      |
| 0.2536        | 5.3   | 1960 | 0.5593          | 0.5963   | 0.7201        | 0.8315           | 0.9170         | 0.7085              | 0.8697            | 0.2047                         | 0.8921              | 0.9169               | 0.5316           | 0.8325    | 0.5605         | 0.6759       | 0.1901                    | 0.7413         | 0.6639          | 0.5096      |
| 0.8791        | 5.35  | 1980 | 0.5216          | 0.6331   | 0.7435        | 0.8490           | 0.9181         | 0.7519              | 0.8773            | 0.2744                         | 0.9182              | 0.8311               | 0.6334           | 0.8428    | 0.5950         | 0.6767       | 0.2585                    | 0.7640         | 0.7008          | 0.5938      |
| 0.3974        | 5.41  | 2000 | 0.5192          | 0.6348   | 0.7398        | 0.8492           | 0.9059         | 0.7101              | 0.8295            | 0.2401                         | 0.9108              | 0.8663               | 0.7161           | 0.8374    | 0.5943         | 0.7026       | 0.2157                    | 0.7486         | 0.6957          | 0.6495      |
| 0.8084        | 5.46  | 2020 | 0.5163          | 0.6360   | 0.7581        | 0.8473           | 0.9152         | 0.7299              | 0.8619            | 0.2927                         | 0.8509              | 0.9112               | 0.7450           | 0.8371    | 0.5915         | 0.6840       | 0.2432                    | 0.7450         | 0.6808          | 0.6701      |
| 0.3075        | 5.51  | 2040 | 0.5009          | 0.6407   | 0.7434        | 0.8517           | 0.9225         | 0.7160              | 0.8092            | 0.2932                         | 0.9131              | 0.8609               | 0.6888           | 0.8390    | 0.5821         | 0.7010       | 0.2488                    | 0.7529         | 0.7127          | 0.6486      |
| 0.5226        | 5.57  | 2060 | 0.5110          | 0.6346   | 0.7520        | 0.8478           | 0.9210         | 0.6899              | 0.8547            | 0.3067                         | 0.8652              | 0.9224               | 0.7044           | 0.8459    | 0.5758         | 0.6844       | 0.2571                    | 0.7414         | 0.6755          | 0.6622      |
| 0.4741        | 5.62  | 2080 | 0.5233          | 0.6403   | 0.7549        | 0.8494           | 0.9124         | 0.7090              | 0.8553            | 0.3421                         | 0.8948              | 0.8915               | 0.6794           | 0.8389    | 0.5849         | 0.6655       | 0.2933                    | 0.7555         | 0.6866          | 0.6572      |
| 0.2684        | 5.68  | 2100 | 0.4654          | 0.6519   | 0.7736        | 0.8560           | 0.9084         | 0.7717              | 0.8285            | 0.3537                         | 0.8772              | 0.8874               | 0.7882           | 0.8444    | 0.5742         | 0.6988       | 0.3008                    | 0.7621         | 0.6854          | 0.6972      |
| 0.3231        | 5.73  | 2120 | 0.4797          | 0.6445   | 0.7459        | 0.8528           | 0.9128         | 0.7013              | 0.8657            | 0.3075                         | 0.9186              | 0.8074               | 0.7079           | 0.8407    | 0.5867         | 0.7076       | 0.2749                    | 0.7563         | 0.6986          | 0.6466      |
| 0.5908        | 5.78  | 2140 | 0.5306          | 0.6249   | 0.7441        | 0.8402           | 0.9123         | 0.7365              | 0.8036            | 0.3342                         | 0.8984              | 0.9007               | 0.6229           | 0.8453    | 0.5898         | 0.7087       | 0.2755                    | 0.7408         | 0.6310          | 0.5831      |
| 0.2693        | 5.84  | 2160 | 0.5787          | 0.6188   | 0.7454        | 0.8327           | 0.9288         | 0.6676              | 0.8818            | 0.3901                         | 0.8385              | 0.9125               | 0.5985           | 0.8347    | 0.5758         | 0.6955       | 0.3256                    | 0.7292         | 0.6057          | 0.5653      |
| 0.2409        | 5.89  | 2180 | 0.5280          | 0.6288   | 0.7509        | 0.8408           | 0.9057         | 0.7197              | 0.8782            | 0.3590                         | 0.8883              | 0.8673               | 0.6380           | 0.8421    | 0.5830         | 0.6858       | 0.3098                    | 0.7420         | 0.6469          | 0.5921      |
| 0.4262        | 5.95  | 2200 | 0.5102          | 0.6451   | 0.7559        | 0.8475           | 0.8884         | 0.7201              | 0.8277            | 0.3434                         | 0.9061              | 0.8676               | 0.7378           | 0.8330    | 0.5913         | 0.7101       | 0.3108                    | 0.7405         | 0.6695          | 0.6607      |
| 0.2629        | 6.0   | 2220 | 0.5054          | 0.6370   | 0.7511        | 0.8470           | 0.9147         | 0.7661              | 0.8445            | 0.3115                         | 0.9070              | 0.8847               | 0.6291           | 0.8411    | 0.6053         | 0.6955       | 0.2879                    | 0.7507         | 0.6789          | 0.5996      |
| 0.4117        | 6.05  | 2240 | 0.5191          | 0.6398   | 0.7506        | 0.8509           | 0.9153         | 0.7405              | 0.8488            | 0.3058                         | 0.9114              | 0.8665               | 0.6658           | 0.8476    | 0.5981         | 0.6865       | 0.2761                    | 0.7547         | 0.6760          | 0.6397      |
| 0.3589        | 6.11  | 2260 | 0.5075          | 0.6430   | 0.7573        | 0.8513           | 0.9109         | 0.7465              | 0.8552            | 0.3256                         | 0.9044              | 0.8808               | 0.6775           | 0.8491    | 0.5965         | 0.6998       | 0.2919                    | 0.7540         | 0.6737          | 0.6360      |
| 0.2856        | 6.16  | 2280 | 0.4786          | 0.6539   | 0.7700        | 0.8556           | 0.9285         | 0.7530              | 0.8617            | 0.3647                         | 0.8685              | 0.8830               | 0.7307           | 0.8552    | 0.6203         | 0.6968       | 0.3064                    | 0.7554         | 0.6733          | 0.6699      |
| 0.4254        | 6.22  | 2300 | 0.4756          | 0.6569   | 0.7665        | 0.8559           | 0.9288         | 0.7752              | 0.8378            | 0.3568                         | 0.8853              | 0.8620               | 0.7194           | 0.8472    | 0.6377         | 0.7117       | 0.2956                    | 0.7551         | 0.6845          | 0.6666      |
| 0.4135        | 6.27  | 2320 | 0.4881          | 0.6510   | 0.7674        | 0.8527           | 0.9381         | 0.7567              | 0.8452            | 0.3859                         | 0.8675              | 0.9027               | 0.6761           | 0.8490    | 0.6065         | 0.7109       | 0.3298                    | 0.7525         | 0.6700          | 0.6384      |
| 0.2908        | 6.32  | 2340 | 0.5053          | 0.6337   | 0.7471        | 0.8497           | 0.9322         | 0.7010              | 0.8776            | 0.3264                         | 0.8965              | 0.8715               | 0.6248           | 0.8542    | 0.5696         | 0.6968       | 0.2772                    | 0.7547         | 0.6797          | 0.6038      |
| 0.3666        | 6.38  | 2360 | 0.5248          | 0.6369   | 0.7650        | 0.8426           | 0.9087         | 0.8227              | 0.8484            | 0.3769                         | 0.8875              | 0.8894               | 0.6215           | 0.8385    | 0.6237         | 0.7149       | 0.3173                    | 0.7493         | 0.6272          | 0.5875      |
| 0.3551        | 6.43  | 2380 | 0.4940          | 0.6455   | 0.7620        | 0.8492           | 0.9330         | 0.7356              | 0.8266            | 0.4330                         | 0.8855              | 0.8707               | 0.6494           | 0.8430    | 0.6150         | 0.7124       | 0.3404                    | 0.7639         | 0.6236          | 0.6202      |
| 0.553         | 6.49  | 2400 | 0.5107          | 0.6281   | 0.7478        | 0.8404           | 0.9057         | 0.7340              | 0.8412            | 0.4025                         | 0.9142              | 0.8149               | 0.6222           | 0.8356    | 0.6031         | 0.6988       | 0.3174                    | 0.7634         | 0.6132          | 0.5654      |
| 0.2966        | 6.54  | 2420 | 0.4833          | 0.6533   | 0.7733        | 0.8504           | 0.8926         | 0.7734              | 0.8340            | 0.4425                         | 0.9010              | 0.8100               | 0.7594           | 0.8296    | 0.5908         | 0.6986       | 0.3561                    | 0.7635         | 0.6855          | 0.6488      |
| 0.3404        | 6.59  | 2440 | 0.4632          | 0.6744   | 0.7906        | 0.8668           | 0.9260         | 0.7448              | 0.8276            | 0.4473                         | 0.8743              | 0.9094               | 0.8048           | 0.8534    | 0.5984         | 0.6945       | 0.3599                    | 0.7796         | 0.6775          | 0.7576      |
| 0.3744        | 6.65  | 2460 | 0.4676          | 0.6668   | 0.7805        | 0.8635           | 0.9082         | 0.7284              | 0.8669            | 0.3997                         | 0.8938              | 0.8722               | 0.7940           | 0.8431    | 0.5988         | 0.6811       | 0.3309                    | 0.7835         | 0.6963          | 0.7338      |
| 0.2305        | 6.7   | 2480 | 0.4940          | 0.6457   | 0.7644        | 0.8503           | 0.9106         | 0.7627              | 0.8212            | 0.3682                         | 0.8900              | 0.8853               | 0.7126           | 0.8483    | 0.6077         | 0.6985       | 0.3056                    | 0.7507         | 0.6460          | 0.6629      |
| 0.5477        | 6.76  | 2500 | 0.4748          | 0.6434   | 0.7565        | 0.8511           | 0.9113         | 0.7199              | 0.8503            | 0.3216                         | 0.8851              | 0.8649               | 0.7422           | 0.8372    | 0.6007         | 0.6964       | 0.2756                    | 0.7587         | 0.6627          | 0.6722      |
| 0.4124        | 6.81  | 2520 | 0.5313          | 0.6212   | 0.7536        | 0.8363           | 0.9066         | 0.7573              | 0.8717            | 0.3575                         | 0.8687              | 0.8851               | 0.6284           | 0.8396    | 0.5911         | 0.6855       | 0.2896                    | 0.7408         | 0.6163          | 0.5852      |
| 0.2796        | 6.86  | 2540 | 0.5070          | 0.6298   | 0.7487        | 0.8428           | 0.9255         | 0.7156              | 0.8490            | 0.3604                         | 0.8818              | 0.8853               | 0.6232           | 0.8433    | 0.5883         | 0.7088       | 0.2848                    | 0.7451         | 0.6501          | 0.5884      |
| 0.4311        | 6.92  | 2560 | 0.4974          | 0.6417   | 0.7562        | 0.8498           | 0.9235         | 0.7283              | 0.8279            | 0.3363                         | 0.8813              | 0.9074               | 0.6887           | 0.8402    | 0.5876         | 0.7103       | 0.2712                    | 0.7493         | 0.6854          | 0.6479      |
| 0.3702        | 6.97  | 2580 | 0.4818          | 0.6476   | 0.7665        | 0.8517           | 0.9057         | 0.7407              | 0.8656            | 0.3668                         | 0.8857              | 0.8679               | 0.7329           | 0.8324    | 0.5872         | 0.6917       | 0.2922                    | 0.7603         | 0.6916          | 0.6779      |
| 0.2871        | 7.03  | 2600 | 0.4799          | 0.6534   | 0.7799        | 0.8545           | 0.9170         | 0.7555              | 0.8591            | 0.3950                         | 0.8555              | 0.9283               | 0.7492           | 0.8397    | 0.5833         | 0.7046       | 0.3095                    | 0.7598         | 0.6822          | 0.6949      |
| 0.7906        | 7.08  | 2620 | 0.4530          | 0.6682   | 0.7793        | 0.8627           | 0.9270         | 0.7177              | 0.8329            | 0.4190                         | 0.8724              | 0.8894               | 0.7967           | 0.8503    | 0.6027         | 0.7201       | 0.3355                    | 0.7671         | 0.6815          | 0.7202      |
| 1.0369        | 7.14  | 2640 | 0.4532          | 0.6729   | 0.7866        | 0.8650           | 0.9171         | 0.7342              | 0.8169            | 0.4682                         | 0.8858              | 0.8500               | 0.8340           | 0.8486    | 0.6012         | 0.7221       | 0.3281                    | 0.7735         | 0.6901          | 0.7468      |
| 0.1002        | 7.19  | 2660 | 0.4763          | 0.6475   | 0.7783        | 0.8473           | 0.9195         | 0.7371              | 0.8541            | 0.4672                         | 0.8371              | 0.8830               | 0.7504           | 0.8395    | 0.5952         | 0.6829       | 0.3264                    | 0.7449         | 0.6816          | 0.6620      |
| 0.421         | 7.24  | 2680 | 0.4708          | 0.6564   | 0.7725        | 0.8536           | 0.9139         | 0.7475              | 0.8448            | 0.4383                         | 0.8912              | 0.8500               | 0.7218           | 0.8464    | 0.6053         | 0.6836       | 0.3438                    | 0.7537         | 0.6971          | 0.6649      |
| 0.3491        | 7.3   | 2700 | 0.4797          | 0.6623   | 0.7766        | 0.8605           | 0.9196         | 0.7842              | 0.8150            | 0.3615                         | 0.8825              | 0.8893               | 0.7840           | 0.8496    | 0.6198         | 0.6843       | 0.3212                    | 0.7668         | 0.6709          | 0.7238      |
| 0.3251        | 7.35  | 2720 | 0.5016          | 0.6447   | 0.7619        | 0.8503           | 0.9166         | 0.7314              | 0.8473            | 0.3875                         | 0.8873              | 0.8581               | 0.7048           | 0.8399    | 0.5973         | 0.6879       | 0.3038                    | 0.7598         | 0.6731          | 0.6514      |
| 0.2954        | 7.41  | 2740 | 0.4827          | 0.6542   | 0.7699        | 0.8558           | 0.9325         | 0.7329              | 0.8164            | 0.4061                         | 0.8711              | 0.8951               | 0.7356           | 0.8512    | 0.5979         | 0.7164       | 0.3021                    | 0.7561         | 0.6740          | 0.6819      |
| 0.8119        | 7.46  | 2760 | 0.4875          | 0.6389   | 0.7475        | 0.8483           | 0.9147         | 0.7206              | 0.8252            | 0.3623                         | 0.9144              | 0.8061               | 0.6892           | 0.8436    | 0.5970         | 0.7009       | 0.2852                    | 0.7529         | 0.6595          | 0.6334      |
| 0.4892        | 7.51  | 2780 | 0.4884          | 0.6658   | 0.7807        | 0.8602           | 0.9198         | 0.7653              | 0.8348            | 0.4184                         | 0.8825              | 0.8762               | 0.7681           | 0.8476    | 0.6314         | 0.6994       | 0.3441                    | 0.7736         | 0.6672          | 0.6970      |
| 0.2375        | 7.57  | 2800 | 0.5425          | 0.6312   | 0.7496        | 0.8437           | 0.9158         | 0.7275              | 0.8471            | 0.3690                         | 0.8988              | 0.8531               | 0.6356           | 0.8490    | 0.5966         | 0.6789       | 0.3052                    | 0.7509         | 0.6508          | 0.5870      |
| 0.3523        | 7.62  | 2820 | 0.5090          | 0.6444   | 0.7629        | 0.8493           | 0.9150         | 0.7391              | 0.8120            | 0.4380                         | 0.9014              | 0.8461               | 0.6890           | 0.8484    | 0.5877         | 0.6958       | 0.3256                    | 0.7557         | 0.6702          | 0.6275      |
| 0.4111        | 7.68  | 2840 | 0.5295          | 0.6487   | 0.7482        | 0.8527           | 0.9321         | 0.6795              | 0.8419            | 0.4202                         | 0.9165              | 0.7582               | 0.6893           | 0.8524    | 0.5854         | 0.6974       | 0.3443                    | 0.7492         | 0.6599          | 0.6526      |
| 1.3345        | 7.73  | 2860 | 0.5312          | 0.6381   | 0.7590        | 0.8457           | 0.9285         | 0.7271              | 0.8544            | 0.3958                         | 0.8676              | 0.8797               | 0.6600           | 0.8476    | 0.5921         | 0.7023       | 0.3164                    | 0.7434         | 0.6464          | 0.6184      |
| 0.3067        | 7.78  | 2880 | 0.5353          | 0.6287   | 0.7515        | 0.8419           | 0.9314         | 0.7393              | 0.8338            | 0.3950                         | 0.8840              | 0.8860               | 0.5910           | 0.8452    | 0.5748         | 0.6974       | 0.3258                    | 0.7478         | 0.6386          | 0.5715      |
| 0.3504        | 7.84  | 2900 | 0.5089          | 0.6413   | 0.7710        | 0.8427           | 0.9042         | 0.7322              | 0.8563            | 0.4845                         | 0.8789              | 0.8926               | 0.6481           | 0.8454    | 0.6037         | 0.7177       | 0.3626                    | 0.7464         | 0.6088          | 0.6046      |
| 0.1571        | 7.89  | 2920 | 0.4610          | 0.6648   | 0.7848        | 0.8592           | 0.9191         | 0.7468              | 0.8439            | 0.4573                         | 0.8690              | 0.8682               | 0.7891           | 0.8456    | 0.6052         | 0.7135       | 0.3473                    | 0.7687         | 0.6665          | 0.7069      |
| 1.2816        | 7.95  | 2940 | 0.5114          | 0.6469   | 0.7530        | 0.8489           | 0.9106         | 0.7227              | 0.8345            | 0.4185                         | 0.9284              | 0.7978               | 0.6587           | 0.8421    | 0.5930         | 0.7067       | 0.3437                    | 0.7454         | 0.6614          | 0.6359      |
| 0.2313        | 8.0   | 2960 | 0.4590          | 0.6649   | 0.7950        | 0.8581           | 0.9293         | 0.7846              | 0.8195            | 0.5312                         | 0.8649              | 0.9124               | 0.7234           | 0.8572    | 0.6063         | 0.7271       | 0.3717                    | 0.7663         | 0.6473          | 0.6788      |
| 0.2783        | 8.05  | 2980 | 0.4880          | 0.6562   | 0.7737        | 0.8552           | 0.9206         | 0.7340              | 0.8481            | 0.4596                         | 0.8959              | 0.8693               | 0.6886           | 0.8520    | 0.5964         | 0.7237       | 0.3605                    | 0.7651         | 0.6440          | 0.6515      |
| 0.4596        | 8.11  | 3000 | 0.4796          | 0.6594   | 0.7734        | 0.8594           | 0.9270         | 0.7266              | 0.8638            | 0.4060                         | 0.8821              | 0.8712               | 0.7373           | 0.8547    | 0.6029         | 0.7045       | 0.3383                    | 0.7691         | 0.6565          | 0.6900      |
| 0.484         | 8.16  | 3020 | 0.4801          | 0.6525   | 0.7662        | 0.8567           | 0.9257         | 0.7447              | 0.8453            | 0.3708                         | 0.8911              | 0.8711               | 0.7146           | 0.8497    | 0.6033         | 0.7013       | 0.3143                    | 0.7701         | 0.6602          | 0.6683      |
| 0.7794        | 8.22  | 3040 | 0.5150          | 0.6351   | 0.7574        | 0.8486           | 0.9244         | 0.7055              | 0.8720            | 0.3914                         | 0.8906              | 0.8891               | 0.6284           | 0.8510    | 0.5778         | 0.6924       | 0.3180                    | 0.7697         | 0.6266          | 0.6100      |
| 0.2596        | 8.27  | 3060 | 0.4605          | 0.6728   | 0.8023        | 0.8643           | 0.9296         | 0.7382              | 0.8009            | 0.6057                         | 0.8676              | 0.8704               | 0.8037           | 0.8590    | 0.5863         | 0.7212       | 0.3657                    | 0.7786         | 0.6606          | 0.7384      |
| 0.3451        | 8.32  | 3080 | 0.4801          | 0.6533   | 0.7726        | 0.8542           | 0.9342         | 0.7089              | 0.7939            | 0.5207                         | 0.8905              | 0.8810               | 0.6794           | 0.8569    | 0.5994         | 0.7048       | 0.3568                    | 0.7668         | 0.6417          | 0.6465      |
| 0.178         | 8.38  | 3100 | 0.4871          | 0.6587   | 0.7753        | 0.8571           | 0.9203         | 0.7452              | 0.8595            | 0.4154                         | 0.8878              | 0.8921               | 0.7068           | 0.8551    | 0.5997         | 0.7056       | 0.3496                    | 0.7588         | 0.6677          | 0.6746      |
| 0.243         | 8.43  | 3120 | 0.4930          | 0.6537   | 0.7798        | 0.8525           | 0.9151         | 0.7488              | 0.8526            | 0.4782                         | 0.8822              | 0.8962               | 0.6852           | 0.8542    | 0.5954         | 0.7098       | 0.3756                    | 0.7604         | 0.6362          | 0.6441      |
| 1.029         | 8.49  | 3140 | 0.5020          | 0.6621   | 0.7809        | 0.8629           | 0.9217         | 0.7246              | 0.8719            | 0.4224                         | 0.8814              | 0.8691               | 0.7751           | 0.8575    | 0.5908         | 0.7086       | 0.3256                    | 0.7820         | 0.6544          | 0.7156      |
| 0.3411        | 8.54  | 3160 | 0.4718          | 0.6769   | 0.7942        | 0.8701           | 0.9232         | 0.7410              | 0.8480            | 0.4596                         | 0.8799              | 0.8743               | 0.8331           | 0.8581    | 0.5859         | 0.7140       | 0.3461                    | 0.7871         | 0.6862          | 0.7609      |
| 0.8273        | 8.59  | 3180 | 0.4833          | 0.6617   | 0.7717        | 0.8597           | 0.9258         | 0.7331              | 0.8359            | 0.4446                         | 0.9110              | 0.8565               | 0.6951           | 0.8554    | 0.5947         | 0.7329       | 0.3361                    | 0.7660         | 0.6866          | 0.6599      |
| 0.236         | 8.65  | 3200 | 0.5126          | 0.6623   | 0.7861        | 0.8574           | 0.9327         | 0.7244              | 0.8617            | 0.4976                         | 0.8512              | 0.8806               | 0.7546           | 0.8382    | 0.5781         | 0.7337       | 0.3562                    | 0.7735         | 0.6844          | 0.6723      |
| 0.5863        | 8.7   | 3220 | 0.4874          | 0.6583   | 0.7689        | 0.8561           | 0.9247         | 0.6951              | 0.8452            | 0.4707                         | 0.8929              | 0.8181               | 0.7352           | 0.8566    | 0.5788         | 0.7320       | 0.3533                    | 0.7514         | 0.6751          | 0.6611      |
| 0.1407        | 8.76  | 3240 | 0.4821          | 0.6631   | 0.7758        | 0.8596           | 0.9317         | 0.7305              | 0.8524            | 0.4620                         | 0.8953              | 0.8645               | 0.6943           | 0.8595    | 0.6026         | 0.7289       | 0.3493                    | 0.7630         | 0.6822          | 0.6560      |
| 0.37          | 8.81  | 3260 | 0.4610          | 0.6623   | 0.7918        | 0.8576           | 0.9185         | 0.7703              | 0.8591            | 0.5065                         | 0.8738              | 0.8910               | 0.7236           | 0.8539    | 0.5877         | 0.7190       | 0.3750                    | 0.7674         | 0.6530          | 0.6799      |
| 0.2278        | 8.86  | 3280 | 0.4558          | 0.6728   | 0.7912        | 0.8657           | 0.9346         | 0.7719              | 0.8781            | 0.4576                         | 0.8707              | 0.8522               | 0.7732           | 0.8570    | 0.5979         | 0.7154       | 0.3675                    | 0.7793         | 0.6837          | 0.7088      |
| 0.2162        | 8.92  | 3300 | 0.4729          | 0.6761   | 0.7877        | 0.8690           | 0.9323         | 0.7218              | 0.8599            | 0.4369                         | 0.8707              | 0.8607               | 0.8314           | 0.8607    | 0.5898         | 0.7250       | 0.3628                    | 0.7802         | 0.6788          | 0.7358      |
| 0.3056        | 8.97  | 3320 | 0.4642          | 0.6783   | 0.7853        | 0.8703           | 0.9315         | 0.7099              | 0.8458            | 0.4322                         | 0.8781              | 0.8557               | 0.8435           | 0.8623    | 0.5979         | 0.7211       | 0.3677                    | 0.7827         | 0.6799          | 0.7365      |
| 0.2559        | 9.03  | 3340 | 0.4656          | 0.6762   | 0.7912        | 0.8682           | 0.9214         | 0.7495              | 0.8704            | 0.4438                         | 0.8864              | 0.8712               | 0.7955           | 0.8563    | 0.6054         | 0.7191       | 0.3629                    | 0.7876         | 0.6742          | 0.7281      |
| 0.1877        | 9.08  | 3360 | 0.5040          | 0.6560   | 0.7786        | 0.8564           | 0.9296         | 0.7405              | 0.8308            | 0.4822                         | 0.8828              | 0.8864               | 0.6975           | 0.8561    | 0.6038         | 0.7168       | 0.3599                    | 0.7781         | 0.6268          | 0.6508      |
| 0.3642        | 9.14  | 3380 | 0.5220          | 0.6641   | 0.7750        | 0.8623           | 0.9358         | 0.7360              | 0.8271            | 0.4464                         | 0.8909              | 0.8340               | 0.7550           | 0.8398    | 0.5961         | 0.7071       | 0.3322                    | 0.7897         | 0.6824          | 0.7011      |
| 0.3262        | 9.19  | 3400 | 0.4821          | 0.6671   | 0.7852        | 0.8648           | 0.9371         | 0.7365              | 0.8144            | 0.4944                         | 0.8846              | 0.8641               | 0.7654           | 0.8583    | 0.6014         | 0.7045       | 0.3507                    | 0.7926         | 0.6536          | 0.7089      |
| 0.6146        | 9.24  | 3420 | 0.4709          | 0.6722   | 0.7968        | 0.8649           | 0.9332         | 0.7110              | 0.8408            | 0.5184                         | 0.8445              | 0.8999               | 0.8298           | 0.8581    | 0.6040         | 0.6981       | 0.3546                    | 0.7786         | 0.6622          | 0.7497      |
| 0.3797        | 9.3   | 3440 | 0.4913          | 0.6626   | 0.7726        | 0.8619           | 0.9379         | 0.6889              | 0.8627            | 0.4387                         | 0.8827              | 0.8607               | 0.7365           | 0.8575    | 0.5929         | 0.6943       | 0.3417                    | 0.7714         | 0.6731          | 0.7071      |
| 0.1604        | 9.35  | 3460 | 0.4847          | 0.6468   | 0.7515        | 0.8555           | 0.9323         | 0.6980              | 0.8215            | 0.3373                         | 0.8956              | 0.8472               | 0.7284           | 0.8557    | 0.5806         | 0.7177       | 0.2842                    | 0.7554         | 0.6745          | 0.6597      |
| 0.2544        | 9.41  | 3480 | 0.4657          | 0.6703   | 0.7804        | 0.8659           | 0.9461         | 0.7093              | 0.8057            | 0.4421                         | 0.8614              | 0.8804               | 0.8176           | 0.8528    | 0.6011         | 0.7015       | 0.3266                    | 0.7768         | 0.6791          | 0.7540      |
| 0.3071        | 9.46  | 3500 | 0.4704          | 0.6715   | 0.7864        | 0.8644           | 0.9164         | 0.7579              | 0.8338            | 0.4608                         | 0.8998              | 0.8626               | 0.7732           | 0.8597    | 0.6017         | 0.7251       | 0.3381                    | 0.7671         | 0.6872          | 0.7213      |
| 0.2165        | 9.51  | 3520 | 0.5137          | 0.6596   | 0.7623        | 0.8591           | 0.9293         | 0.7242              | 0.8397            | 0.3607                         | 0.9003              | 0.8622               | 0.7197           | 0.8554    | 0.5980         | 0.7252       | 0.3079                    | 0.7498         | 0.6979          | 0.6829      |
| 0.6251        | 9.57  | 3540 | 0.4720          | 0.6663   | 0.7775        | 0.8639           | 0.9307         | 0.7446              | 0.8561            | 0.4056                         | 0.8906              | 0.8707               | 0.7441           | 0.8662    | 0.6035         | 0.7218       | 0.3113                    | 0.7612         | 0.6928          | 0.7072      |
| 0.2985        | 9.62  | 3560 | 0.4701          | 0.6697   | 0.7857        | 0.8649           | 0.9248         | 0.7738              | 0.8546            | 0.4398                         | 0.8962              | 0.8646               | 0.7463           | 0.8656    | 0.6034         | 0.7188       | 0.3235                    | 0.7665         | 0.6982          | 0.7120      |
| 0.7024        | 9.68  | 3580 | 0.5024          | 0.6603   | 0.7762        | 0.8581           | 0.9191         | 0.7492              | 0.8497            | 0.4537                         | 0.8999              | 0.8380               | 0.7236           | 0.8564    | 0.6006         | 0.7120       | 0.3222                    | 0.7594         | 0.6912          | 0.6802      |
| 0.3726        | 9.73  | 3600 | 0.4899          | 0.6757   | 0.7952        | 0.8677           | 0.9149         | 0.7442              | 0.8736            | 0.4567                         | 0.8779              | 0.8792               | 0.8200           | 0.8607    | 0.6072         | 0.7149       | 0.3316                    | 0.7747         | 0.6743          | 0.7670      |
| 0.2052        | 9.78  | 3620 | 0.4647          | 0.6806   | 0.7999        | 0.8690           | 0.9184         | 0.7340              | 0.8675            | 0.5045                         | 0.8741              | 0.8654               | 0.8355           | 0.8622    | 0.6071         | 0.7233       | 0.3590                    | 0.7757         | 0.6720          | 0.7648      |
| 0.2286        | 9.84  | 3640 | 0.4740          | 0.6673   | 0.7868        | 0.8619           | 0.9139         | 0.7225              | 0.8565            | 0.5175                         | 0.8994              | 0.8409               | 0.7567           | 0.8573    | 0.6091         | 0.7216       | 0.3492                    | 0.7780         | 0.6534          | 0.7025      |
| 0.3024        | 9.89  | 3660 | 0.4736          | 0.6755   | 0.7984        | 0.8664           | 0.9152         | 0.7496              | 0.8430            | 0.5112                         | 0.8767              | 0.8611               | 0.8322           | 0.8541    | 0.6059         | 0.7260       | 0.3414                    | 0.7825         | 0.6738          | 0.7447      |
| 0.3105        | 9.95  | 3680 | 0.4792          | 0.6741   | 0.7931        | 0.8653           | 0.9184         | 0.7362              | 0.8284            | 0.5416                         | 0.8915              | 0.8228               | 0.8126           | 0.8528    | 0.6042         | 0.7285       | 0.3435                    | 0.7808         | 0.6681          | 0.7407      |
| 0.2934        | 10.0  | 3700 | 0.5106          | 0.6724   | 0.7975        | 0.8626           | 0.9316         | 0.7395              | 0.8395            | 0.5418                         | 0.8552              | 0.8875               | 0.7875           | 0.8534    | 0.6099         | 0.7257       | 0.3640                    | 0.7731         | 0.6500          | 0.7308      |
| 0.17          | 10.05 | 3720 | 0.5045          | 0.6638   | 0.7726        | 0.8624           | 0.9309         | 0.6885              | 0.8639            | 0.4334                         | 0.8935              | 0.8691               | 0.7291           | 0.8580    | 0.5959         | 0.7067       | 0.3379                    | 0.7705         | 0.6719          | 0.7059      |
| 0.2049        | 10.11 | 3740 | 0.4872          | 0.6727   | 0.7838        | 0.8671           | 0.9338         | 0.7025              | 0.8787            | 0.4221                         | 0.8697              | 0.8904               | 0.7893           | 0.8591    | 0.6043         | 0.7121       | 0.3402                    | 0.7763         | 0.6775          | 0.7397      |
| 0.2194        | 10.16 | 3760 | 0.4610          | 0.6873   | 0.8003        | 0.8724           | 0.9370         | 0.7638              | 0.8305            | 0.4971                         | 0.8751              | 0.8812               | 0.8177           | 0.8588    | 0.6197         | 0.7279       | 0.3760                    | 0.7854         | 0.6812          | 0.7622      |
| 0.7358        | 10.22 | 3780 | 0.4820          | 0.6644   | 0.7788        | 0.8609           | 0.9221         | 0.7534              | 0.8515            | 0.4582                         | 0.9093              | 0.8576               | 0.6993           | 0.8607    | 0.6057         | 0.7157       | 0.3805                    | 0.7758         | 0.6392          | 0.6728      |
| 0.2417        | 10.27 | 3800 | 0.4697          | 0.6745   | 0.7942        | 0.8646           | 0.9354         | 0.7859              | 0.8473            | 0.4847                         | 0.8703              | 0.8791               | 0.7571           | 0.8608    | 0.6269         | 0.7212       | 0.3840                    | 0.7779         | 0.6462          | 0.7043      |
| 0.2213        | 10.32 | 3820 | 0.4694          | 0.6856   | 0.8034        | 0.8722           | 0.9329         | 0.7281              | 0.8479            | 0.5462                         | 0.8725              | 0.8668               | 0.8296           | 0.8598    | 0.6053         | 0.7289       | 0.3593                    | 0.7880         | 0.6926          | 0.7653      |
| 0.2086        | 10.38 | 3840 | 0.4841          | 0.6821   | 0.8020        | 0.8697           | 0.9260         | 0.7283              | 0.8565            | 0.5346                         | 0.8671              | 0.8571               | 0.8447           | 0.8593    | 0.6035         | 0.7259       | 0.3443                    | 0.7779         | 0.6986          | 0.7651      |
| 0.2276        | 10.43 | 3860 | 0.4768          | 0.6778   | 0.7909        | 0.8685           | 0.9253         | 0.7345              | 0.8606            | 0.4627                         | 0.8806              | 0.8534               | 0.8191           | 0.8582    | 0.6018         | 0.7140       | 0.3451                    | 0.7754         | 0.6993          | 0.7512      |
| 0.9307        | 10.49 | 3880 | 0.4355          | 0.6858   | 0.8050        | 0.8737           | 0.9314         | 0.8159              | 0.8513            | 0.4519                         | 0.8732              | 0.8815               | 0.8299           | 0.8701    | 0.6332         | 0.7154       | 0.3481                    | 0.7861         | 0.6798          | 0.7679      |
| 0.1625        | 10.54 | 3900 | 0.4257          | 0.6836   | 0.8019        | 0.8724           | 0.9209         | 0.7324              | 0.8575            | 0.5085                         | 0.8802              | 0.8673               | 0.8468           | 0.8637    | 0.6024         | 0.7254       | 0.3344                    | 0.7843         | 0.6963          | 0.7790      |
| 0.1964        | 10.59 | 3920 | 0.4494          | 0.6834   | 0.7943        | 0.8718           | 0.9317         | 0.7255              | 0.8322            | 0.5191                         | 0.8960              | 0.8549               | 0.8007           | 0.8636    | 0.6005         | 0.7243       | 0.3587                    | 0.7830         | 0.6965          | 0.7569      |
| 0.2189        | 10.65 | 3940 | 0.4543          | 0.6863   | 0.8034        | 0.8722           | 0.9352         | 0.7300              | 0.8170            | 0.5578                         | 0.8756              | 0.8838               | 0.8242           | 0.8629    | 0.6074         | 0.7227       | 0.3691                    | 0.7853         | 0.6912          | 0.7653      |
| 0.1141        | 10.7  | 3960 | 0.4769          | 0.6809   | 0.8033        | 0.8666           | 0.9234         | 0.7449              | 0.8364            | 0.5728                         | 0.8808              | 0.8903               | 0.7746           | 0.8605    | 0.6121         | 0.7226       | 0.3733                    | 0.7706         | 0.6860          | 0.7414      |
| 0.1867        | 10.76 | 3980 | 0.4879          | 0.6746   | 0.7927        | 0.8652           | 0.9234         | 0.7417              | 0.8636            | 0.5258                         | 0.8975              | 0.8616               | 0.7349           | 0.8607    | 0.6069         | 0.7269       | 0.3748                    | 0.7770         | 0.6687          | 0.7071      |
| 0.156         | 10.81 | 4000 | 0.4501          | 0.6887   | 0.8135        | 0.8720           | 0.9286         | 0.7505              | 0.8476            | 0.5828                         | 0.8662              | 0.8978               | 0.8206           | 0.8634    | 0.6066         | 0.7315       | 0.3842                    | 0.7828         | 0.6832          | 0.7689      |
| 0.2032        | 10.86 | 4020 | 0.4532          | 0.6825   | 0.7954        | 0.8695           | 0.9331         | 0.7527              | 0.8311            | 0.5158                         | 0.8869              | 0.8539               | 0.7942           | 0.8568    | 0.6037         | 0.7282       | 0.3794                    | 0.7812         | 0.6931          | 0.7352      |
| 0.4218        | 10.92 | 4040 | 0.4506          | 0.6807   | 0.8026        | 0.8674           | 0.9271         | 0.7361              | 0.8379            | 0.5497                         | 0.8665              | 0.8901               | 0.8106           | 0.8601    | 0.6099         | 0.7350       | 0.3613                    | 0.7727         | 0.6764          | 0.7494      |
| 0.9776        | 10.97 | 4060 | 0.4304          | 0.6862   | 0.8022        | 0.8720           | 0.9257         | 0.7324              | 0.8475            | 0.5307                         | 0.8827              | 0.8755               | 0.8212           | 0.8695    | 0.6107         | 0.7208       | 0.3718                    | 0.7764         | 0.6820          | 0.7719      |
| 0.3795        | 11.03 | 4080 | 0.4585          | 0.6802   | 0.7907        | 0.8698           | 0.9280         | 0.7497              | 0.8484            | 0.4749                         | 0.8958              | 0.8439               | 0.7942           | 0.8633    | 0.6101         | 0.7108       | 0.3685                    | 0.7795         | 0.6884          | 0.7412      |
| 0.2103        | 11.08 | 4100 | 0.4643          | 0.6755   | 0.7950        | 0.8659           | 0.9326         | 0.7790              | 0.8364            | 0.4977                         | 0.8790              | 0.8776               | 0.7630           | 0.8611    | 0.6004         | 0.7123       | 0.3909                    | 0.7768         | 0.6742          | 0.7127      |
| 0.1525        | 11.14 | 4120 | 0.4791          | 0.6700   | 0.7758        | 0.8655           | 0.9361         | 0.7245              | 0.8489            | 0.4356                         | 0.9039              | 0.8582               | 0.7233           | 0.8643    | 0.6066         | 0.7160       | 0.3642                    | 0.7754         | 0.6648          | 0.6983      |
| 0.2646        | 11.19 | 4140 | 0.4628          | 0.6752   | 0.7874        | 0.8666           | 0.9362         | 0.7699              | 0.8380            | 0.4273                         | 0.8745              | 0.8858               | 0.7801           | 0.8661    | 0.6313         | 0.7159       | 0.3599                    | 0.7712         | 0.6584          | 0.7237      |
| 0.1286        | 11.24 | 4160 | 0.4678          | 0.6788   | 0.7937        | 0.8690           | 0.9413         | 0.7485              | 0.8311            | 0.5061                         | 0.8758              | 0.8609               | 0.7923           | 0.8631    | 0.6143         | 0.7101       | 0.3646                    | 0.7824         | 0.6837          | 0.7338      |
| 0.2149        | 11.3  | 4180 | 0.4582          | 0.6848   | 0.7930        | 0.8723           | 0.9235         | 0.7508              | 0.8278            | 0.4643                         | 0.9009              | 0.8672               | 0.8165           | 0.8619    | 0.6145         | 0.7176       | 0.3741                    | 0.7861         | 0.6884          | 0.7513      |
| 0.391         | 11.35 | 4200 | 0.4874          | 0.6623   | 0.7832        | 0.8552           | 0.8999         | 0.7433              | 0.8320            | 0.4728                         | 0.8866              | 0.8795               | 0.7681           | 0.8343    | 0.6119         | 0.7044       | 0.3773                    | 0.7771         | 0.6663          | 0.6645      |
| 0.2664        | 11.41 | 4220 | 0.4799          | 0.6737   | 0.7918        | 0.8657           | 0.9361         | 0.7459              | 0.8739            | 0.4683                         | 0.8651              | 0.8870               | 0.7667           | 0.8652    | 0.6100         | 0.7108       | 0.3730                    | 0.7737         | 0.6701          | 0.7130      |
| 0.23          | 11.46 | 4240 | 0.5239          | 0.6427   | 0.7596        | 0.8533           | 0.9379         | 0.7307              | 0.8518            | 0.4006                         | 0.8979              | 0.8631               | 0.6349           | 0.8571    | 0.5795         | 0.7136       | 0.3386                    | 0.7769         | 0.6293          | 0.6038      |
| 0.4212        | 11.51 | 4260 | 0.5042          | 0.6584   | 0.7805        | 0.8595           | 0.9318         | 0.7593              | 0.8501            | 0.4429                         | 0.8774              | 0.8742               | 0.7275           | 0.8585    | 0.5873         | 0.7148       | 0.3501                    | 0.7763         | 0.6440          | 0.6781      |
| 0.1569        | 11.57 | 4280 | 0.4734          | 0.6687   | 0.7898        | 0.8641           | 0.9320         | 0.7364              | 0.8574            | 0.4970                         | 0.8798              | 0.8902               | 0.7359           | 0.8654    | 0.6042         | 0.7270       | 0.3650                    | 0.7818         | 0.6402          | 0.6971      |
| 0.415         | 11.62 | 4300 | 0.4841          | 0.6853   | 0.8035        | 0.8727           | 0.9391         | 0.7068              | 0.8404            | 0.5198                         | 0.8473              | 0.9012               | 0.8695           | 0.8704    | 0.6043         | 0.7227       | 0.3627                    | 0.7764         | 0.6755          | 0.7854      |
| 0.1442        | 11.68 | 4320 | 0.4612          | 0.6804   | 0.7886        | 0.8708           | 0.9325         | 0.7049              | 0.8381            | 0.5004                         | 0.8908              | 0.8259               | 0.8274           | 0.8673    | 0.6018         | 0.7188       | 0.3546                    | 0.7787         | 0.6943          | 0.7473      |
| 0.6131        | 11.73 | 4340 | 0.4764          | 0.6762   | 0.7874        | 0.8678           | 0.9237         | 0.7302              | 0.8712            | 0.4777                         | 0.8976              | 0.8227               | 0.7886           | 0.8602    | 0.6077         | 0.7075       | 0.3633                    | 0.7802         | 0.6721          | 0.7423      |
| 0.2644        | 11.78 | 4360 | 0.4727          | 0.6810   | 0.7863        | 0.8704           | 0.9290         | 0.7138              | 0.8497            | 0.4646                         | 0.9013              | 0.8668               | 0.7789           | 0.8599    | 0.6109         | 0.7174       | 0.3688                    | 0.7830         | 0.6823          | 0.7446      |
| 0.1389        | 11.84 | 4380 | 0.4478          | 0.6936   | 0.8037        | 0.8768           | 0.9233         | 0.7726              | 0.8539            | 0.4963                         | 0.9057              | 0.8561               | 0.8179           | 0.8684    | 0.6107         | 0.7246       | 0.3808                    | 0.7868         | 0.7003          | 0.7834      |
| 0.3118        | 11.89 | 4400 | 0.4622          | 0.6890   | 0.7946        | 0.8748           | 0.9368         | 0.7639              | 0.8483            | 0.4676                         | 0.8987              | 0.8491               | 0.7978           | 0.8630    | 0.6080         | 0.7214       | 0.3747                    | 0.7854         | 0.7028          | 0.7678      |
| 0.211         | 11.95 | 4420 | 0.4530          | 0.6892   | 0.7998        | 0.8754           | 0.9340         | 0.7400              | 0.8642            | 0.4720                         | 0.8800              | 0.8840               | 0.8246           | 0.8656    | 0.6095         | 0.7220       | 0.3705                    | 0.7883         | 0.6950          | 0.7731      |
| 0.159         | 12.0  | 4440 | 0.4421          | 0.6961   | 0.8126        | 0.8792           | 0.9365         | 0.7613              | 0.8617            | 0.5111                         | 0.8686              | 0.8909               | 0.8584           | 0.8719    | 0.6089         | 0.7293       | 0.3775                    | 0.7927         | 0.6937          | 0.7990      |
| 0.2645        | 12.05 | 4460 | 0.4589          | 0.6868   | 0.7959        | 0.8729           | 0.9241         | 0.7235              | 0.8493            | 0.5106                         | 0.9019              | 0.8541               | 0.8078           | 0.8631    | 0.6067         | 0.7293       | 0.3668                    | 0.7830         | 0.6986          | 0.7603      |
| 0.308         | 12.11 | 4480 | 0.4609          | 0.6805   | 0.7919        | 0.8707           | 0.9318         | 0.7451              | 0.8502            | 0.4928                         | 0.8941              | 0.8293               | 0.8004           | 0.8643    | 0.6031         | 0.7177       | 0.3576                    | 0.7807         | 0.6866          | 0.7532      |
| 0.3428        | 12.16 | 4500 | 0.5009          | 0.6721   | 0.7860        | 0.8648           | 0.9384         | 0.7179              | 0.8500            | 0.4778                         | 0.8671              | 0.8675               | 0.7830           | 0.8563    | 0.5979         | 0.7078       | 0.3514                    | 0.7686         | 0.6875          | 0.7352      |
| 0.2222        | 12.22 | 4520 | 0.5077          | 0.6706   | 0.7888        | 0.8635           | 0.9086         | 0.7543              | 0.8630            | 0.4657                         | 0.8999              | 0.8636               | 0.7662           | 0.8554    | 0.6036         | 0.7138       | 0.3434                    | 0.7709         | 0.6835          | 0.7237      |
| 0.7624        | 12.27 | 4540 | 0.5146          | 0.6636   | 0.7830        | 0.8614           | 0.9170         | 0.7356              | 0.8559            | 0.4537                         | 0.8939              | 0.8927               | 0.7323           | 0.8587    | 0.6061         | 0.7155       | 0.3474                    | 0.7789         | 0.6479          | 0.6911      |
| 0.234         | 12.32 | 4560 | 0.4953          | 0.6733   | 0.7934        | 0.8644           | 0.9169         | 0.7379              | 0.8521            | 0.4947                         | 0.8836              | 0.8961               | 0.7725           | 0.8562    | 0.6102         | 0.6993       | 0.3768                    | 0.7790         | 0.6650          | 0.7268      |
| 0.0902        | 12.38 | 4580 | 0.4858          | 0.6805   | 0.7968        | 0.8684           | 0.9131         | 0.7343              | 0.8520            | 0.5021                         | 0.8905              | 0.8703               | 0.8155           | 0.8564    | 0.6145         | 0.7085       | 0.3694                    | 0.7826         | 0.6868          | 0.7454      |
| 0.1475        | 12.43 | 4600 | 0.4919          | 0.6775   | 0.7996        | 0.8667           | 0.9091         | 0.7499              | 0.8677            | 0.4746                         | 0.8735              | 0.8937               | 0.8283           | 0.8557    | 0.6094         | 0.7024       | 0.3657                    | 0.7786         | 0.6830          | 0.7476      |
| 0.1838        | 12.49 | 4620 | 0.4916          | 0.6786   | 0.7900        | 0.8685           | 0.9439         | 0.7235              | 0.8574            | 0.4797                         | 0.8712              | 0.8881               | 0.7663           | 0.8584    | 0.6118         | 0.7189       | 0.3626                    | 0.7792         | 0.6884          | 0.7310      |
| 0.3815        | 12.54 | 4640 | 0.4743          | 0.6829   | 0.7966        | 0.8713           | 0.9358         | 0.7237              | 0.8443            | 0.5101                         | 0.8781              | 0.8796               | 0.8048           | 0.8658    | 0.6014         | 0.7324       | 0.3550                    | 0.7785         | 0.6962          | 0.7510      |
| 0.2289        | 12.59 | 4660 | 0.4548          | 0.6839   | 0.7963        | 0.8710           | 0.9294         | 0.7121              | 0.8461            | 0.5114                         | 0.8819              | 0.8822               | 0.8111           | 0.8615    | 0.6040         | 0.7366       | 0.3538                    | 0.7786         | 0.7040          | 0.7491      |
| 0.4497        | 12.65 | 4680 | 0.4628          | 0.6839   | 0.7952        | 0.8713           | 0.9355         | 0.7250              | 0.8585            | 0.4895                         | 0.8817              | 0.8994               | 0.7772           | 0.8641    | 0.6105         | 0.7214       | 0.3653                    | 0.7779         | 0.6992          | 0.7492      |
| 0.2843        | 12.7  | 4700 | 0.4697          | 0.6840   | 0.7956        | 0.8714           | 0.9301         | 0.7067              | 0.8492            | 0.4976                         | 0.8780              | 0.8881               | 0.8194           | 0.8623    | 0.6027         | 0.7360       | 0.3639                    | 0.7799         | 0.6941          | 0.7489      |
| 0.302         | 12.76 | 4720 | 0.4994          | 0.6653   | 0.7847        | 0.8596           | 0.9190         | 0.7397              | 0.8459            | 0.4966                         | 0.8971              | 0.8918               | 0.7027           | 0.8543    | 0.5977         | 0.7300       | 0.3753                    | 0.7724         | 0.6663          | 0.6612      |
| 0.1513        | 12.81 | 4740 | 0.4992          | 0.6660   | 0.7891        | 0.8609           | 0.9310         | 0.7379              | 0.8545            | 0.5311                         | 0.8829              | 0.8763               | 0.7100           | 0.8619    | 0.5988         | 0.7179       | 0.3768                    | 0.7744         | 0.6645          | 0.6680      |
| 0.1849        | 12.86 | 4760 | 0.5231          | 0.6651   | 0.7820        | 0.8621           | 0.9328         | 0.7234              | 0.8556            | 0.4869                         | 0.8908              | 0.8755               | 0.7091           | 0.8612    | 0.5983         | 0.7192       | 0.3612                    | 0.7778         | 0.6646          | 0.6731      |
| 0.2365        | 12.92 | 4780 | 0.5766          | 0.6581   | 0.7829        | 0.8570           | 0.9295         | 0.7514              | 0.8421            | 0.5104                         | 0.8890              | 0.8868               | 0.6708           | 0.8596    | 0.5882         | 0.7237       | 0.3777                    | 0.7719         | 0.6459          | 0.6399      |
| 0.1911        | 12.97 | 4800 | 0.4854          | 0.6782   | 0.7898        | 0.8674           | 0.9268         | 0.7250              | 0.8526            | 0.4841                         | 0.8880              | 0.8721               | 0.7800           | 0.8648    | 0.6095         | 0.7272       | 0.3711                    | 0.7719         | 0.6907          | 0.7126      |
| 0.1832        | 13.03 | 4820 | 0.4758          | 0.6784   | 0.7913        | 0.8684           | 0.9369         | 0.7309              | 0.8778            | 0.4727                         | 0.8751              | 0.8764               | 0.7695           | 0.8631    | 0.6097         | 0.7211       | 0.3716                    | 0.7776         | 0.6827          | 0.7226      |
| 0.2468        | 13.08 | 4840 | 0.5350          | 0.6605   | 0.7856        | 0.8591           | 0.9218         | 0.7489              | 0.8800            | 0.4486                         | 0.8742              | 0.9100               | 0.7154           | 0.8592    | 0.5945         | 0.7023       | 0.3667                    | 0.7735         | 0.6474          | 0.6801      |
| 0.2561        | 13.14 | 4860 | 0.5189          | 0.6562   | 0.7792        | 0.8577           | 0.9241         | 0.7412              | 0.8859            | 0.4384                         | 0.8796              | 0.8794               | 0.7055           | 0.8557    | 0.5842         | 0.6963       | 0.3579                    | 0.7734         | 0.6548          | 0.6709      |
| 0.1709        | 13.19 | 4880 | 0.5022          | 0.6622   | 0.7780        | 0.8604           | 0.9293         | 0.7275              | 0.8568            | 0.4674                         | 0.8960              | 0.8727               | 0.6965           | 0.8569    | 0.5883         | 0.7132       | 0.3747                    | 0.7767         | 0.6616          | 0.6637      |
| 0.3981        | 13.24 | 4900 | 0.5008          | 0.6749   | 0.7942        | 0.8647           | 0.9228         | 0.7505              | 0.8626            | 0.4826                         | 0.8754              | 0.8968               | 0.7684           | 0.8625    | 0.6148         | 0.7325       | 0.3783                    | 0.7729         | 0.6677          | 0.6959      |
| 0.1245        | 13.3  | 4920 | 0.4749          | 0.6921   | 0.8090        | 0.8742           | 0.9355         | 0.7635              | 0.8638            | 0.5127                         | 0.8614              | 0.8889               | 0.8370           | 0.8686    | 0.6282         | 0.7341       | 0.3908                    | 0.7819         | 0.6706          | 0.7706      |
| 0.3112        | 13.35 | 4940 | 0.5104          | 0.6689   | 0.7953        | 0.8617           | 0.9164         | 0.7723              | 0.8737            | 0.5058                         | 0.8841              | 0.8805               | 0.7345           | 0.8573    | 0.5902         | 0.7306       | 0.3881                    | 0.7777         | 0.6673          | 0.6712      |
| 0.4289        | 13.41 | 4960 | 0.5219          | 0.6649   | 0.7876        | 0.8594           | 0.9094         | 0.7240              | 0.8878            | 0.4985                         | 0.8909              | 0.8749               | 0.7277           | 0.8528    | 0.5980         | 0.7172       | 0.3781                    | 0.7776         | 0.6656          | 0.6647      |
| 0.2058        | 13.46 | 4980 | 0.5227          | 0.6759   | 0.7930        | 0.8669           | 0.9435         | 0.7176              | 0.8552            | 0.5027                         | 0.8605              | 0.9027               | 0.7687           | 0.8578    | 0.6024         | 0.7330       | 0.3706                    | 0.7828         | 0.6722          | 0.7125      |
| 0.5839        | 13.51 | 5000 | 0.5075          | 0.6682   | 0.7884        | 0.8627           | 0.9513         | 0.7326              | 0.8487            | 0.5318                         | 0.8632              | 0.8632               | 0.7278           | 0.8558    | 0.6033         | 0.7273       | 0.3575                    | 0.7817         | 0.6749          | 0.6768      |
| 0.1233        | 13.57 | 5020 | 0.5305          | 0.6624   | 0.7835        | 0.8596           | 0.9296         | 0.7342              | 0.8590            | 0.5038                         | 0.8875              | 0.8703               | 0.6999           | 0.8539    | 0.6089         | 0.7281       | 0.3595                    | 0.7853         | 0.6540          | 0.6474      |
| 0.2409        | 13.62 | 5040 | 0.5526          | 0.6643   | 0.7865        | 0.8590           | 0.9143         | 0.7376              | 0.8545            | 0.5088                         | 0.8909              | 0.8622               | 0.7369           | 0.8535    | 0.6143         | 0.7219       | 0.3644                    | 0.7786         | 0.6514          | 0.6662      |
| 0.4213        | 13.68 | 5060 | 0.5389          | 0.6670   | 0.7850        | 0.8606           | 0.9288         | 0.7144              | 0.8416            | 0.5393                         | 0.8892              | 0.8555               | 0.7265           | 0.8568    | 0.6081         | 0.7361       | 0.3728                    | 0.7778         | 0.6542          | 0.6633      |
| 0.2416        | 13.73 | 5080 | 0.5370          | 0.6679   | 0.7892        | 0.8606           | 0.9207         | 0.7313              | 0.8550            | 0.5162                         | 0.8822              | 0.8779               | 0.7415           | 0.8588    | 0.6102         | 0.7342       | 0.3676                    | 0.7715         | 0.6579          | 0.6750      |
| 0.6472        | 13.78 | 5100 | 0.5285          | 0.6685   | 0.7919        | 0.8606           | 0.9298         | 0.7272              | 0.8624            | 0.5235                         | 0.8621              | 0.8868               | 0.7515           | 0.8615    | 0.6080         | 0.7289       | 0.3784                    | 0.7678         | 0.6530          | 0.6816      |
| 0.7657        | 13.84 | 5120 | 0.5148          | 0.6697   | 0.7884        | 0.8636           | 0.9334         | 0.7171              | 0.8642            | 0.4935                         | 0.8686              | 0.8795               | 0.7629           | 0.8658    | 0.6050         | 0.7241       | 0.3698                    | 0.7743         | 0.6591          | 0.6896      |
| 0.2385        | 13.89 | 5140 | 0.4964          | 0.6713   | 0.7887        | 0.8643           | 0.9251         | 0.7185              | 0.8649            | 0.5156                         | 0.8924              | 0.8646               | 0.7397           | 0.8605    | 0.6091         | 0.7209       | 0.3661                    | 0.7801         | 0.6690          | 0.6938      |
| 0.1648        | 13.95 | 5160 | 0.5069          | 0.6773   | 0.7953        | 0.8655           | 0.9185         | 0.7397              | 0.8457            | 0.5376                         | 0.8966              | 0.8707               | 0.7582           | 0.8591    | 0.6131         | 0.7420       | 0.3609                    | 0.7750         | 0.6888          | 0.7021      |
| 0.2672        | 14.0  | 5180 | 0.5107          | 0.6794   | 0.7943        | 0.8662           | 0.9331         | 0.7316              | 0.8427            | 0.5352                         | 0.8796              | 0.8693               | 0.7685           | 0.8589    | 0.6089         | 0.7265       | 0.3813                    | 0.7705         | 0.6964          | 0.7134      |
| 0.0874        | 14.05 | 5200 | 0.5256          | 0.6709   | 0.7988        | 0.8605           | 0.9250         | 0.7574              | 0.8671            | 0.5427                         | 0.8636              | 0.9008               | 0.7353           | 0.8593    | 0.6160         | 0.7214       | 0.3903                    | 0.7671         | 0.6500          | 0.6922      |
| 1.8131        | 14.11 | 5220 | 0.5220          | 0.6748   | 0.8032        | 0.8621           | 0.9015         | 0.7559              | 0.8876            | 0.5350                         | 0.8759              | 0.8773               | 0.7892           | 0.8512    | 0.6119         | 0.7098       | 0.3841                    | 0.7730         | 0.6839          | 0.7094      |
| 0.2457        | 14.16 | 5240 | 0.5254          | 0.6746   | 0.7956        | 0.8648           | 0.9265         | 0.7368              | 0.8868            | 0.5110                         | 0.8754              | 0.8858               | 0.7465           | 0.8595    | 0.6088         | 0.7185       | 0.3877                    | 0.7792         | 0.6681          | 0.7003      |
| 0.2768        | 14.22 | 5260 | 0.4932          | 0.6799   | 0.7958        | 0.8664           | 0.9272         | 0.7368              | 0.8656            | 0.5168                         | 0.8791              | 0.8755               | 0.7698           | 0.8554    | 0.6150         | 0.7237       | 0.3848                    | 0.7768         | 0.6957          | 0.7080      |
| 0.0822        | 14.27 | 5280 | 0.5282          | 0.6783   | 0.7965        | 0.8654           | 0.9291         | 0.7412              | 0.8635            | 0.4991                         | 0.8651              | 0.9011               | 0.7766           | 0.8580    | 0.6140         | 0.7225       | 0.3893                    | 0.7704         | 0.6701          | 0.7235      |
| 0.2053        | 14.32 | 5300 | 0.5090          | 0.6840   | 0.8027        | 0.8685           | 0.9244         | 0.7388              | 0.8672            | 0.5286                         | 0.8694              | 0.8816               | 0.8091           | 0.8569    | 0.6139         | 0.7189       | 0.3871                    | 0.7780         | 0.7011          | 0.7321      |
| 0.3327        | 14.38 | 5320 | 0.5246          | 0.6783   | 0.7848        | 0.8658           | 0.9278         | 0.7153              | 0.8424            | 0.4848                         | 0.8936              | 0.8622               | 0.7675           | 0.8513    | 0.6095         | 0.7220       | 0.3875                    | 0.7770         | 0.7067          | 0.6943      |
| 0.1328        | 14.43 | 5340 | 0.5043          | 0.6856   | 0.8064        | 0.8697           | 0.9265         | 0.7344              | 0.8480            | 0.5526                         | 0.8656              | 0.8967               | 0.8212           | 0.8609    | 0.6168         | 0.7234       | 0.3855                    | 0.7790         | 0.6835          | 0.7499      |
| 0.2624        | 14.49 | 5360 | 0.5109          | 0.6863   | 0.8074        | 0.8714           | 0.9346         | 0.7357              | 0.8667            | 0.5547                         | 0.8627              | 0.8859               | 0.8115           | 0.8641    | 0.6146         | 0.7227       | 0.3810                    | 0.7855         | 0.6935          | 0.7425      |
| 0.2006        | 14.54 | 5380 | 0.4980          | 0.6843   | 0.8061        | 0.8701           | 0.9343         | 0.7429              | 0.8562            | 0.5670                         | 0.8722              | 0.8890               | 0.7808           | 0.8639    | 0.6174         | 0.7142       | 0.3805                    | 0.7846         | 0.6899          | 0.7395      |
| 0.1824        | 14.59 | 5400 | 0.5096          | 0.6786   | 0.7923        | 0.8675           | 0.9338         | 0.7243              | 0.8290            | 0.5202                         | 0.8885              | 0.8992               | 0.7508           | 0.8629    | 0.6143         | 0.7134       | 0.3900                    | 0.7809         | 0.6735          | 0.7152      |
| 0.2048        | 14.65 | 5420 | 0.4913          | 0.6844   | 0.8054        | 0.8700           | 0.9245         | 0.7762              | 0.8460            | 0.5138                         | 0.8725              | 0.8854               | 0.8195           | 0.8598    | 0.6171         | 0.7065       | 0.3925                    | 0.7859         | 0.6857          | 0.7433      |
| 0.4006        | 14.7  | 5440 | 0.5003          | 0.6725   | 0.7905        | 0.8650           | 0.9261         | 0.7556              | 0.8507            | 0.4435                         | 0.8715              | 0.9046               | 0.7814           | 0.8599    | 0.6152         | 0.7038       | 0.3600                    | 0.7750         | 0.6755          | 0.7180      |
| 0.2531        | 14.76 | 5460 | 0.4879          | 0.6764   | 0.7882        | 0.8670           | 0.9288         | 0.7380              | 0.8424            | 0.4583                         | 0.8833              | 0.8819               | 0.7846           | 0.8608    | 0.6130         | 0.7222       | 0.3602                    | 0.7742         | 0.6867          | 0.7180      |
| 0.1882        | 14.81 | 5480 | 0.4832          | 0.6770   | 0.7953        | 0.8671           | 0.9255         | 0.7753              | 0.8370            | 0.4739                         | 0.8833              | 0.8939               | 0.7778           | 0.8623    | 0.6132         | 0.7212       | 0.3605                    | 0.7753         | 0.6790          | 0.7274      |
| 0.2064        | 14.86 | 5500 | 0.4735          | 0.6824   | 0.8012        | 0.8692           | 0.9312         | 0.7581              | 0.8566            | 0.5143                         | 0.8731              | 0.8857               | 0.7898           | 0.8612    | 0.6140         | 0.7186       | 0.3652                    | 0.7761         | 0.6899          | 0.7517      |
| 1.184         | 14.92 | 5520 | 0.4909          | 0.6796   | 0.7967        | 0.8679           | 0.9356         | 0.7664              | 0.8453            | 0.4997                         | 0.8736              | 0.8738               | 0.7825           | 0.8606    | 0.6173         | 0.7067       | 0.3677                    | 0.7751         | 0.6860          | 0.7439      |
| 0.2516        | 14.97 | 5540 | 0.5036          | 0.6669   | 0.7881        | 0.8611           | 0.9364         | 0.7464              | 0.8549            | 0.4775                         | 0.8634              | 0.9092               | 0.7289           | 0.8627    | 0.6088         | 0.7127       | 0.3740                    | 0.7672         | 0.6494          | 0.6938      |
| 0.3358        | 15.03 | 5560 | 0.4775          | 0.6868   | 0.7939        | 0.8723           | 0.9291         | 0.7258              | 0.8612            | 0.4767                         | 0.8926              | 0.8796               | 0.7921           | 0.8661    | 0.6185         | 0.7262       | 0.3699                    | 0.7763         | 0.7008          | 0.7496      |
| 0.2884        | 15.08 | 5580 | 0.4784          | 0.6830   | 0.7981        | 0.8694           | 0.9276         | 0.7285              | 0.8225            | 0.5186                         | 0.8751              | 0.8891               | 0.8251           | 0.8636    | 0.6121         | 0.7219       | 0.3693                    | 0.7725         | 0.6927          | 0.7489      |
| 0.1912        | 15.14 | 5600 | 0.4907          | 0.6810   | 0.7931        | 0.8691           | 0.9235         | 0.7514              | 0.8572            | 0.4865                         | 0.8933              | 0.8373               | 0.8028           | 0.8613    | 0.6123         | 0.7265       | 0.3623                    | 0.7769         | 0.6957          | 0.7319      |
| 0.2123        | 15.19 | 5620 | 0.5058          | 0.6768   | 0.7915        | 0.8675           | 0.9217         | 0.7386              | 0.8624            | 0.4891                         | 0.8955              | 0.8602               | 0.7733           | 0.8646    | 0.6088         | 0.7306       | 0.3748                    | 0.7818         | 0.6757          | 0.7013      |
| 0.1442        | 15.24 | 5640 | 0.4941          | 0.6725   | 0.7917        | 0.8667           | 0.9344         | 0.7281              | 0.8706            | 0.5157                         | 0.8887              | 0.8789               | 0.7258           | 0.8640    | 0.5996         | 0.7236       | 0.3650                    | 0.7883         | 0.6704          | 0.6964      |
| 0.3268        | 15.3  | 5660 | 0.4726          | 0.6900   | 0.8025        | 0.8746           | 0.9392         | 0.7109              | 0.8571            | 0.5436                         | 0.8761              | 0.8729               | 0.8175           | 0.8676    | 0.6071         | 0.7361       | 0.3789                    | 0.7863         | 0.6998          | 0.7541      |
| 0.1346        | 15.35 | 5680 | 0.5099          | 0.6762   | 0.7845        | 0.8682           | 0.9291         | 0.7056              | 0.8440            | 0.4873                         | 0.9038              | 0.8617               | 0.7602           | 0.8671    | 0.5962         | 0.7343       | 0.3867                    | 0.7839         | 0.6724          | 0.6924      |
| 0.1552        | 15.41 | 5700 | 0.5091          | 0.6770   | 0.7896        | 0.8675           | 0.9334         | 0.7179              | 0.8304            | 0.5079                         | 0.8879              | 0.8831               | 0.7669           | 0.8674    | 0.6062         | 0.7304       | 0.3915                    | 0.7816         | 0.6645          | 0.6972      |
| 0.2739        | 15.46 | 5720 | 0.4854          | 0.6818   | 0.7958        | 0.8702           | 0.9308         | 0.7345              | 0.8509            | 0.4874                         | 0.8801              | 0.8946               | 0.7923           | 0.8685    | 0.6125         | 0.7309       | 0.3812                    | 0.7808         | 0.6737          | 0.7253      |
| 0.2156        | 15.51 | 5740 | 0.4731          | 0.6835   | 0.7979        | 0.8710           | 0.9304         | 0.7510              | 0.8526            | 0.4908                         | 0.8846              | 0.8890               | 0.7869           | 0.8675    | 0.6113         | 0.7342       | 0.3863                    | 0.7842         | 0.6799          | 0.7209      |
| 0.2013        | 15.57 | 5760 | 0.4961          | 0.6882   | 0.8011        | 0.8739           | 0.9186         | 0.7628              | 0.8485            | 0.4896                         | 0.8978              | 0.8555               | 0.8349           | 0.8615    | 0.6045         | 0.7156       | 0.3894                    | 0.7920         | 0.6970          | 0.7572      |
| 0.1138        | 15.62 | 5780 | 0.5189          | 0.6675   | 0.7816        | 0.8632           | 0.9371         | 0.7159              | 0.8528            | 0.4915                         | 0.8926              | 0.8796               | 0.7014           | 0.8604    | 0.5961         | 0.7214       | 0.3945                    | 0.7862         | 0.6546          | 0.6596      |
| 0.1717        | 15.68 | 5800 | 0.4771          | 0.6812   | 0.7994        | 0.8688           | 0.9233         | 0.7309              | 0.8893            | 0.5013                         | 0.8751              | 0.8847               | 0.7909           | 0.8645    | 0.6063         | 0.7145       | 0.3889                    | 0.7784         | 0.6887          | 0.7271      |
| 0.145         | 15.73 | 5820 | 0.4821          | 0.6879   | 0.8018        | 0.8723           | 0.9235         | 0.7312              | 0.8697            | 0.4904                         | 0.8754              | 0.8946               | 0.8276           | 0.8645    | 0.6110         | 0.7303       | 0.3846                    | 0.7788         | 0.6943          | 0.7518      |
| 0.1478        | 15.78 | 5840 | 0.4487          | 0.6904   | 0.7995        | 0.8753           | 0.9353         | 0.7295              | 0.8364            | 0.4992                         | 0.8838              | 0.8825               | 0.8296           | 0.8699    | 0.6110         | 0.7228       | 0.3867                    | 0.7867         | 0.7015          | 0.7539      |
| 0.2065        | 15.84 | 5860 | 0.4444          | 0.6956   | 0.7982        | 0.8802           | 0.9518         | 0.7037              | 0.8404            | 0.4966                         | 0.8807              | 0.8763               | 0.8380           | 0.8696    | 0.6083         | 0.7172       | 0.3907                    | 0.8014         | 0.7014          | 0.7805      |
| 0.2238        | 15.89 | 5880 | 0.4495          | 0.6952   | 0.8011        | 0.8789           | 0.9417         | 0.7128              | 0.8180            | 0.5268                         | 0.8907              | 0.8827               | 0.8351           | 0.8681    | 0.6068         | 0.7271       | 0.3977                    | 0.8007         | 0.6982          | 0.7677      |
| 0.4265        | 15.95 | 5900 | 0.4619          | 0.6934   | 0.8080        | 0.8759           | 0.9331         | 0.7314              | 0.8722            | 0.5381                         | 0.8790              | 0.8932               | 0.8093           | 0.8694    | 0.6150         | 0.7354       | 0.3971                    | 0.7908         | 0.6958          | 0.7503      |
| 0.184         | 16.0  | 5920 | 0.4537          | 0.6885   | 0.7972        | 0.8727           | 0.9250         | 0.7163              | 0.8451            | 0.5246                         | 0.9008              | 0.8730               | 0.7955           | 0.8670    | 0.6138         | 0.7320       | 0.3988                    | 0.7847         | 0.6925          | 0.7305      |
| 0.117         | 16.05 | 5940 | 0.4749          | 0.6852   | 0.8001        | 0.8713           | 0.9247         | 0.7221              | 0.8719            | 0.5021                         | 0.8786              | 0.8940               | 0.8075           | 0.8685    | 0.6100         | 0.7328       | 0.3909                    | 0.7809         | 0.6802          | 0.7333      |
| 0.2419        | 16.11 | 5960 | 0.4945          | 0.6816   | 0.7971        | 0.8706           | 0.9351         | 0.7259              | 0.8734            | 0.4895                         | 0.8738              | 0.9049               | 0.7771           | 0.8727    | 0.6139         | 0.7283       | 0.3879                    | 0.7840         | 0.6624          | 0.7220      |
| 0.169         | 16.16 | 5980 | 0.4624          | 0.6953   | 0.8065        | 0.8768           | 0.9330         | 0.7431              | 0.8578            | 0.5194                         | 0.8858              | 0.8966               | 0.8101           | 0.8724    | 0.6145         | 0.7379       | 0.3954                    | 0.7833         | 0.6916          | 0.7721      |
| 0.8402        | 16.22 | 6000 | 0.4915          | 0.6863   | 0.7946        | 0.8717           | 0.9411         | 0.7182              | 0.8662            | 0.5007                         | 0.8852              | 0.9008               | 0.7499           | 0.8645    | 0.6069         | 0.7359       | 0.3976                    | 0.7805         | 0.6958          | 0.7230      |
| 0.1921        | 16.27 | 6020 | 0.4983          | 0.6774   | 0.7943        | 0.8655           | 0.9330         | 0.7389              | 0.8524            | 0.5452                         | 0.8925              | 0.8915               | 0.7067           | 0.8620    | 0.5967         | 0.7429       | 0.4068                    | 0.7745         | 0.6789          | 0.6800      |
| 0.1016        | 16.32 | 6040 | 0.5132          | 0.6827   | 0.7929        | 0.8676           | 0.9337         | 0.7171              | 0.8531            | 0.5350                         | 0.8927              | 0.8880               | 0.7308           | 0.8602    | 0.6087         | 0.7406       | 0.3948                    | 0.7705         | 0.7007          | 0.7033      |
| 0.1321        | 16.38 | 6060 | 0.5703          | 0.6799   | 0.7838        | 0.8673           | 0.9375         | 0.7166              | 0.8419            | 0.5102                         | 0.9107              | 0.8677               | 0.7023           | 0.8563    | 0.6045         | 0.7403       | 0.3986                    | 0.7776         | 0.6987          | 0.6835      |
| 0.2588        | 16.43 | 6080 | 0.5038          | 0.6789   | 0.7921        | 0.8679           | 0.9409         | 0.7241              | 0.8702            | 0.5235                         | 0.8874              | 0.8805               | 0.7180           | 0.8599    | 0.6080         | 0.7334       | 0.3892                    | 0.7838         | 0.6834          | 0.6946      |
| 0.1616        | 16.49 | 6100 | 0.5008          | 0.6786   | 0.7817        | 0.8693           | 0.9425         | 0.7019              | 0.8361            | 0.4896                         | 0.9078              | 0.8767               | 0.7174           | 0.8608    | 0.6008         | 0.7287       | 0.3979                    | 0.7891         | 0.6841          | 0.6890      |
| 0.1174        | 16.54 | 6120 | 0.5136          | 0.6788   | 0.7847        | 0.8676           | 0.9282         | 0.7261              | 0.8527            | 0.4666                         | 0.9034              | 0.8697               | 0.7461           | 0.8618    | 0.6112         | 0.7263       | 0.3941                    | 0.7783         | 0.6869          | 0.6928      |
| 0.8829        | 16.59 | 6140 | 0.5435          | 0.6658   | 0.7803        | 0.8609           | 0.9335         | 0.7219              | 0.8690            | 0.4571                         | 0.8802              | 0.8912               | 0.7093           | 0.8585    | 0.5971         | 0.7269       | 0.3926                    | 0.7756         | 0.6506          | 0.6590      |
| 0.1366        | 16.65 | 6160 | 0.5220          | 0.6651   | 0.7877        | 0.8611           | 0.9316         | 0.7367              | 0.8599            | 0.5083                         | 0.8806              | 0.8891               | 0.7073           | 0.8642    | 0.5871         | 0.7303       | 0.3922                    | 0.7774         | 0.6486          | 0.6558      |
| 0.1399        | 16.7  | 6180 | 0.5332          | 0.6649   | 0.7904        | 0.8606           | 0.9308         | 0.7560              | 0.8570            | 0.5150                         | 0.8799              | 0.8936               | 0.7005           | 0.8631    | 0.5878         | 0.7308       | 0.3925                    | 0.7783         | 0.6487          | 0.6527      |
| 0.266         | 16.76 | 6200 | 0.5124          | 0.6742   | 0.7956        | 0.8654           | 0.9316         | 0.7323              | 0.8586            | 0.5206                         | 0.8727              | 0.9015               | 0.7522           | 0.8684    | 0.6032         | 0.7330       | 0.3861                    | 0.7765         | 0.6560          | 0.6963      |
| 0.2649        | 16.81 | 6220 | 0.5171          | 0.6725   | 0.7852        | 0.8663           | 0.9347         | 0.7277              | 0.8480            | 0.4835                         | 0.8970              | 0.8849               | 0.7209           | 0.8695    | 0.6000         | 0.7310       | 0.3904                    | 0.7823         | 0.6594          | 0.6751      |
| 2.2747        | 16.86 | 6240 | 0.5286          | 0.6687   | 0.7812        | 0.8665           | 0.9317         | 0.7407              | 0.8781            | 0.4345                         | 0.9044              | 0.8685               | 0.7106           | 0.8681    | 0.5999         | 0.7045       | 0.3671                    | 0.7879         | 0.6804          | 0.6732      |
| 0.1122        | 16.92 | 6260 | 0.4876          | 0.6884   | 0.8043        | 0.8722           | 0.9329         | 0.7668              | 0.8413            | 0.5248                         | 0.8815              | 0.8900               | 0.7927           | 0.8648    | 0.6196         | 0.7319       | 0.3912                    | 0.7845         | 0.6951          | 0.7317      |
| 0.2894        | 16.97 | 6280 | 0.5100          | 0.6860   | 0.7993        | 0.8707           | 0.9320         | 0.7503              | 0.8545            | 0.5291                         | 0.8886              | 0.8604               | 0.7802           | 0.8606    | 0.6155         | 0.7410       | 0.3827                    | 0.7826         | 0.6966          | 0.7231      |
| 0.1169        | 17.03 | 6300 | 0.5046          | 0.6815   | 0.8032        | 0.8676           | 0.9283         | 0.7455              | 0.8495            | 0.5613                         | 0.8758              | 0.8846               | 0.7773           | 0.8608    | 0.6071         | 0.7506       | 0.3785                    | 0.7773         | 0.6805          | 0.7160      |
| 0.2227        | 17.08 | 6320 | 0.5002          | 0.6814   | 0.8028        | 0.8680           | 0.9301         | 0.7329              | 0.8725            | 0.5459                         | 0.8674              | 0.8878               | 0.7832           | 0.8623    | 0.6103         | 0.7470       | 0.3782                    | 0.7787         | 0.6770          | 0.7161      |
| 0.1101        | 17.14 | 6340 | 0.4999          | 0.6758   | 0.7907        | 0.8667           | 0.9315         | 0.7144              | 0.8719            | 0.5299                         | 0.8909              | 0.8479               | 0.7486           | 0.8619    | 0.6019         | 0.7417       | 0.3779                    | 0.7832         | 0.6762          | 0.6879      |
| 0.1437        | 17.19 | 6360 | 0.5290          | 0.6673   | 0.7899        | 0.8631           | 0.9377         | 0.7547              | 0.8732            | 0.5188                         | 0.8884              | 0.8779               | 0.6791           | 0.8575    | 0.5889         | 0.7352       | 0.3865                    | 0.7897         | 0.6619          | 0.6513      |
| 0.7185        | 17.24 | 6380 | 0.5790          | 0.6682   | 0.7805        | 0.8639           | 0.9411         | 0.7334              | 0.8508            | 0.4772                         | 0.8999              | 0.8882               | 0.6731           | 0.8590    | 0.5941         | 0.7330       | 0.3891                    | 0.7858         | 0.6616          | 0.6545      |
| 0.3752        | 17.3  | 6400 | 0.5241          | 0.6768   | 0.7824        | 0.8701           | 0.9385         | 0.7039              | 0.8697            | 0.4734                         | 0.9097              | 0.8628               | 0.7186           | 0.8677    | 0.5918         | 0.7389       | 0.3852                    | 0.7882         | 0.6722          | 0.6938      |
| 0.101         | 17.35 | 6420 | 0.5049          | 0.6820   | 0.7883        | 0.8719           | 0.9314         | 0.7332              | 0.8491            | 0.5022                         | 0.9208              | 0.8349               | 0.7465           | 0.8685    | 0.5986         | 0.7431       | 0.3875                    | 0.7886         | 0.6731          | 0.7144      |
| 0.4648        | 17.41 | 6440 | 0.5267          | 0.6766   | 0.8002        | 0.8671           | 0.9242         | 0.7590              | 0.8573            | 0.5398                         | 0.8887              | 0.8778               | 0.7548           | 0.8669    | 0.5976         | 0.7437       | 0.3816                    | 0.7840         | 0.6692          | 0.6931      |
| 0.5598        | 17.46 | 6460 | 0.5149          | 0.6740   | 0.7945        | 0.8666           | 0.9288         | 0.7208              | 0.8709            | 0.5463                         | 0.8908              | 0.8628               | 0.7414           | 0.8689    | 0.5913         | 0.7395       | 0.3863                    | 0.7849         | 0.6647          | 0.6823      |
| 0.0913        | 17.51 | 6480 | 0.5095          | 0.6764   | 0.7965        | 0.8685           | 0.9310         | 0.7228              | 0.8837            | 0.5317                         | 0.8892              | 0.8834               | 0.7336           | 0.8715    | 0.5949         | 0.7359       | 0.3874                    | 0.7868         | 0.6595          | 0.6988      |
| 0.1733        | 17.57 | 6500 | 0.5256          | 0.6716   | 0.7921        | 0.8653           | 0.9297         | 0.7368              | 0.8625            | 0.5225                         | 0.8949              | 0.8936               | 0.7049           | 0.8687    | 0.6039         | 0.7238       | 0.3840                    | 0.7833         | 0.6579          | 0.6798      |
| 0.7268        | 17.62 | 6520 | 0.4883          | 0.6747   | 0.7932        | 0.8688           | 0.9317         | 0.7246              | 0.8573            | 0.5250                         | 0.8981              | 0.8793               | 0.7362           | 0.8733    | 0.5938         | 0.7345       | 0.3736                    | 0.7891         | 0.6568          | 0.7019      |
| 0.2392        | 17.68 | 6540 | 0.4983          | 0.6666   | 0.7928        | 0.8632           | 0.9244         | 0.7257              | 0.8657            | 0.5250                         | 0.8802              | 0.8837               | 0.7445           | 0.8673    | 0.5872         | 0.7311       | 0.3645                    | 0.7822         | 0.6515          | 0.6821      |
| 0.1811        | 17.73 | 6560 | 0.5077          | 0.6626   | 0.7896        | 0.8596           | 0.9255         | 0.7218              | 0.8771            | 0.5201                         | 0.8716              | 0.8853               | 0.7257           | 0.8601    | 0.5912         | 0.7290       | 0.3689                    | 0.7789         | 0.6489          | 0.6610      |
| 0.2697        | 17.78 | 6580 | 0.5188          | 0.6660   | 0.7872        | 0.8638           | 0.9206         | 0.7355              | 0.8661            | 0.4757                         | 0.8947              | 0.8859               | 0.7322           | 0.8631    | 0.5895         | 0.7234       | 0.3580                    | 0.7850         | 0.6570          | 0.6856      |
| 0.2092        | 17.84 | 6600 | 0.5315          | 0.6624   | 0.7773        | 0.8644           | 0.9377         | 0.7148              | 0.8839            | 0.4149                         | 0.8829              | 0.8823               | 0.7249           | 0.8670    | 0.5864         | 0.7235       | 0.3363                    | 0.7820         | 0.6631          | 0.6784      |
| 0.398         | 17.89 | 6620 | 0.5081          | 0.6737   | 0.7919        | 0.8690           | 0.9337         | 0.7491              | 0.8786            | 0.4616                         | 0.8882              | 0.8941               | 0.7377           | 0.8725    | 0.5942         | 0.7292       | 0.3660                    | 0.7871         | 0.6626          | 0.7044      |
| 0.3194        | 17.95 | 6640 | 0.4716          | 0.6859   | 0.7981        | 0.8741           | 0.9285         | 0.7433              | 0.8710            | 0.4712                         | 0.8930              | 0.8892               | 0.7903           | 0.8727    | 0.6026         | 0.7407       | 0.3823                    | 0.7891         | 0.6850          | 0.7286      |
| 0.2433        | 18.0  | 6660 | 0.4902          | 0.6914   | 0.8036        | 0.8760           | 0.9318         | 0.7383              | 0.8735            | 0.4998                         | 0.8872              | 0.8944               | 0.7999           | 0.8716    | 0.6073         | 0.7360       | 0.3931                    | 0.7898         | 0.6931          | 0.7490      |
| 0.1648        | 18.05 | 6680 | 0.4797          | 0.6898   | 0.7959        | 0.8760           | 0.9243         | 0.7241              | 0.8808            | 0.4618                         | 0.9013              | 0.8655               | 0.8135           | 0.8672    | 0.6111         | 0.7216       | 0.3737                    | 0.7907         | 0.7048          | 0.7595      |
| 0.1684        | 18.11 | 6700 | 0.4691          | 0.6936   | 0.8063        | 0.8770           | 0.9272         | 0.7503              | 0.8499            | 0.5170                         | 0.8959              | 0.8905               | 0.8132           | 0.8714    | 0.6087         | 0.7342       | 0.3881                    | 0.7903         | 0.6978          | 0.7648      |
| 0.4593        | 18.16 | 6720 | 0.4752          | 0.6897   | 0.8013        | 0.8753           | 0.9295         | 0.7261              | 0.8724            | 0.5019                         | 0.8917              | 0.8933               | 0.7941           | 0.8690    | 0.6072         | 0.7277       | 0.3847                    | 0.7899         | 0.6932          | 0.7562      |
| 0.217         | 18.22 | 6740 | 0.4584          | 0.6936   | 0.8007        | 0.8775           | 0.9300         | 0.7042              | 0.8778            | 0.5180                         | 0.8981              | 0.8637               | 0.8132           | 0.8705    | 0.6094         | 0.7351       | 0.3823                    | 0.7914         | 0.7045          | 0.7623      |
| 0.5066        | 18.27 | 6760 | 0.4653          | 0.6879   | 0.7997        | 0.8745           | 0.9274         | 0.7379              | 0.8540            | 0.5139                         | 0.9032              | 0.8761               | 0.7852           | 0.8711    | 0.6087         | 0.7330       | 0.3891                    | 0.7921         | 0.6871          | 0.7341      |
| 0.2053        | 18.32 | 6780 | 0.4726          | 0.6925   | 0.8045        | 0.8777           | 0.9298         | 0.7446              | 0.8693            | 0.4990                         | 0.8920              | 0.8742               | 0.8226           | 0.8739    | 0.6127         | 0.7349       | 0.3867                    | 0.7974         | 0.6933          | 0.7486      |
| 0.4129        | 18.38 | 6800 | 0.4768          | 0.6978   | 0.8085        | 0.8801           | 0.9418         | 0.7218              | 0.8670            | 0.5094                         | 0.8666              | 0.8905               | 0.8623           | 0.8759    | 0.6187         | 0.7339       | 0.3836                    | 0.7929         | 0.6987          | 0.7807      |
| 0.2414        | 18.43 | 6820 | 0.4853          | 0.6974   | 0.8091        | 0.8796           | 0.9323         | 0.7369              | 0.8549            | 0.5041                         | 0.8765              | 0.8935               | 0.8656           | 0.8722    | 0.6181         | 0.7342       | 0.3866                    | 0.7964         | 0.7011          | 0.7734      |
| 0.2057        | 18.49 | 6840 | 0.4845          | 0.6937   | 0.8025        | 0.8768           | 0.9332         | 0.7181              | 0.8599            | 0.5064                         | 0.8842              | 0.8906               | 0.8250           | 0.8675    | 0.6146         | 0.7339       | 0.3905                    | 0.7920         | 0.7020          | 0.7558      |
| 0.5205        | 18.54 | 6860 | 0.4946          | 0.6853   | 0.7987        | 0.8727           | 0.9293         | 0.7190              | 0.8716            | 0.5031                         | 0.8847              | 0.8857               | 0.7974           | 0.8711    | 0.6133         | 0.7321       | 0.3810                    | 0.7872         | 0.6872          | 0.7255      |
| 0.1792        | 18.59 | 6880 | 0.4973          | 0.6730   | 0.7836        | 0.8672           | 0.9357         | 0.7035              | 0.8645            | 0.4709                         | 0.8905              | 0.8777               | 0.7426           | 0.8644    | 0.6014         | 0.7341       | 0.3724                    | 0.7867         | 0.6692          | 0.6831      |
| 0.2469        | 18.65 | 6900 | 0.5070          | 0.6733   | 0.7917        | 0.8661           | 0.9268         | 0.7284              | 0.8730            | 0.5105                         | 0.8932              | 0.8800               | 0.7303           | 0.8654    | 0.5962         | 0.7379       | 0.3813                    | 0.7847         | 0.6711          | 0.6761      |
| 0.121         | 18.7  | 6920 | 0.4979          | 0.6719   | 0.7963        | 0.8649           | 0.9239         | 0.7379              | 0.8748            | 0.5208                         | 0.8795              | 0.8870               | 0.7499           | 0.8681    | 0.5890         | 0.7402       | 0.3822                    | 0.7795         | 0.6672          | 0.6771      |
| 0.1563        | 18.76 | 6940 | 0.4967          | 0.6730   | 0.7933        | 0.8667           | 0.9250         | 0.7491              | 0.8569            | 0.5207                         | 0.9009              | 0.8640               | 0.7368           | 0.8689    | 0.5884         | 0.7399       | 0.3817                    | 0.7866         | 0.6668          | 0.6787      |
| 0.2343        | 18.81 | 6960 | 0.4936          | 0.6793   | 0.7915        | 0.8704           | 0.9295         | 0.7238              | 0.8565            | 0.4964                         | 0.9008              | 0.8730               | 0.7604           | 0.8696    | 0.6038         | 0.7387       | 0.3774                    | 0.7893         | 0.6745          | 0.7017      |
| 0.1376        | 18.86 | 6980 | 0.5142          | 0.6753   | 0.7924        | 0.8683           | 0.9289         | 0.7285              | 0.8713            | 0.5054                         | 0.8976              | 0.8839               | 0.7309           | 0.8687    | 0.5949         | 0.7384       | 0.3835                    | 0.7889         | 0.6630          | 0.6897      |
| 0.2083        | 18.92 | 7000 | 0.5195          | 0.6759   | 0.7958        | 0.8676           | 0.9339         | 0.7296              | 0.8727            | 0.5400                         | 0.8889              | 0.8783               | 0.7272           | 0.8680    | 0.5947         | 0.7409       | 0.3936                    | 0.7878         | 0.6568          | 0.6896      |
| 0.1786        | 18.97 | 7020 | 0.5023          | 0.6787   | 0.7978        | 0.8671           | 0.9339         | 0.7409              | 0.8547            | 0.5385                         | 0.8800              | 0.8896               | 0.7467           | 0.8673    | 0.6178         | 0.7436       | 0.3939                    | 0.7835         | 0.6596          | 0.6852      |
| 0.1673        | 19.03 | 7040 | 0.5260          | 0.6756   | 0.7945        | 0.8652           | 0.9332         | 0.7680              | 0.8618            | 0.5078                         | 0.8845              | 0.8876               | 0.7188           | 0.8675    | 0.6249         | 0.7469       | 0.3920                    | 0.7802         | 0.6528          | 0.6651      |
| 0.2254        | 19.08 | 7060 | 0.5240          | 0.6706   | 0.7900        | 0.8640           | 0.9306         | 0.7045              | 0.8670            | 0.5283                         | 0.8810              | 0.8821               | 0.7363           | 0.8658    | 0.5950         | 0.7366       | 0.3927                    | 0.7820         | 0.6504          | 0.6715      |
| 0.2038        | 19.14 | 7080 | 0.5257          | 0.6761   | 0.7948        | 0.8674           | 0.9280         | 0.7311              | 0.8631            | 0.5331                         | 0.8954              | 0.8774               | 0.7351           | 0.8683    | 0.6026         | 0.7370       | 0.3963                    | 0.7888         | 0.6533          | 0.6862      |
| 0.2925        | 19.19 | 7100 | 0.5166          | 0.6740   | 0.7887        | 0.8663           | 0.9289         | 0.7246              | 0.8511            | 0.5130                         | 0.8975              | 0.8619               | 0.7439           | 0.8687    | 0.6084         | 0.7321       | 0.3892                    | 0.7841         | 0.6540          | 0.6817      |
| 0.1445        | 19.24 | 7120 | 0.4984          | 0.6781   | 0.7947        | 0.8677           | 0.9389         | 0.7432              | 0.8513            | 0.5214                         | 0.8795              | 0.8744               | 0.7545           | 0.8679    | 0.6184         | 0.7336       | 0.3872                    | 0.7840         | 0.6616          | 0.6938      |
| 0.2232        | 19.3  | 7140 | 0.5119          | 0.6790   | 0.7977        | 0.8684           | 0.9381         | 0.7644              | 0.8663            | 0.5223                         | 0.8830              | 0.8705               | 0.7396           | 0.8708    | 0.6217         | 0.7404       | 0.3890                    | 0.7854         | 0.6553          | 0.6901      |
| 0.1221        | 19.35 | 7160 | 0.4848          | 0.6841   | 0.7982        | 0.8704           | 0.9323         | 0.7526              | 0.8690            | 0.4965                         | 0.8847              | 0.8897               | 0.7628           | 0.8701    | 0.6311         | 0.7414       | 0.3924                    | 0.7851         | 0.6636          | 0.7048      |
| 0.1109        | 19.41 | 7180 | 0.5155          | 0.6769   | 0.7898        | 0.8682           | 0.9302         | 0.7215              | 0.8500            | 0.5056                         | 0.9010              | 0.8859               | 0.7346           | 0.8693    | 0.6091         | 0.7354       | 0.3899                    | 0.7869         | 0.6535          | 0.6941      |
| 0.1974        | 19.46 | 7200 | 0.5345          | 0.6743   | 0.7930        | 0.8656           | 0.9272         | 0.7396              | 0.8417            | 0.5285                         | 0.8926              | 0.8780               | 0.7436           | 0.8685    | 0.6057         | 0.7366       | 0.3898                    | 0.7805         | 0.6552          | 0.6839      |
| 0.1654        | 19.51 | 7220 | 0.5000          | 0.6864   | 0.8025        | 0.8726           | 0.9369         | 0.7333              | 0.8370            | 0.5406                         | 0.8763              | 0.8840               | 0.8095           | 0.8691    | 0.6061         | 0.7386       | 0.3891                    | 0.7867         | 0.6779          | 0.7376      |
| 0.1334        | 19.57 | 7240 | 0.5047          | 0.6852   | 0.7975        | 0.8716           | 0.9325         | 0.7230              | 0.8542            | 0.5253                         | 0.8885              | 0.8737               | 0.7851           | 0.8695    | 0.6096         | 0.7357       | 0.3955                    | 0.7839         | 0.6805          | 0.7214      |
| 0.341         | 19.62 | 7260 | 0.5075          | 0.6820   | 0.7910        | 0.8709           | 0.9375         | 0.6995              | 0.8525            | 0.5021                         | 0.8868              | 0.8828               | 0.7761           | 0.8704    | 0.6041         | 0.7345       | 0.3944                    | 0.7840         | 0.6729          | 0.7136      |
| 0.1156        | 19.68 | 7280 | 0.5026          | 0.6868   | 0.7984        | 0.8727           | 0.9301         | 0.7176              | 0.8696            | 0.5196                         | 0.8890              | 0.8691               | 0.7940           | 0.8723    | 0.6087         | 0.7372       | 0.3998                    | 0.7841         | 0.6834          | 0.7222      |
| 0.3066        | 19.73 | 7300 | 0.5020          | 0.6932   | 0.8067        | 0.8752           | 0.9263         | 0.7316              | 0.8810            | 0.5265                         | 0.8803              | 0.8676               | 0.8337           | 0.8716    | 0.6139         | 0.7351       | 0.3987                    | 0.7831         | 0.7003          | 0.7497      |
| 0.1444        | 19.78 | 7320 | 0.5167          | 0.6839   | 0.8013        | 0.8704           | 0.9346         | 0.7326              | 0.8579            | 0.5480                         | 0.8801              | 0.8823               | 0.7738           | 0.8711    | 0.6064         | 0.7351       | 0.3994                    | 0.7808         | 0.6806          | 0.7141      |
| 1.95          | 19.84 | 7340 | 0.5440          | 0.6768   | 0.7930        | 0.8676           | 0.9344         | 0.7220              | 0.8757            | 0.5189                         | 0.8860              | 0.8754               | 0.7389           | 0.8715    | 0.6039         | 0.7322       | 0.3970                    | 0.7814         | 0.6645          | 0.6873      |
| 1.7888        | 19.89 | 7360 | 0.5679          | 0.6691   | 0.7877        | 0.8623           | 0.9381         | 0.7295              | 0.8693            | 0.5271                         | 0.8838              | 0.8738               | 0.6925           | 0.8615    | 0.5999         | 0.7336       | 0.3975                    | 0.7792         | 0.6646          | 0.6472      |
| 0.154         | 19.95 | 7380 | 0.5072          | 0.6861   | 0.8004        | 0.8719           | 0.9345         | 0.7361              | 0.8560            | 0.5171                         | 0.8805              | 0.8948               | 0.7841           | 0.8724    | 0.6143         | 0.7300       | 0.3928                    | 0.7804         | 0.6856          | 0.7269      |
| 0.3593        | 20.0  | 7400 | 0.5257          | 0.6800   | 0.8007        | 0.8677           | 0.9346         | 0.7409              | 0.8535            | 0.5490                         | 0.8740              | 0.8923               | 0.7604           | 0.8705    | 0.6091         | 0.7297       | 0.3919                    | 0.7742         | 0.6760          | 0.7086      |
| 0.1941        | 20.05 | 7420 | 0.5089          | 0.6874   | 0.8040        | 0.8726           | 0.9337         | 0.7357              | 0.8694            | 0.5349                         | 0.8768              | 0.8820               | 0.7956           | 0.8717    | 0.6105         | 0.7294       | 0.3906                    | 0.7813         | 0.6909          | 0.7371      |
| 0.1581        | 20.11 | 7440 | 0.5325          | 0.6737   | 0.7884        | 0.8647           | 0.9332         | 0.7304              | 0.8395            | 0.5166                         | 0.8906              | 0.8767               | 0.7315           | 0.8641    | 0.6095         | 0.7185       | 0.3931                    | 0.7767         | 0.6738          | 0.6802      |
| 0.2148        | 20.16 | 7460 | 0.5160          | 0.6796   | 0.7909        | 0.8679           | 0.9294         | 0.7184              | 0.8309            | 0.5173                         | 0.8956              | 0.8835               | 0.7614           | 0.8691    | 0.6119         | 0.7220       | 0.3967                    | 0.7767         | 0.6781          | 0.7026      |
| 0.1271        | 20.22 | 7480 | 0.5087          | 0.6798   | 0.7889        | 0.8693           | 0.9360         | 0.7072              | 0.8544            | 0.5089                         | 0.8977              | 0.8785               | 0.7394           | 0.8677    | 0.6087         | 0.7257       | 0.3957                    | 0.7841         | 0.6786          | 0.6979      |
| 0.1316        | 20.27 | 7500 | 0.5033          | 0.6880   | 0.7962        | 0.8725           | 0.9331         | 0.7151              | 0.8572            | 0.5077                         | 0.8874              | 0.8805               | 0.7922           | 0.8651    | 0.6153         | 0.7255       | 0.3913                    | 0.7825         | 0.7059          | 0.7299      |
| 0.4032        | 20.32 | 7520 | 0.5064          | 0.6880   | 0.7929        | 0.8731           | 0.9350         | 0.7051              | 0.8463            | 0.4888                         | 0.8889              | 0.8885               | 0.7977           | 0.8632    | 0.6112         | 0.7282       | 0.3911                    | 0.7848         | 0.7061          | 0.7318      |
| 0.207         | 20.38 | 7540 | 0.5199          | 0.6817   | 0.7902        | 0.8691           | 0.9254         | 0.7202              | 0.8681            | 0.4813                         | 0.8979              | 0.8785               | 0.7598           | 0.8629    | 0.6149         | 0.7332       | 0.3876                    | 0.7804         | 0.6941          | 0.6991      |
| 0.1099        | 20.43 | 7560 | 0.5195          | 0.6835   | 0.7912        | 0.8705           | 0.9321         | 0.7222              | 0.8641            | 0.4706                         | 0.8883              | 0.8883               | 0.7731           | 0.8642    | 0.6120         | 0.7367       | 0.3850                    | 0.7806         | 0.6999          | 0.7060      |
| 0.1801        | 20.49 | 7580 | 0.5230          | 0.6800   | 0.7905        | 0.8692           | 0.9367         | 0.7052              | 0.8734            | 0.4894                         | 0.8820              | 0.8902               | 0.7568           | 0.8667    | 0.6076         | 0.7391       | 0.3878                    | 0.7819         | 0.6827          | 0.6942      |
| 0.0809        | 20.54 | 7600 | 0.5215          | 0.6806   | 0.7954        | 0.8674           | 0.9233         | 0.7404              | 0.8733            | 0.5074                         | 0.8911              | 0.8789               | 0.7535           | 0.8619    | 0.6113         | 0.7408       | 0.3907                    | 0.7767         | 0.6894          | 0.6935      |
| 0.0992        | 20.59 | 7620 | 0.5121          | 0.6866   | 0.7953        | 0.8724           | 0.9391         | 0.7167              | 0.8623            | 0.5051                         | 0.8841              | 0.8797               | 0.7797           | 0.8671    | 0.6087         | 0.7405       | 0.3871                    | 0.7826         | 0.7048          | 0.7155      |
| 0.6249        | 20.65 | 7640 | 0.5238          | 0.6816   | 0.7949        | 0.8697           | 0.9376         | 0.7324              | 0.8611            | 0.5039                         | 0.8811              | 0.8871               | 0.7609           | 0.8683    | 0.6124         | 0.7366       | 0.3913                    | 0.7822         | 0.6824          | 0.6982      |
| 1.5679        | 20.7  | 7660 | 0.5109          | 0.6792   | 0.7927        | 0.8688           | 0.9389         | 0.7168              | 0.8616            | 0.5110                         | 0.8824              | 0.8913               | 0.7467           | 0.8705    | 0.6104         | 0.7370       | 0.3943                    | 0.7836         | 0.6706          | 0.6880      |
| 0.1715        | 20.76 | 7680 | 0.5076          | 0.6869   | 0.7986        | 0.8727           | 0.9374         | 0.7230              | 0.8495            | 0.5173                         | 0.8820              | 0.8947               | 0.7863           | 0.8703    | 0.6118         | 0.7321       | 0.3967                    | 0.7855         | 0.6919          | 0.7198      |
| 0.6711        | 20.81 | 7700 | 0.5382          | 0.6744   | 0.7886        | 0.8651           | 0.9281         | 0.7354              | 0.8442            | 0.4929                         | 0.8924              | 0.8941               | 0.7333           | 0.8664    | 0.6076         | 0.7321       | 0.3965                    | 0.7762         | 0.6660          | 0.6759      |
| 0.2482        | 20.86 | 7720 | 0.5224          | 0.6740   | 0.7894        | 0.8654           | 0.9317         | 0.7294              | 0.8639            | 0.4960                         | 0.8866              | 0.8881               | 0.7303           | 0.8655    | 0.6106         | 0.7320       | 0.3921                    | 0.7811         | 0.6632          | 0.6734      |
| 0.2083        | 20.92 | 7740 | 0.5170          | 0.6784   | 0.7959        | 0.8669           | 0.9288         | 0.7479              | 0.8550            | 0.5201                         | 0.8869              | 0.8836               | 0.7491           | 0.8648    | 0.6140         | 0.7363       | 0.3923                    | 0.7809         | 0.6723          | 0.6880      |
| 0.3701        | 20.97 | 7760 | 0.5037          | 0.6839   | 0.7902        | 0.8728           | 0.9381         | 0.7243              | 0.8621            | 0.4892                         | 0.9016              | 0.8499               | 0.7661           | 0.8699    | 0.6120         | 0.7381       | 0.3855                    | 0.7917         | 0.6860          | 0.7041      |
| 0.2443        | 21.03 | 7780 | 0.5069          | 0.6859   | 0.7902        | 0.8746           | 0.9473         | 0.7138              | 0.8655            | 0.4929                         | 0.8942              | 0.8377               | 0.7800           | 0.8687    | 0.6069         | 0.7391       | 0.3792                    | 0.7947         | 0.6943          | 0.7184      |
| 0.2176        | 21.08 | 7800 | 0.5088          | 0.6823   | 0.7950        | 0.8713           | 0.9406         | 0.7203              | 0.8628            | 0.5135                         | 0.8852              | 0.8855               | 0.7568           | 0.8710    | 0.6161         | 0.7394       | 0.3833                    | 0.7903         | 0.6790          | 0.6969      |
| 0.2942        | 21.14 | 7820 | 0.5356          | 0.6779   | 0.7908        | 0.8690           | 0.9404         | 0.7272              | 0.8603            | 0.5145                         | 0.8942              | 0.8714               | 0.7276           | 0.8696    | 0.6142         | 0.7381       | 0.3848                    | 0.7905         | 0.6731          | 0.6749      |
| 0.142         | 21.19 | 7840 | 0.4776          | 0.6901   | 0.7998        | 0.8744           | 0.9381         | 0.7156              | 0.8709            | 0.5212                         | 0.8836              | 0.8771               | 0.7918           | 0.8671    | 0.6170         | 0.7377       | 0.3865                    | 0.7894         | 0.7061          | 0.7271      |
| 0.2145        | 21.24 | 7860 | 0.4926          | 0.6790   | 0.7936        | 0.8690           | 0.9391         | 0.7207              | 0.8682            | 0.5182                         | 0.8860              | 0.8904               | 0.7327           | 0.8709    | 0.6172         | 0.7381       | 0.3890                    | 0.7885         | 0.6703          | 0.6789      |
| 0.0617        | 21.3  | 7880 | 0.5276          | 0.6789   | 0.7894        | 0.8691           | 0.9364         | 0.7242              | 0.8753            | 0.4917                         | 0.8966              | 0.8764               | 0.7251           | 0.8702    | 0.6186         | 0.7359       | 0.3878                    | 0.7861         | 0.6776          | 0.6759      |
| 0.2212        | 21.35 | 7900 | 0.5370          | 0.6763   | 0.7908        | 0.8673           | 0.9365         | 0.7370              | 0.8749            | 0.4863                         | 0.8865              | 0.8933               | 0.7212           | 0.8702    | 0.6181         | 0.7348       | 0.3838                    | 0.7822         | 0.6748          | 0.6700      |
| 0.312         | 21.41 | 7920 | 0.5227          | 0.6796   | 0.7919        | 0.8691           | 0.9405         | 0.7370              | 0.8502            | 0.5056                         | 0.8885              | 0.8779               | 0.7435           | 0.8703    | 0.6153         | 0.7371       | 0.3811                    | 0.7821         | 0.6862          | 0.6850      |
| 0.2125        | 21.46 | 7940 | 0.5185          | 0.6748   | 0.7795        | 0.8672           | 0.9387         | 0.6971              | 0.8642            | 0.4716                         | 0.9002              | 0.8588               | 0.7259           | 0.8667    | 0.6117         | 0.7354       | 0.3788                    | 0.7802         | 0.6743          | 0.6764      |
| 0.1527        | 21.51 | 7960 | 0.5007          | 0.6814   | 0.7908        | 0.8698           | 0.9380         | 0.7251              | 0.8498            | 0.4966                         | 0.8898              | 0.8788               | 0.7575           | 0.8722    | 0.6200         | 0.7344       | 0.3876                    | 0.7794         | 0.6762          | 0.6998      |
| 0.2243        | 21.57 | 7980 | 0.5211          | 0.6778   | 0.7900        | 0.8682           | 0.9412         | 0.7306              | 0.8567            | 0.4932                         | 0.8847              | 0.8883               | 0.7354           | 0.8708    | 0.6193         | 0.7294       | 0.3886                    | 0.7823         | 0.6717          | 0.6825      |
| 0.1433        | 21.62 | 8000 | 0.5342          | 0.6745   | 0.7874        | 0.8667           | 0.9416         | 0.7228              | 0.8484            | 0.5006                         | 0.8879              | 0.8916               | 0.7191           | 0.8695    | 0.6156         | 0.7281       | 0.3869                    | 0.7838         | 0.6677          | 0.6702      |
| 0.1678        | 21.68 | 8020 | 0.4974          | 0.6824   | 0.7918        | 0.8719           | 0.9476         | 0.7247              | 0.8512            | 0.5012                         | 0.8892              | 0.8878               | 0.7411           | 0.8708    | 0.6138         | 0.7301       | 0.3864                    | 0.7900         | 0.6810          | 0.7045      |
| 0.2466        | 21.73 | 8040 | 0.5197          | 0.6810   | 0.7877        | 0.8716           | 0.9422         | 0.7214              | 0.8512            | 0.4944                         | 0.9074              | 0.8750               | 0.7220           | 0.8725    | 0.6105         | 0.7324       | 0.3874                    | 0.7891         | 0.6808          | 0.6946      |
| 0.4098        | 21.78 | 8060 | 0.5223          | 0.6811   | 0.7909        | 0.8715           | 0.9437         | 0.7399              | 0.8536            | 0.5059                         | 0.9040              | 0.8698               | 0.7195           | 0.8730    | 0.6084         | 0.7306       | 0.3888                    | 0.7888         | 0.6824          | 0.6957      |
| 0.094         | 21.84 | 8080 | 0.5396          | 0.6818   | 0.7980        | 0.8712           | 0.9365         | 0.7391              | 0.8514            | 0.5281                         | 0.8945              | 0.9010               | 0.7353           | 0.8777    | 0.6117         | 0.7312       | 0.3915                    | 0.7862         | 0.6676          | 0.7069      |
| 0.2217        | 21.89 | 8100 | 0.5046          | 0.6842   | 0.7971        | 0.8728           | 0.9371         | 0.7306              | 0.8655            | 0.5055                         | 0.8908              | 0.8913               | 0.7590           | 0.8770    | 0.6120         | 0.7310       | 0.3859                    | 0.7862         | 0.6794          | 0.7176      |
| 0.294         | 21.95 | 8120 | 0.5143          | 0.6807   | 0.7934        | 0.8700           | 0.9327         | 0.7232              | 0.8667            | 0.5107                         | 0.8963              | 0.8823               | 0.7418           | 0.8719    | 0.6126         | 0.7328       | 0.3855                    | 0.7832         | 0.6741          | 0.7044      |
| 0.1934        | 22.0  | 8140 | 0.5112          | 0.6770   | 0.7917        | 0.8687           | 0.9369         | 0.7239              | 0.8610            | 0.4937                         | 0.8836              | 0.8916               | 0.7510           | 0.8735    | 0.6097         | 0.7321       | 0.3832                    | 0.7840         | 0.6657          | 0.6909      |
| 0.1342        | 22.05 | 8160 | 0.5057          | 0.6763   | 0.7952        | 0.8675           | 0.9345         | 0.7419              | 0.8468            | 0.5223                         | 0.8844              | 0.8913               | 0.7454           | 0.8721    | 0.6117         | 0.7314       | 0.3840                    | 0.7832         | 0.6631          | 0.6887      |
| 0.1506        | 22.11 | 8180 | 0.5229          | 0.6771   | 0.7903        | 0.8687           | 0.9375         | 0.7146              | 0.8613            | 0.5122                         | 0.8926              | 0.8790               | 0.7349           | 0.8730    | 0.6080         | 0.7313       | 0.3842                    | 0.7842         | 0.6692          | 0.6895      |
| 0.3276        | 22.16 | 8200 | 0.5271          | 0.6768   | 0.7940        | 0.8680           | 0.9344         | 0.7460              | 0.8659            | 0.5031                         | 0.8880              | 0.8864               | 0.7341           | 0.8718    | 0.6101         | 0.7318       | 0.3833                    | 0.7820         | 0.6681          | 0.6903      |
| 0.2339        | 22.22 | 8220 | 0.5234          | 0.6779   | 0.7931        | 0.8686           | 0.9317         | 0.7349              | 0.8636            | 0.5048                         | 0.8935              | 0.8831               | 0.7398           | 0.8725    | 0.6110         | 0.7340       | 0.3818                    | 0.7816         | 0.6730          | 0.6915      |
| 0.2097        | 22.27 | 8240 | 0.5019          | 0.6783   | 0.7936        | 0.8680           | 0.9236         | 0.7483              | 0.8591            | 0.5027                         | 0.8999              | 0.8705               | 0.7510           | 0.8677    | 0.6109         | 0.7357       | 0.3831                    | 0.7817         | 0.6783          | 0.6906      |
| 0.1459        | 22.32 | 8260 | 0.5357          | 0.6805   | 0.7948        | 0.8711           | 0.9403         | 0.7397              | 0.8561            | 0.5113                         | 0.8944              | 0.8894               | 0.7325           | 0.8777    | 0.6121         | 0.7327       | 0.3846                    | 0.7865         | 0.6702          | 0.7000      |
| 0.7437        | 22.38 | 8280 | 0.5471          | 0.6814   | 0.7941        | 0.8718           | 0.9367         | 0.7416              | 0.8692            | 0.4944                         | 0.9013              | 0.8907               | 0.7248           | 0.8779    | 0.6129         | 0.7334       | 0.3860                    | 0.7874         | 0.6713          | 0.7008      |
| 0.1763        | 22.43 | 8300 | 0.5147          | 0.6815   | 0.7935        | 0.8709           | 0.9348         | 0.7316              | 0.8594            | 0.5087                         | 0.9002              | 0.8828               | 0.7369           | 0.8726    | 0.6142         | 0.7353       | 0.3853                    | 0.7866         | 0.6766          | 0.6999      |
| 0.1461        | 22.49 | 8320 | 0.5001          | 0.6816   | 0.7929        | 0.8718           | 0.9381         | 0.7340              | 0.8738            | 0.4993                         | 0.8986              | 0.8619               | 0.7444           | 0.8733    | 0.6119         | 0.7342       | 0.3798                    | 0.7890         | 0.6794          | 0.7040      |
| 0.1624        | 22.54 | 8340 | 0.5144          | 0.6805   | 0.7950        | 0.8703           | 0.9305         | 0.7476              | 0.8503            | 0.5124                         | 0.9036              | 0.8828               | 0.7379           | 0.8729    | 0.6147         | 0.7343       | 0.3833                    | 0.7871         | 0.6743          | 0.6972      |
| 0.1166        | 22.59 | 8360 | 0.4920          | 0.6822   | 0.7980        | 0.8715           | 0.9370         | 0.7486              | 0.8534            | 0.5222                         | 0.8937              | 0.8821               | 0.7487           | 0.8741    | 0.6120         | 0.7346       | 0.3826                    | 0.7889         | 0.6788          | 0.7043      |
| 0.2406        | 22.65 | 8380 | 0.5113          | 0.6810   | 0.7951        | 0.8713           | 0.9419         | 0.7427              | 0.8513            | 0.5138                         | 0.8940              | 0.8895               | 0.7328           | 0.8756    | 0.6114         | 0.7331       | 0.3815                    | 0.7875         | 0.6739          | 0.7037      |
| 0.2164        | 22.7  | 8400 | 0.5197          | 0.6801   | 0.7932        | 0.8714           | 0.9479         | 0.7313              | 0.8516            | 0.5113                         | 0.8880              | 0.8874               | 0.7349           | 0.8754    | 0.6080         | 0.7325       | 0.3817                    | 0.7887         | 0.6717          | 0.7027      |
| 0.0711        | 22.76 | 8420 | 0.5145          | 0.6792   | 0.7937        | 0.8700           | 0.9376         | 0.7308              | 0.8514            | 0.5097                         | 0.8923              | 0.8977               | 0.7365           | 0.8730    | 0.6087         | 0.7326       | 0.3827                    | 0.7858         | 0.6700          | 0.7018      |
| 1.7284        | 22.81 | 8440 | 0.5197          | 0.6780   | 0.7927        | 0.8701           | 0.9451         | 0.7356              | 0.8626            | 0.5069                         | 0.8860              | 0.8777               | 0.7351           | 0.8738    | 0.6066         | 0.7315       | 0.3805                    | 0.7879         | 0.6726          | 0.6928      |
| 0.0839        | 22.86 | 8460 | 0.5006          | 0.6780   | 0.7944        | 0.8689           | 0.9356         | 0.7455              | 0.8606            | 0.5022                         | 0.8865              | 0.8807               | 0.7495           | 0.8699    | 0.6097         | 0.7310       | 0.3795                    | 0.7857         | 0.6784          | 0.6916      |
| 0.4294        | 22.92 | 8480 | 0.4983          | 0.6785   | 0.7904        | 0.8700           | 0.9367         | 0.7301              | 0.8637            | 0.4983                         | 0.8979              | 0.8649               | 0.7412           | 0.8708    | 0.6093         | 0.7308       | 0.3800                    | 0.7884         | 0.6763          | 0.6938      |
| 0.3384        | 22.97 | 8500 | 0.5029          | 0.6773   | 0.7943        | 0.8686           | 0.9358         | 0.7419              | 0.8512            | 0.5113                         | 0.8883              | 0.8888               | 0.7425           | 0.8709    | 0.6106         | 0.7324       | 0.3817                    | 0.7865         | 0.6680          | 0.6914      |
| 1.8569        | 23.03 | 8520 | 0.5310          | 0.6761   | 0.7908        | 0.8679           | 0.9350         | 0.7399              | 0.8547            | 0.5020                         | 0.8947              | 0.8770               | 0.7324           | 0.8696    | 0.6102         | 0.7327       | 0.3823                    | 0.7853         | 0.6695          | 0.6833      |
| 0.6043        | 23.08 | 8540 | 0.5251          | 0.6743   | 0.7893        | 0.8664           | 0.9281         | 0.7420              | 0.8484            | 0.4935                         | 0.8980              | 0.8791               | 0.7363           | 0.8669    | 0.6085         | 0.7338       | 0.3828                    | 0.7840         | 0.6679          | 0.6761      |
| 0.2202        | 23.14 | 8560 | 0.5358          | 0.6746   | 0.7881        | 0.8665           | 0.9273         | 0.7239              | 0.8534            | 0.5002                         | 0.9014              | 0.8795               | 0.7308           | 0.8674    | 0.6093         | 0.7336       | 0.3859                    | 0.7844         | 0.6669          | 0.6743      |
| 0.1846        | 23.19 | 8580 | 0.5119          | 0.6752   | 0.7932        | 0.8665           | 0.9309         | 0.7311              | 0.8660            | 0.5129                         | 0.8839              | 0.8793               | 0.7479           | 0.8671    | 0.6080         | 0.7341       | 0.3809                    | 0.7821         | 0.6722          | 0.6823      |
| 0.1721        | 23.24 | 8600 | 0.5122          | 0.6763   | 0.7928        | 0.8674           | 0.9292         | 0.7419              | 0.8553            | 0.5101                         | 0.8954              | 0.8783               | 0.7395           | 0.8679    | 0.6091         | 0.7343       | 0.3823                    | 0.7846         | 0.6710          | 0.6846      |
| 0.2801        | 23.3  | 8620 | 0.5276          | 0.6734   | 0.7828        | 0.8671           | 0.9348         | 0.7094              | 0.8500            | 0.4708                         | 0.8972              | 0.8815               | 0.7357           | 0.8663    | 0.6035         | 0.7325       | 0.3789                    | 0.7856         | 0.6680          | 0.6790      |
| 0.1638        | 23.35 | 8640 | 0.5123          | 0.6732   | 0.7905        | 0.8659           | 0.9308         | 0.7345              | 0.8750            | 0.4869                         | 0.8823              | 0.8773               | 0.7469           | 0.8665    | 0.6065         | 0.7315       | 0.3782                    | 0.7822         | 0.6698          | 0.6777      |
| 1.9128        | 23.41 | 8660 | 0.5345          | 0.6739   | 0.7923        | 0.8662           | 0.9331         | 0.7188              | 0.8765            | 0.5143                         | 0.8812              | 0.8869               | 0.7355           | 0.8676    | 0.6062         | 0.7314       | 0.3830                    | 0.7832         | 0.6650          | 0.6811      |
| 1.0489        | 23.46 | 8680 | 0.5446          | 0.6751   | 0.7933        | 0.8667           | 0.9340         | 0.7323              | 0.8690            | 0.5165                         | 0.8845              | 0.8831               | 0.7335           | 0.8679    | 0.6081         | 0.7333       | 0.3835                    | 0.7829         | 0.6659          | 0.6840      |
| 0.2933        | 23.51 | 8700 | 0.5513          | 0.6768   | 0.7860        | 0.8688           | 0.9337         | 0.7175              | 0.8653            | 0.4820                         | 0.9029              | 0.8707               | 0.7301           | 0.8684    | 0.6077         | 0.7338       | 0.3842                    | 0.7862         | 0.6687          | 0.6883      |
| 0.2841        | 23.57 | 8720 | 0.5662          | 0.6760   | 0.7908        | 0.8673           | 0.9281         | 0.7269              | 0.8629            | 0.5086                         | 0.8984              | 0.8762               | 0.7344           | 0.8683    | 0.6097         | 0.7335       | 0.3868                    | 0.7846         | 0.6679          | 0.6814      |
| 0.3192        | 23.62 | 8740 | 0.5151          | 0.6740   | 0.7950        | 0.8652           | 0.9322         | 0.7345              | 0.8646            | 0.5196                         | 0.8732              | 0.8906               | 0.7504           | 0.8673    | 0.6108         | 0.7345       | 0.3823                    | 0.7796         | 0.6628          | 0.6810      |
| 0.2945        | 23.68 | 8760 | 0.5218          | 0.6741   | 0.7933        | 0.8653           | 0.9237         | 0.7304              | 0.8675            | 0.5127                         | 0.8870              | 0.8842               | 0.7473           | 0.8674    | 0.6110         | 0.7339       | 0.3810                    | 0.7798         | 0.6681          | 0.6775      |
| 0.173         | 23.73 | 8780 | 0.5260          | 0.6744   | 0.7940        | 0.8654           | 0.9224         | 0.7374              | 0.8668            | 0.5129                         | 0.8897              | 0.8845               | 0.7440           | 0.8677    | 0.6105         | 0.7350       | 0.3815                    | 0.7795         | 0.6688          | 0.6777      |
| 0.1498        | 23.78 | 8800 | 0.5042          | 0.6765   | 0.7926        | 0.8667           | 0.9257         | 0.7174              | 0.8679            | 0.5159                         | 0.8885              | 0.8748               | 0.7580           | 0.8681    | 0.6123         | 0.7354       | 0.3806                    | 0.7800         | 0.6742          | 0.6849      |
| 0.0628        | 23.84 | 8820 | 0.5065          | 0.6765   | 0.7942        | 0.8672           | 0.9338         | 0.7344              | 0.8609            | 0.5171                         | 0.8822              | 0.8789               | 0.7521           | 0.8706    | 0.6099         | 0.7347       | 0.3810                    | 0.7800         | 0.6713          | 0.6879      |
| 0.12          | 23.89 | 8840 | 0.5175          | 0.6765   | 0.7917        | 0.8677           | 0.9342         | 0.7372              | 0.8551            | 0.5112                         | 0.8924              | 0.8728               | 0.7390           | 0.8720    | 0.6096         | 0.7340       | 0.3847                    | 0.7809         | 0.6696          | 0.6846      |
| 0.1828        | 23.95 | 8860 | 0.5272          | 0.6766   | 0.7877        | 0.8687           | 0.9318         | 0.7333              | 0.8644            | 0.4636                         | 0.8971              | 0.8824               | 0.7412           | 0.8723    | 0.6122         | 0.7335       | 0.3785                    | 0.7828         | 0.6711          | 0.6858      |
| 0.2761        | 24.0  | 8880 | 0.5269          | 0.6771   | 0.7879        | 0.8688           | 0.9301         | 0.7261              | 0.8656            | 0.4762                         | 0.9007              | 0.8750               | 0.7413           | 0.8722    | 0.6117         | 0.7335       | 0.3798                    | 0.7829         | 0.6717          | 0.6877      |
| 1.1097        | 24.05 | 8900 | 0.5176          | 0.6770   | 0.7889        | 0.8686           | 0.9362         | 0.7309              | 0.8588            | 0.4816                         | 0.8917              | 0.8785               | 0.7443           | 0.8715    | 0.6105         | 0.7336       | 0.3806                    | 0.7824         | 0.6723          | 0.6882      |
| 0.2759        | 24.11 | 8920 | 0.5111          | 0.6767   | 0.7891        | 0.8682           | 0.9339         | 0.7259              | 0.8572            | 0.4883                         | 0.8929              | 0.8823               | 0.7432           | 0.8718    | 0.6111         | 0.7340       | 0.3823                    | 0.7823         | 0.6685          | 0.6867      |
| 0.0643        | 24.16 | 8940 | 0.5087          | 0.6755   | 0.7897        | 0.8675           | 0.9370         | 0.7159              | 0.8666            | 0.4982                         | 0.8844              | 0.8843               | 0.7412           | 0.8713    | 0.6100         | 0.7323       | 0.3821                    | 0.7823         | 0.6660          | 0.6847      |
| 0.1467        | 24.22 | 8960 | 0.5046          | 0.6763   | 0.7950        | 0.8670           | 0.9327         | 0.7317              | 0.8564            | 0.5256                         | 0.8815              | 0.8848               | 0.7527           | 0.8704    | 0.6121         | 0.7336       | 0.3829                    | 0.7815         | 0.6657          | 0.6877      |
| 0.1865        | 24.27 | 8980 | 0.5241          | 0.6766   | 0.7899        | 0.8681           | 0.9364         | 0.7199              | 0.8659            | 0.5070                         | 0.8911              | 0.8708               | 0.7380           | 0.8715    | 0.6113         | 0.7323       | 0.3834                    | 0.7827         | 0.6686          | 0.6866      |
| 0.1842        | 24.32 | 9000 | 0.4979          | 0.6790   | 0.7927        | 0.8690           | 0.9341         | 0.7321              | 0.8550            | 0.5174                         | 0.8934              | 0.8620               | 0.7551           | 0.8709    | 0.6113         | 0.7331       | 0.3830                    | 0.7828         | 0.6750          | 0.6970      |
| 0.0528        | 24.38 | 9020 | 0.5193          | 0.6771   | 0.7908        | 0.8683           | 0.9345         | 0.7213              | 0.8616            | 0.5022                         | 0.8902              | 0.8840               | 0.7419           | 0.8717    | 0.6124         | 0.7323       | 0.3834                    | 0.7829         | 0.6675          | 0.6895      |
| 0.1893        | 24.43 | 9040 | 0.5173          | 0.6782   | 0.7907        | 0.8694           | 0.9399         | 0.7252              | 0.8570            | 0.4868                         | 0.8838              | 0.8877               | 0.7543           | 0.8727    | 0.6125         | 0.7311       | 0.3811                    | 0.7840         | 0.6709          | 0.6950      |
| 0.1759        | 24.49 | 9060 | 0.5155          | 0.6764   | 0.7921        | 0.8674           | 0.9334         | 0.7182              | 0.8567            | 0.5086                         | 0.8845              | 0.8965               | 0.7469           | 0.8720    | 0.6139         | 0.7314       | 0.3844                    | 0.7817         | 0.6627          | 0.6885      |
| 0.1896        | 24.54 | 9080 | 0.5121          | 0.6775   | 0.7925        | 0.8680           | 0.9311         | 0.7251              | 0.8606            | 0.5117                         | 0.8911              | 0.8795               | 0.7487           | 0.8717    | 0.6131         | 0.7323       | 0.3834                    | 0.7820         | 0.6701          | 0.6897      |
| 0.097         | 24.59 | 9100 | 0.5051          | 0.6765   | 0.7968        | 0.8670           | 0.9281         | 0.7450              | 0.8606            | 0.5272                         | 0.8877              | 0.8834               | 0.7455           | 0.8715    | 0.6118         | 0.7327       | 0.3834                    | 0.7810         | 0.6668          | 0.6881      |
| 0.1805        | 24.65 | 9120 | 0.5159          | 0.6772   | 0.7903        | 0.8691           | 0.9392         | 0.7236              | 0.8545            | 0.4952                         | 0.8883              | 0.8882               | 0.7431           | 0.8739    | 0.6115         | 0.7316       | 0.3833                    | 0.7853         | 0.6660          | 0.6889      |
| 0.3628        | 24.7  | 9140 | 0.5198          | 0.6775   | 0.7916        | 0.8694           | 0.9440         | 0.7249              | 0.8512            | 0.5123                         | 0.8869              | 0.8867               | 0.7350           | 0.8752    | 0.6109         | 0.7319       | 0.3835                    | 0.7862         | 0.6653          | 0.6897      |
| 0.3653        | 24.76 | 9160 | 0.5124          | 0.6776   | 0.7880        | 0.8690           | 0.9339         | 0.7247              | 0.8638            | 0.4948                         | 0.9016              | 0.8566               | 0.7407           | 0.8719    | 0.6108         | 0.7320       | 0.3820                    | 0.7838         | 0.6716          | 0.6908      |
| 0.1246        | 24.81 | 9180 | 0.5082          | 0.6775   | 0.7904        | 0.8687           | 0.9335         | 0.7318              | 0.8510            | 0.5031                         | 0.8974              | 0.8716               | 0.7442           | 0.8721    | 0.6109         | 0.7316       | 0.3828                    | 0.7831         | 0.6710          | 0.6913      |
| 0.2485        | 24.86 | 9200 | 0.5061          | 0.6776   | 0.7883        | 0.8692           | 0.9368         | 0.7151              | 0.8535            | 0.4924                         | 0.8944              | 0.8808               | 0.7454           | 0.8729    | 0.6106         | 0.7320       | 0.3827                    | 0.7847         | 0.6695          | 0.6910      |
| 0.1355        | 24.92 | 9220 | 0.5291          | 0.6771   | 0.7901        | 0.8697           | 0.9456         | 0.7281              | 0.8457            | 0.5011                         | 0.8880              | 0.8874               | 0.7350           | 0.8753    | 0.6097         | 0.7304       | 0.3820                    | 0.7876         | 0.6642          | 0.6902      |
| 0.1582        | 24.97 | 9240 | 0.5086          | 0.6771   | 0.7899        | 0.8692           | 0.9396         | 0.7192              | 0.8602            | 0.4893                         | 0.8863              | 0.8891               | 0.7453           | 0.8743    | 0.6111         | 0.7312       | 0.3814                    | 0.7853         | 0.6664          | 0.6897      |


### Framework versions

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