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---
license: other
base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-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-b4-cityscapes-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5730
- Mean Iou: 0.7157
- Mean Accuracy: 0.8145
- Overall Accuracy: 0.8866
- Accuracy Water: 0.9491
- Accuracy Whitewater: 0.8195
- Accuracy Sediment: 0.8684
- Accuracy Other Natural Terrain: 0.5106
- Accuracy Vegetation: 0.9154
- Accuracy Development: 0.8773
- Accuracy Unknown: 0.7612
- Iou Water: 0.8883
- Iou Whitewater: 0.7016
- Iou Sediment: 0.7771
- Iou Other Natural Terrain: 0.4328
- Iou Vegetation: 0.8130
- Iou Development: 0.6795
- Iou Unknown: 0.7176
## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.8255 | 0.05 | 20 | 1.7027 | 0.1290 | 0.2258 | 0.4395 | 0.4512 | 0.0062 | 0.0230 | 0.0071 | 0.8969 | 0.1962 | 0.0001 | 0.3734 | 0.0056 | 0.0201 | 0.0061 | 0.3645 | 0.1328 | 0.0001 |
| 1.6284 | 0.11 | 40 | 1.3704 | 0.1980 | 0.2989 | 0.5788 | 0.7902 | 0.0050 | 0.0527 | 0.0005 | 0.9144 | 0.2868 | 0.0429 | 0.5340 | 0.0050 | 0.0485 | 0.0005 | 0.5122 | 0.2432 | 0.0428 |
| 1.3093 | 0.16 | 60 | 1.2415 | 0.2585 | 0.3548 | 0.6245 | 0.7540 | 0.0105 | 0.0165 | 0.0 | 0.9710 | 0.4103 | 0.3215 | 0.6036 | 0.0104 | 0.0161 | 0.0 | 0.5026 | 0.3555 | 0.3210 |
| 1.0099 | 0.22 | 80 | 1.1327 | 0.2676 | 0.3591 | 0.6431 | 0.8175 | 0.0050 | 0.0401 | 0.0 | 0.9532 | 0.3186 | 0.3795 | 0.6247 | 0.0050 | 0.0390 | 0.0 | 0.5219 | 0.3035 | 0.3792 |
| 1.1127 | 0.27 | 100 | 1.0871 | 0.3127 | 0.4101 | 0.6672 | 0.8090 | 0.0084 | 0.1632 | 0.0 | 0.9318 | 0.5647 | 0.3937 | 0.6501 | 0.0084 | 0.1461 | 0.0 | 0.5354 | 0.4560 | 0.3931 |
| 0.8616 | 0.32 | 120 | 0.9837 | 0.3545 | 0.4519 | 0.7101 | 0.8676 | 0.0024 | 0.3230 | 0.0 | 0.9290 | 0.5953 | 0.4461 | 0.7064 | 0.0024 | 0.2692 | 0.0 | 0.5894 | 0.4795 | 0.4347 |
| 1.1509 | 0.38 | 140 | 0.9333 | 0.3801 | 0.4882 | 0.7212 | 0.8515 | 0.0000 | 0.5253 | 0.0 | 0.8948 | 0.6991 | 0.4468 | 0.6908 | 0.0000 | 0.4022 | 0.0 | 0.6143 | 0.5514 | 0.4020 |
| 1.3826 | 0.43 | 160 | 0.8626 | 0.3873 | 0.5027 | 0.7342 | 0.9122 | 0.0044 | 0.4573 | 0.0 | 0.8399 | 0.8457 | 0.4594 | 0.7047 | 0.0044 | 0.3826 | 0.0 | 0.6363 | 0.5382 | 0.4451 |
| 1.0346 | 0.49 | 180 | 0.8790 | 0.3828 | 0.4928 | 0.7264 | 0.8471 | 0.0000 | 0.4274 | 0.0 | 0.9077 | 0.7813 | 0.4861 | 0.7062 | 0.0000 | 0.3443 | 0.0 | 0.6096 | 0.5432 | 0.4764 |
| 1.0385 | 0.54 | 200 | 0.8776 | 0.4044 | 0.5424 | 0.7318 | 0.8723 | 0.0757 | 0.6913 | 0.0 | 0.7709 | 0.8850 | 0.5015 | 0.7417 | 0.0736 | 0.5008 | 0.0 | 0.6157 | 0.4206 | 0.4786 |
| 0.9166 | 0.59 | 220 | 0.7701 | 0.4368 | 0.5589 | 0.7637 | 0.8764 | 0.0895 | 0.7560 | 0.0 | 0.8723 | 0.8130 | 0.5050 | 0.7467 | 0.0886 | 0.5264 | 0.0 | 0.6674 | 0.5346 | 0.4938 |
| 1.4187 | 0.65 | 240 | 0.7735 | 0.4290 | 0.5393 | 0.7602 | 0.9057 | 0.0370 | 0.7644 | 0.0 | 0.8616 | 0.7105 | 0.4957 | 0.7142 | 0.0368 | 0.5090 | 0.0 | 0.6780 | 0.5785 | 0.4866 |
| 0.8127 | 0.7 | 260 | 0.7394 | 0.4581 | 0.5633 | 0.7750 | 0.9069 | 0.1810 | 0.6709 | 0.0 | 0.8976 | 0.7690 | 0.5175 | 0.7359 | 0.1733 | 0.5022 | 0.0 | 0.6971 | 0.5938 | 0.5042 |
| 0.8323 | 0.76 | 280 | 0.7582 | 0.4824 | 0.5878 | 0.7812 | 0.8859 | 0.3329 | 0.7904 | 0.0 | 0.9308 | 0.7197 | 0.4552 | 0.7473 | 0.3141 | 0.5890 | 0.0 | 0.6938 | 0.5846 | 0.4479 |
| 0.6184 | 0.81 | 300 | 0.7331 | 0.4920 | 0.6193 | 0.7724 | 0.9022 | 0.5065 | 0.7736 | 0.0 | 0.8107 | 0.8244 | 0.5180 | 0.7508 | 0.4264 | 0.5756 | 0.0 | 0.6518 | 0.5494 | 0.4902 |
| 2.0827 | 0.86 | 320 | 0.7559 | 0.4796 | 0.5820 | 0.7740 | 0.9007 | 0.4211 | 0.7026 | 0.0 | 0.9247 | 0.7033 | 0.4214 | 0.7534 | 0.3776 | 0.5706 | 0.0 | 0.6708 | 0.5757 | 0.4092 |
| 0.748 | 0.92 | 340 | 0.7179 | 0.5110 | 0.6444 | 0.7866 | 0.8798 | 0.5538 | 0.8472 | 0.0 | 0.8461 | 0.8625 | 0.5213 | 0.7634 | 0.4670 | 0.5656 | 0.0 | 0.6901 | 0.5830 | 0.5081 |
| 0.5084 | 0.97 | 360 | 0.7135 | 0.5228 | 0.6294 | 0.8001 | 0.9061 | 0.5449 | 0.7269 | 0.0 | 0.9150 | 0.7655 | 0.5472 | 0.7876 | 0.4646 | 0.5806 | 0.0 | 0.6971 | 0.6069 | 0.5232 |
| 0.7817 | 1.03 | 380 | 0.6495 | 0.5343 | 0.6487 | 0.8037 | 0.8974 | 0.6201 | 0.8332 | 0.0 | 0.9078 | 0.7533 | 0.5291 | 0.7931 | 0.5062 | 0.6344 | 0.0 | 0.6950 | 0.5964 | 0.5153 |
| 1.0043 | 1.08 | 400 | 0.6443 | 0.5413 | 0.6538 | 0.8097 | 0.9058 | 0.6272 | 0.8076 | 0.0 | 0.9135 | 0.7883 | 0.5340 | 0.8026 | 0.5179 | 0.6382 | 0.0 | 0.7066 | 0.6063 | 0.5175 |
| 0.7235 | 1.14 | 420 | 0.6647 | 0.5199 | 0.6546 | 0.7918 | 0.9328 | 0.5814 | 0.8595 | 0.0 | 0.7731 | 0.8745 | 0.5611 | 0.7687 | 0.4716 | 0.5782 | 0.0 | 0.6840 | 0.6070 | 0.5295 |
| 0.4646 | 1.19 | 440 | 0.6397 | 0.5485 | 0.6677 | 0.8114 | 0.8968 | 0.7575 | 0.8333 | 0.0 | 0.9229 | 0.7192 | 0.5441 | 0.8101 | 0.5574 | 0.6348 | 0.0 | 0.7036 | 0.6153 | 0.5185 |
| 0.3387 | 1.24 | 460 | 0.6339 | 0.5459 | 0.6488 | 0.8134 | 0.9239 | 0.6487 | 0.7729 | 0.0 | 0.9299 | 0.7393 | 0.5268 | 0.8161 | 0.5459 | 0.6296 | 0.0 | 0.7084 | 0.6191 | 0.5019 |
| 0.4492 | 1.3 | 480 | 0.6280 | 0.5590 | 0.6748 | 0.8210 | 0.9198 | 0.7297 | 0.8350 | 0.0 | 0.9139 | 0.7842 | 0.5409 | 0.8212 | 0.5670 | 0.6290 | 0.0 | 0.7244 | 0.6477 | 0.5236 |
| 0.7281 | 1.35 | 500 | 0.6056 | 0.5607 | 0.6783 | 0.8223 | 0.9169 | 0.7259 | 0.8499 | 0.0 | 0.9134 | 0.8056 | 0.5364 | 0.8212 | 0.5672 | 0.6353 | 0.0 | 0.7296 | 0.6536 | 0.5177 |
| 0.4626 | 1.41 | 520 | 0.6378 | 0.5516 | 0.6765 | 0.8136 | 0.9113 | 0.7343 | 0.8006 | 0.0001 | 0.8891 | 0.8723 | 0.5278 | 0.8083 | 0.5583 | 0.6237 | 0.0001 | 0.7103 | 0.6468 | 0.5137 |
| 0.3665 | 1.46 | 540 | 0.6123 | 0.5573 | 0.6768 | 0.8179 | 0.9093 | 0.7674 | 0.7990 | 0.0 | 0.9153 | 0.7991 | 0.5477 | 0.8177 | 0.5699 | 0.6271 | 0.0 | 0.7142 | 0.6435 | 0.5283 |
| 0.3533 | 1.51 | 560 | 0.6079 | 0.5586 | 0.6627 | 0.8206 | 0.9350 | 0.7048 | 0.7373 | 0.0001 | 0.9192 | 0.7832 | 0.5594 | 0.8146 | 0.5719 | 0.6252 | 0.0001 | 0.7216 | 0.6390 | 0.5378 |
| 0.3662 | 1.57 | 580 | 0.6387 | 0.5443 | 0.6593 | 0.8103 | 0.9371 | 0.6781 | 0.7947 | 0.0000 | 0.8765 | 0.8076 | 0.5212 | 0.8181 | 0.5589 | 0.6010 | 0.0000 | 0.6942 | 0.6216 | 0.5163 |
| 0.5607 | 1.62 | 600 | 0.6234 | 0.5623 | 0.6999 | 0.8215 | 0.9081 | 0.8504 | 0.8616 | 0.0000 | 0.8935 | 0.8640 | 0.5214 | 0.8246 | 0.5843 | 0.6351 | 0.0000 | 0.7276 | 0.6550 | 0.5091 |
| 0.3321 | 1.68 | 620 | 0.6355 | 0.5625 | 0.7020 | 0.8178 | 0.9242 | 0.8198 | 0.8432 | 0.0001 | 0.8295 | 0.9079 | 0.5891 | 0.8362 | 0.6050 | 0.6528 | 0.0001 | 0.6967 | 0.5816 | 0.5654 |
| 0.4281 | 1.73 | 640 | 0.5823 | 0.5826 | 0.6897 | 0.8327 | 0.9162 | 0.7880 | 0.8567 | 0.0001 | 0.9397 | 0.7525 | 0.5747 | 0.8327 | 0.6281 | 0.6770 | 0.0001 | 0.7332 | 0.6576 | 0.5498 |
| 1.1026 | 1.78 | 660 | 0.6229 | 0.5613 | 0.6920 | 0.8202 | 0.8902 | 0.7902 | 0.8338 | 0.0 | 0.9101 | 0.8561 | 0.5637 | 0.8177 | 0.5813 | 0.6500 | 0.0 | 0.7279 | 0.6087 | 0.5433 |
| 0.7561 | 1.84 | 680 | 0.5747 | 0.5691 | 0.6735 | 0.8313 | 0.9400 | 0.6768 | 0.8304 | 0.0005 | 0.9305 | 0.8062 | 0.5301 | 0.8284 | 0.5407 | 0.6685 | 0.0005 | 0.7425 | 0.6838 | 0.5195 |
| 0.4515 | 1.89 | 700 | 0.5821 | 0.5899 | 0.7094 | 0.8352 | 0.9120 | 0.8155 | 0.8818 | 0.0004 | 0.9025 | 0.8512 | 0.6024 | 0.8364 | 0.6455 | 0.6447 | 0.0004 | 0.7347 | 0.6910 | 0.5768 |
| 0.656 | 1.95 | 720 | 0.5716 | 0.5744 | 0.7042 | 0.8273 | 0.9093 | 0.8491 | 0.8100 | 0.0135 | 0.8979 | 0.8535 | 0.5961 | 0.8312 | 0.6026 | 0.6656 | 0.0135 | 0.7323 | 0.6279 | 0.5480 |
| 1.8132 | 2.0 | 740 | 0.6120 | 0.5628 | 0.6812 | 0.8240 | 0.9300 | 0.7314 | 0.7887 | 0.0045 | 0.9009 | 0.8757 | 0.5373 | 0.8285 | 0.5719 | 0.6497 | 0.0045 | 0.7315 | 0.6488 | 0.5045 |
| 0.3921 | 2.05 | 760 | 0.6014 | 0.5614 | 0.6818 | 0.8244 | 0.9345 | 0.7816 | 0.8711 | 0.0013 | 0.9060 | 0.7507 | 0.5273 | 0.8359 | 0.5958 | 0.6178 | 0.0013 | 0.7377 | 0.6382 | 0.5032 |
| 0.3895 | 2.11 | 780 | 0.5443 | 0.5774 | 0.7023 | 0.8314 | 0.9292 | 0.8344 | 0.8295 | 0.0112 | 0.9049 | 0.8754 | 0.5318 | 0.8454 | 0.6221 | 0.6890 | 0.0112 | 0.7366 | 0.6206 | 0.5169 |
| 0.4646 | 2.16 | 800 | 0.5058 | 0.6009 | 0.7123 | 0.8419 | 0.9413 | 0.7920 | 0.8638 | 0.0227 | 0.8874 | 0.8643 | 0.6147 | 0.8449 | 0.6440 | 0.7120 | 0.0227 | 0.7376 | 0.6632 | 0.5822 |
| 1.5981 | 2.22 | 820 | 0.5296 | 0.5873 | 0.7007 | 0.8341 | 0.9262 | 0.8121 | 0.8398 | 0.0178 | 0.9116 | 0.8115 | 0.5860 | 0.8290 | 0.6369 | 0.7060 | 0.0178 | 0.7434 | 0.6298 | 0.5478 |
| 0.2858 | 2.27 | 840 | 0.5685 | 0.5681 | 0.6855 | 0.8217 | 0.9064 | 0.7037 | 0.8602 | 0.0124 | 0.8864 | 0.8159 | 0.6137 | 0.8260 | 0.5791 | 0.6695 | 0.0124 | 0.7102 | 0.6297 | 0.5500 |
| 0.6615 | 2.32 | 860 | 0.5751 | 0.5570 | 0.6922 | 0.8197 | 0.9255 | 0.7319 | 0.8747 | 0.0328 | 0.8655 | 0.9026 | 0.5123 | 0.8337 | 0.5578 | 0.6328 | 0.0326 | 0.7287 | 0.6141 | 0.4993 |
| 0.2149 | 2.38 | 880 | 0.5294 | 0.5844 | 0.7083 | 0.8302 | 0.9128 | 0.8525 | 0.7967 | 0.0995 | 0.9335 | 0.8352 | 0.5282 | 0.8335 | 0.5610 | 0.7156 | 0.0986 | 0.7350 | 0.6344 | 0.5127 |
| 0.576 | 2.43 | 900 | 0.5266 | 0.6100 | 0.7118 | 0.8432 | 0.9210 | 0.7831 | 0.8250 | 0.0737 | 0.9333 | 0.8283 | 0.6183 | 0.8536 | 0.6435 | 0.7215 | 0.0735 | 0.7310 | 0.6642 | 0.5828 |
| 1.1175 | 2.49 | 920 | 0.5370 | 0.6007 | 0.7203 | 0.8394 | 0.9294 | 0.8115 | 0.8496 | 0.0324 | 0.8635 | 0.8747 | 0.6810 | 0.8532 | 0.6487 | 0.6791 | 0.0323 | 0.7280 | 0.6755 | 0.5880 |
| 0.4719 | 2.54 | 940 | 0.5447 | 0.5940 | 0.7022 | 0.8367 | 0.9405 | 0.7849 | 0.7967 | 0.0279 | 0.8949 | 0.8637 | 0.6066 | 0.8399 | 0.6297 | 0.7051 | 0.0279 | 0.7272 | 0.6622 | 0.5662 |
| 0.4847 | 2.59 | 960 | 0.5860 | 0.5878 | 0.7206 | 0.8323 | 0.8983 | 0.8799 | 0.8445 | 0.0374 | 0.8901 | 0.8314 | 0.6622 | 0.8313 | 0.6254 | 0.6237 | 0.0373 | 0.7429 | 0.6653 | 0.5884 |
| 0.302 | 2.65 | 980 | 0.5840 | 0.5856 | 0.6936 | 0.8341 | 0.9409 | 0.7526 | 0.8375 | 0.0304 | 0.9118 | 0.8478 | 0.5342 | 0.8369 | 0.6371 | 0.7121 | 0.0302 | 0.7432 | 0.6225 | 0.5167 |
| 0.4162 | 2.7 | 1000 | 0.5942 | 0.5833 | 0.7201 | 0.8296 | 0.9197 | 0.8478 | 0.8826 | 0.0437 | 0.8636 | 0.9211 | 0.5621 | 0.8460 | 0.6394 | 0.7000 | 0.0435 | 0.7351 | 0.5969 | 0.5222 |
| 0.3414 | 2.76 | 1020 | 0.5377 | 0.6057 | 0.7151 | 0.8433 | 0.9477 | 0.8133 | 0.8716 | 0.0617 | 0.8910 | 0.7917 | 0.6287 | 0.8431 | 0.6460 | 0.6754 | 0.0611 | 0.7427 | 0.6597 | 0.6119 |
| 0.2947 | 2.81 | 1040 | 0.4663 | 0.6194 | 0.7372 | 0.8499 | 0.9337 | 0.8449 | 0.8461 | 0.0507 | 0.8663 | 0.8996 | 0.7191 | 0.8582 | 0.6537 | 0.7134 | 0.0504 | 0.7373 | 0.6829 | 0.6398 |
| 0.4344 | 2.86 | 1060 | 0.5806 | 0.6026 | 0.7025 | 0.8429 | 0.9336 | 0.7909 | 0.8411 | 0.0344 | 0.9330 | 0.7716 | 0.6131 | 0.8478 | 0.6418 | 0.6993 | 0.0343 | 0.7356 | 0.6656 | 0.5937 |
| 0.4233 | 2.92 | 1080 | 0.4980 | 0.5976 | 0.7286 | 0.8404 | 0.9283 | 0.8777 | 0.8380 | 0.0629 | 0.8873 | 0.9085 | 0.5975 | 0.8496 | 0.5984 | 0.6865 | 0.0613 | 0.7413 | 0.6624 | 0.5838 |
| 0.2809 | 2.97 | 1100 | 0.4464 | 0.6203 | 0.7265 | 0.8519 | 0.9372 | 0.7880 | 0.8750 | 0.0615 | 0.9051 | 0.8789 | 0.6399 | 0.8554 | 0.6481 | 0.7150 | 0.0607 | 0.7479 | 0.6885 | 0.6265 |
| 0.3447 | 3.03 | 1120 | 0.5340 | 0.6096 | 0.7311 | 0.8446 | 0.9362 | 0.8434 | 0.9080 | 0.0769 | 0.8855 | 0.8803 | 0.5874 | 0.8509 | 0.6528 | 0.6686 | 0.0754 | 0.7471 | 0.6900 | 0.5824 |
| 0.6117 | 3.08 | 1140 | 0.5048 | 0.6125 | 0.7187 | 0.8489 | 0.9346 | 0.7252 | 0.8101 | 0.0746 | 0.9008 | 0.9181 | 0.6672 | 0.8479 | 0.6072 | 0.6968 | 0.0736 | 0.7532 | 0.6794 | 0.6292 |
| 0.6382 | 3.14 | 1160 | 0.5120 | 0.6234 | 0.7304 | 0.8506 | 0.9355 | 0.8197 | 0.8209 | 0.1160 | 0.9205 | 0.8901 | 0.6098 | 0.8504 | 0.6514 | 0.7115 | 0.1151 | 0.7543 | 0.6798 | 0.6014 |
| 0.3643 | 3.19 | 1180 | 0.5157 | 0.6176 | 0.7319 | 0.8476 | 0.9328 | 0.8273 | 0.8711 | 0.0748 | 0.8946 | 0.9140 | 0.6090 | 0.8503 | 0.6656 | 0.7162 | 0.0739 | 0.7441 | 0.6719 | 0.6013 |
| 0.335 | 3.24 | 1200 | 0.4938 | 0.6277 | 0.7405 | 0.8549 | 0.9294 | 0.8180 | 0.8617 | 0.0679 | 0.8867 | 0.9114 | 0.7081 | 0.8449 | 0.6650 | 0.7021 | 0.0665 | 0.7641 | 0.6626 | 0.6890 |
| 0.3088 | 3.3 | 1220 | 0.4818 | 0.6334 | 0.7421 | 0.8592 | 0.9182 | 0.8099 | 0.8625 | 0.0526 | 0.8875 | 0.8356 | 0.8282 | 0.8452 | 0.6720 | 0.6992 | 0.0521 | 0.7738 | 0.6848 | 0.7070 |
| 0.3001 | 3.35 | 1240 | 0.4130 | 0.6576 | 0.7557 | 0.8750 | 0.9338 | 0.8285 | 0.8234 | 0.0863 | 0.9177 | 0.8631 | 0.8369 | 0.8570 | 0.6648 | 0.7077 | 0.0845 | 0.7983 | 0.6981 | 0.7925 |
| 0.8804 | 3.41 | 1260 | 0.4606 | 0.6584 | 0.7540 | 0.8712 | 0.9287 | 0.8165 | 0.8108 | 0.1195 | 0.9197 | 0.8575 | 0.8252 | 0.8494 | 0.6774 | 0.6906 | 0.1175 | 0.7892 | 0.6961 | 0.7887 |
| 0.5654 | 3.46 | 1280 | 0.4339 | 0.6784 | 0.7748 | 0.8766 | 0.9276 | 0.7883 | 0.8747 | 0.2341 | 0.9035 | 0.8320 | 0.8635 | 0.8527 | 0.6715 | 0.7439 | 0.2239 | 0.8017 | 0.6826 | 0.7725 |
| 0.4404 | 3.51 | 1300 | 0.4618 | 0.6788 | 0.7941 | 0.8709 | 0.8789 | 0.8413 | 0.8772 | 0.2895 | 0.9032 | 0.8595 | 0.9091 | 0.8389 | 0.6576 | 0.7442 | 0.2706 | 0.7937 | 0.6782 | 0.7682 |
| 0.2588 | 3.57 | 1320 | 0.4554 | 0.6466 | 0.7515 | 0.8629 | 0.9428 | 0.8192 | 0.8849 | 0.1429 | 0.8958 | 0.8621 | 0.7131 | 0.8538 | 0.6659 | 0.6922 | 0.1351 | 0.7757 | 0.7061 | 0.6971 |
| 0.3708 | 3.62 | 1340 | 0.4490 | 0.6492 | 0.7439 | 0.8677 | 0.9405 | 0.8127 | 0.8779 | 0.1198 | 0.9245 | 0.7643 | 0.7675 | 0.8659 | 0.6714 | 0.7057 | 0.1145 | 0.7774 | 0.6797 | 0.7300 |
| 0.2473 | 3.68 | 1360 | 0.4512 | 0.6770 | 0.7850 | 0.8695 | 0.9276 | 0.8334 | 0.8249 | 0.3246 | 0.8914 | 0.8975 | 0.7953 | 0.8627 | 0.6569 | 0.7381 | 0.2889 | 0.7695 | 0.6736 | 0.7495 |
| 0.5854 | 3.73 | 1380 | 0.5085 | 0.6547 | 0.7673 | 0.8568 | 0.9400 | 0.8039 | 0.8561 | 0.3414 | 0.8908 | 0.8975 | 0.6413 | 0.8545 | 0.6506 | 0.7473 | 0.2727 | 0.7627 | 0.6719 | 0.6233 |
| 0.3184 | 3.78 | 1400 | 0.4128 | 0.7026 | 0.8062 | 0.8809 | 0.9382 | 0.8183 | 0.8458 | 0.4538 | 0.8986 | 0.8688 | 0.8198 | 0.8668 | 0.6766 | 0.7399 | 0.3684 | 0.8005 | 0.6885 | 0.7779 |
| 0.2659 | 3.84 | 1420 | 0.4764 | 0.6760 | 0.7831 | 0.8647 | 0.9331 | 0.8080 | 0.8572 | 0.4071 | 0.9059 | 0.8980 | 0.6726 | 0.8548 | 0.6742 | 0.7513 | 0.3663 | 0.7851 | 0.6526 | 0.6474 |
| 0.5461 | 3.89 | 1440 | 0.4907 | 0.6658 | 0.7655 | 0.8657 | 0.9465 | 0.8436 | 0.8388 | 0.2799 | 0.9066 | 0.8154 | 0.7277 | 0.8493 | 0.6674 | 0.7187 | 0.2653 | 0.7801 | 0.6828 | 0.6968 |
| 0.8689 | 3.95 | 1460 | 0.5126 | 0.6689 | 0.7649 | 0.8665 | 0.9300 | 0.7880 | 0.8115 | 0.2581 | 0.9069 | 0.8927 | 0.7673 | 0.8536 | 0.6609 | 0.7237 | 0.2470 | 0.7633 | 0.7085 | 0.7254 |
| 0.3114 | 4.0 | 1480 | 0.4235 | 0.6895 | 0.7862 | 0.8760 | 0.9233 | 0.7425 | 0.9042 | 0.3645 | 0.8984 | 0.8139 | 0.8569 | 0.8617 | 0.6431 | 0.7323 | 0.3351 | 0.7835 | 0.7035 | 0.7672 |
| 0.2212 | 4.05 | 1500 | 0.4079 | 0.7026 | 0.8032 | 0.8804 | 0.9379 | 0.8310 | 0.8791 | 0.3948 | 0.8940 | 0.8782 | 0.8071 | 0.8635 | 0.6828 | 0.7379 | 0.3420 | 0.7890 | 0.7159 | 0.7872 |
| 0.2255 | 4.11 | 1520 | 0.4434 | 0.6915 | 0.7917 | 0.8725 | 0.9461 | 0.8008 | 0.8509 | 0.4038 | 0.8854 | 0.9057 | 0.7489 | 0.8494 | 0.6724 | 0.7475 | 0.3462 | 0.7813 | 0.7120 | 0.7320 |
| 0.4276 | 4.16 | 1540 | 0.4964 | 0.6539 | 0.7529 | 0.8599 | 0.9204 | 0.7102 | 0.7869 | 0.3103 | 0.9190 | 0.8669 | 0.7565 | 0.8426 | 0.5873 | 0.6978 | 0.2811 | 0.7713 | 0.7043 | 0.6927 |
| 0.3546 | 4.22 | 1560 | 0.4651 | 0.6833 | 0.7967 | 0.8719 | 0.9391 | 0.8591 | 0.8344 | 0.3577 | 0.8636 | 0.8925 | 0.8305 | 0.8508 | 0.6643 | 0.7106 | 0.3147 | 0.7884 | 0.6734 | 0.7807 |
| 0.6319 | 4.27 | 1580 | 0.5045 | 0.6774 | 0.7742 | 0.8705 | 0.9391 | 0.8038 | 0.8128 | 0.3067 | 0.9066 | 0.8871 | 0.7631 | 0.8577 | 0.6715 | 0.7080 | 0.2822 | 0.7769 | 0.7059 | 0.7394 |
| 0.1278 | 4.32 | 1600 | 0.4677 | 0.6871 | 0.7975 | 0.8728 | 0.9081 | 0.8464 | 0.8881 | 0.3378 | 0.8858 | 0.8394 | 0.8769 | 0.8455 | 0.6695 | 0.7213 | 0.3104 | 0.7873 | 0.7045 | 0.7714 |
| 0.5714 | 4.38 | 1620 | 0.5400 | 0.6707 | 0.7809 | 0.8585 | 0.9036 | 0.8117 | 0.8734 | 0.3903 | 0.9088 | 0.8717 | 0.7069 | 0.8373 | 0.6764 | 0.7166 | 0.3348 | 0.7639 | 0.6929 | 0.6734 |
| 0.3133 | 4.43 | 1640 | 0.4833 | 0.6799 | 0.7794 | 0.8662 | 0.9333 | 0.7892 | 0.8423 | 0.4244 | 0.9109 | 0.8198 | 0.7359 | 0.8487 | 0.6663 | 0.7420 | 0.3508 | 0.7801 | 0.6974 | 0.6741 |
| 0.3715 | 4.49 | 1660 | 0.5050 | 0.6704 | 0.7804 | 0.8613 | 0.9366 | 0.8461 | 0.8313 | 0.4135 | 0.9013 | 0.8468 | 0.6875 | 0.8484 | 0.6532 | 0.7305 | 0.3480 | 0.7732 | 0.7007 | 0.6392 |
| 0.1323 | 4.54 | 1680 | 0.5311 | 0.6734 | 0.7806 | 0.8635 | 0.9393 | 0.7934 | 0.8662 | 0.3869 | 0.8824 | 0.8856 | 0.7102 | 0.8438 | 0.6655 | 0.7268 | 0.3332 | 0.7771 | 0.6867 | 0.6810 |
| 0.1881 | 4.59 | 1700 | 0.4877 | 0.6843 | 0.7969 | 0.8674 | 0.9471 | 0.7914 | 0.8588 | 0.5029 | 0.8649 | 0.8440 | 0.7692 | 0.8484 | 0.6692 | 0.7375 | 0.3308 | 0.7776 | 0.6966 | 0.7299 |
| 0.2152 | 4.65 | 1720 | 0.4798 | 0.6882 | 0.7839 | 0.8724 | 0.9245 | 0.8341 | 0.8486 | 0.3639 | 0.9262 | 0.8153 | 0.7745 | 0.8580 | 0.6814 | 0.7361 | 0.3281 | 0.7761 | 0.6992 | 0.7385 |
| 0.3887 | 4.7 | 1740 | 0.4644 | 0.7012 | 0.8003 | 0.8819 | 0.9379 | 0.8008 | 0.8847 | 0.3497 | 0.8749 | 0.8713 | 0.8825 | 0.8635 | 0.6746 | 0.7379 | 0.3251 | 0.7904 | 0.7130 | 0.8038 |
| 0.2631 | 4.76 | 1760 | 0.4940 | 0.6659 | 0.7949 | 0.8606 | 0.9269 | 0.8436 | 0.8987 | 0.4448 | 0.8751 | 0.8829 | 0.6924 | 0.8572 | 0.6441 | 0.7060 | 0.3300 | 0.7757 | 0.6825 | 0.6655 |
| 0.4283 | 4.81 | 1780 | 0.4320 | 0.6947 | 0.8103 | 0.8754 | 0.9436 | 0.8065 | 0.8544 | 0.5058 | 0.8668 | 0.8860 | 0.8094 | 0.8621 | 0.6621 | 0.7540 | 0.3441 | 0.7907 | 0.6833 | 0.7664 |
| 0.3054 | 4.86 | 1800 | 0.4334 | 0.7004 | 0.7989 | 0.8815 | 0.9294 | 0.7659 | 0.8483 | 0.4166 | 0.8972 | 0.8472 | 0.8873 | 0.8632 | 0.6416 | 0.7601 | 0.3584 | 0.8010 | 0.7122 | 0.7665 |
| 0.1428 | 4.92 | 1820 | 0.4784 | 0.6906 | 0.7981 | 0.8694 | 0.8965 | 0.8180 | 0.8675 | 0.4166 | 0.9119 | 0.8736 | 0.8028 | 0.8436 | 0.6657 | 0.7591 | 0.3677 | 0.7810 | 0.7052 | 0.7118 |
| 0.3282 | 4.97 | 1840 | 0.5367 | 0.6541 | 0.7560 | 0.8568 | 0.9197 | 0.5980 | 0.8085 | 0.3944 | 0.8714 | 0.8405 | 0.8592 | 0.8507 | 0.5273 | 0.7325 | 0.3621 | 0.7652 | 0.6905 | 0.6502 |
| 0.1473 | 5.03 | 1860 | 0.5241 | 0.6629 | 0.7788 | 0.8601 | 0.9506 | 0.8008 | 0.8766 | 0.3883 | 0.8625 | 0.8822 | 0.6903 | 0.8565 | 0.6732 | 0.7043 | 0.2914 | 0.7715 | 0.6797 | 0.6636 |
| 0.2876 | 5.08 | 1880 | 0.5098 | 0.6670 | 0.7931 | 0.8575 | 0.9390 | 0.8178 | 0.8405 | 0.5598 | 0.8914 | 0.8885 | 0.6148 | 0.8641 | 0.6641 | 0.7620 | 0.3736 | 0.7730 | 0.6419 | 0.5902 |
| 0.3245 | 5.14 | 1900 | 0.4614 | 0.6892 | 0.7963 | 0.8730 | 0.9335 | 0.8429 | 0.8633 | 0.4376 | 0.9102 | 0.8412 | 0.7457 | 0.8608 | 0.6662 | 0.7528 | 0.3396 | 0.7869 | 0.7092 | 0.7089 |
| 0.1845 | 5.19 | 1920 | 0.4727 | 0.6916 | 0.8029 | 0.8729 | 0.9283 | 0.8445 | 0.8746 | 0.4636 | 0.9062 | 0.8636 | 0.7394 | 0.8629 | 0.6711 | 0.7548 | 0.3453 | 0.7829 | 0.7166 | 0.7076 |
| 0.3778 | 5.24 | 1940 | 0.3897 | 0.7174 | 0.8218 | 0.8870 | 0.9246 | 0.8508 | 0.8721 | 0.4436 | 0.8962 | 0.8946 | 0.8709 | 0.8638 | 0.6841 | 0.7588 | 0.3789 | 0.8043 | 0.7111 | 0.8209 |
| 0.1666 | 5.3 | 1960 | 0.5085 | 0.7030 | 0.8168 | 0.8742 | 0.8859 | 0.8128 | 0.8929 | 0.4561 | 0.8893 | 0.8963 | 0.8845 | 0.8337 | 0.6773 | 0.7603 | 0.3874 | 0.7952 | 0.6983 | 0.7688 |
| 0.2797 | 5.35 | 1980 | 0.4200 | 0.7082 | 0.8209 | 0.8806 | 0.8983 | 0.8547 | 0.8556 | 0.4783 | 0.9093 | 0.8617 | 0.8883 | 0.8478 | 0.6716 | 0.7616 | 0.3822 | 0.8097 | 0.7045 | 0.7803 |
| 0.224 | 5.41 | 2000 | 0.4688 | 0.6861 | 0.7851 | 0.8735 | 0.9341 | 0.8084 | 0.8583 | 0.3831 | 0.9198 | 0.8447 | 0.7475 | 0.8738 | 0.6856 | 0.7582 | 0.3415 | 0.7872 | 0.6484 | 0.7079 |
| 0.5611 | 5.46 | 2020 | 0.4441 | 0.6910 | 0.8066 | 0.8761 | 0.9356 | 0.8532 | 0.8875 | 0.4061 | 0.8749 | 0.8800 | 0.8085 | 0.8715 | 0.6672 | 0.7510 | 0.3214 | 0.7862 | 0.6892 | 0.7506 |
| 0.1683 | 5.51 | 2040 | 0.3961 | 0.7104 | 0.8077 | 0.8853 | 0.9415 | 0.8228 | 0.8612 | 0.4269 | 0.9047 | 0.8746 | 0.8221 | 0.8766 | 0.6841 | 0.7638 | 0.3432 | 0.7926 | 0.7286 | 0.7838 |
| 0.3154 | 5.57 | 2060 | 0.4080 | 0.7152 | 0.8181 | 0.8861 | 0.9464 | 0.7938 | 0.8720 | 0.4826 | 0.8735 | 0.8999 | 0.8581 | 0.8709 | 0.6691 | 0.7536 | 0.3816 | 0.7939 | 0.7150 | 0.8226 |
| 0.2562 | 5.62 | 2080 | 0.4422 | 0.6994 | 0.8111 | 0.8763 | 0.9414 | 0.8246 | 0.8581 | 0.5367 | 0.8926 | 0.8574 | 0.7672 | 0.8716 | 0.6805 | 0.7577 | 0.3594 | 0.7838 | 0.7073 | 0.7356 |
| 0.1811 | 5.68 | 2100 | 0.4773 | 0.6787 | 0.7844 | 0.8694 | 0.9499 | 0.8335 | 0.8197 | 0.3995 | 0.8987 | 0.8679 | 0.7221 | 0.8664 | 0.6778 | 0.7325 | 0.3394 | 0.7867 | 0.6598 | 0.6884 |
| 0.1138 | 5.73 | 2120 | 0.4266 | 0.7052 | 0.8091 | 0.8813 | 0.9388 | 0.8631 | 0.8415 | 0.4379 | 0.9006 | 0.8727 | 0.8090 | 0.8738 | 0.6846 | 0.7567 | 0.3493 | 0.7851 | 0.7140 | 0.7732 |
| 0.579 | 5.78 | 2140 | 0.4989 | 0.6872 | 0.7884 | 0.8717 | 0.9399 | 0.7968 | 0.8438 | 0.4222 | 0.9029 | 0.8656 | 0.7476 | 0.8663 | 0.6690 | 0.7555 | 0.3329 | 0.7736 | 0.6991 | 0.7140 |
| 0.1794 | 5.84 | 2160 | 0.5081 | 0.6811 | 0.7963 | 0.8677 | 0.9440 | 0.7649 | 0.8931 | 0.5043 | 0.8772 | 0.8830 | 0.7075 | 0.8640 | 0.6566 | 0.7499 | 0.3653 | 0.7819 | 0.6693 | 0.6807 |
| 0.1926 | 5.89 | 2180 | 0.5154 | 0.6944 | 0.7977 | 0.8718 | 0.9258 | 0.8272 | 0.8597 | 0.4614 | 0.9156 | 0.8595 | 0.7345 | 0.8614 | 0.6734 | 0.7521 | 0.3866 | 0.7737 | 0.7073 | 0.7064 |
| 0.3038 | 5.95 | 2200 | 0.4670 | 0.6979 | 0.8117 | 0.8725 | 0.9245 | 0.8293 | 0.8655 | 0.5393 | 0.8979 | 0.8653 | 0.7598 | 0.8646 | 0.6823 | 0.7638 | 0.3757 | 0.7748 | 0.7063 | 0.7178 |
| 0.1976 | 6.0 | 2220 | 0.4768 | 0.6954 | 0.8009 | 0.8741 | 0.9431 | 0.8201 | 0.8658 | 0.4713 | 0.8949 | 0.8725 | 0.7389 | 0.8671 | 0.6891 | 0.7576 | 0.3684 | 0.7826 | 0.6959 | 0.7070 |
| 0.2534 | 6.05 | 2240 | 0.5165 | 0.6970 | 0.7963 | 0.8733 | 0.9298 | 0.7971 | 0.8566 | 0.4890 | 0.9202 | 0.8399 | 0.7413 | 0.8660 | 0.6805 | 0.7571 | 0.3885 | 0.7755 | 0.7027 | 0.7089 |
| 0.2402 | 6.11 | 2260 | 0.5051 | 0.6957 | 0.7932 | 0.8760 | 0.9516 | 0.7848 | 0.8780 | 0.4310 | 0.8930 | 0.8626 | 0.7512 | 0.8666 | 0.6840 | 0.7517 | 0.3449 | 0.7837 | 0.7232 | 0.7157 |
| 0.2262 | 6.16 | 2280 | 0.5177 | 0.6854 | 0.7966 | 0.8700 | 0.9447 | 0.8283 | 0.8758 | 0.4599 | 0.8916 | 0.8737 | 0.7019 | 0.8695 | 0.6826 | 0.7566 | 0.3348 | 0.7770 | 0.7060 | 0.6714 |
| 0.2841 | 6.22 | 2300 | 0.5127 | 0.6839 | 0.8061 | 0.8684 | 0.9396 | 0.8420 | 0.8691 | 0.5321 | 0.8822 | 0.8526 | 0.7250 | 0.8687 | 0.6730 | 0.7610 | 0.3082 | 0.7777 | 0.7073 | 0.6914 |
| 0.2022 | 6.27 | 2320 | 0.5386 | 0.6777 | 0.7793 | 0.8685 | 0.9408 | 0.7534 | 0.8473 | 0.4556 | 0.9167 | 0.8285 | 0.7132 | 0.8725 | 0.6393 | 0.7588 | 0.3621 | 0.7773 | 0.6558 | 0.6779 |
| 0.1901 | 6.32 | 2340 | 0.4924 | 0.6871 | 0.7987 | 0.8710 | 0.9375 | 0.7970 | 0.8885 | 0.4797 | 0.8937 | 0.8756 | 0.7189 | 0.8695 | 0.6687 | 0.7599 | 0.3746 | 0.7853 | 0.6676 | 0.6845 |
| 0.2208 | 6.38 | 2360 | 0.5389 | 0.6861 | 0.8009 | 0.8682 | 0.9315 | 0.8403 | 0.8698 | 0.4793 | 0.8963 | 0.8889 | 0.7004 | 0.8597 | 0.6837 | 0.7579 | 0.3689 | 0.7824 | 0.6779 | 0.6720 |
| 0.271 | 6.43 | 2380 | 0.5640 | 0.6791 | 0.7982 | 0.8656 | 0.9444 | 0.8256 | 0.8696 | 0.5044 | 0.8835 | 0.8885 | 0.6716 | 0.8593 | 0.6764 | 0.7580 | 0.3823 | 0.7933 | 0.6377 | 0.6468 |
| 0.3052 | 6.49 | 2400 | 0.5183 | 0.6923 | 0.8067 | 0.8740 | 0.9172 | 0.8531 | 0.8967 | 0.4502 | 0.9072 | 0.8558 | 0.7670 | 0.8632 | 0.6733 | 0.7492 | 0.3753 | 0.7948 | 0.6692 | 0.7215 |
| 0.2231 | 6.54 | 2420 | 0.4668 | 0.7057 | 0.8195 | 0.8806 | 0.9258 | 0.8521 | 0.8744 | 0.5260 | 0.9067 | 0.8522 | 0.7996 | 0.8706 | 0.6697 | 0.7653 | 0.3900 | 0.7994 | 0.6888 | 0.7561 |
| 0.1938 | 6.59 | 2440 | 0.4231 | 0.7169 | 0.8120 | 0.8906 | 0.9442 | 0.7319 | 0.8659 | 0.5043 | 0.9025 | 0.8605 | 0.8748 | 0.8697 | 0.6252 | 0.7687 | 0.3992 | 0.8180 | 0.7250 | 0.8123 |
| 0.254 | 6.65 | 2460 | 0.4882 | 0.6926 | 0.7963 | 0.8751 | 0.9251 | 0.7666 | 0.8937 | 0.4443 | 0.9112 | 0.8747 | 0.7581 | 0.8661 | 0.6522 | 0.7609 | 0.3719 | 0.7895 | 0.6919 | 0.7157 |
| 0.1238 | 6.7 | 2480 | 0.4999 | 0.6924 | 0.8059 | 0.8727 | 0.9324 | 0.8651 | 0.8602 | 0.4791 | 0.9025 | 0.8682 | 0.7340 | 0.8633 | 0.6806 | 0.7667 | 0.3598 | 0.7865 | 0.6862 | 0.7038 |
| 0.4076 | 6.76 | 2500 | 0.4681 | 0.7106 | 0.8064 | 0.8827 | 0.9433 | 0.8205 | 0.8791 | 0.4448 | 0.9002 | 0.8515 | 0.8053 | 0.8595 | 0.6908 | 0.7675 | 0.3738 | 0.7989 | 0.7138 | 0.7699 |
| 0.2787 | 6.81 | 2520 | 0.5266 | 0.6905 | 0.8069 | 0.8703 | 0.9270 | 0.8405 | 0.8784 | 0.5025 | 0.8978 | 0.8831 | 0.7190 | 0.8610 | 0.6846 | 0.7659 | 0.4059 | 0.7972 | 0.6412 | 0.6779 |
| 0.1893 | 6.86 | 2540 | 0.4335 | 0.7157 | 0.8059 | 0.8873 | 0.9430 | 0.7788 | 0.8718 | 0.4508 | 0.9068 | 0.8388 | 0.8515 | 0.8613 | 0.6716 | 0.7709 | 0.3921 | 0.8125 | 0.7100 | 0.7915 |
| 0.3215 | 6.92 | 2560 | 0.4307 | 0.7213 | 0.8210 | 0.8907 | 0.9415 | 0.8498 | 0.8715 | 0.4441 | 0.8982 | 0.8899 | 0.8519 | 0.8722 | 0.6850 | 0.7734 | 0.3884 | 0.8140 | 0.7099 | 0.8062 |
| 0.2359 | 6.97 | 2580 | 0.3978 | 0.7187 | 0.8141 | 0.8893 | 0.9339 | 0.8156 | 0.8696 | 0.4648 | 0.9135 | 0.8281 | 0.8731 | 0.8706 | 0.6849 | 0.7627 | 0.3884 | 0.8116 | 0.6967 | 0.8162 |
| 0.1723 | 7.03 | 2600 | 0.5384 | 0.6821 | 0.7998 | 0.8656 | 0.9334 | 0.8197 | 0.8839 | 0.4736 | 0.8771 | 0.9076 | 0.7034 | 0.8584 | 0.6867 | 0.7449 | 0.3970 | 0.7900 | 0.6248 | 0.6726 |
| 0.2198 | 7.08 | 2620 | 0.5005 | 0.6910 | 0.7960 | 0.8729 | 0.9388 | 0.8048 | 0.8743 | 0.4808 | 0.9120 | 0.8466 | 0.7147 | 0.8675 | 0.6817 | 0.7668 | 0.3986 | 0.7977 | 0.6429 | 0.6815 |
| 0.6163 | 7.14 | 2640 | 0.4799 | 0.6943 | 0.8060 | 0.8751 | 0.9327 | 0.8127 | 0.8350 | 0.5384 | 0.9133 | 0.8557 | 0.7545 | 0.8726 | 0.6698 | 0.7592 | 0.3937 | 0.7988 | 0.6512 | 0.7148 |
| 0.0603 | 7.19 | 2660 | 0.4724 | 0.6998 | 0.8133 | 0.8786 | 0.9442 | 0.8708 | 0.8613 | 0.4953 | 0.8946 | 0.8629 | 0.7644 | 0.8767 | 0.6846 | 0.7633 | 0.3903 | 0.8013 | 0.6581 | 0.7246 |
| 0.2466 | 7.24 | 2680 | 0.4975 | 0.7031 | 0.8059 | 0.8791 | 0.9401 | 0.8165 | 0.8756 | 0.4891 | 0.9092 | 0.8555 | 0.7555 | 0.8787 | 0.6972 | 0.7731 | 0.3893 | 0.7929 | 0.6728 | 0.7177 |
| 0.2087 | 7.3 | 2700 | 0.4788 | 0.7118 | 0.8103 | 0.8830 | 0.9365 | 0.8503 | 0.8741 | 0.4746 | 0.9179 | 0.8286 | 0.7903 | 0.8748 | 0.6950 | 0.7713 | 0.4020 | 0.7944 | 0.6956 | 0.7496 |
| 0.2716 | 7.35 | 2720 | 0.4957 | 0.6940 | 0.8011 | 0.8742 | 0.9388 | 0.8149 | 0.8513 | 0.5038 | 0.9121 | 0.8683 | 0.7187 | 0.8703 | 0.6834 | 0.7586 | 0.4026 | 0.7982 | 0.6622 | 0.6825 |
| 0.1851 | 7.41 | 2740 | 0.4543 | 0.7050 | 0.8120 | 0.8802 | 0.9414 | 0.8445 | 0.8650 | 0.4935 | 0.9010 | 0.8670 | 0.7715 | 0.8749 | 0.6802 | 0.7678 | 0.4062 | 0.7976 | 0.6809 | 0.7272 |
| 0.1417 | 7.46 | 2760 | 0.4831 | 0.7025 | 0.7985 | 0.8793 | 0.9302 | 0.8298 | 0.8786 | 0.4342 | 0.9250 | 0.8018 | 0.7899 | 0.8739 | 0.6898 | 0.7694 | 0.3831 | 0.7886 | 0.6824 | 0.7308 |
| 0.3012 | 7.51 | 2780 | 0.4962 | 0.7097 | 0.8119 | 0.8825 | 0.9359 | 0.8398 | 0.8710 | 0.4752 | 0.9096 | 0.8621 | 0.7895 | 0.8791 | 0.6931 | 0.7672 | 0.3864 | 0.7914 | 0.7086 | 0.7423 |
| 0.2088 | 7.57 | 2800 | 0.5037 | 0.7037 | 0.8058 | 0.8798 | 0.9420 | 0.8133 | 0.8885 | 0.4733 | 0.9066 | 0.8682 | 0.7486 | 0.8749 | 0.6862 | 0.7613 | 0.3783 | 0.7918 | 0.7145 | 0.7187 |
| 0.2388 | 7.62 | 2820 | 0.5005 | 0.7019 | 0.8039 | 0.8781 | 0.9405 | 0.8312 | 0.8574 | 0.4664 | 0.9079 | 0.8697 | 0.7541 | 0.8686 | 0.6809 | 0.7637 | 0.3752 | 0.7881 | 0.7190 | 0.7179 |
| 0.2092 | 7.68 | 2840 | 0.5128 | 0.6989 | 0.7928 | 0.8779 | 0.9497 | 0.7864 | 0.8845 | 0.4461 | 0.9093 | 0.8223 | 0.7514 | 0.8714 | 0.6820 | 0.7611 | 0.3683 | 0.7863 | 0.7057 | 0.7174 |
| 1.3557 | 7.73 | 2860 | 0.4480 | 0.7106 | 0.8094 | 0.8838 | 0.9479 | 0.8261 | 0.8706 | 0.4868 | 0.9069 | 0.8359 | 0.7914 | 0.8731 | 0.6923 | 0.7656 | 0.3900 | 0.8021 | 0.6976 | 0.7538 |
| 0.1944 | 7.78 | 2880 | 0.4373 | 0.7273 | 0.8192 | 0.8945 | 0.9465 | 0.8154 | 0.8761 | 0.4256 | 0.8945 | 0.8874 | 0.8886 | 0.8724 | 0.6888 | 0.7764 | 0.3780 | 0.8153 | 0.7169 | 0.8432 |
| 0.1646 | 7.84 | 2900 | 0.4373 | 0.7199 | 0.8296 | 0.8868 | 0.9281 | 0.8104 | 0.8877 | 0.5164 | 0.8756 | 0.9036 | 0.8855 | 0.8755 | 0.6939 | 0.7610 | 0.3872 | 0.7949 | 0.6832 | 0.8435 |
| 0.0828 | 7.89 | 2920 | 0.4548 | 0.7097 | 0.8098 | 0.8818 | 0.9409 | 0.8178 | 0.8686 | 0.4889 | 0.9049 | 0.8610 | 0.7864 | 0.8735 | 0.6895 | 0.7593 | 0.3909 | 0.7907 | 0.7110 | 0.7527 |
| 0.1143 | 7.95 | 2940 | 0.5495 | 0.7020 | 0.8016 | 0.8770 | 0.9277 | 0.8212 | 0.8506 | 0.4769 | 0.9255 | 0.8516 | 0.7577 | 0.8701 | 0.6829 | 0.7663 | 0.3880 | 0.7835 | 0.7044 | 0.7187 |
| 0.1333 | 8.0 | 2960 | 0.5408 | 0.6945 | 0.8034 | 0.8737 | 0.9387 | 0.8528 | 0.8671 | 0.4790 | 0.9047 | 0.8568 | 0.7246 | 0.8726 | 0.6901 | 0.7684 | 0.3819 | 0.7845 | 0.6774 | 0.6865 |
| 0.1862 | 8.05 | 2980 | 0.5236 | 0.7037 | 0.8026 | 0.8786 | 0.9452 | 0.8044 | 0.8722 | 0.4588 | 0.9004 | 0.8903 | 0.7470 | 0.8739 | 0.6928 | 0.7682 | 0.3928 | 0.7867 | 0.6961 | 0.7156 |
| 0.3287 | 8.11 | 3000 | 0.5212 | 0.7047 | 0.8057 | 0.8791 | 0.9354 | 0.8289 | 0.8537 | 0.4664 | 0.9134 | 0.8842 | 0.7576 | 0.8788 | 0.6962 | 0.7662 | 0.4043 | 0.7894 | 0.6790 | 0.7192 |
| 0.2988 | 8.16 | 3020 | 0.5032 | 0.7043 | 0.8064 | 0.8801 | 0.9440 | 0.8239 | 0.8728 | 0.4639 | 0.9035 | 0.8838 | 0.7530 | 0.8802 | 0.7025 | 0.7636 | 0.3916 | 0.7951 | 0.6832 | 0.7140 |
| 1.0718 | 8.22 | 3040 | 0.5665 | 0.6962 | 0.8043 | 0.8724 | 0.9390 | 0.8001 | 0.8733 | 0.5426 | 0.9063 | 0.8779 | 0.6907 | 0.8688 | 0.6925 | 0.7704 | 0.4102 | 0.7866 | 0.6793 | 0.6653 |
| 0.2106 | 8.27 | 3060 | 0.5268 | 0.6970 | 0.8074 | 0.8726 | 0.9401 | 0.8282 | 0.8458 | 0.5715 | 0.9076 | 0.8424 | 0.7164 | 0.8712 | 0.6944 | 0.7674 | 0.4069 | 0.7841 | 0.6746 | 0.6803 |
| 0.1997 | 8.32 | 3080 | 0.5013 | 0.6975 | 0.8025 | 0.8745 | 0.9455 | 0.8279 | 0.8610 | 0.4855 | 0.8992 | 0.8786 | 0.7196 | 0.8690 | 0.6889 | 0.7681 | 0.4006 | 0.7874 | 0.6832 | 0.6853 |
| 0.1327 | 8.38 | 3100 | 0.5208 | 0.6988 | 0.8045 | 0.8761 | 0.9368 | 0.8375 | 0.8737 | 0.4766 | 0.9112 | 0.8718 | 0.7241 | 0.8755 | 0.6972 | 0.7654 | 0.4009 | 0.7923 | 0.6695 | 0.6906 |
| 0.1801 | 8.43 | 3120 | 0.5485 | 0.6944 | 0.8047 | 0.8731 | 0.9388 | 0.8313 | 0.8677 | 0.5114 | 0.9079 | 0.8843 | 0.6916 | 0.8770 | 0.6981 | 0.7653 | 0.4234 | 0.7972 | 0.6440 | 0.6559 |
| 0.4261 | 8.49 | 3140 | 0.5703 | 0.6891 | 0.8029 | 0.8727 | 0.9392 | 0.8418 | 0.8875 | 0.4915 | 0.9097 | 0.8731 | 0.6777 | 0.8796 | 0.6931 | 0.7751 | 0.4042 | 0.8056 | 0.6218 | 0.6445 |
| 0.2176 | 8.54 | 3160 | 0.5483 | 0.6911 | 0.8102 | 0.8701 | 0.9362 | 0.8532 | 0.8700 | 0.5432 | 0.8961 | 0.8827 | 0.6898 | 0.8734 | 0.6968 | 0.7759 | 0.4173 | 0.7955 | 0.6385 | 0.6404 |
| 0.1166 | 8.59 | 3180 | 0.5981 | 0.6825 | 0.7929 | 0.8661 | 0.9442 | 0.7995 | 0.8892 | 0.5105 | 0.9017 | 0.8629 | 0.6419 | 0.8664 | 0.6796 | 0.7740 | 0.4026 | 0.7826 | 0.6613 | 0.6113 |
| 0.1617 | 8.65 | 3200 | 0.5895 | 0.6850 | 0.7953 | 0.8684 | 0.9415 | 0.8398 | 0.8774 | 0.4802 | 0.9075 | 0.8586 | 0.6623 | 0.8641 | 0.6639 | 0.7741 | 0.3978 | 0.7838 | 0.6783 | 0.6331 |
| 0.4853 | 8.7 | 3220 | 0.6131 | 0.6845 | 0.7921 | 0.8675 | 0.9431 | 0.8010 | 0.8777 | 0.4909 | 0.9030 | 0.8641 | 0.6650 | 0.8665 | 0.6774 | 0.7701 | 0.3851 | 0.7774 | 0.6796 | 0.6355 |
| 0.0873 | 8.76 | 3240 | 0.5879 | 0.6945 | 0.8076 | 0.8715 | 0.9263 | 0.8492 | 0.8761 | 0.5098 | 0.9085 | 0.8737 | 0.7095 | 0.8708 | 0.6904 | 0.7604 | 0.3977 | 0.7784 | 0.6854 | 0.6782 |
| 0.2865 | 8.81 | 3260 | 0.5065 | 0.7087 | 0.8131 | 0.8799 | 0.9493 | 0.8084 | 0.8635 | 0.5394 | 0.8958 | 0.8922 | 0.7430 | 0.8802 | 0.6940 | 0.7734 | 0.4308 | 0.7922 | 0.6798 | 0.7104 |
| 0.1574 | 8.86 | 3280 | 0.5478 | 0.6999 | 0.8128 | 0.8753 | 0.9443 | 0.8523 | 0.8829 | 0.5289 | 0.8960 | 0.8805 | 0.7045 | 0.8748 | 0.6873 | 0.7691 | 0.4281 | 0.7924 | 0.6736 | 0.6742 |
| 0.1511 | 8.92 | 3300 | 0.5475 | 0.6957 | 0.8082 | 0.8739 | 0.9444 | 0.8209 | 0.8979 | 0.5452 | 0.8977 | 0.8443 | 0.7069 | 0.8774 | 0.6891 | 0.7626 | 0.4038 | 0.7878 | 0.6735 | 0.6756 |
| 0.2231 | 8.97 | 3320 | 0.5532 | 0.7005 | 0.8012 | 0.8772 | 0.9505 | 0.8025 | 0.8818 | 0.4998 | 0.9084 | 0.8550 | 0.7100 | 0.8786 | 0.6843 | 0.7674 | 0.4210 | 0.7918 | 0.6848 | 0.6758 |
| 0.2062 | 9.03 | 3340 | 0.5598 | 0.7011 | 0.8072 | 0.8758 | 0.9338 | 0.8453 | 0.8817 | 0.4907 | 0.9142 | 0.8748 | 0.7098 | 0.8736 | 0.6909 | 0.7740 | 0.4259 | 0.7908 | 0.6757 | 0.6766 |
| 0.1339 | 9.08 | 3360 | 0.5539 | 0.7005 | 0.8029 | 0.8775 | 0.9469 | 0.8267 | 0.8669 | 0.4947 | 0.9142 | 0.8591 | 0.7119 | 0.8770 | 0.6946 | 0.7700 | 0.4109 | 0.7980 | 0.6757 | 0.6771 |
| 0.2409 | 9.14 | 3380 | 0.5878 | 0.6978 | 0.8020 | 0.8759 | 0.9449 | 0.8467 | 0.8800 | 0.4797 | 0.9153 | 0.8511 | 0.6961 | 0.8760 | 0.6979 | 0.7691 | 0.4080 | 0.7961 | 0.6742 | 0.6629 |
| 0.126 | 9.19 | 3400 | 0.5468 | 0.7010 | 0.8080 | 0.8768 | 0.9434 | 0.8312 | 0.8736 | 0.5210 | 0.9065 | 0.8558 | 0.7249 | 0.8790 | 0.6955 | 0.7707 | 0.4111 | 0.7921 | 0.6756 | 0.6832 |
| 0.1114 | 9.24 | 3420 | 0.5470 | 0.6995 | 0.8093 | 0.8753 | 0.9338 | 0.8088 | 0.8763 | 0.5252 | 0.9032 | 0.8904 | 0.7272 | 0.8742 | 0.6859 | 0.7731 | 0.4094 | 0.7900 | 0.6783 | 0.6859 |
| 0.2764 | 9.3 | 3440 | 0.5306 | 0.7005 | 0.8029 | 0.8766 | 0.9438 | 0.8092 | 0.8938 | 0.5021 | 0.9078 | 0.8386 | 0.7253 | 0.8726 | 0.6931 | 0.7699 | 0.4084 | 0.7922 | 0.6738 | 0.6933 |
| 0.1108 | 9.35 | 3460 | 0.5262 | 0.7115 | 0.8098 | 0.8823 | 0.9416 | 0.8476 | 0.8592 | 0.4824 | 0.9172 | 0.8606 | 0.7602 | 0.8764 | 0.6984 | 0.7720 | 0.4012 | 0.7918 | 0.7117 | 0.7291 |
| 0.1205 | 9.41 | 3480 | 0.5267 | 0.7118 | 0.8141 | 0.8825 | 0.9434 | 0.8254 | 0.8708 | 0.4930 | 0.8988 | 0.8958 | 0.7717 | 0.8778 | 0.6977 | 0.7728 | 0.3959 | 0.7916 | 0.7119 | 0.7351 |
| 0.1861 | 9.46 | 3500 | 0.5057 | 0.7114 | 0.8078 | 0.8840 | 0.9455 | 0.8284 | 0.8475 | 0.4684 | 0.9141 | 0.8715 | 0.7791 | 0.8807 | 0.6924 | 0.7647 | 0.3923 | 0.7946 | 0.7207 | 0.7347 |
| 0.1234 | 9.51 | 3520 | 0.5621 | 0.6939 | 0.7884 | 0.8761 | 0.9414 | 0.7444 | 0.8401 | 0.4622 | 0.9184 | 0.8575 | 0.7549 | 0.8674 | 0.6326 | 0.7638 | 0.3922 | 0.7912 | 0.7196 | 0.6908 |
| 0.5423 | 9.57 | 3540 | 0.5721 | 0.6916 | 0.7906 | 0.8740 | 0.9411 | 0.8123 | 0.8781 | 0.4293 | 0.9165 | 0.8375 | 0.7192 | 0.8705 | 0.6879 | 0.7635 | 0.3708 | 0.7891 | 0.6833 | 0.6760 |
| 0.2405 | 9.62 | 3560 | 0.5583 | 0.6991 | 0.8101 | 0.8755 | 0.9292 | 0.8411 | 0.8654 | 0.5109 | 0.9101 | 0.8771 | 0.7370 | 0.8767 | 0.6946 | 0.7654 | 0.3852 | 0.7855 | 0.6879 | 0.6987 |
| 0.4535 | 9.68 | 3580 | 0.5376 | 0.7052 | 0.8107 | 0.8789 | 0.9331 | 0.8328 | 0.8623 | 0.5248 | 0.9135 | 0.8315 | 0.7768 | 0.8757 | 0.6928 | 0.7614 | 0.3834 | 0.7872 | 0.7062 | 0.7298 |
| 0.2397 | 9.73 | 3600 | 0.5768 | 0.6989 | 0.8059 | 0.8766 | 0.9395 | 0.8361 | 0.8707 | 0.5003 | 0.9138 | 0.8660 | 0.7151 | 0.8735 | 0.6935 | 0.7700 | 0.4069 | 0.8007 | 0.6671 | 0.6808 |
| 0.1404 | 9.78 | 3620 | 0.5529 | 0.7027 | 0.8105 | 0.8780 | 0.9366 | 0.8407 | 0.8823 | 0.4908 | 0.9040 | 0.8734 | 0.7454 | 0.8788 | 0.6965 | 0.7674 | 0.4182 | 0.7965 | 0.6604 | 0.7012 |
| 0.1926 | 9.84 | 3640 | 0.5995 | 0.6965 | 0.7970 | 0.8767 | 0.9377 | 0.8165 | 0.8752 | 0.4468 | 0.9177 | 0.8468 | 0.7379 | 0.8770 | 0.6967 | 0.7674 | 0.3957 | 0.7982 | 0.6480 | 0.6926 |
| 0.2463 | 9.89 | 3660 | 0.5295 | 0.6975 | 0.8040 | 0.8775 | 0.9433 | 0.8240 | 0.8744 | 0.4643 | 0.8982 | 0.8695 | 0.7545 | 0.8749 | 0.6976 | 0.7623 | 0.3815 | 0.8015 | 0.6528 | 0.7122 |
| 0.2097 | 9.95 | 3680 | 0.5249 | 0.7013 | 0.8106 | 0.8780 | 0.9407 | 0.8411 | 0.8545 | 0.5219 | 0.9058 | 0.8556 | 0.7544 | 0.8727 | 0.6904 | 0.7680 | 0.3781 | 0.7956 | 0.6839 | 0.7204 |
| 0.2171 | 10.0 | 3700 | 0.5387 | 0.7062 | 0.8092 | 0.8801 | 0.9392 | 0.8415 | 0.8640 | 0.4984 | 0.9152 | 0.8523 | 0.7540 | 0.8730 | 0.6896 | 0.7747 | 0.3987 | 0.7958 | 0.6907 | 0.7206 |
| 0.1083 | 10.05 | 3720 | 0.5688 | 0.6990 | 0.7994 | 0.8769 | 0.9435 | 0.7578 | 0.8806 | 0.4867 | 0.9008 | 0.8881 | 0.7385 | 0.8723 | 0.6761 | 0.7670 | 0.3956 | 0.7903 | 0.6852 | 0.7067 |
| 0.1415 | 10.11 | 3740 | 0.5549 | 0.7112 | 0.8166 | 0.8813 | 0.9413 | 0.8001 | 0.8831 | 0.5320 | 0.8926 | 0.8950 | 0.7725 | 0.8802 | 0.6964 | 0.7680 | 0.4117 | 0.7886 | 0.6953 | 0.7385 |
| 0.1573 | 10.16 | 3760 | 0.5257 | 0.7071 | 0.8079 | 0.8809 | 0.9473 | 0.8075 | 0.8343 | 0.5126 | 0.9060 | 0.8802 | 0.7679 | 0.8758 | 0.6892 | 0.7649 | 0.4158 | 0.8002 | 0.6728 | 0.7314 |
| 0.215 | 10.22 | 3780 | 0.5679 | 0.6982 | 0.8041 | 0.8751 | 0.9341 | 0.8082 | 0.8800 | 0.5118 | 0.9143 | 0.8624 | 0.7182 | 0.8756 | 0.6927 | 0.7713 | 0.4135 | 0.7926 | 0.6580 | 0.6840 |
| 0.1497 | 10.27 | 3800 | 0.5854 | 0.6996 | 0.8092 | 0.8759 | 0.9391 | 0.8183 | 0.8768 | 0.5368 | 0.9076 | 0.8725 | 0.7134 | 0.8774 | 0.6949 | 0.7714 | 0.4184 | 0.7968 | 0.6574 | 0.6808 |
| 0.148 | 10.32 | 3820 | 0.5874 | 0.6916 | 0.8047 | 0.8727 | 0.9434 | 0.8139 | 0.8618 | 0.5494 | 0.9041 | 0.8556 | 0.7046 | 0.8758 | 0.6898 | 0.7754 | 0.3904 | 0.7965 | 0.6409 | 0.6723 |
| 0.1191 | 10.38 | 3840 | 0.5505 | 0.7035 | 0.8101 | 0.8782 | 0.9408 | 0.8230 | 0.8747 | 0.5242 | 0.9071 | 0.8634 | 0.7377 | 0.8797 | 0.7034 | 0.7731 | 0.4193 | 0.7992 | 0.6480 | 0.7021 |
| 0.1576 | 10.43 | 3860 | 0.5698 | 0.7026 | 0.8096 | 0.8782 | 0.9362 | 0.8167 | 0.8980 | 0.4979 | 0.9036 | 0.8709 | 0.7442 | 0.8762 | 0.6987 | 0.7720 | 0.4016 | 0.7969 | 0.6586 | 0.7143 |
| 0.2652 | 10.49 | 3880 | 0.5395 | 0.7063 | 0.8152 | 0.8797 | 0.9346 | 0.8534 | 0.8747 | 0.5109 | 0.9083 | 0.8707 | 0.7540 | 0.8776 | 0.6944 | 0.7709 | 0.4165 | 0.7971 | 0.6655 | 0.7220 |
| 0.1185 | 10.54 | 3900 | 0.4813 | 0.7175 | 0.8197 | 0.8848 | 0.9364 | 0.8232 | 0.8808 | 0.5200 | 0.9057 | 0.8802 | 0.7917 | 0.8812 | 0.7044 | 0.7731 | 0.4237 | 0.7978 | 0.6958 | 0.7465 |
| 0.1359 | 10.59 | 3920 | 0.5336 | 0.7115 | 0.8101 | 0.8810 | 0.9387 | 0.8125 | 0.8570 | 0.5197 | 0.9151 | 0.8655 | 0.7622 | 0.8759 | 0.6925 | 0.7724 | 0.4144 | 0.7883 | 0.7171 | 0.7201 |
| 0.162 | 10.65 | 3940 | 0.5542 | 0.6990 | 0.8152 | 0.8748 | 0.9318 | 0.8723 | 0.8525 | 0.5301 | 0.9048 | 0.8906 | 0.7247 | 0.8750 | 0.6851 | 0.7662 | 0.4145 | 0.7897 | 0.6773 | 0.6854 |
| 0.0826 | 10.7 | 3960 | 0.5254 | 0.7058 | 0.8073 | 0.8798 | 0.9472 | 0.8093 | 0.8746 | 0.5037 | 0.9059 | 0.8755 | 0.7348 | 0.8849 | 0.6986 | 0.7723 | 0.4076 | 0.7887 | 0.6886 | 0.7002 |
| 0.1512 | 10.76 | 3980 | 0.5818 | 0.7025 | 0.8067 | 0.8782 | 0.9444 | 0.8431 | 0.8735 | 0.4959 | 0.9145 | 0.8653 | 0.7105 | 0.8797 | 0.6914 | 0.7726 | 0.4169 | 0.7949 | 0.6831 | 0.6787 |
| 0.1112 | 10.81 | 4000 | 0.5328 | 0.6989 | 0.8140 | 0.8762 | 0.9506 | 0.8280 | 0.8695 | 0.5660 | 0.8930 | 0.8853 | 0.7052 | 0.8789 | 0.6894 | 0.7686 | 0.4137 | 0.7993 | 0.6667 | 0.6757 |
| 0.1365 | 10.86 | 4020 | 0.5622 | 0.7009 | 0.8049 | 0.8792 | 0.9498 | 0.8320 | 0.8619 | 0.4901 | 0.9124 | 0.8737 | 0.7148 | 0.8802 | 0.6866 | 0.7731 | 0.4141 | 0.8052 | 0.6652 | 0.6819 |
| 0.2949 | 10.92 | 4040 | 0.4964 | 0.7109 | 0.8212 | 0.8819 | 0.9400 | 0.8522 | 0.8695 | 0.5443 | 0.9028 | 0.8791 | 0.7609 | 0.8767 | 0.6897 | 0.7770 | 0.4151 | 0.8002 | 0.6945 | 0.7235 |
| 0.9439 | 10.97 | 4060 | 0.5072 | 0.7214 | 0.8176 | 0.8862 | 0.9299 | 0.8279 | 0.8637 | 0.5209 | 0.9264 | 0.8534 | 0.8009 | 0.8803 | 0.6983 | 0.7747 | 0.4137 | 0.7898 | 0.7274 | 0.7654 |
| 0.2403 | 11.03 | 4080 | 0.5490 | 0.7105 | 0.8181 | 0.8822 | 0.9376 | 0.8229 | 0.8739 | 0.5492 | 0.9107 | 0.8741 | 0.7585 | 0.8824 | 0.6969 | 0.7799 | 0.4176 | 0.8026 | 0.6691 | 0.7250 |
| 0.1703 | 11.08 | 4100 | 0.5449 | 0.7048 | 0.8114 | 0.8799 | 0.9449 | 0.8294 | 0.8631 | 0.5379 | 0.9095 | 0.8453 | 0.7501 | 0.8791 | 0.6835 | 0.7735 | 0.4089 | 0.7971 | 0.6732 | 0.7184 |
| 0.0699 | 11.14 | 4120 | 0.4586 | 0.7194 | 0.8153 | 0.8891 | 0.9490 | 0.8154 | 0.8647 | 0.5070 | 0.9171 | 0.8596 | 0.7940 | 0.8865 | 0.6939 | 0.7765 | 0.4097 | 0.8083 | 0.7011 | 0.7595 |
| 0.1628 | 11.19 | 4140 | 0.4187 | 0.7311 | 0.8206 | 0.8977 | 0.9531 | 0.8281 | 0.8786 | 0.4440 | 0.9092 | 0.8631 | 0.8681 | 0.8818 | 0.6975 | 0.7727 | 0.3805 | 0.8234 | 0.7283 | 0.8334 |
| 0.0776 | 11.24 | 4160 | 0.4767 | 0.7155 | 0.8168 | 0.8860 | 0.9538 | 0.8447 | 0.8494 | 0.5159 | 0.9056 | 0.8726 | 0.7755 | 0.8818 | 0.6948 | 0.7664 | 0.4064 | 0.8029 | 0.7101 | 0.7463 |
| 0.1468 | 11.3 | 4180 | 0.5068 | 0.7191 | 0.8109 | 0.8872 | 0.9429 | 0.8277 | 0.8600 | 0.4666 | 0.9181 | 0.8574 | 0.8034 | 0.8791 | 0.6986 | 0.7703 | 0.4056 | 0.7969 | 0.7197 | 0.7636 |
| 0.263 | 11.35 | 4200 | 0.5154 | 0.7106 | 0.8081 | 0.8823 | 0.9453 | 0.8173 | 0.8603 | 0.4935 | 0.9135 | 0.8685 | 0.7581 | 0.8791 | 0.6995 | 0.7721 | 0.4126 | 0.7965 | 0.6920 | 0.7227 |
| 0.158 | 11.41 | 4220 | 0.4783 | 0.7111 | 0.8196 | 0.8834 | 0.9409 | 0.8612 | 0.8628 | 0.5107 | 0.9034 | 0.8807 | 0.7778 | 0.8792 | 0.7002 | 0.7671 | 0.4089 | 0.8069 | 0.6750 | 0.7401 |
| 0.1783 | 11.46 | 4240 | 0.5335 | 0.7011 | 0.7993 | 0.8795 | 0.9470 | 0.8421 | 0.8594 | 0.4576 | 0.9242 | 0.8360 | 0.7288 | 0.8768 | 0.6950 | 0.7627 | 0.3903 | 0.7996 | 0.6885 | 0.6949 |
| 0.2561 | 11.51 | 4260 | 0.5462 | 0.6994 | 0.8050 | 0.8775 | 0.9402 | 0.8519 | 0.8834 | 0.4523 | 0.9086 | 0.8740 | 0.7246 | 0.8741 | 0.6932 | 0.7723 | 0.3841 | 0.7947 | 0.6913 | 0.6865 |
| 0.1057 | 11.57 | 4280 | 0.5293 | 0.7015 | 0.8032 | 0.8781 | 0.9352 | 0.8174 | 0.8723 | 0.4752 | 0.9216 | 0.8789 | 0.7216 | 0.8758 | 0.6917 | 0.7754 | 0.3968 | 0.7953 | 0.6881 | 0.6874 |
| 0.2336 | 11.62 | 4300 | 0.5145 | 0.7074 | 0.8121 | 0.8813 | 0.9433 | 0.7996 | 0.8912 | 0.5205 | 0.9041 | 0.8794 | 0.7466 | 0.8789 | 0.6942 | 0.7783 | 0.4039 | 0.8019 | 0.6829 | 0.7115 |
| 0.1043 | 11.68 | 4320 | 0.5157 | 0.7088 | 0.8135 | 0.8827 | 0.9452 | 0.8270 | 0.8723 | 0.5170 | 0.9089 | 0.8681 | 0.7558 | 0.8828 | 0.6949 | 0.7706 | 0.4052 | 0.8023 | 0.6847 | 0.7210 |
| 0.1259 | 11.73 | 4340 | 0.5239 | 0.7089 | 0.8139 | 0.8822 | 0.9417 | 0.8217 | 0.8772 | 0.5369 | 0.9135 | 0.8477 | 0.7587 | 0.8836 | 0.6953 | 0.7746 | 0.4047 | 0.7996 | 0.6816 | 0.7227 |
| 0.1687 | 11.78 | 4360 | 0.5391 | 0.7043 | 0.8091 | 0.8792 | 0.9442 | 0.8146 | 0.8660 | 0.5332 | 0.9101 | 0.8533 | 0.7422 | 0.8784 | 0.6928 | 0.7747 | 0.4095 | 0.7977 | 0.6683 | 0.7087 |
| 0.1047 | 11.84 | 4380 | 0.4750 | 0.7148 | 0.8203 | 0.8855 | 0.9372 | 0.8505 | 0.8778 | 0.5093 | 0.9110 | 0.8701 | 0.7859 | 0.8746 | 0.6852 | 0.7761 | 0.4141 | 0.8101 | 0.6979 | 0.7456 |
| 0.2485 | 11.89 | 4400 | 0.5173 | 0.7093 | 0.8071 | 0.8831 | 0.9554 | 0.8275 | 0.8725 | 0.4746 | 0.9050 | 0.8631 | 0.7517 | 0.8724 | 0.6837 | 0.7699 | 0.4132 | 0.8065 | 0.7013 | 0.7180 |
| 0.1506 | 11.95 | 4420 | 0.4751 | 0.7194 | 0.8191 | 0.8886 | 0.9493 | 0.8387 | 0.8728 | 0.5062 | 0.9091 | 0.8656 | 0.7920 | 0.8826 | 0.6917 | 0.7746 | 0.4199 | 0.8108 | 0.7005 | 0.7555 |
| 0.1273 | 12.0 | 4440 | 0.4569 | 0.7234 | 0.8220 | 0.8896 | 0.9504 | 0.8180 | 0.8631 | 0.5346 | 0.9041 | 0.8754 | 0.8088 | 0.8831 | 0.6950 | 0.7727 | 0.4262 | 0.8082 | 0.7074 | 0.7710 |
| 0.2022 | 12.05 | 4460 | 0.4756 | 0.7224 | 0.8221 | 0.8886 | 0.9465 | 0.8296 | 0.8684 | 0.5373 | 0.9093 | 0.8635 | 0.7999 | 0.8856 | 0.7031 | 0.7763 | 0.4204 | 0.8037 | 0.7078 | 0.7602 |
| 0.1816 | 12.11 | 4480 | 0.5084 | 0.7203 | 0.8189 | 0.8881 | 0.9500 | 0.8369 | 0.8727 | 0.5116 | 0.9084 | 0.8650 | 0.7876 | 0.8836 | 0.7005 | 0.7779 | 0.4135 | 0.8041 | 0.7071 | 0.7553 |
| 0.1658 | 12.16 | 4500 | 0.5079 | 0.7220 | 0.8206 | 0.8875 | 0.9495 | 0.8525 | 0.8678 | 0.5163 | 0.9056 | 0.8606 | 0.7921 | 0.8798 | 0.6962 | 0.7751 | 0.4180 | 0.7972 | 0.7313 | 0.7566 |
| 0.1448 | 12.22 | 4520 | 0.4827 | 0.7244 | 0.8247 | 0.8888 | 0.9404 | 0.8200 | 0.8876 | 0.5318 | 0.9057 | 0.8839 | 0.8036 | 0.8861 | 0.6959 | 0.7765 | 0.4248 | 0.7977 | 0.7281 | 0.7615 |
| 0.2206 | 12.27 | 4540 | 0.4846 | 0.7228 | 0.8265 | 0.8885 | 0.9401 | 0.8284 | 0.8699 | 0.5522 | 0.9066 | 0.8814 | 0.8069 | 0.8853 | 0.6984 | 0.7810 | 0.4195 | 0.8034 | 0.7105 | 0.7614 |
| 0.1661 | 12.32 | 4560 | 0.5086 | 0.7228 | 0.8260 | 0.8868 | 0.9367 | 0.8356 | 0.8630 | 0.5595 | 0.9095 | 0.8766 | 0.8013 | 0.8802 | 0.6907 | 0.7834 | 0.4237 | 0.7947 | 0.7253 | 0.7614 |
| 0.0673 | 12.38 | 4580 | 0.5182 | 0.7216 | 0.8257 | 0.8871 | 0.9367 | 0.8264 | 0.8664 | 0.5596 | 0.9090 | 0.8790 | 0.8028 | 0.8838 | 0.6948 | 0.7829 | 0.4189 | 0.7980 | 0.7140 | 0.7586 |
| 0.0807 | 12.43 | 4600 | 0.5639 | 0.7060 | 0.8144 | 0.8819 | 0.9301 | 0.7602 | 0.8665 | 0.5558 | 0.9066 | 0.8759 | 0.8057 | 0.8756 | 0.6320 | 0.7838 | 0.4131 | 0.8029 | 0.7046 | 0.7300 |
| 0.1123 | 12.49 | 4620 | 0.5331 | 0.7034 | 0.8012 | 0.8822 | 0.9395 | 0.7271 | 0.8733 | 0.5097 | 0.9122 | 0.8412 | 0.8049 | 0.8781 | 0.6366 | 0.7805 | 0.3934 | 0.7990 | 0.7050 | 0.7313 |
| 0.2726 | 12.54 | 4640 | 0.5222 | 0.7156 | 0.8226 | 0.8856 | 0.9491 | 0.8325 | 0.8714 | 0.5528 | 0.8958 | 0.8607 | 0.7958 | 0.8832 | 0.6980 | 0.7764 | 0.3879 | 0.8000 | 0.7037 | 0.7596 |
| 0.1614 | 12.59 | 4660 | 0.5256 | 0.7181 | 0.8203 | 0.8857 | 0.9436 | 0.8265 | 0.8479 | 0.5582 | 0.9111 | 0.8627 | 0.7920 | 0.8805 | 0.6962 | 0.7737 | 0.4047 | 0.7979 | 0.7176 | 0.7560 |
| 0.3386 | 12.65 | 4680 | 0.5143 | 0.7201 | 0.8216 | 0.8864 | 0.9424 | 0.8322 | 0.8648 | 0.5348 | 0.9066 | 0.8753 | 0.7949 | 0.8814 | 0.6985 | 0.7759 | 0.4044 | 0.7946 | 0.7263 | 0.7596 |
| 0.1359 | 12.7 | 4700 | 0.5013 | 0.7232 | 0.8210 | 0.8894 | 0.9484 | 0.8014 | 0.8731 | 0.5343 | 0.9054 | 0.8831 | 0.8012 | 0.8884 | 0.6999 | 0.7804 | 0.4117 | 0.8013 | 0.7212 | 0.7592 |
| 0.2407 | 12.76 | 4720 | 0.5207 | 0.7236 | 0.8199 | 0.8886 | 0.9391 | 0.8283 | 0.8725 | 0.5025 | 0.9150 | 0.8822 | 0.7998 | 0.8826 | 0.6979 | 0.7813 | 0.4160 | 0.7977 | 0.7269 | 0.7630 |
| 0.0954 | 12.81 | 4740 | 0.5054 | 0.7236 | 0.8256 | 0.8875 | 0.9420 | 0.8355 | 0.8703 | 0.5533 | 0.9064 | 0.8752 | 0.7963 | 0.8803 | 0.6978 | 0.7806 | 0.4233 | 0.7977 | 0.7242 | 0.7613 |
| 0.1139 | 12.86 | 4760 | 0.5323 | 0.7228 | 0.8177 | 0.8870 | 0.9448 | 0.8083 | 0.8722 | 0.5354 | 0.9114 | 0.8589 | 0.7932 | 0.8793 | 0.7007 | 0.7795 | 0.4228 | 0.7952 | 0.7234 | 0.7584 |
| 0.179 | 12.92 | 4780 | 0.5952 | 0.7058 | 0.8074 | 0.8790 | 0.9434 | 0.8448 | 0.8754 | 0.4989 | 0.9147 | 0.8433 | 0.7314 | 0.8721 | 0.6907 | 0.7763 | 0.4118 | 0.7933 | 0.6972 | 0.6996 |
| 0.1331 | 12.97 | 4800 | 0.5669 | 0.7120 | 0.8053 | 0.8826 | 0.9395 | 0.8205 | 0.8760 | 0.4617 | 0.9225 | 0.8632 | 0.7535 | 0.8750 | 0.6991 | 0.7773 | 0.4067 | 0.7943 | 0.7161 | 0.7156 |
| 0.1101 | 13.03 | 4820 | 0.5638 | 0.7144 | 0.8127 | 0.8831 | 0.9408 | 0.8402 | 0.8839 | 0.4789 | 0.9109 | 0.8755 | 0.7586 | 0.8734 | 0.6996 | 0.7776 | 0.4104 | 0.7949 | 0.7222 | 0.7226 |
| 0.1787 | 13.08 | 4840 | 0.5823 | 0.7128 | 0.8122 | 0.8819 | 0.9405 | 0.8267 | 0.8736 | 0.4990 | 0.9097 | 0.8788 | 0.7568 | 0.8716 | 0.6965 | 0.7683 | 0.4193 | 0.7952 | 0.7153 | 0.7233 |
| 0.1737 | 13.14 | 4860 | 0.5370 | 0.7114 | 0.8140 | 0.8825 | 0.9406 | 0.8534 | 0.8880 | 0.4763 | 0.9062 | 0.8707 | 0.7625 | 0.8738 | 0.6951 | 0.7744 | 0.4067 | 0.7975 | 0.7066 | 0.7258 |
| 0.1029 | 13.19 | 4880 | 0.5663 | 0.7131 | 0.8103 | 0.8828 | 0.9431 | 0.8236 | 0.8719 | 0.4947 | 0.9153 | 0.8718 | 0.7517 | 0.8748 | 0.6956 | 0.7756 | 0.4226 | 0.7983 | 0.7043 | 0.7203 |
| 0.3167 | 13.24 | 4900 | 0.5383 | 0.7108 | 0.8117 | 0.8826 | 0.9394 | 0.8392 | 0.8782 | 0.4870 | 0.9142 | 0.8599 | 0.7643 | 0.8753 | 0.7008 | 0.7733 | 0.4073 | 0.8016 | 0.6900 | 0.7276 |
| 0.071 | 13.3 | 4920 | 0.4376 | 0.7246 | 0.8264 | 0.8914 | 0.9485 | 0.8460 | 0.8828 | 0.5167 | 0.9025 | 0.8730 | 0.8158 | 0.8864 | 0.6978 | 0.7821 | 0.4107 | 0.8112 | 0.7066 | 0.7771 |
| 0.2235 | 13.35 | 4940 | 0.4993 | 0.7130 | 0.8187 | 0.8838 | 0.9436 | 0.8289 | 0.8909 | 0.5379 | 0.9085 | 0.8700 | 0.7509 | 0.8763 | 0.6922 | 0.7803 | 0.4208 | 0.8095 | 0.6973 | 0.7149 |
| 0.2843 | 13.41 | 4960 | 0.5831 | 0.6954 | 0.8099 | 0.8732 | 0.9355 | 0.8110 | 0.8907 | 0.5463 | 0.9006 | 0.8859 | 0.6996 | 0.8702 | 0.6843 | 0.7755 | 0.4208 | 0.7999 | 0.6533 | 0.6640 |
| 0.1342 | 13.46 | 4980 | 0.5407 | 0.7054 | 0.8130 | 0.8802 | 0.9525 | 0.8101 | 0.8777 | 0.5310 | 0.8905 | 0.8816 | 0.7476 | 0.8747 | 0.6908 | 0.7755 | 0.3986 | 0.8034 | 0.6838 | 0.7108 |
| 1.0814 | 13.51 | 5000 | 0.5384 | 0.7082 | 0.8166 | 0.8821 | 0.9478 | 0.8545 | 0.8912 | 0.5104 | 0.8989 | 0.8607 | 0.7527 | 0.8773 | 0.6916 | 0.7716 | 0.4015 | 0.8034 | 0.6969 | 0.7148 |
| 0.0819 | 13.57 | 5020 | 0.5716 | 0.7084 | 0.8188 | 0.8800 | 0.9438 | 0.8412 | 0.8764 | 0.5473 | 0.8958 | 0.8771 | 0.7501 | 0.8749 | 0.6956 | 0.7716 | 0.4121 | 0.7968 | 0.6903 | 0.7173 |
| 0.1046 | 13.62 | 5040 | 0.5611 | 0.7148 | 0.8108 | 0.8837 | 0.9407 | 0.8153 | 0.8573 | 0.5236 | 0.9245 | 0.8469 | 0.7671 | 0.8792 | 0.6993 | 0.7707 | 0.4307 | 0.7990 | 0.6931 | 0.7314 |
| 0.2022 | 13.68 | 5060 | 0.5357 | 0.7218 | 0.8213 | 0.8879 | 0.9404 | 0.8123 | 0.8587 | 0.5567 | 0.9161 | 0.8599 | 0.8050 | 0.8826 | 0.6976 | 0.7722 | 0.4270 | 0.8042 | 0.7023 | 0.7666 |
| 0.1772 | 13.73 | 5080 | 0.5351 | 0.7231 | 0.8275 | 0.8895 | 0.9457 | 0.8259 | 0.8743 | 0.5677 | 0.9056 | 0.8695 | 0.8039 | 0.8880 | 0.6968 | 0.7740 | 0.4274 | 0.8086 | 0.7007 | 0.7665 |
| 0.1927 | 13.78 | 5100 | 0.5247 | 0.7178 | 0.8298 | 0.8845 | 0.9375 | 0.8328 | 0.8781 | 0.5797 | 0.8896 | 0.8816 | 0.8092 | 0.8815 | 0.6978 | 0.7772 | 0.4289 | 0.8010 | 0.6971 | 0.7408 |
| 0.0898 | 13.84 | 5120 | 0.5092 | 0.7216 | 0.8215 | 0.8884 | 0.9435 | 0.8153 | 0.8644 | 0.5390 | 0.9102 | 0.8730 | 0.8046 | 0.8836 | 0.6992 | 0.7752 | 0.4255 | 0.8081 | 0.6985 | 0.7609 |
| 0.2036 | 13.89 | 5140 | 0.5080 | 0.7147 | 0.8174 | 0.8849 | 0.9465 | 0.8024 | 0.8599 | 0.5614 | 0.9098 | 0.8671 | 0.7747 | 0.8864 | 0.6991 | 0.7784 | 0.4173 | 0.8038 | 0.6846 | 0.7331 |
| 0.0804 | 13.95 | 5160 | 0.5077 | 0.7170 | 0.8222 | 0.8859 | 0.9437 | 0.8127 | 0.8545 | 0.5719 | 0.9063 | 0.8725 | 0.7939 | 0.8863 | 0.6993 | 0.7745 | 0.4089 | 0.8018 | 0.6977 | 0.7507 |
| 0.1414 | 14.0 | 5180 | 0.5017 | 0.7211 | 0.8244 | 0.8876 | 0.9459 | 0.8270 | 0.8675 | 0.5556 | 0.9025 | 0.8688 | 0.8032 | 0.8841 | 0.7019 | 0.7737 | 0.4253 | 0.8049 | 0.7010 | 0.7571 |
| 0.0496 | 14.05 | 5200 | 0.5309 | 0.7134 | 0.8151 | 0.8843 | 0.9465 | 0.8348 | 0.8724 | 0.5161 | 0.9133 | 0.8721 | 0.7502 | 0.8856 | 0.7054 | 0.7785 | 0.4288 | 0.8062 | 0.6732 | 0.7158 |
| 1.5316 | 14.11 | 5220 | 0.5198 | 0.7137 | 0.8214 | 0.8833 | 0.9376 | 0.8416 | 0.8852 | 0.5400 | 0.9093 | 0.8812 | 0.7546 | 0.8844 | 0.6970 | 0.7795 | 0.4406 | 0.8040 | 0.6799 | 0.7109 |
| 0.1592 | 14.16 | 5240 | 0.6018 | 0.7011 | 0.8126 | 0.8769 | 0.9442 | 0.8389 | 0.8970 | 0.5286 | 0.9017 | 0.8797 | 0.6979 | 0.8786 | 0.6960 | 0.7747 | 0.4373 | 0.8050 | 0.6530 | 0.6632 |
| 0.1332 | 14.22 | 5260 | 0.5614 | 0.6969 | 0.8030 | 0.8744 | 0.9443 | 0.8343 | 0.8888 | 0.5003 | 0.9095 | 0.8553 | 0.6884 | 0.8720 | 0.6960 | 0.7764 | 0.4299 | 0.8004 | 0.6500 | 0.6537 |
| 0.0598 | 14.27 | 5280 | 0.5516 | 0.7114 | 0.8181 | 0.8816 | 0.9363 | 0.8463 | 0.8791 | 0.5307 | 0.9135 | 0.8787 | 0.7418 | 0.8703 | 0.6905 | 0.7743 | 0.4321 | 0.8066 | 0.6964 | 0.7096 |
| 0.1074 | 14.32 | 5300 | 0.4560 | 0.7393 | 0.8364 | 0.8971 | 0.9331 | 0.8332 | 0.8744 | 0.5512 | 0.9167 | 0.8719 | 0.8746 | 0.8813 | 0.7050 | 0.7807 | 0.4254 | 0.8174 | 0.7324 | 0.8327 |
| 0.177 | 14.38 | 5320 | 0.4475 | 0.7429 | 0.8297 | 0.8996 | 0.9407 | 0.8292 | 0.8672 | 0.4997 | 0.9210 | 0.8657 | 0.8847 | 0.8805 | 0.7083 | 0.7769 | 0.4317 | 0.8204 | 0.7409 | 0.8417 |
| 0.0884 | 14.43 | 5340 | 0.4512 | 0.7402 | 0.8307 | 0.8984 | 0.9486 | 0.8233 | 0.8730 | 0.5089 | 0.9055 | 0.8817 | 0.8741 | 0.8809 | 0.7097 | 0.7772 | 0.4262 | 0.8207 | 0.7318 | 0.8347 |
| 0.198 | 14.49 | 5360 | 0.4705 | 0.7277 | 0.8308 | 0.8915 | 0.9405 | 0.8401 | 0.8818 | 0.5433 | 0.9063 | 0.8850 | 0.8186 | 0.8832 | 0.7074 | 0.7796 | 0.4278 | 0.8152 | 0.6995 | 0.7815 |
| 0.1368 | 14.54 | 5380 | 0.5291 | 0.7053 | 0.8162 | 0.8793 | 0.9444 | 0.8350 | 0.8832 | 0.5546 | 0.9057 | 0.8728 | 0.7174 | 0.8770 | 0.7014 | 0.7774 | 0.4180 | 0.8071 | 0.6673 | 0.6887 |
| 0.1021 | 14.59 | 5400 | 0.5344 | 0.7093 | 0.8158 | 0.8804 | 0.9414 | 0.8290 | 0.8627 | 0.5436 | 0.9079 | 0.8897 | 0.7365 | 0.8797 | 0.7064 | 0.7771 | 0.4310 | 0.8018 | 0.6651 | 0.7043 |
| 0.1462 | 14.65 | 5420 | 0.5663 | 0.7113 | 0.8151 | 0.8815 | 0.9429 | 0.8510 | 0.8709 | 0.5239 | 0.9118 | 0.8609 | 0.7443 | 0.8807 | 0.7052 | 0.7771 | 0.4325 | 0.7983 | 0.6760 | 0.7094 |
| 0.2965 | 14.7 | 5440 | 0.5875 | 0.7073 | 0.8156 | 0.8790 | 0.9399 | 0.8509 | 0.8681 | 0.5267 | 0.9072 | 0.8928 | 0.7235 | 0.8795 | 0.7024 | 0.7781 | 0.4273 | 0.7957 | 0.6788 | 0.6893 |
| 0.1584 | 14.76 | 5460 | 0.5612 | 0.7053 | 0.8135 | 0.8781 | 0.9424 | 0.8380 | 0.8634 | 0.5269 | 0.9030 | 0.8996 | 0.7215 | 0.8775 | 0.6992 | 0.7756 | 0.4249 | 0.7962 | 0.6762 | 0.6873 |
| 0.1212 | 14.81 | 5480 | 0.5623 | 0.7061 | 0.8160 | 0.8795 | 0.9423 | 0.8549 | 0.8534 | 0.5289 | 0.9072 | 0.9015 | 0.7239 | 0.8828 | 0.7002 | 0.7712 | 0.4230 | 0.7988 | 0.6783 | 0.6886 |
| 0.1495 | 14.86 | 5500 | 0.5443 | 0.7135 | 0.8195 | 0.8827 | 0.9362 | 0.8541 | 0.8807 | 0.5252 | 0.9130 | 0.8746 | 0.7530 | 0.8834 | 0.7046 | 0.7787 | 0.4249 | 0.7968 | 0.6901 | 0.7161 |
| 0.8258 | 14.92 | 5520 | 0.5720 | 0.7139 | 0.8188 | 0.8827 | 0.9419 | 0.8406 | 0.8718 | 0.5370 | 0.9068 | 0.8757 | 0.7580 | 0.8825 | 0.7053 | 0.7779 | 0.4217 | 0.7949 | 0.6933 | 0.7219 |
| 0.1611 | 14.97 | 5540 | 0.5816 | 0.7114 | 0.8148 | 0.8810 | 0.9375 | 0.8299 | 0.8644 | 0.5274 | 0.9128 | 0.8869 | 0.7450 | 0.8804 | 0.7056 | 0.7792 | 0.4318 | 0.7978 | 0.6866 | 0.6983 |
| 0.253 | 15.03 | 5560 | 0.5703 | 0.7145 | 0.8170 | 0.8833 | 0.9381 | 0.8431 | 0.8802 | 0.5115 | 0.9129 | 0.8754 | 0.7576 | 0.8795 | 0.7082 | 0.7793 | 0.4310 | 0.8030 | 0.6864 | 0.7138 |
| 0.1777 | 15.08 | 5580 | 0.5662 | 0.7173 | 0.8191 | 0.8846 | 0.9434 | 0.8395 | 0.8578 | 0.5418 | 0.9139 | 0.8766 | 0.7605 | 0.8825 | 0.7077 | 0.7775 | 0.4380 | 0.8022 | 0.6871 | 0.7261 |
| 0.1439 | 15.14 | 5600 | 0.5368 | 0.7184 | 0.8145 | 0.8844 | 0.9367 | 0.8270 | 0.8799 | 0.5251 | 0.9211 | 0.8265 | 0.7853 | 0.8792 | 0.7061 | 0.7796 | 0.4316 | 0.7949 | 0.7043 | 0.7333 |
| 0.1532 | 15.19 | 5620 | 0.5855 | 0.7069 | 0.8091 | 0.8782 | 0.9397 | 0.8313 | 0.8759 | 0.5335 | 0.9190 | 0.8442 | 0.7200 | 0.8787 | 0.7041 | 0.7726 | 0.4293 | 0.7889 | 0.6869 | 0.6878 |
| 0.0797 | 15.24 | 5640 | 0.6323 | 0.7071 | 0.8121 | 0.8791 | 0.9391 | 0.8504 | 0.8716 | 0.5204 | 0.9188 | 0.8718 | 0.7126 | 0.8786 | 0.7005 | 0.7771 | 0.4337 | 0.7973 | 0.6811 | 0.6816 |
| 0.1549 | 15.3 | 5660 | 0.5341 | 0.7174 | 0.8191 | 0.8860 | 0.9489 | 0.8214 | 0.8724 | 0.5567 | 0.9136 | 0.8658 | 0.7551 | 0.8888 | 0.7043 | 0.7798 | 0.4380 | 0.8064 | 0.6829 | 0.7216 |
| 0.0825 | 15.35 | 5680 | 0.5877 | 0.7079 | 0.8141 | 0.8802 | 0.9491 | 0.8225 | 0.8568 | 0.5718 | 0.9117 | 0.8665 | 0.7199 | 0.8835 | 0.6977 | 0.7734 | 0.4385 | 0.8010 | 0.6743 | 0.6872 |
| 0.1114 | 15.41 | 5700 | 0.5888 | 0.7071 | 0.8120 | 0.8796 | 0.9490 | 0.8209 | 0.8623 | 0.5668 | 0.9142 | 0.8568 | 0.7138 | 0.8836 | 0.6971 | 0.7758 | 0.4413 | 0.7990 | 0.6717 | 0.6813 |
| 0.1845 | 15.46 | 5720 | 0.5980 | 0.7052 | 0.8125 | 0.8789 | 0.9400 | 0.8390 | 0.8840 | 0.5193 | 0.9112 | 0.8786 | 0.7154 | 0.8791 | 0.6993 | 0.7772 | 0.4315 | 0.8021 | 0.6658 | 0.6815 |
| 0.0943 | 15.51 | 5740 | 0.5980 | 0.7066 | 0.8108 | 0.8803 | 0.9498 | 0.8326 | 0.8579 | 0.5363 | 0.9148 | 0.8706 | 0.7135 | 0.8836 | 0.6982 | 0.7729 | 0.4341 | 0.8034 | 0.6723 | 0.6815 |
| 0.1462 | 15.57 | 5760 | 0.5699 | 0.7114 | 0.8108 | 0.8822 | 0.9451 | 0.8368 | 0.8590 | 0.5318 | 0.9230 | 0.8341 | 0.7458 | 0.8883 | 0.7067 | 0.7726 | 0.4326 | 0.7954 | 0.6805 | 0.7036 |
| 0.0397 | 15.62 | 5780 | 0.5557 | 0.7107 | 0.8110 | 0.8827 | 0.9490 | 0.8145 | 0.8635 | 0.5260 | 0.9125 | 0.8647 | 0.7466 | 0.8854 | 0.7017 | 0.7678 | 0.4265 | 0.8016 | 0.6907 | 0.7010 |
| 0.1133 | 15.68 | 5800 | 0.5547 | 0.7090 | 0.8149 | 0.8818 | 0.9483 | 0.8205 | 0.8798 | 0.5297 | 0.9009 | 0.8832 | 0.7422 | 0.8845 | 0.6992 | 0.7715 | 0.4242 | 0.8030 | 0.6845 | 0.6964 |
| 0.09 | 15.73 | 5820 | 0.5832 | 0.7059 | 0.8089 | 0.8801 | 0.9449 | 0.8349 | 0.8736 | 0.5085 | 0.9165 | 0.8643 | 0.7198 | 0.8807 | 0.6956 | 0.7730 | 0.4238 | 0.8017 | 0.6865 | 0.6800 |
| 0.1115 | 15.78 | 5840 | 0.5373 | 0.7007 | 0.8026 | 0.8807 | 0.9453 | 0.7627 | 0.8625 | 0.5072 | 0.9113 | 0.8712 | 0.7579 | 0.8833 | 0.6534 | 0.7736 | 0.4137 | 0.8063 | 0.6814 | 0.6930 |
| 0.1302 | 15.84 | 5860 | 0.5311 | 0.7060 | 0.8081 | 0.8820 | 0.9508 | 0.8145 | 0.8773 | 0.4971 | 0.9064 | 0.8618 | 0.7487 | 0.8824 | 0.6973 | 0.7711 | 0.4074 | 0.8079 | 0.6712 | 0.7047 |
| 0.1614 | 15.89 | 5880 | 0.5499 | 0.7062 | 0.8077 | 0.8819 | 0.9475 | 0.8109 | 0.8404 | 0.5094 | 0.9142 | 0.8796 | 0.7517 | 0.8847 | 0.6976 | 0.7659 | 0.4121 | 0.8070 | 0.6705 | 0.7059 |
| 0.2877 | 15.95 | 5900 | 0.6037 | 0.6983 | 0.8012 | 0.8798 | 0.9440 | 0.7287 | 0.8728 | 0.5228 | 0.9093 | 0.8792 | 0.7514 | 0.8835 | 0.6398 | 0.7745 | 0.4227 | 0.8074 | 0.6709 | 0.6892 |
| 0.1544 | 16.0 | 5920 | 0.6054 | 0.6997 | 0.7998 | 0.8805 | 0.9397 | 0.7367 | 0.8742 | 0.5066 | 0.9204 | 0.8718 | 0.7488 | 0.8846 | 0.6425 | 0.7766 | 0.4274 | 0.8084 | 0.6723 | 0.6860 |
| 0.0872 | 16.05 | 5940 | 0.5785 | 0.6981 | 0.7984 | 0.8803 | 0.9428 | 0.7402 | 0.8800 | 0.4933 | 0.9170 | 0.8693 | 0.7459 | 0.8844 | 0.6397 | 0.7781 | 0.4226 | 0.8095 | 0.6705 | 0.6819 |
| 0.1587 | 16.11 | 5960 | 0.6095 | 0.7112 | 0.8156 | 0.8822 | 0.9476 | 0.8289 | 0.8872 | 0.5422 | 0.9101 | 0.8652 | 0.7279 | 0.8871 | 0.6977 | 0.7752 | 0.4358 | 0.7975 | 0.6868 | 0.6979 |
| 0.1156 | 16.16 | 5980 | 0.5631 | 0.7228 | 0.8271 | 0.8878 | 0.9435 | 0.8430 | 0.8641 | 0.5728 | 0.9099 | 0.8648 | 0.7916 | 0.8881 | 0.6966 | 0.7756 | 0.4288 | 0.7981 | 0.7184 | 0.7537 |
| 0.5602 | 16.22 | 6000 | 0.6203 | 0.7132 | 0.8063 | 0.8859 | 0.9419 | 0.7312 | 0.8758 | 0.5216 | 0.9165 | 0.8520 | 0.8052 | 0.8842 | 0.6383 | 0.7753 | 0.4332 | 0.7982 | 0.7286 | 0.7345 |
| 0.1459 | 16.27 | 6020 | 0.5944 | 0.7127 | 0.8062 | 0.8857 | 0.9413 | 0.7417 | 0.8655 | 0.5203 | 0.9210 | 0.8585 | 0.7955 | 0.8849 | 0.6412 | 0.7771 | 0.4349 | 0.8006 | 0.7241 | 0.7257 |
| 0.0815 | 16.32 | 6040 | 0.5909 | 0.7106 | 0.8054 | 0.8846 | 0.9403 | 0.7383 | 0.8767 | 0.5181 | 0.9192 | 0.8559 | 0.7890 | 0.8837 | 0.6412 | 0.7777 | 0.4294 | 0.7992 | 0.7217 | 0.7215 |
| 0.0555 | 16.38 | 6060 | 0.6450 | 0.7010 | 0.7965 | 0.8791 | 0.9475 | 0.7309 | 0.8698 | 0.5238 | 0.9174 | 0.8433 | 0.7427 | 0.8749 | 0.6325 | 0.7736 | 0.4255 | 0.7962 | 0.7195 | 0.6847 |
| 0.1441 | 16.43 | 6080 | 0.5628 | 0.7094 | 0.8058 | 0.8829 | 0.9398 | 0.7435 | 0.8838 | 0.5203 | 0.9130 | 0.8553 | 0.7848 | 0.8767 | 0.6403 | 0.7787 | 0.4287 | 0.7971 | 0.7249 | 0.7197 |
| 0.1232 | 16.49 | 6100 | 0.6332 | 0.7048 | 0.7949 | 0.8809 | 0.9410 | 0.7159 | 0.8585 | 0.5052 | 0.9246 | 0.8475 | 0.7716 | 0.8766 | 0.6354 | 0.7750 | 0.4266 | 0.7925 | 0.7187 | 0.7091 |
| 0.0853 | 16.54 | 6120 | 0.6428 | 0.7031 | 0.7959 | 0.8797 | 0.9360 | 0.7306 | 0.8593 | 0.5026 | 0.9271 | 0.8531 | 0.7627 | 0.8752 | 0.6342 | 0.7716 | 0.4257 | 0.7919 | 0.7233 | 0.7000 |
| 0.7649 | 16.59 | 6140 | 0.5122 | 0.7155 | 0.8128 | 0.8858 | 0.9417 | 0.7967 | 0.8721 | 0.5045 | 0.9136 | 0.8763 | 0.7849 | 0.8835 | 0.6709 | 0.7748 | 0.4283 | 0.8004 | 0.7250 | 0.7252 |
| 0.09 | 16.65 | 6160 | 0.5520 | 0.7133 | 0.8116 | 0.8825 | 0.9419 | 0.8183 | 0.8705 | 0.5052 | 0.9114 | 0.8734 | 0.7608 | 0.8778 | 0.6943 | 0.7728 | 0.4124 | 0.7913 | 0.7264 | 0.7180 |
| 0.0908 | 16.7 | 6180 | 0.5755 | 0.7079 | 0.8069 | 0.8830 | 0.9378 | 0.7643 | 0.8731 | 0.4960 | 0.9110 | 0.8767 | 0.7894 | 0.8806 | 0.6437 | 0.7765 | 0.4107 | 0.7947 | 0.7246 | 0.7249 |
| 0.1677 | 16.76 | 6200 | 0.5405 | 0.7123 | 0.8083 | 0.8855 | 0.9371 | 0.7522 | 0.8811 | 0.4956 | 0.9134 | 0.8738 | 0.8052 | 0.8814 | 0.6446 | 0.7790 | 0.4156 | 0.7985 | 0.7305 | 0.7368 |
| 0.1951 | 16.81 | 6220 | 0.5430 | 0.7116 | 0.8042 | 0.8850 | 0.9369 | 0.7558 | 0.8673 | 0.4940 | 0.9270 | 0.8611 | 0.7871 | 0.8812 | 0.6455 | 0.7812 | 0.4307 | 0.8014 | 0.7181 | 0.7229 |
| 2.4185 | 16.86 | 6240 | 0.5116 | 0.7233 | 0.8135 | 0.8942 | 0.9414 | 0.7437 | 0.8883 | 0.4649 | 0.9122 | 0.8772 | 0.8669 | 0.8806 | 0.6438 | 0.7806 | 0.4132 | 0.8204 | 0.7283 | 0.7962 |
| 0.0651 | 16.92 | 6260 | 0.5158 | 0.7125 | 0.8141 | 0.8853 | 0.9403 | 0.7532 | 0.8742 | 0.5367 | 0.9043 | 0.8867 | 0.8029 | 0.8820 | 0.6464 | 0.7821 | 0.4335 | 0.8055 | 0.7020 | 0.7358 |
| 0.1278 | 16.97 | 6280 | 0.5137 | 0.7215 | 0.8240 | 0.8863 | 0.9382 | 0.8188 | 0.8786 | 0.5701 | 0.9106 | 0.8597 | 0.7923 | 0.8807 | 0.7033 | 0.7833 | 0.4311 | 0.8020 | 0.7094 | 0.7408 |
| 0.0665 | 17.03 | 6300 | 0.5100 | 0.7238 | 0.8289 | 0.8877 | 0.9394 | 0.8423 | 0.8729 | 0.5794 | 0.9112 | 0.8654 | 0.7915 | 0.8850 | 0.7046 | 0.7831 | 0.4266 | 0.8007 | 0.7122 | 0.7543 |
| 0.1191 | 17.08 | 6320 | 0.4659 | 0.7353 | 0.8338 | 0.8952 | 0.9470 | 0.8215 | 0.8865 | 0.5719 | 0.9055 | 0.8615 | 0.8429 | 0.8900 | 0.7069 | 0.7794 | 0.4308 | 0.8108 | 0.7305 | 0.7990 |
| 0.0746 | 17.14 | 6340 | 0.4894 | 0.7308 | 0.8299 | 0.8918 | 0.9455 | 0.8394 | 0.8799 | 0.5718 | 0.9124 | 0.8460 | 0.8142 | 0.8892 | 0.7055 | 0.7774 | 0.4364 | 0.8023 | 0.7291 | 0.7756 |
| 0.2034 | 17.19 | 6360 | 0.4699 | 0.7292 | 0.8226 | 0.8923 | 0.9502 | 0.8090 | 0.8897 | 0.5148 | 0.9061 | 0.8729 | 0.8155 | 0.8856 | 0.7053 | 0.7810 | 0.4269 | 0.8092 | 0.7282 | 0.7679 |
| 0.7434 | 17.24 | 6380 | 0.5803 | 0.7127 | 0.8102 | 0.8834 | 0.9512 | 0.8200 | 0.8672 | 0.5169 | 0.9177 | 0.8688 | 0.7293 | 0.8867 | 0.7038 | 0.7773 | 0.4297 | 0.7991 | 0.6949 | 0.6977 |
| 0.1345 | 17.3 | 6400 | 0.5747 | 0.7115 | 0.8166 | 0.8822 | 0.9477 | 0.8255 | 0.8825 | 0.5463 | 0.9072 | 0.8773 | 0.7297 | 0.8873 | 0.7034 | 0.7768 | 0.4383 | 0.8007 | 0.6783 | 0.6955 |
| 0.0724 | 17.35 | 6420 | 0.5721 | 0.7099 | 0.8186 | 0.8816 | 0.9441 | 0.8450 | 0.8664 | 0.5591 | 0.9112 | 0.8699 | 0.7343 | 0.8862 | 0.6991 | 0.7750 | 0.4403 | 0.8036 | 0.6678 | 0.6975 |
| 0.1157 | 17.41 | 6440 | 0.5546 | 0.7128 | 0.8164 | 0.8833 | 0.9447 | 0.8381 | 0.8653 | 0.5479 | 0.9179 | 0.8568 | 0.7442 | 0.8868 | 0.7034 | 0.7776 | 0.4376 | 0.8042 | 0.6753 | 0.7051 |
| 0.6272 | 17.46 | 6460 | 0.5512 | 0.7149 | 0.8170 | 0.8844 | 0.9441 | 0.8297 | 0.8799 | 0.5351 | 0.9159 | 0.8680 | 0.7463 | 0.8877 | 0.7067 | 0.7774 | 0.4369 | 0.8041 | 0.6810 | 0.7103 |
| 0.065 | 17.51 | 6480 | 0.4920 | 0.7197 | 0.8191 | 0.8873 | 0.9372 | 0.8093 | 0.8770 | 0.5159 | 0.9123 | 0.8816 | 0.8003 | 0.8797 | 0.6982 | 0.7814 | 0.4296 | 0.8122 | 0.6940 | 0.7426 |
| 0.106 | 17.57 | 6500 | 0.4874 | 0.7222 | 0.8267 | 0.8885 | 0.9392 | 0.8187 | 0.8700 | 0.5456 | 0.8989 | 0.8848 | 0.8299 | 0.8814 | 0.7019 | 0.7773 | 0.4278 | 0.8151 | 0.7016 | 0.7501 |
| 0.4623 | 17.62 | 6520 | 0.4663 | 0.7323 | 0.8317 | 0.8947 | 0.9397 | 0.8166 | 0.8638 | 0.5497 | 0.9080 | 0.8808 | 0.8632 | 0.8835 | 0.7045 | 0.7775 | 0.4254 | 0.8228 | 0.7205 | 0.7919 |
| 0.1292 | 17.68 | 6540 | 0.4846 | 0.7257 | 0.8269 | 0.8913 | 0.9345 | 0.8034 | 0.8724 | 0.5349 | 0.9066 | 0.8832 | 0.8533 | 0.8797 | 0.6932 | 0.7775 | 0.4186 | 0.8183 | 0.7154 | 0.7773 |
| 0.1434 | 17.73 | 6560 | 0.5075 | 0.7200 | 0.8167 | 0.8875 | 0.9376 | 0.8059 | 0.8805 | 0.5128 | 0.9166 | 0.8592 | 0.8045 | 0.8803 | 0.6989 | 0.7812 | 0.4201 | 0.8073 | 0.7048 | 0.7475 |
| 0.1434 | 17.78 | 6580 | 0.5273 | 0.7225 | 0.8223 | 0.8885 | 0.9346 | 0.8451 | 0.8727 | 0.5019 | 0.9160 | 0.8788 | 0.8072 | 0.8819 | 0.7040 | 0.7806 | 0.4175 | 0.8056 | 0.7113 | 0.7565 |
| 0.1528 | 17.84 | 6600 | 0.5419 | 0.7181 | 0.8155 | 0.8872 | 0.9382 | 0.7992 | 0.8891 | 0.4952 | 0.9111 | 0.8707 | 0.8050 | 0.8804 | 0.6901 | 0.7771 | 0.4133 | 0.8054 | 0.7122 | 0.7480 |
| 0.326 | 17.89 | 6620 | 0.4937 | 0.7303 | 0.8299 | 0.8931 | 0.9398 | 0.8346 | 0.8880 | 0.5239 | 0.9072 | 0.8784 | 0.8373 | 0.8837 | 0.7059 | 0.7778 | 0.4200 | 0.8129 | 0.7167 | 0.7948 |
| 0.1772 | 17.95 | 6640 | 0.4895 | 0.7400 | 0.8333 | 0.8983 | 0.9359 | 0.8366 | 0.8749 | 0.5061 | 0.9152 | 0.8840 | 0.8803 | 0.8820 | 0.7049 | 0.7798 | 0.4290 | 0.8206 | 0.7382 | 0.8255 |
| 0.1841 | 18.0 | 6660 | 0.5031 | 0.7391 | 0.8344 | 0.8978 | 0.9391 | 0.8235 | 0.8797 | 0.5181 | 0.9049 | 0.8902 | 0.8849 | 0.8790 | 0.6979 | 0.7796 | 0.4292 | 0.8224 | 0.7401 | 0.8252 |
| 0.1194 | 18.05 | 6680 | 0.5492 | 0.7143 | 0.8059 | 0.8879 | 0.9372 | 0.7420 | 0.8824 | 0.4740 | 0.9203 | 0.8671 | 0.8185 | 0.8793 | 0.6432 | 0.7794 | 0.4175 | 0.8086 | 0.7234 | 0.7489 |
| 0.0874 | 18.11 | 6700 | 0.5252 | 0.7216 | 0.8188 | 0.8915 | 0.9353 | 0.7620 | 0.8655 | 0.5191 | 0.9150 | 0.8831 | 0.8515 | 0.8798 | 0.6392 | 0.7790 | 0.4291 | 0.8161 | 0.7295 | 0.7785 |
| 0.2507 | 18.16 | 6720 | 0.5484 | 0.7201 | 0.8139 | 0.8907 | 0.9375 | 0.7313 | 0.8781 | 0.5032 | 0.9110 | 0.8897 | 0.8467 | 0.8798 | 0.6401 | 0.7797 | 0.4239 | 0.8122 | 0.7313 | 0.7739 |
| 0.1243 | 18.22 | 6740 | 0.5657 | 0.7145 | 0.8065 | 0.8860 | 0.9386 | 0.7248 | 0.8740 | 0.5135 | 0.9162 | 0.8674 | 0.8108 | 0.8806 | 0.6408 | 0.7811 | 0.4245 | 0.7974 | 0.7393 | 0.7375 |
| 0.5715 | 18.27 | 6760 | 0.4772 | 0.7355 | 0.8272 | 0.8990 | 0.9431 | 0.7711 | 0.8622 | 0.5217 | 0.9133 | 0.8900 | 0.8889 | 0.8872 | 0.6662 | 0.7794 | 0.4282 | 0.8251 | 0.7468 | 0.8159 |
| 0.1517 | 18.32 | 6780 | 0.4804 | 0.7373 | 0.8335 | 0.8981 | 0.9397 | 0.8005 | 0.8741 | 0.5403 | 0.9090 | 0.8902 | 0.8809 | 0.8857 | 0.6945 | 0.7793 | 0.4287 | 0.8253 | 0.7343 | 0.8133 |
| 0.2206 | 18.38 | 6800 | 0.4736 | 0.7346 | 0.8290 | 0.8989 | 0.9437 | 0.7558 | 0.8791 | 0.5499 | 0.9095 | 0.8724 | 0.8922 | 0.8871 | 0.6593 | 0.7817 | 0.4248 | 0.8266 | 0.7440 | 0.8187 |
| 0.1793 | 18.43 | 6820 | 0.4780 | 0.7342 | 0.8252 | 0.8993 | 0.9450 | 0.7567 | 0.8716 | 0.5234 | 0.9136 | 0.8712 | 0.8946 | 0.8867 | 0.6529 | 0.7802 | 0.4299 | 0.8285 | 0.7438 | 0.8172 |
| 0.1145 | 18.49 | 6840 | 0.4977 | 0.7310 | 0.8214 | 0.8983 | 0.9470 | 0.7326 | 0.8756 | 0.5149 | 0.9097 | 0.8840 | 0.8862 | 0.8852 | 0.6395 | 0.7793 | 0.4302 | 0.8278 | 0.7434 | 0.8114 |
| 0.1795 | 18.54 | 6860 | 0.5186 | 0.7287 | 0.8220 | 0.8965 | 0.9375 | 0.7385 | 0.8750 | 0.5185 | 0.9131 | 0.8788 | 0.8922 | 0.8835 | 0.6419 | 0.7770 | 0.4282 | 0.8257 | 0.7414 | 0.8030 |
| 0.1177 | 18.59 | 6880 | 0.4913 | 0.7308 | 0.8283 | 0.8929 | 0.9455 | 0.8327 | 0.8719 | 0.5425 | 0.9121 | 0.8750 | 0.8183 | 0.8886 | 0.7052 | 0.7812 | 0.4351 | 0.8103 | 0.7250 | 0.7701 |
| 0.1396 | 18.65 | 6900 | 0.5047 | 0.7286 | 0.8289 | 0.8917 | 0.9388 | 0.8497 | 0.8785 | 0.5495 | 0.9213 | 0.8569 | 0.8072 | 0.8886 | 0.6988 | 0.7830 | 0.4336 | 0.8079 | 0.7240 | 0.7644 |
| 0.074 | 18.7 | 6920 | 0.4698 | 0.7357 | 0.8362 | 0.8962 | 0.9462 | 0.8410 | 0.8769 | 0.5523 | 0.9033 | 0.8837 | 0.8497 | 0.8881 | 0.7053 | 0.7782 | 0.4386 | 0.8201 | 0.7173 | 0.8025 |
| 0.0895 | 18.76 | 6940 | 0.5044 | 0.7269 | 0.8271 | 0.8902 | 0.9425 | 0.8348 | 0.8692 | 0.5587 | 0.9155 | 0.8721 | 0.7970 | 0.8874 | 0.7064 | 0.7792 | 0.4347 | 0.8064 | 0.7169 | 0.7575 |
| 0.1672 | 18.81 | 6960 | 0.5068 | 0.7274 | 0.8261 | 0.8913 | 0.9472 | 0.8288 | 0.8699 | 0.5518 | 0.9140 | 0.8746 | 0.7965 | 0.8897 | 0.7033 | 0.7798 | 0.4374 | 0.8093 | 0.7149 | 0.7572 |
| 0.076 | 18.86 | 6980 | 0.5349 | 0.7284 | 0.8252 | 0.8918 | 0.9483 | 0.8235 | 0.8669 | 0.5465 | 0.9149 | 0.8765 | 0.7995 | 0.8895 | 0.6992 | 0.7787 | 0.4395 | 0.8084 | 0.7205 | 0.7627 |
| 0.1471 | 18.92 | 7000 | 0.5228 | 0.7277 | 0.8262 | 0.8901 | 0.9423 | 0.8316 | 0.8715 | 0.5508 | 0.9137 | 0.8700 | 0.8033 | 0.8837 | 0.7009 | 0.7822 | 0.4341 | 0.8035 | 0.7242 | 0.7651 |
| 0.1301 | 18.97 | 7020 | 0.5561 | 0.7258 | 0.8245 | 0.8886 | 0.9422 | 0.8108 | 0.8647 | 0.5742 | 0.9134 | 0.8675 | 0.7990 | 0.8830 | 0.6989 | 0.7803 | 0.4329 | 0.7996 | 0.7270 | 0.7591 |
| 0.1434 | 19.03 | 7040 | 0.5282 | 0.7269 | 0.8290 | 0.8893 | 0.9404 | 0.8378 | 0.8635 | 0.5689 | 0.9110 | 0.8787 | 0.8030 | 0.8836 | 0.6985 | 0.7812 | 0.4389 | 0.8024 | 0.7189 | 0.7648 |
| 0.1616 | 19.08 | 7060 | 0.5171 | 0.7264 | 0.8251 | 0.8892 | 0.9412 | 0.8066 | 0.8744 | 0.5583 | 0.9078 | 0.8763 | 0.8110 | 0.8824 | 0.6981 | 0.7812 | 0.4352 | 0.8022 | 0.7229 | 0.7625 |
| 0.1079 | 19.14 | 7080 | 0.5325 | 0.7246 | 0.8213 | 0.8882 | 0.9378 | 0.8086 | 0.8716 | 0.5485 | 0.9182 | 0.8640 | 0.8003 | 0.8805 | 0.6972 | 0.7835 | 0.4347 | 0.8022 | 0.7248 | 0.7493 |
| 0.1672 | 19.19 | 7100 | 0.5327 | 0.7273 | 0.8244 | 0.8895 | 0.9422 | 0.8242 | 0.8625 | 0.5552 | 0.9162 | 0.8696 | 0.8007 | 0.8835 | 0.7031 | 0.7800 | 0.4388 | 0.8020 | 0.7211 | 0.7630 |
| 0.0963 | 19.24 | 7120 | 0.5136 | 0.7248 | 0.8257 | 0.8888 | 0.9445 | 0.8344 | 0.8709 | 0.5591 | 0.9097 | 0.8625 | 0.7989 | 0.8816 | 0.7031 | 0.7826 | 0.4284 | 0.8054 | 0.7142 | 0.7583 |
| 0.1162 | 19.3 | 7140 | 0.5461 | 0.7254 | 0.8259 | 0.8890 | 0.9423 | 0.8372 | 0.8809 | 0.5598 | 0.9136 | 0.8495 | 0.7981 | 0.8832 | 0.7029 | 0.7852 | 0.4180 | 0.8011 | 0.7279 | 0.7599 |
| 0.0799 | 19.35 | 7160 | 0.5902 | 0.7158 | 0.8162 | 0.8846 | 0.9396 | 0.8302 | 0.8682 | 0.5226 | 0.9183 | 0.8700 | 0.7646 | 0.8823 | 0.7028 | 0.7797 | 0.4299 | 0.8037 | 0.6904 | 0.7217 |
| 0.0701 | 19.41 | 7180 | 0.5926 | 0.7038 | 0.8039 | 0.8813 | 0.9398 | 0.7416 | 0.8608 | 0.5220 | 0.9152 | 0.8830 | 0.7649 | 0.8800 | 0.6510 | 0.7757 | 0.4271 | 0.8067 | 0.6825 | 0.7040 |
| 0.1361 | 19.46 | 7200 | 0.6125 | 0.7163 | 0.8163 | 0.8854 | 0.9396 | 0.8311 | 0.8610 | 0.5186 | 0.9208 | 0.8767 | 0.7662 | 0.8833 | 0.7040 | 0.7773 | 0.4328 | 0.8075 | 0.6833 | 0.7261 |
| 0.1071 | 19.51 | 7220 | 0.5760 | 0.7155 | 0.8198 | 0.8846 | 0.9441 | 0.8383 | 0.8569 | 0.5451 | 0.9108 | 0.8771 | 0.7661 | 0.8820 | 0.7033 | 0.7776 | 0.4297 | 0.8069 | 0.6812 | 0.7281 |
| 0.0699 | 19.57 | 7240 | 0.5775 | 0.7124 | 0.8168 | 0.8831 | 0.9397 | 0.8000 | 0.8649 | 0.5633 | 0.9128 | 0.8719 | 0.7653 | 0.8806 | 0.6935 | 0.7773 | 0.4268 | 0.8061 | 0.6824 | 0.7198 |
| 0.1884 | 19.62 | 7260 | 0.5848 | 0.7082 | 0.8115 | 0.8823 | 0.9377 | 0.7771 | 0.8674 | 0.5400 | 0.9142 | 0.8764 | 0.7675 | 0.8801 | 0.6667 | 0.7779 | 0.4339 | 0.8078 | 0.6827 | 0.7083 |
| 0.0725 | 19.68 | 7280 | 0.5811 | 0.7066 | 0.8096 | 0.8824 | 0.9352 | 0.7375 | 0.8681 | 0.5562 | 0.9157 | 0.8762 | 0.7785 | 0.8811 | 0.6408 | 0.7795 | 0.4366 | 0.8070 | 0.6909 | 0.7106 |
| 0.1746 | 19.73 | 7300 | 0.6009 | 0.7088 | 0.8181 | 0.8815 | 0.9326 | 0.7889 | 0.8763 | 0.5736 | 0.9104 | 0.8801 | 0.7648 | 0.8801 | 0.6746 | 0.7806 | 0.4304 | 0.8057 | 0.6818 | 0.7081 |
| 0.1194 | 19.78 | 7320 | 0.6263 | 0.7068 | 0.8107 | 0.8813 | 0.9384 | 0.7763 | 0.8544 | 0.5529 | 0.9164 | 0.8784 | 0.7579 | 0.8797 | 0.6673 | 0.7761 | 0.4356 | 0.8072 | 0.6794 | 0.7022 |
| 1.7196 | 19.84 | 7340 | 0.6567 | 0.7014 | 0.8042 | 0.8799 | 0.9420 | 0.7219 | 0.8769 | 0.5483 | 0.9089 | 0.8775 | 0.7536 | 0.8788 | 0.6380 | 0.7781 | 0.4355 | 0.8059 | 0.6798 | 0.6940 |
| 1.7015 | 19.89 | 7360 | 0.6426 | 0.7102 | 0.8176 | 0.8811 | 0.9405 | 0.8053 | 0.8776 | 0.5722 | 0.9070 | 0.8731 | 0.7477 | 0.8792 | 0.6927 | 0.7778 | 0.4370 | 0.8043 | 0.6782 | 0.7022 |
| 0.0805 | 19.95 | 7380 | 0.5811 | 0.7063 | 0.8137 | 0.8821 | 0.9390 | 0.7647 | 0.8700 | 0.5678 | 0.9105 | 0.8800 | 0.7642 | 0.8840 | 0.6498 | 0.7778 | 0.4389 | 0.8088 | 0.6830 | 0.7021 |
| 0.219 | 20.0 | 7400 | 0.6208 | 0.7019 | 0.8119 | 0.8797 | 0.9378 | 0.7344 | 0.8682 | 0.5779 | 0.9011 | 0.9001 | 0.7636 | 0.8811 | 0.6346 | 0.7778 | 0.4365 | 0.8049 | 0.6794 | 0.6991 |
| 0.1064 | 20.05 | 7420 | 0.5930 | 0.7050 | 0.8089 | 0.8818 | 0.9378 | 0.7326 | 0.8808 | 0.5498 | 0.9098 | 0.8809 | 0.7706 | 0.8811 | 0.6371 | 0.7809 | 0.4387 | 0.8077 | 0.6850 | 0.7042 |
| 0.1225 | 20.11 | 7440 | 0.6141 | 0.7039 | 0.8100 | 0.8809 | 0.9367 | 0.7466 | 0.8674 | 0.5571 | 0.9107 | 0.8868 | 0.7648 | 0.8811 | 0.6392 | 0.7790 | 0.4388 | 0.8068 | 0.6815 | 0.7006 |
| 0.1528 | 20.16 | 7460 | 0.6091 | 0.7044 | 0.8081 | 0.8813 | 0.9361 | 0.7457 | 0.8599 | 0.5437 | 0.9140 | 0.8863 | 0.7712 | 0.8815 | 0.6407 | 0.7758 | 0.4383 | 0.8066 | 0.6836 | 0.7041 |
| 0.0898 | 20.22 | 7480 | 0.5996 | 0.7033 | 0.8043 | 0.8813 | 0.9391 | 0.7470 | 0.8692 | 0.5258 | 0.9171 | 0.8669 | 0.7647 | 0.8802 | 0.6431 | 0.7788 | 0.4309 | 0.8071 | 0.6815 | 0.7016 |
| 0.061 | 20.27 | 7500 | 0.5774 | 0.7044 | 0.8052 | 0.8817 | 0.9372 | 0.7412 | 0.8784 | 0.5365 | 0.9187 | 0.8529 | 0.7717 | 0.8808 | 0.6412 | 0.7802 | 0.4330 | 0.8063 | 0.6827 | 0.7064 |
| 0.2588 | 20.32 | 7520 | 0.5633 | 0.7058 | 0.8055 | 0.8833 | 0.9419 | 0.7396 | 0.8736 | 0.5311 | 0.9182 | 0.8636 | 0.7704 | 0.8832 | 0.6404 | 0.7816 | 0.4336 | 0.8113 | 0.6855 | 0.7049 |
| 0.1383 | 20.38 | 7540 | 0.5946 | 0.7105 | 0.8138 | 0.8830 | 0.9332 | 0.7809 | 0.8742 | 0.5516 | 0.9208 | 0.8680 | 0.7680 | 0.8812 | 0.6698 | 0.7828 | 0.4335 | 0.8065 | 0.6892 | 0.7105 |
| 0.0776 | 20.43 | 7560 | 0.5698 | 0.7064 | 0.8091 | 0.8828 | 0.9362 | 0.7478 | 0.8733 | 0.5394 | 0.9164 | 0.8764 | 0.7743 | 0.8813 | 0.6379 | 0.7835 | 0.4336 | 0.8081 | 0.6912 | 0.7094 |
| 0.0881 | 20.49 | 7580 | 0.5651 | 0.7094 | 0.8150 | 0.8828 | 0.9366 | 0.7775 | 0.8798 | 0.5485 | 0.9111 | 0.8873 | 0.7640 | 0.8814 | 0.6707 | 0.7861 | 0.4316 | 0.8100 | 0.6787 | 0.7070 |
| 0.0403 | 20.54 | 7600 | 0.5827 | 0.7106 | 0.8128 | 0.8831 | 0.9363 | 0.7902 | 0.8742 | 0.5418 | 0.9200 | 0.8619 | 0.7649 | 0.8813 | 0.6770 | 0.7856 | 0.4309 | 0.8068 | 0.6834 | 0.7090 |
| 0.078 | 20.59 | 7620 | 0.5765 | 0.7034 | 0.8061 | 0.8817 | 0.9398 | 0.7406 | 0.8713 | 0.5440 | 0.9161 | 0.8651 | 0.7658 | 0.8804 | 0.6380 | 0.7863 | 0.4266 | 0.8094 | 0.6814 | 0.7018 |
| 0.3356 | 20.65 | 7640 | 0.5912 | 0.7061 | 0.8074 | 0.8825 | 0.9351 | 0.7633 | 0.8712 | 0.5214 | 0.9212 | 0.8708 | 0.7688 | 0.8810 | 0.6466 | 0.7851 | 0.4336 | 0.8092 | 0.6836 | 0.7037 |
| 1.3171 | 20.7 | 7660 | 0.5602 | 0.7069 | 0.8083 | 0.8832 | 0.9413 | 0.7441 | 0.8743 | 0.5402 | 0.9147 | 0.8756 | 0.7678 | 0.8830 | 0.6496 | 0.7844 | 0.4341 | 0.8118 | 0.6810 | 0.7045 |
| 0.0977 | 20.76 | 7680 | 0.5698 | 0.7072 | 0.8097 | 0.8825 | 0.9377 | 0.7633 | 0.8650 | 0.5423 | 0.9169 | 0.8716 | 0.7709 | 0.8809 | 0.6540 | 0.7816 | 0.4357 | 0.8089 | 0.6823 | 0.7073 |
| 0.1241 | 20.81 | 7700 | 0.5930 | 0.7128 | 0.8143 | 0.8838 | 0.9368 | 0.8196 | 0.8633 | 0.5272 | 0.9224 | 0.8677 | 0.7632 | 0.8826 | 0.6924 | 0.7804 | 0.4331 | 0.8068 | 0.6794 | 0.7150 |
| 0.1504 | 20.86 | 7720 | 0.5620 | 0.7150 | 0.8158 | 0.8847 | 0.9397 | 0.8153 | 0.8756 | 0.5283 | 0.9166 | 0.8664 | 0.7686 | 0.8833 | 0.6988 | 0.7806 | 0.4346 | 0.8073 | 0.6799 | 0.7203 |
| 0.1303 | 20.92 | 7740 | 0.5552 | 0.7153 | 0.8169 | 0.8847 | 0.9395 | 0.8212 | 0.8648 | 0.5311 | 0.9158 | 0.8744 | 0.7716 | 0.8826 | 0.6977 | 0.7792 | 0.4361 | 0.8074 | 0.6829 | 0.7215 |
| 0.1769 | 20.97 | 7760 | 0.5356 | 0.7134 | 0.8102 | 0.8851 | 0.9392 | 0.8151 | 0.8748 | 0.4775 | 0.9192 | 0.8678 | 0.7780 | 0.8807 | 0.6960 | 0.7808 | 0.4172 | 0.8083 | 0.6865 | 0.7240 |
| 0.1076 | 21.03 | 7780 | 0.5276 | 0.7188 | 0.8172 | 0.8874 | 0.9450 | 0.8183 | 0.8750 | 0.5146 | 0.9117 | 0.8648 | 0.7910 | 0.8823 | 0.7001 | 0.7814 | 0.4262 | 0.8108 | 0.6883 | 0.7426 |
| 0.1167 | 21.08 | 7800 | 0.5451 | 0.7170 | 0.8193 | 0.8858 | 0.9412 | 0.8274 | 0.8671 | 0.5280 | 0.9127 | 0.8857 | 0.7729 | 0.8844 | 0.7033 | 0.7808 | 0.4294 | 0.8082 | 0.6814 | 0.7314 |
| 0.1505 | 21.14 | 7820 | 0.5803 | 0.7127 | 0.8187 | 0.8832 | 0.9381 | 0.8204 | 0.8707 | 0.5503 | 0.9121 | 0.8756 | 0.7634 | 0.8813 | 0.6950 | 0.7812 | 0.4298 | 0.8071 | 0.6792 | 0.7150 |
| 0.0978 | 21.19 | 7840 | 0.5547 | 0.7092 | 0.8096 | 0.8844 | 0.9383 | 0.7414 | 0.8759 | 0.5400 | 0.9153 | 0.8644 | 0.7917 | 0.8814 | 0.6410 | 0.7830 | 0.4297 | 0.8081 | 0.6970 | 0.7243 |
| 0.1336 | 21.24 | 7860 | 0.5842 | 0.7095 | 0.8124 | 0.8827 | 0.9349 | 0.7769 | 0.8704 | 0.5432 | 0.9180 | 0.8778 | 0.7655 | 0.8821 | 0.6664 | 0.7837 | 0.4352 | 0.8053 | 0.6874 | 0.7065 |
| 0.0434 | 21.3 | 7880 | 0.5824 | 0.7172 | 0.8205 | 0.8851 | 0.9390 | 0.8237 | 0.8763 | 0.5484 | 0.9144 | 0.8757 | 0.7663 | 0.8843 | 0.7015 | 0.7813 | 0.4384 | 0.8057 | 0.6847 | 0.7243 |
| 0.1369 | 21.35 | 7900 | 0.5607 | 0.7172 | 0.8203 | 0.8853 | 0.9390 | 0.8351 | 0.8760 | 0.5374 | 0.9153 | 0.8710 | 0.7682 | 0.8840 | 0.7032 | 0.7807 | 0.4363 | 0.8061 | 0.6832 | 0.7268 |
| 0.1912 | 21.41 | 7920 | 0.5439 | 0.7188 | 0.8225 | 0.8860 | 0.9412 | 0.8383 | 0.8626 | 0.5567 | 0.9149 | 0.8707 | 0.7735 | 0.8836 | 0.7002 | 0.7822 | 0.4392 | 0.8070 | 0.6885 | 0.7313 |
| 0.1582 | 21.46 | 7940 | 0.5571 | 0.7187 | 0.8151 | 0.8865 | 0.9447 | 0.8064 | 0.8735 | 0.5326 | 0.9194 | 0.8584 | 0.7709 | 0.8837 | 0.6987 | 0.7832 | 0.4385 | 0.8061 | 0.6871 | 0.7338 |
| 0.0929 | 21.51 | 7960 | 0.5337 | 0.7203 | 0.8231 | 0.8872 | 0.9407 | 0.8339 | 0.8734 | 0.5499 | 0.9157 | 0.8705 | 0.7774 | 0.8847 | 0.7018 | 0.7832 | 0.4407 | 0.8099 | 0.6832 | 0.7386 |
| 0.1048 | 21.57 | 7980 | 0.5401 | 0.7217 | 0.8233 | 0.8878 | 0.9426 | 0.8309 | 0.8764 | 0.5440 | 0.9125 | 0.8753 | 0.7813 | 0.8846 | 0.7013 | 0.7822 | 0.4391 | 0.8081 | 0.6919 | 0.7445 |
| 0.0727 | 21.62 | 8000 | 0.5514 | 0.7187 | 0.8208 | 0.8866 | 0.9422 | 0.8335 | 0.8697 | 0.5334 | 0.9141 | 0.8796 | 0.7729 | 0.8846 | 0.7021 | 0.7798 | 0.4371 | 0.8094 | 0.6822 | 0.7359 |
| 0.1216 | 21.68 | 8020 | 0.5111 | 0.7226 | 0.8245 | 0.8889 | 0.9420 | 0.8297 | 0.8737 | 0.5383 | 0.9105 | 0.8795 | 0.7974 | 0.8835 | 0.7019 | 0.7824 | 0.4371 | 0.8148 | 0.6878 | 0.7510 |
| 0.1459 | 21.73 | 8040 | 0.5444 | 0.7199 | 0.8168 | 0.8878 | 0.9379 | 0.7841 | 0.8657 | 0.5358 | 0.9194 | 0.8734 | 0.8014 | 0.8822 | 0.6837 | 0.7813 | 0.4348 | 0.8096 | 0.7035 | 0.7441 |
| 0.1852 | 21.78 | 8060 | 0.5350 | 0.7223 | 0.8247 | 0.8883 | 0.9412 | 0.8266 | 0.8679 | 0.5547 | 0.9128 | 0.8788 | 0.7905 | 0.8842 | 0.6993 | 0.7834 | 0.4344 | 0.8094 | 0.6983 | 0.7473 |
| 0.0647 | 21.84 | 8080 | 0.5759 | 0.7213 | 0.8262 | 0.8876 | 0.9390 | 0.8241 | 0.8713 | 0.5653 | 0.9112 | 0.8879 | 0.7847 | 0.8849 | 0.6995 | 0.7828 | 0.4386 | 0.8101 | 0.6906 | 0.7428 |
| 0.0837 | 21.89 | 8100 | 0.5525 | 0.7246 | 0.8235 | 0.8892 | 0.9365 | 0.8146 | 0.8732 | 0.5414 | 0.9164 | 0.8750 | 0.8076 | 0.8825 | 0.6975 | 0.7816 | 0.4392 | 0.8094 | 0.7085 | 0.7536 |
| 0.1846 | 21.95 | 8120 | 0.5484 | 0.7272 | 0.8259 | 0.8903 | 0.9411 | 0.8181 | 0.8788 | 0.5542 | 0.9149 | 0.8741 | 0.8000 | 0.8854 | 0.7019 | 0.7838 | 0.4427 | 0.8078 | 0.7078 | 0.7613 |
| 0.1278 | 22.0 | 8140 | 0.5386 | 0.7271 | 0.8272 | 0.8903 | 0.9422 | 0.8282 | 0.8812 | 0.5455 | 0.9091 | 0.8811 | 0.8034 | 0.8848 | 0.7038 | 0.7827 | 0.4411 | 0.8086 | 0.7062 | 0.7624 |
| 0.0926 | 22.05 | 8160 | 0.5304 | 0.7240 | 0.8272 | 0.8884 | 0.9430 | 0.8241 | 0.8711 | 0.5746 | 0.9093 | 0.8793 | 0.7889 | 0.8853 | 0.7035 | 0.7825 | 0.4416 | 0.8078 | 0.6965 | 0.7508 |
| 0.0592 | 22.11 | 8180 | 0.5332 | 0.7264 | 0.8229 | 0.8897 | 0.9448 | 0.7984 | 0.8755 | 0.5636 | 0.9139 | 0.8657 | 0.7982 | 0.8845 | 0.6999 | 0.7810 | 0.4400 | 0.8052 | 0.7133 | 0.7609 |
| 0.1817 | 22.16 | 8200 | 0.5291 | 0.7277 | 0.8281 | 0.8906 | 0.9411 | 0.8406 | 0.8751 | 0.5480 | 0.9136 | 0.8761 | 0.8023 | 0.8867 | 0.7046 | 0.7813 | 0.4389 | 0.8071 | 0.7117 | 0.7635 |
| 0.1515 | 22.22 | 8220 | 0.5509 | 0.7275 | 0.8269 | 0.8899 | 0.9381 | 0.8363 | 0.8703 | 0.5463 | 0.9162 | 0.8772 | 0.8036 | 0.8853 | 0.7055 | 0.7811 | 0.4376 | 0.8038 | 0.7167 | 0.7626 |
| 0.0848 | 22.27 | 8240 | 0.5433 | 0.7264 | 0.8255 | 0.8893 | 0.9358 | 0.8325 | 0.8701 | 0.5449 | 0.9185 | 0.8714 | 0.8053 | 0.8843 | 0.7060 | 0.7813 | 0.4374 | 0.8047 | 0.7139 | 0.7571 |
| 0.1139 | 22.32 | 8260 | 0.5632 | 0.7250 | 0.8267 | 0.8885 | 0.9403 | 0.8277 | 0.8736 | 0.5600 | 0.9104 | 0.8801 | 0.7947 | 0.8853 | 0.7076 | 0.7814 | 0.4367 | 0.8042 | 0.7079 | 0.7520 |
| 0.5177 | 22.38 | 8280 | 0.5729 | 0.7166 | 0.8211 | 0.8844 | 0.9378 | 0.8310 | 0.8771 | 0.5467 | 0.9130 | 0.8809 | 0.7614 | 0.8841 | 0.7072 | 0.7815 | 0.4379 | 0.8050 | 0.6824 | 0.7180 |
| 0.1236 | 22.43 | 8300 | 0.5515 | 0.7227 | 0.8228 | 0.8876 | 0.9373 | 0.8245 | 0.8667 | 0.5507 | 0.9181 | 0.8692 | 0.7929 | 0.8847 | 0.7048 | 0.7820 | 0.4356 | 0.8045 | 0.7037 | 0.7436 |
| 0.0984 | 22.49 | 8320 | 0.5298 | 0.7214 | 0.8218 | 0.8873 | 0.9408 | 0.8249 | 0.8826 | 0.5460 | 0.9139 | 0.8556 | 0.7888 | 0.8849 | 0.7065 | 0.7813 | 0.4306 | 0.8041 | 0.7011 | 0.7414 |
| 0.1006 | 22.54 | 8340 | 0.5768 | 0.7127 | 0.8163 | 0.8828 | 0.9398 | 0.8122 | 0.8649 | 0.5427 | 0.9112 | 0.8830 | 0.7603 | 0.8829 | 0.6986 | 0.7779 | 0.4356 | 0.8037 | 0.6797 | 0.7106 |
| 0.0579 | 22.59 | 8360 | 0.5445 | 0.7139 | 0.8163 | 0.8843 | 0.9388 | 0.7999 | 0.8679 | 0.5413 | 0.9121 | 0.8746 | 0.7797 | 0.8817 | 0.6815 | 0.7797 | 0.4354 | 0.8059 | 0.6923 | 0.7205 |
| 0.1172 | 22.65 | 8380 | 0.5767 | 0.7125 | 0.8174 | 0.8829 | 0.9411 | 0.8318 | 0.8663 | 0.5422 | 0.9132 | 0.8758 | 0.7515 | 0.8836 | 0.7009 | 0.7782 | 0.4367 | 0.8055 | 0.6759 | 0.7066 |
| 0.1545 | 22.7 | 8400 | 0.5854 | 0.7114 | 0.8146 | 0.8826 | 0.9431 | 0.8138 | 0.8676 | 0.5363 | 0.9106 | 0.8776 | 0.7532 | 0.8817 | 0.6967 | 0.7797 | 0.4359 | 0.8069 | 0.6733 | 0.7054 |
| 0.044 | 22.76 | 8420 | 0.5867 | 0.7099 | 0.8126 | 0.8820 | 0.9393 | 0.7963 | 0.8624 | 0.5450 | 0.9164 | 0.8751 | 0.7537 | 0.8821 | 0.6883 | 0.7795 | 0.4381 | 0.8062 | 0.6744 | 0.7010 |
| 1.4577 | 22.81 | 8440 | 0.5761 | 0.7130 | 0.8154 | 0.8834 | 0.9432 | 0.8199 | 0.8782 | 0.5466 | 0.9156 | 0.8492 | 0.7549 | 0.8830 | 0.7022 | 0.7797 | 0.4339 | 0.8057 | 0.6749 | 0.7115 |
| 0.0514 | 22.86 | 8460 | 0.5602 | 0.7105 | 0.8134 | 0.8827 | 0.9396 | 0.7937 | 0.8748 | 0.5392 | 0.9123 | 0.8670 | 0.7669 | 0.8806 | 0.6785 | 0.7804 | 0.4358 | 0.8063 | 0.6832 | 0.7089 |
| 0.1701 | 22.92 | 8480 | 0.5568 | 0.7102 | 0.8095 | 0.8845 | 0.9435 | 0.7661 | 0.8802 | 0.5273 | 0.9157 | 0.8635 | 0.7700 | 0.8852 | 0.6639 | 0.7805 | 0.4355 | 0.8095 | 0.6884 | 0.7085 |
| 0.2267 | 22.97 | 8500 | 0.5569 | 0.7140 | 0.8135 | 0.8869 | 0.9431 | 0.7740 | 0.8688 | 0.5302 | 0.9161 | 0.8754 | 0.7872 | 0.8867 | 0.6592 | 0.7804 | 0.4364 | 0.8123 | 0.6997 | 0.7236 |
| 1.5935 | 23.03 | 8520 | 0.5874 | 0.7177 | 0.8183 | 0.8870 | 0.9469 | 0.8319 | 0.8723 | 0.5303 | 0.9167 | 0.8651 | 0.7652 | 0.8882 | 0.7028 | 0.7791 | 0.4344 | 0.8107 | 0.6866 | 0.7223 |
| 0.6755 | 23.08 | 8540 | 0.5885 | 0.7161 | 0.8164 | 0.8863 | 0.9459 | 0.8387 | 0.8614 | 0.5197 | 0.9204 | 0.8699 | 0.7590 | 0.8881 | 0.7025 | 0.7776 | 0.4350 | 0.8115 | 0.6814 | 0.7165 |
| 0.1699 | 23.14 | 8560 | 0.6035 | 0.7135 | 0.8146 | 0.8847 | 0.9442 | 0.8125 | 0.8636 | 0.5385 | 0.9202 | 0.8734 | 0.7500 | 0.8878 | 0.6985 | 0.7782 | 0.4376 | 0.8108 | 0.6770 | 0.7045 |
| 0.1138 | 23.19 | 8580 | 0.5666 | 0.7141 | 0.8161 | 0.8854 | 0.9437 | 0.8091 | 0.8734 | 0.5387 | 0.9166 | 0.8676 | 0.7637 | 0.8866 | 0.6898 | 0.7817 | 0.4364 | 0.8126 | 0.6824 | 0.7093 |
| 0.1108 | 23.24 | 8600 | 0.5712 | 0.7106 | 0.8111 | 0.8845 | 0.9438 | 0.7839 | 0.8629 | 0.5341 | 0.9185 | 0.8688 | 0.7653 | 0.8860 | 0.6706 | 0.7797 | 0.4363 | 0.8111 | 0.6847 | 0.7060 |
| 0.1703 | 23.3 | 8620 | 0.5907 | 0.7072 | 0.8013 | 0.8835 | 0.9442 | 0.7530 | 0.8611 | 0.4989 | 0.9236 | 0.8639 | 0.7644 | 0.8830 | 0.6628 | 0.7778 | 0.4292 | 0.8091 | 0.6837 | 0.7049 |
| 0.0848 | 23.35 | 8640 | 0.5342 | 0.7174 | 0.8175 | 0.8870 | 0.9437 | 0.8071 | 0.8808 | 0.5276 | 0.9124 | 0.8675 | 0.7836 | 0.8853 | 0.6915 | 0.7805 | 0.4328 | 0.8114 | 0.6940 | 0.7262 |
| 1.6408 | 23.41 | 8660 | 0.5582 | 0.7182 | 0.8200 | 0.8871 | 0.9482 | 0.8185 | 0.8802 | 0.5473 | 0.9122 | 0.8686 | 0.7649 | 0.8895 | 0.7045 | 0.7806 | 0.4331 | 0.8106 | 0.6851 | 0.7238 |
| 0.6283 | 23.46 | 8680 | 0.5693 | 0.7172 | 0.8205 | 0.8865 | 0.9473 | 0.8239 | 0.8726 | 0.5542 | 0.9129 | 0.8692 | 0.7630 | 0.8891 | 0.7038 | 0.7793 | 0.4306 | 0.8098 | 0.6865 | 0.7214 |
| 0.1606 | 23.51 | 8700 | 0.5917 | 0.7163 | 0.8129 | 0.8864 | 0.9509 | 0.8091 | 0.8720 | 0.5277 | 0.9195 | 0.8548 | 0.7562 | 0.8889 | 0.7031 | 0.7773 | 0.4331 | 0.8082 | 0.6832 | 0.7201 |
| 0.1161 | 23.57 | 8720 | 0.6089 | 0.7168 | 0.8195 | 0.8860 | 0.9475 | 0.8214 | 0.8728 | 0.5599 | 0.9157 | 0.8650 | 0.7543 | 0.8904 | 0.7053 | 0.7780 | 0.4349 | 0.8078 | 0.6814 | 0.7196 |
| 0.1304 | 23.62 | 8740 | 0.5523 | 0.7186 | 0.8239 | 0.8871 | 0.9478 | 0.8349 | 0.8764 | 0.5601 | 0.9090 | 0.8720 | 0.7670 | 0.8898 | 0.7043 | 0.7802 | 0.4340 | 0.8107 | 0.6829 | 0.7281 |
| 0.2109 | 23.68 | 8760 | 0.5618 | 0.7186 | 0.8233 | 0.8871 | 0.9446 | 0.8397 | 0.8707 | 0.5553 | 0.9146 | 0.8713 | 0.7669 | 0.8900 | 0.7040 | 0.7781 | 0.4362 | 0.8101 | 0.6834 | 0.7285 |
| 0.1242 | 23.73 | 8780 | 0.5724 | 0.7172 | 0.8240 | 0.8863 | 0.9453 | 0.8427 | 0.8659 | 0.5634 | 0.9120 | 0.8768 | 0.7620 | 0.8901 | 0.7032 | 0.7769 | 0.4348 | 0.8096 | 0.6804 | 0.7255 |
| 0.096 | 23.78 | 8800 | 0.5456 | 0.7191 | 0.8223 | 0.8876 | 0.9454 | 0.8300 | 0.8713 | 0.5517 | 0.9142 | 0.8710 | 0.7728 | 0.8903 | 0.7041 | 0.7792 | 0.4345 | 0.8112 | 0.6846 | 0.7300 |
| 0.038 | 23.84 | 8820 | 0.5495 | 0.7185 | 0.8226 | 0.8872 | 0.9476 | 0.8372 | 0.8645 | 0.5558 | 0.9120 | 0.8695 | 0.7717 | 0.8894 | 0.7038 | 0.7779 | 0.4326 | 0.8108 | 0.6854 | 0.7294 |
| 0.0602 | 23.89 | 8840 | 0.5613 | 0.7167 | 0.8211 | 0.8864 | 0.9478 | 0.8359 | 0.8614 | 0.5557 | 0.9139 | 0.8709 | 0.7617 | 0.8895 | 0.7036 | 0.7775 | 0.4344 | 0.8117 | 0.6782 | 0.7219 |
| 0.1238 | 23.95 | 8860 | 0.5696 | 0.7171 | 0.8175 | 0.8871 | 0.9462 | 0.8324 | 0.8678 | 0.5188 | 0.9186 | 0.8775 | 0.7614 | 0.8899 | 0.7057 | 0.7779 | 0.4349 | 0.8139 | 0.6769 | 0.7207 |
| 0.1268 | 24.0 | 8880 | 0.5892 | 0.7174 | 0.8176 | 0.8870 | 0.9473 | 0.8282 | 0.8697 | 0.5272 | 0.9173 | 0.8702 | 0.7632 | 0.8899 | 0.7058 | 0.7766 | 0.4351 | 0.8116 | 0.6793 | 0.7234 |
| 0.9054 | 24.05 | 8900 | 0.5655 | 0.7181 | 0.8187 | 0.8875 | 0.9479 | 0.8362 | 0.8659 | 0.5280 | 0.9168 | 0.8688 | 0.7676 | 0.8892 | 0.7046 | 0.7777 | 0.4341 | 0.8125 | 0.6826 | 0.7261 |
| 0.1283 | 24.11 | 8920 | 0.5632 | 0.7171 | 0.8178 | 0.8869 | 0.9482 | 0.8309 | 0.8656 | 0.5287 | 0.9161 | 0.8735 | 0.7619 | 0.8894 | 0.7046 | 0.7774 | 0.4353 | 0.8122 | 0.6794 | 0.7211 |
| 0.0349 | 24.16 | 8940 | 0.5627 | 0.7162 | 0.8183 | 0.8862 | 0.9484 | 0.8265 | 0.8731 | 0.5375 | 0.9129 | 0.8696 | 0.7597 | 0.8889 | 0.7042 | 0.7771 | 0.4342 | 0.8110 | 0.6794 | 0.7187 |
| 0.0946 | 24.22 | 8960 | 0.5439 | 0.7179 | 0.8220 | 0.8870 | 0.9458 | 0.8346 | 0.8661 | 0.5505 | 0.9131 | 0.8720 | 0.7716 | 0.8890 | 0.7021 | 0.7783 | 0.4345 | 0.8121 | 0.6837 | 0.7257 |
| 0.1334 | 24.27 | 8980 | 0.5707 | 0.7171 | 0.8200 | 0.8866 | 0.9482 | 0.8326 | 0.8735 | 0.5463 | 0.9140 | 0.8660 | 0.7592 | 0.8893 | 0.7041 | 0.7774 | 0.4353 | 0.8106 | 0.6815 | 0.7215 |
| 0.2462 | 24.32 | 9000 | 0.5530 | 0.7177 | 0.8201 | 0.8868 | 0.9479 | 0.8347 | 0.8630 | 0.5536 | 0.9169 | 0.8588 | 0.7654 | 0.8892 | 0.7029 | 0.7772 | 0.4349 | 0.8100 | 0.6840 | 0.7255 |
| 0.0308 | 24.38 | 9020 | 0.5783 | 0.7160 | 0.8188 | 0.8860 | 0.9486 | 0.8234 | 0.8695 | 0.5480 | 0.9137 | 0.8751 | 0.7531 | 0.8896 | 0.7035 | 0.7776 | 0.4377 | 0.8113 | 0.6764 | 0.7159 |
| 0.1121 | 24.43 | 9040 | 0.5726 | 0.7172 | 0.8172 | 0.8870 | 0.9479 | 0.8297 | 0.8665 | 0.5224 | 0.9164 | 0.8729 | 0.7642 | 0.8885 | 0.7033 | 0.7770 | 0.4357 | 0.8128 | 0.6811 | 0.7217 |
| 0.1291 | 24.49 | 9060 | 0.5862 | 0.7159 | 0.8174 | 0.8860 | 0.9478 | 0.8177 | 0.8648 | 0.5422 | 0.9146 | 0.8765 | 0.7586 | 0.8892 | 0.7029 | 0.7756 | 0.4369 | 0.8108 | 0.6792 | 0.7167 |
| 0.1289 | 24.54 | 9080 | 0.5864 | 0.7164 | 0.8193 | 0.8861 | 0.9460 | 0.8289 | 0.8662 | 0.5458 | 0.9153 | 0.8725 | 0.7606 | 0.8890 | 0.7027 | 0.7759 | 0.4366 | 0.8102 | 0.6818 | 0.7187 |
| 0.0567 | 24.59 | 9100 | 0.5724 | 0.7158 | 0.8205 | 0.8859 | 0.9461 | 0.8304 | 0.8682 | 0.5551 | 0.9141 | 0.8710 | 0.7584 | 0.8895 | 0.7022 | 0.7774 | 0.4353 | 0.8110 | 0.6786 | 0.7168 |
| 0.1257 | 24.65 | 9120 | 0.5750 | 0.7161 | 0.8160 | 0.8864 | 0.9491 | 0.8211 | 0.8637 | 0.5284 | 0.9160 | 0.8747 | 0.7591 | 0.8888 | 0.7023 | 0.7764 | 0.4366 | 0.8124 | 0.6789 | 0.7172 |
| 0.2258 | 24.7 | 9140 | 0.5831 | 0.7155 | 0.8183 | 0.8858 | 0.9494 | 0.8261 | 0.8642 | 0.5451 | 0.9132 | 0.8756 | 0.7542 | 0.8889 | 0.7032 | 0.7765 | 0.4357 | 0.8115 | 0.6774 | 0.7152 |
| 0.2915 | 24.76 | 9160 | 0.5914 | 0.7157 | 0.8146 | 0.8859 | 0.9467 | 0.8228 | 0.8711 | 0.5348 | 0.9219 | 0.8440 | 0.7607 | 0.8888 | 0.7030 | 0.7755 | 0.4369 | 0.8080 | 0.6786 | 0.7194 |
| 0.0542 | 24.81 | 9180 | 0.5788 | 0.7164 | 0.8172 | 0.8863 | 0.9466 | 0.8288 | 0.8637 | 0.5341 | 0.9183 | 0.8676 | 0.7613 | 0.8887 | 0.7013 | 0.7760 | 0.4378 | 0.8109 | 0.6817 | 0.7182 |
| 0.1377 | 24.86 | 9200 | 0.5759 | 0.7158 | 0.8140 | 0.8865 | 0.9482 | 0.8175 | 0.8650 | 0.5166 | 0.9187 | 0.8715 | 0.7605 | 0.8886 | 0.7011 | 0.7763 | 0.4350 | 0.8119 | 0.6806 | 0.7173 |
| 0.0852 | 24.92 | 9220 | 0.5892 | 0.7156 | 0.8164 | 0.8862 | 0.9496 | 0.8265 | 0.8628 | 0.5355 | 0.9172 | 0.8691 | 0.7543 | 0.8888 | 0.7034 | 0.7772 | 0.4361 | 0.8126 | 0.6759 | 0.7154 |
| 0.1275 | 24.97 | 9240 | 0.5730 | 0.7157 | 0.8145 | 0.8866 | 0.9491 | 0.8195 | 0.8684 | 0.5106 | 0.9154 | 0.8773 | 0.7612 | 0.8883 | 0.7016 | 0.7771 | 0.4328 | 0.8130 | 0.6795 | 0.7176 |
### Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
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