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---
license: other
base_model: nvidia/segformer-b2-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b2-cityscapes-512-512-finetuned-coastTrain
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b2-cityscapes-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b2-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5021
- Mean Iou: 0.7220
- Mean Accuracy: 0.8156
- Overall Accuracy: 0.8922
- Accuracy Water: 0.9448
- Accuracy Whitewater: 0.8091
- Accuracy Sediment: 0.8790
- Accuracy Other Natural Terrain: 0.4533
- Accuracy Vegetation: 0.9102
- Accuracy Development: 0.8690
- Accuracy Unknown: 0.8436
- Iou Water: 0.8711
- Iou Whitewater: 0.6804
- Iou Sediment: 0.7651
- Iou Other Natural Terrain: 0.3850
- Iou Vegetation: 0.8221
- Iou Development: 0.7272
- Iou Unknown: 0.8031
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 25
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.787 | 0.05 | 20 | 1.7451 | 0.2147 | 0.3262 | 0.4777 | 0.6185 | 0.0860 | 0.0846 | 0.1815 | 0.5588 | 0.2875 | 0.4669 | 0.4702 | 0.0506 | 0.0685 | 0.0507 | 0.3787 | 0.1138 | 0.3702 |
| 1.7746 | 0.11 | 40 | 1.4436 | 0.2479 | 0.3556 | 0.6014 | 0.7672 | 0.0229 | 0.0875 | 0.0035 | 0.8426 | 0.4389 | 0.3263 | 0.5998 | 0.0222 | 0.0815 | 0.0032 | 0.4996 | 0.2181 | 0.3109 |
| 1.2903 | 0.16 | 60 | 1.2979 | 0.2397 | 0.3353 | 0.6007 | 0.6956 | 0.0042 | 0.0077 | 0.0001 | 0.9693 | 0.2685 | 0.4015 | 0.6141 | 0.0042 | 0.0076 | 0.0001 | 0.4672 | 0.1895 | 0.3955 |
| 1.0788 | 0.22 | 80 | 1.1042 | 0.2974 | 0.3958 | 0.6652 | 0.8379 | 0.0216 | 0.0421 | 0.0 | 0.9325 | 0.5449 | 0.3915 | 0.6330 | 0.0214 | 0.0399 | 0.0 | 0.5592 | 0.4392 | 0.3888 |
| 1.2327 | 0.27 | 100 | 1.0443 | 0.3122 | 0.4319 | 0.6786 | 0.8489 | 0.0051 | 0.0684 | 0.0 | 0.8716 | 0.8082 | 0.4212 | 0.6788 | 0.0051 | 0.0616 | 0.0 | 0.5650 | 0.4600 | 0.4146 |
| 0.9743 | 0.32 | 120 | 1.0467 | 0.3086 | 0.4318 | 0.6727 | 0.8729 | 0.0223 | 0.0857 | 0.0 | 0.8210 | 0.8219 | 0.3991 | 0.6638 | 0.0221 | 0.0792 | 0.0 | 0.5609 | 0.4405 | 0.3933 |
| 1.3523 | 0.38 | 140 | 0.9977 | 0.3460 | 0.4516 | 0.6927 | 0.8018 | 0.0103 | 0.3251 | 0.0 | 0.9299 | 0.6331 | 0.4607 | 0.6776 | 0.0102 | 0.2816 | 0.0 | 0.5652 | 0.4337 | 0.4534 |
| 1.5842 | 0.43 | 160 | 0.9630 | 0.3344 | 0.4364 | 0.6922 | 0.8314 | 0.0160 | 0.1695 | 0.0 | 0.9392 | 0.6437 | 0.4554 | 0.6748 | 0.0160 | 0.1438 | 0.0 | 0.5828 | 0.4745 | 0.4488 |
| 1.1495 | 0.49 | 180 | 0.8370 | 0.3836 | 0.4997 | 0.7319 | 0.8836 | 0.0431 | 0.3798 | 0.0 | 0.8787 | 0.8191 | 0.4941 | 0.7014 | 0.0428 | 0.2777 | 0.0 | 0.6720 | 0.5238 | 0.4678 |
| 1.0688 | 0.54 | 200 | 0.8153 | 0.4099 | 0.5310 | 0.7431 | 0.8586 | 0.0917 | 0.6160 | 0.0 | 0.8848 | 0.7896 | 0.4762 | 0.7220 | 0.0911 | 0.4075 | 0.0 | 0.6611 | 0.5243 | 0.4633 |
| 0.8115 | 0.59 | 220 | 0.7640 | 0.4494 | 0.5609 | 0.7682 | 0.8853 | 0.1835 | 0.7370 | 0.0 | 0.9071 | 0.7441 | 0.4693 | 0.7483 | 0.1812 | 0.4829 | 0.0 | 0.6828 | 0.5894 | 0.4615 |
| 1.296 | 0.65 | 240 | 0.7753 | 0.4354 | 0.5612 | 0.7529 | 0.9069 | 0.2031 | 0.6555 | 0.0 | 0.8088 | 0.8634 | 0.4907 | 0.7342 | 0.2009 | 0.4444 | 0.0 | 0.6592 | 0.5287 | 0.4804 |
| 0.9301 | 0.7 | 260 | 0.7915 | 0.4242 | 0.5247 | 0.7468 | 0.8905 | 0.2032 | 0.4557 | 0.0 | 0.9058 | 0.7142 | 0.5036 | 0.7008 | 0.1990 | 0.3367 | 0.0 | 0.6721 | 0.5673 | 0.4932 |
| 0.8694 | 0.76 | 280 | 0.7250 | 0.4631 | 0.5672 | 0.7750 | 0.8801 | 0.2532 | 0.7476 | 0.0 | 0.9426 | 0.6637 | 0.4828 | 0.7620 | 0.2453 | 0.5060 | 0.0 | 0.6833 | 0.5708 | 0.4742 |
| 0.57 | 0.81 | 300 | 0.7457 | 0.4871 | 0.6086 | 0.7749 | 0.9151 | 0.4670 | 0.7303 | 0.0 | 0.8311 | 0.8134 | 0.5031 | 0.7603 | 0.4066 | 0.5297 | 0.0 | 0.6629 | 0.5569 | 0.4936 |
| 2.0205 | 0.86 | 320 | 0.7048 | 0.5012 | 0.6004 | 0.7880 | 0.8996 | 0.4775 | 0.6753 | 0.0 | 0.9375 | 0.6951 | 0.5176 | 0.7725 | 0.4315 | 0.5330 | 0.0 | 0.6864 | 0.5824 | 0.5024 |
| 0.7253 | 0.92 | 340 | 0.7645 | 0.4800 | 0.6005 | 0.7730 | 0.8667 | 0.4543 | 0.6547 | 0.0 | 0.9061 | 0.8232 | 0.4988 | 0.7446 | 0.3945 | 0.4732 | 0.0 | 0.6931 | 0.5653 | 0.4895 |
| 0.663 | 0.97 | 360 | 0.7004 | 0.4942 | 0.6129 | 0.7842 | 0.8888 | 0.4045 | 0.7830 | 0.0 | 0.8770 | 0.8179 | 0.5192 | 0.7763 | 0.3709 | 0.5740 | 0.0 | 0.6760 | 0.5602 | 0.5020 |
| 1.0129 | 1.03 | 380 | 0.7058 | 0.5053 | 0.6166 | 0.7896 | 0.8902 | 0.4584 | 0.7792 | 0.0 | 0.9063 | 0.7753 | 0.5066 | 0.7848 | 0.4078 | 0.5645 | 0.0 | 0.6762 | 0.6089 | 0.4952 |
| 0.9327 | 1.08 | 400 | 0.6887 | 0.4964 | 0.6035 | 0.7899 | 0.9216 | 0.3947 | 0.7036 | 0.0 | 0.8904 | 0.8048 | 0.5097 | 0.7764 | 0.3729 | 0.5398 | 0.0 | 0.6936 | 0.5932 | 0.4986 |
| 0.6272 | 1.14 | 420 | 0.6560 | 0.5223 | 0.6331 | 0.8024 | 0.9212 | 0.4949 | 0.7814 | 0.0 | 0.8861 | 0.8184 | 0.5297 | 0.7897 | 0.4461 | 0.5552 | 0.0 | 0.7105 | 0.6406 | 0.5143 |
| 0.5071 | 1.19 | 440 | 0.6601 | 0.5251 | 0.6447 | 0.8041 | 0.9126 | 0.6030 | 0.8146 | 0.0 | 0.9028 | 0.7737 | 0.5062 | 0.8024 | 0.4839 | 0.5625 | 0.0 | 0.7192 | 0.6152 | 0.4930 |
| 0.3687 | 1.24 | 460 | 0.6691 | 0.5030 | 0.6082 | 0.7877 | 0.9202 | 0.5073 | 0.6562 | 0.0 | 0.9017 | 0.7859 | 0.4858 | 0.7629 | 0.4445 | 0.5278 | 0.0 | 0.7015 | 0.6369 | 0.4475 |
| 0.5507 | 1.3 | 480 | 0.6765 | 0.5274 | 0.6499 | 0.8021 | 0.9022 | 0.6250 | 0.8276 | 0.0 | 0.8970 | 0.7920 | 0.5055 | 0.7987 | 0.4978 | 0.5671 | 0.0 | 0.7131 | 0.6394 | 0.4762 |
| 0.9888 | 1.35 | 500 | 0.6409 | 0.5287 | 0.6349 | 0.8067 | 0.9215 | 0.5867 | 0.7872 | 0.0 | 0.9273 | 0.7122 | 0.5095 | 0.8020 | 0.4854 | 0.5973 | 0.0 | 0.7145 | 0.6112 | 0.4905 |
| 0.4821 | 1.41 | 520 | 0.6645 | 0.5259 | 0.6548 | 0.8033 | 0.8938 | 0.5723 | 0.8744 | 0.0 | 0.8843 | 0.8459 | 0.5127 | 0.8101 | 0.4667 | 0.5869 | 0.0 | 0.7051 | 0.6129 | 0.4997 |
| 0.403 | 1.46 | 540 | 0.6780 | 0.5145 | 0.6179 | 0.7955 | 0.9107 | 0.5659 | 0.6498 | 0.0 | 0.9313 | 0.7441 | 0.5233 | 0.7904 | 0.4691 | 0.5218 | 0.0 | 0.6898 | 0.6216 | 0.5084 |
| 0.44 | 1.51 | 560 | 0.6093 | 0.5408 | 0.6661 | 0.8059 | 0.8772 | 0.6819 | 0.8474 | 0.0 | 0.8984 | 0.7658 | 0.5919 | 0.7826 | 0.5138 | 0.5877 | 0.0 | 0.7165 | 0.6415 | 0.5436 |
| 0.4709 | 1.57 | 580 | 0.6535 | 0.5384 | 0.6455 | 0.8069 | 0.9184 | 0.6097 | 0.7514 | 0.0 | 0.9075 | 0.8113 | 0.5202 | 0.7923 | 0.5011 | 0.6161 | 0.0 | 0.6991 | 0.6518 | 0.5081 |
| 0.6455 | 1.62 | 600 | 0.6673 | 0.5396 | 0.6714 | 0.8101 | 0.9005 | 0.7166 | 0.8494 | 0.0 | 0.8997 | 0.8311 | 0.5026 | 0.8055 | 0.5104 | 0.5743 | 0.0 | 0.7271 | 0.6684 | 0.4917 |
| 0.3516 | 1.68 | 620 | 0.6172 | 0.5556 | 0.6779 | 0.8138 | 0.9075 | 0.6987 | 0.8170 | 0.0 | 0.8722 | 0.8718 | 0.5777 | 0.7940 | 0.5400 | 0.6491 | 0.0 | 0.7076 | 0.6536 | 0.5447 |
| 0.4514 | 1.73 | 640 | 0.5832 | 0.5600 | 0.6605 | 0.8194 | 0.9098 | 0.6739 | 0.7684 | 0.0 | 0.9331 | 0.7268 | 0.6118 | 0.8019 | 0.5542 | 0.6434 | 0.0 | 0.7165 | 0.6245 | 0.5797 |
| 1.1045 | 1.78 | 660 | 0.5980 | 0.5523 | 0.6907 | 0.8158 | 0.8790 | 0.7558 | 0.8415 | 0.0 | 0.8884 | 0.8548 | 0.6153 | 0.8138 | 0.5171 | 0.6138 | 0.0 | 0.7172 | 0.6202 | 0.5841 |
| 1.0857 | 1.84 | 680 | 0.5735 | 0.5579 | 0.6732 | 0.8227 | 0.9312 | 0.6579 | 0.7872 | 0.0 | 0.8865 | 0.8613 | 0.5885 | 0.8056 | 0.4950 | 0.6448 | 0.0 | 0.7330 | 0.6704 | 0.5564 |
| 0.5061 | 1.89 | 700 | 0.6274 | 0.5665 | 0.6886 | 0.8206 | 0.8722 | 0.6775 | 0.8703 | 0.0 | 0.9003 | 0.8563 | 0.6435 | 0.7985 | 0.5661 | 0.6134 | 0.0 | 0.7288 | 0.6652 | 0.5937 |
| 0.7888 | 1.95 | 720 | 0.5690 | 0.5669 | 0.6804 | 0.8229 | 0.8971 | 0.6814 | 0.8073 | 0.0 | 0.9026 | 0.8185 | 0.6561 | 0.7929 | 0.5396 | 0.6278 | 0.0 | 0.7310 | 0.6639 | 0.6129 |
| 1.8395 | 2.0 | 740 | 0.6331 | 0.5456 | 0.6792 | 0.8146 | 0.9001 | 0.7465 | 0.7818 | 0.0 | 0.9014 | 0.8823 | 0.5425 | 0.8112 | 0.5072 | 0.6227 | 0.0 | 0.7281 | 0.6350 | 0.5147 |
| 0.4154 | 2.05 | 760 | 0.6126 | 0.5365 | 0.6573 | 0.8082 | 0.9036 | 0.6799 | 0.8385 | 0.0 | 0.9220 | 0.7777 | 0.4793 | 0.8001 | 0.5236 | 0.6053 | 0.0 | 0.7250 | 0.6409 | 0.4609 |
| 0.5624 | 2.11 | 780 | 0.5930 | 0.5436 | 0.6706 | 0.8127 | 0.9230 | 0.7030 | 0.7669 | 0.0 | 0.8795 | 0.8923 | 0.5295 | 0.8094 | 0.5154 | 0.6514 | 0.0 | 0.7210 | 0.6087 | 0.4996 |
| 0.4807 | 2.16 | 800 | 0.5858 | 0.5666 | 0.6818 | 0.8273 | 0.9333 | 0.6743 | 0.8472 | 0.0 | 0.8734 | 0.8049 | 0.6398 | 0.8080 | 0.5238 | 0.6303 | 0.0 | 0.7436 | 0.6695 | 0.5910 |
| 1.4391 | 2.22 | 820 | 0.5524 | 0.5733 | 0.6995 | 0.8301 | 0.8987 | 0.8141 | 0.7707 | 0.0 | 0.9143 | 0.8380 | 0.6603 | 0.8248 | 0.5716 | 0.6372 | 0.0 | 0.7438 | 0.6331 | 0.6025 |
| 0.3062 | 2.27 | 840 | 0.5916 | 0.5487 | 0.6835 | 0.8193 | 0.9103 | 0.7125 | 0.8533 | 0.0001 | 0.8791 | 0.8389 | 0.5900 | 0.8239 | 0.4652 | 0.6134 | 0.0001 | 0.7317 | 0.6638 | 0.5430 |
| 0.7697 | 2.32 | 860 | 0.5773 | 0.5675 | 0.7019 | 0.8266 | 0.9152 | 0.7578 | 0.8611 | 0.0000 | 0.8567 | 0.8792 | 0.6435 | 0.8301 | 0.5682 | 0.6033 | 0.0000 | 0.7393 | 0.6357 | 0.5957 |
| 0.2767 | 2.38 | 880 | 0.5867 | 0.5533 | 0.6832 | 0.8213 | 0.9149 | 0.7902 | 0.7978 | 0.0000 | 0.9146 | 0.8276 | 0.5371 | 0.8250 | 0.5195 | 0.6408 | 0.0000 | 0.7350 | 0.6383 | 0.5147 |
| 0.893 | 2.43 | 900 | 0.5856 | 0.5741 | 0.6887 | 0.8299 | 0.9008 | 0.6935 | 0.8431 | 0.0000 | 0.9209 | 0.8590 | 0.6033 | 0.8302 | 0.5565 | 0.6647 | 0.0000 | 0.7270 | 0.6621 | 0.5779 |
| 1.127 | 2.49 | 920 | 0.5624 | 0.5747 | 0.6871 | 0.8311 | 0.9104 | 0.6452 | 0.8488 | 0.0 | 0.8964 | 0.8526 | 0.6560 | 0.8290 | 0.5516 | 0.6330 | 0.0 | 0.7330 | 0.6755 | 0.6010 |
| 0.5106 | 2.54 | 940 | 0.5526 | 0.5947 | 0.7097 | 0.8419 | 0.9227 | 0.7570 | 0.7971 | 0.0 | 0.8821 | 0.8716 | 0.7374 | 0.8343 | 0.6048 | 0.6494 | 0.0 | 0.7507 | 0.6722 | 0.6513 |
| 0.5673 | 2.59 | 960 | 0.5808 | 0.5814 | 0.6993 | 0.8307 | 0.9193 | 0.8187 | 0.8230 | 0.0 | 0.9025 | 0.8298 | 0.6018 | 0.8186 | 0.6177 | 0.6727 | 0.0 | 0.7401 | 0.6705 | 0.5505 |
| 0.2812 | 2.65 | 980 | 0.5844 | 0.5767 | 0.6963 | 0.8322 | 0.9192 | 0.7772 | 0.8339 | 0.0 | 0.9157 | 0.8657 | 0.5622 | 0.8439 | 0.5988 | 0.6983 | 0.0 | 0.7359 | 0.6178 | 0.5421 |
| 0.3997 | 2.7 | 1000 | 0.5592 | 0.5753 | 0.7015 | 0.8336 | 0.9208 | 0.7436 | 0.8771 | 0.0024 | 0.8816 | 0.8458 | 0.6392 | 0.8422 | 0.5628 | 0.6606 | 0.0024 | 0.7434 | 0.6223 | 0.5932 |
| 0.4418 | 2.76 | 1020 | 0.5588 | 0.5808 | 0.6974 | 0.8353 | 0.9253 | 0.6771 | 0.8522 | 0.0023 | 0.8698 | 0.8639 | 0.6915 | 0.8175 | 0.5595 | 0.6643 | 0.0023 | 0.7545 | 0.6370 | 0.6305 |
| 0.2278 | 2.81 | 1040 | 0.5760 | 0.5741 | 0.6992 | 0.8274 | 0.8871 | 0.6410 | 0.8781 | 0.0004 | 0.8510 | 0.8692 | 0.7677 | 0.8233 | 0.5270 | 0.6855 | 0.0004 | 0.7279 | 0.6705 | 0.5841 |
| 0.5887 | 2.86 | 1060 | 0.6881 | 0.5591 | 0.6685 | 0.8232 | 0.9152 | 0.6264 | 0.8586 | 0.0 | 0.9256 | 0.8308 | 0.5227 | 0.8226 | 0.5157 | 0.6556 | 0.0 | 0.7232 | 0.6867 | 0.5095 |
| 0.4553 | 2.92 | 1080 | 0.5963 | 0.5627 | 0.6950 | 0.8243 | 0.9335 | 0.8256 | 0.8174 | 0.0000 | 0.8854 | 0.8907 | 0.5122 | 0.8168 | 0.5449 | 0.6832 | 0.0000 | 0.7393 | 0.6600 | 0.4949 |
| 0.2984 | 2.97 | 1100 | 0.5930 | 0.5680 | 0.6781 | 0.8260 | 0.9254 | 0.6883 | 0.8650 | 0.0 | 0.9185 | 0.8502 | 0.4995 | 0.8099 | 0.5640 | 0.6698 | 0.0 | 0.7382 | 0.7000 | 0.4940 |
| 0.3967 | 3.03 | 1120 | 0.5804 | 0.5839 | 0.7108 | 0.8333 | 0.9254 | 0.8007 | 0.8812 | 0.0129 | 0.8713 | 0.8776 | 0.6068 | 0.8104 | 0.5881 | 0.6580 | 0.0129 | 0.7562 | 0.6913 | 0.5706 |
| 1.268 | 3.08 | 1140 | 0.5496 | 0.5890 | 0.6962 | 0.8400 | 0.9202 | 0.6909 | 0.7891 | 0.0 | 0.9068 | 0.8737 | 0.6926 | 0.8248 | 0.5569 | 0.6887 | 0.0 | 0.7468 | 0.6594 | 0.6465 |
| 0.6241 | 3.14 | 1160 | 0.5864 | 0.5894 | 0.7051 | 0.8377 | 0.9105 | 0.8164 | 0.8183 | 0.0001 | 0.9309 | 0.8584 | 0.6012 | 0.8392 | 0.6190 | 0.6808 | 0.0001 | 0.7394 | 0.6653 | 0.5819 |
| 0.3563 | 3.19 | 1180 | 0.6123 | 0.5754 | 0.6866 | 0.8321 | 0.9313 | 0.6944 | 0.8277 | 0.0001 | 0.9010 | 0.8596 | 0.5919 | 0.8300 | 0.5669 | 0.6401 | 0.0001 | 0.7354 | 0.6819 | 0.5737 |
| 0.2633 | 3.24 | 1200 | 0.5683 | 0.5970 | 0.7159 | 0.8408 | 0.9265 | 0.7814 | 0.8266 | 0.0134 | 0.8744 | 0.9090 | 0.6802 | 0.8419 | 0.6303 | 0.6722 | 0.0134 | 0.7409 | 0.6450 | 0.6352 |
| 0.4295 | 3.3 | 1220 | 0.5305 | 0.6022 | 0.7131 | 0.8490 | 0.9116 | 0.6722 | 0.8576 | 0.0128 | 0.8965 | 0.8791 | 0.7623 | 0.8398 | 0.5683 | 0.6798 | 0.0128 | 0.7638 | 0.6719 | 0.6791 |
| 0.3334 | 3.35 | 1240 | 0.4919 | 0.6127 | 0.7236 | 0.8523 | 0.9158 | 0.7832 | 0.8391 | 0.0239 | 0.9132 | 0.8534 | 0.7368 | 0.8382 | 0.5938 | 0.6918 | 0.0239 | 0.7649 | 0.6929 | 0.6833 |
| 0.8576 | 3.41 | 1260 | 0.5363 | 0.6047 | 0.7090 | 0.8475 | 0.9223 | 0.7324 | 0.8359 | 0.0104 | 0.9169 | 0.8586 | 0.6863 | 0.8342 | 0.6118 | 0.6977 | 0.0104 | 0.7595 | 0.6751 | 0.6443 |
| 0.6485 | 3.46 | 1280 | 0.5941 | 0.5796 | 0.6994 | 0.8318 | 0.9043 | 0.6889 | 0.8987 | 0.0223 | 0.8900 | 0.8443 | 0.6473 | 0.8264 | 0.5723 | 0.6546 | 0.0222 | 0.7414 | 0.6414 | 0.5985 |
| 0.4796 | 3.51 | 1300 | 0.5303 | 0.6263 | 0.7444 | 0.8595 | 0.9162 | 0.7860 | 0.8811 | 0.0254 | 0.8712 | 0.9022 | 0.8287 | 0.8486 | 0.6127 | 0.7157 | 0.0254 | 0.7683 | 0.6806 | 0.7328 |
| 0.5067 | 3.57 | 1320 | 0.5371 | 0.6036 | 0.7114 | 0.8453 | 0.9382 | 0.7605 | 0.8227 | 0.0136 | 0.8967 | 0.9103 | 0.6380 | 0.8428 | 0.6297 | 0.6921 | 0.0135 | 0.7449 | 0.6875 | 0.6144 |
| 0.5053 | 3.62 | 1340 | 0.5882 | 0.5926 | 0.6828 | 0.8426 | 0.9367 | 0.6589 | 0.8258 | 0.0219 | 0.9429 | 0.7536 | 0.6396 | 0.8276 | 0.5632 | 0.6848 | 0.0218 | 0.7536 | 0.6803 | 0.6171 |
| 0.4843 | 3.68 | 1360 | 0.5507 | 0.5897 | 0.7164 | 0.8371 | 0.9244 | 0.8326 | 0.8351 | 0.0263 | 0.8894 | 0.9080 | 0.5991 | 0.8454 | 0.6275 | 0.6905 | 0.0262 | 0.7462 | 0.6206 | 0.5716 |
| 0.8689 | 3.73 | 1380 | 0.5376 | 0.5943 | 0.7094 | 0.8400 | 0.9317 | 0.7549 | 0.8565 | 0.0364 | 0.8956 | 0.8851 | 0.6053 | 0.8419 | 0.6162 | 0.6949 | 0.0360 | 0.7504 | 0.6494 | 0.5713 |
| 0.3403 | 3.78 | 1400 | 0.5378 | 0.5974 | 0.7130 | 0.8443 | 0.9082 | 0.6849 | 0.8510 | 0.0327 | 0.8935 | 0.8898 | 0.7309 | 0.8454 | 0.5779 | 0.7062 | 0.0323 | 0.7636 | 0.6350 | 0.6216 |
| 0.2871 | 3.84 | 1420 | 0.5867 | 0.5853 | 0.7072 | 0.8322 | 0.9207 | 0.7519 | 0.8463 | 0.0362 | 0.8744 | 0.8990 | 0.6220 | 0.8366 | 0.6133 | 0.6878 | 0.0358 | 0.7380 | 0.6280 | 0.5578 |
| 0.9867 | 3.89 | 1440 | 0.5237 | 0.6300 | 0.7342 | 0.8620 | 0.9353 | 0.8254 | 0.8431 | 0.0233 | 0.9053 | 0.8190 | 0.7876 | 0.8467 | 0.6401 | 0.7014 | 0.0233 | 0.7768 | 0.6945 | 0.7271 |
| 0.9706 | 3.95 | 1460 | 0.5224 | 0.6152 | 0.7165 | 0.8533 | 0.9262 | 0.7196 | 0.8428 | 0.0272 | 0.9121 | 0.8622 | 0.7252 | 0.8476 | 0.5956 | 0.7172 | 0.0269 | 0.7554 | 0.6992 | 0.6644 |
| 0.3828 | 4.0 | 1480 | 0.5522 | 0.6025 | 0.7113 | 0.8444 | 0.8774 | 0.6191 | 0.8897 | 0.0274 | 0.9048 | 0.8524 | 0.8081 | 0.8102 | 0.5483 | 0.7127 | 0.0269 | 0.7729 | 0.7045 | 0.6418 |
| 0.3948 | 4.05 | 1500 | 0.5806 | 0.5967 | 0.7052 | 0.8401 | 0.9333 | 0.7006 | 0.8889 | 0.0456 | 0.8946 | 0.8704 | 0.6027 | 0.8297 | 0.5863 | 0.6943 | 0.0450 | 0.7459 | 0.6990 | 0.5765 |
| 0.2947 | 4.11 | 1520 | 0.5770 | 0.6112 | 0.7208 | 0.8456 | 0.9404 | 0.7523 | 0.8408 | 0.0724 | 0.8768 | 0.8954 | 0.6677 | 0.8236 | 0.6205 | 0.6835 | 0.0694 | 0.7634 | 0.6877 | 0.6303 |
| 0.5195 | 4.16 | 1540 | 0.5252 | 0.6303 | 0.7224 | 0.8644 | 0.9284 | 0.7117 | 0.8151 | 0.0433 | 0.9329 | 0.8172 | 0.8084 | 0.8476 | 0.5945 | 0.6907 | 0.0420 | 0.7856 | 0.7130 | 0.7389 |
| 0.3633 | 4.22 | 1560 | 0.5587 | 0.6272 | 0.7398 | 0.8585 | 0.9213 | 0.7266 | 0.8699 | 0.0764 | 0.8732 | 0.8881 | 0.8232 | 0.8456 | 0.5813 | 0.7077 | 0.0727 | 0.7739 | 0.7036 | 0.7053 |
| 0.9574 | 4.27 | 1580 | 0.5696 | 0.6185 | 0.7273 | 0.8522 | 0.9219 | 0.6968 | 0.8716 | 0.0638 | 0.8787 | 0.8981 | 0.7605 | 0.8418 | 0.5900 | 0.6967 | 0.0609 | 0.7567 | 0.7022 | 0.6815 |
| 0.1326 | 4.32 | 1600 | 0.5247 | 0.6255 | 0.7265 | 0.8550 | 0.9344 | 0.7191 | 0.8723 | 0.0888 | 0.9039 | 0.8729 | 0.6940 | 0.8465 | 0.5978 | 0.7157 | 0.0853 | 0.7574 | 0.7166 | 0.6596 |
| 0.4631 | 4.38 | 1620 | 0.5271 | 0.6477 | 0.7457 | 0.8600 | 0.9113 | 0.7095 | 0.8641 | 0.2124 | 0.9202 | 0.8359 | 0.7667 | 0.8492 | 0.5950 | 0.7392 | 0.1890 | 0.7620 | 0.7124 | 0.6868 |
| 0.3529 | 4.43 | 1640 | 0.4991 | 0.6592 | 0.7500 | 0.8692 | 0.9209 | 0.6656 | 0.8689 | 0.2345 | 0.9237 | 0.8109 | 0.8253 | 0.8525 | 0.5746 | 0.7358 | 0.2240 | 0.7807 | 0.7041 | 0.7424 |
| 0.2564 | 4.49 | 1660 | 0.5079 | 0.6458 | 0.7439 | 0.8651 | 0.9281 | 0.7152 | 0.8535 | 0.1515 | 0.9058 | 0.8462 | 0.8069 | 0.8456 | 0.5941 | 0.6887 | 0.1461 | 0.7786 | 0.7032 | 0.7646 |
| 0.1471 | 4.54 | 1680 | 0.5641 | 0.6209 | 0.7447 | 0.8526 | 0.9232 | 0.7964 | 0.8833 | 0.0940 | 0.8668 | 0.9092 | 0.7401 | 0.8475 | 0.6357 | 0.6723 | 0.0895 | 0.7793 | 0.6316 | 0.6902 |
| 0.1997 | 4.59 | 1700 | 0.4899 | 0.6563 | 0.7565 | 0.8653 | 0.9470 | 0.7244 | 0.8462 | 0.2409 | 0.8728 | 0.8523 | 0.8119 | 0.8438 | 0.6032 | 0.6888 | 0.2184 | 0.7789 | 0.7115 | 0.7494 |
| 0.2245 | 4.65 | 1720 | 0.4435 | 0.6780 | 0.7710 | 0.8764 | 0.9280 | 0.7736 | 0.8614 | 0.2390 | 0.9212 | 0.8621 | 0.8117 | 0.8529 | 0.6433 | 0.7457 | 0.2220 | 0.7936 | 0.7105 | 0.7783 |
| 0.7756 | 4.7 | 1740 | 0.4811 | 0.6516 | 0.7530 | 0.8696 | 0.9265 | 0.7816 | 0.9056 | 0.1070 | 0.9025 | 0.8191 | 0.8285 | 0.8528 | 0.6400 | 0.6958 | 0.1031 | 0.7889 | 0.7235 | 0.7572 |
| 0.307 | 4.76 | 1760 | 0.5266 | 0.6311 | 0.7547 | 0.8565 | 0.9215 | 0.8256 | 0.9053 | 0.1336 | 0.8784 | 0.8872 | 0.7312 | 0.8500 | 0.6479 | 0.6715 | 0.1267 | 0.7882 | 0.6435 | 0.6898 |
| 0.4766 | 4.81 | 1780 | 0.4891 | 0.6561 | 0.7619 | 0.8644 | 0.9377 | 0.6778 | 0.8795 | 0.3009 | 0.8784 | 0.8941 | 0.7651 | 0.8480 | 0.5766 | 0.7330 | 0.2586 | 0.7842 | 0.6774 | 0.7148 |
| 0.2988 | 4.86 | 1800 | 0.4536 | 0.6566 | 0.7576 | 0.8706 | 0.9316 | 0.7662 | 0.8676 | 0.1472 | 0.8977 | 0.8713 | 0.8213 | 0.8533 | 0.6163 | 0.7200 | 0.1361 | 0.7843 | 0.7173 | 0.7687 |
| 1.063 | 4.92 | 1820 | 0.4507 | 0.6729 | 0.7708 | 0.8736 | 0.9221 | 0.7607 | 0.8602 | 0.2617 | 0.9208 | 0.8701 | 0.8002 | 0.8532 | 0.6105 | 0.7336 | 0.2412 | 0.7874 | 0.7052 | 0.7793 |
| 0.3698 | 4.97 | 1840 | 0.4328 | 0.6838 | 0.7911 | 0.8733 | 0.9282 | 0.8086 | 0.8443 | 0.3619 | 0.8951 | 0.9032 | 0.7960 | 0.8579 | 0.6388 | 0.7495 | 0.3105 | 0.7860 | 0.6998 | 0.7439 |
| 0.2845 | 5.03 | 1860 | 0.4597 | 0.6676 | 0.7699 | 0.8743 | 0.9417 | 0.8318 | 0.8597 | 0.1995 | 0.9069 | 0.8742 | 0.7756 | 0.8582 | 0.6454 | 0.7099 | 0.1795 | 0.7963 | 0.7168 | 0.7668 |
| 0.4496 | 5.08 | 1880 | 0.4331 | 0.6861 | 0.7862 | 0.8774 | 0.9382 | 0.8165 | 0.8586 | 0.3196 | 0.9079 | 0.8793 | 0.7832 | 0.8554 | 0.6575 | 0.7385 | 0.2652 | 0.8001 | 0.7212 | 0.7644 |
| 0.3292 | 5.14 | 1900 | 0.4828 | 0.6682 | 0.7751 | 0.8693 | 0.9194 | 0.8145 | 0.8619 | 0.2450 | 0.8949 | 0.8620 | 0.8280 | 0.8477 | 0.6438 | 0.7319 | 0.2148 | 0.7890 | 0.7272 | 0.7232 |
| 0.2141 | 5.19 | 1920 | 0.4936 | 0.6665 | 0.7758 | 0.8688 | 0.9165 | 0.8014 | 0.8762 | 0.2428 | 0.8913 | 0.8797 | 0.8227 | 0.8475 | 0.6373 | 0.7300 | 0.2112 | 0.7885 | 0.7206 | 0.7302 |
| 0.465 | 5.24 | 1940 | 0.4780 | 0.6826 | 0.7880 | 0.8749 | 0.9202 | 0.8143 | 0.8578 | 0.3009 | 0.8973 | 0.8854 | 0.8403 | 0.8528 | 0.6344 | 0.7550 | 0.2764 | 0.7908 | 0.7177 | 0.7511 |
| 0.1885 | 5.3 | 1960 | 0.4669 | 0.6728 | 0.7757 | 0.8690 | 0.9265 | 0.7611 | 0.9001 | 0.2881 | 0.8939 | 0.9006 | 0.7596 | 0.8565 | 0.6417 | 0.7504 | 0.2596 | 0.7732 | 0.7176 | 0.7106 |
| 0.3611 | 5.35 | 1980 | 0.4535 | 0.6836 | 0.7834 | 0.8767 | 0.9306 | 0.8179 | 0.8958 | 0.2917 | 0.9099 | 0.8356 | 0.8027 | 0.8590 | 0.6464 | 0.7409 | 0.2621 | 0.7902 | 0.7241 | 0.7624 |
| 0.25 | 5.41 | 2000 | 0.5061 | 0.6592 | 0.7547 | 0.8691 | 0.9288 | 0.6978 | 0.8452 | 0.2238 | 0.9071 | 0.8599 | 0.8198 | 0.8546 | 0.6031 | 0.7431 | 0.2093 | 0.7872 | 0.6939 | 0.7229 |
| 0.7475 | 5.46 | 2020 | 0.5061 | 0.6613 | 0.7687 | 0.8697 | 0.9297 | 0.7892 | 0.8843 | 0.1933 | 0.8793 | 0.8688 | 0.8360 | 0.8525 | 0.6342 | 0.7140 | 0.1712 | 0.7864 | 0.7186 | 0.7524 |
| 0.187 | 5.51 | 2040 | 0.4465 | 0.6729 | 0.7742 | 0.8735 | 0.9266 | 0.7831 | 0.8658 | 0.2563 | 0.9069 | 0.8683 | 0.8121 | 0.8547 | 0.6292 | 0.7376 | 0.2335 | 0.7911 | 0.7100 | 0.7543 |
| 0.3565 | 5.57 | 2060 | 0.4568 | 0.6656 | 0.7674 | 0.8691 | 0.9399 | 0.7226 | 0.8659 | 0.2747 | 0.8853 | 0.9102 | 0.7734 | 0.8507 | 0.6163 | 0.7186 | 0.2411 | 0.7863 | 0.7030 | 0.7430 |
| 0.325 | 5.62 | 2080 | 0.4735 | 0.6740 | 0.7839 | 0.8606 | 0.8804 | 0.7749 | 0.8525 | 0.4185 | 0.9142 | 0.8114 | 0.8357 | 0.8192 | 0.6425 | 0.7423 | 0.3374 | 0.7871 | 0.6979 | 0.6912 |
| 0.1944 | 5.68 | 2100 | 0.4866 | 0.6649 | 0.7787 | 0.8632 | 0.8985 | 0.8232 | 0.8408 | 0.2915 | 0.8991 | 0.8778 | 0.8203 | 0.8268 | 0.6249 | 0.7415 | 0.2621 | 0.7905 | 0.7005 | 0.7077 |
| 0.164 | 5.73 | 2120 | 0.4597 | 0.6853 | 0.7853 | 0.8760 | 0.9239 | 0.8008 | 0.8658 | 0.3509 | 0.9173 | 0.8076 | 0.8305 | 0.8560 | 0.6401 | 0.7535 | 0.2936 | 0.7944 | 0.6925 | 0.7667 |
| 0.4798 | 5.78 | 2140 | 0.5149 | 0.6618 | 0.7591 | 0.8643 | 0.9346 | 0.7675 | 0.8401 | 0.3216 | 0.9315 | 0.8207 | 0.6974 | 0.8552 | 0.6219 | 0.7541 | 0.2708 | 0.7753 | 0.6800 | 0.6751 |
| 0.1933 | 5.84 | 2160 | 0.5182 | 0.6699 | 0.7772 | 0.8673 | 0.9487 | 0.7200 | 0.9023 | 0.3454 | 0.8594 | 0.9088 | 0.7555 | 0.8466 | 0.6131 | 0.7301 | 0.2953 | 0.7827 | 0.6851 | 0.7365 |
| 0.2195 | 5.89 | 2180 | 0.5167 | 0.6635 | 0.7661 | 0.8644 | 0.9162 | 0.7589 | 0.8719 | 0.3231 | 0.9275 | 0.8388 | 0.7263 | 0.8476 | 0.6111 | 0.7335 | 0.2869 | 0.7785 | 0.6880 | 0.6989 |
| 0.3676 | 5.95 | 2200 | 0.4548 | 0.6880 | 0.8003 | 0.8745 | 0.9253 | 0.8300 | 0.8691 | 0.4255 | 0.8987 | 0.8503 | 0.8032 | 0.8582 | 0.6511 | 0.7390 | 0.3305 | 0.7952 | 0.6797 | 0.7621 |
| 1.208 | 6.0 | 2220 | 0.4922 | 0.6741 | 0.7848 | 0.8672 | 0.9445 | 0.8033 | 0.8567 | 0.3728 | 0.8709 | 0.8841 | 0.7610 | 0.8474 | 0.6511 | 0.7163 | 0.3135 | 0.7870 | 0.6646 | 0.7390 |
| 0.316 | 6.05 | 2240 | 0.4775 | 0.6782 | 0.7781 | 0.8723 | 0.9340 | 0.8023 | 0.8426 | 0.3345 | 0.9132 | 0.8394 | 0.7807 | 0.8543 | 0.6556 | 0.7225 | 0.2905 | 0.7928 | 0.6794 | 0.7523 |
| 0.2564 | 6.11 | 2260 | 0.4697 | 0.6825 | 0.7959 | 0.8734 | 0.9304 | 0.8437 | 0.8772 | 0.4049 | 0.9016 | 0.8333 | 0.7801 | 0.8609 | 0.6482 | 0.7323 | 0.3276 | 0.7998 | 0.6648 | 0.7434 |
| 0.2638 | 6.16 | 2280 | 0.4605 | 0.6786 | 0.7889 | 0.8721 | 0.9349 | 0.7914 | 0.8772 | 0.3591 | 0.8843 | 0.8955 | 0.7800 | 0.8637 | 0.6505 | 0.7390 | 0.2879 | 0.7880 | 0.6748 | 0.7466 |
| 0.3469 | 6.22 | 2300 | 0.4692 | 0.6621 | 0.7767 | 0.8671 | 0.9353 | 0.8310 | 0.8786 | 0.2901 | 0.8922 | 0.8676 | 0.7420 | 0.8584 | 0.6324 | 0.7362 | 0.2502 | 0.7920 | 0.6566 | 0.7088 |
| 0.2403 | 6.27 | 2320 | 0.4784 | 0.6668 | 0.7703 | 0.8667 | 0.9451 | 0.8032 | 0.8432 | 0.3370 | 0.9072 | 0.8384 | 0.7180 | 0.8590 | 0.6517 | 0.7333 | 0.2880 | 0.7861 | 0.6552 | 0.6943 |
| 0.2333 | 6.32 | 2340 | 0.5160 | 0.6561 | 0.7653 | 0.8577 | 0.9381 | 0.7845 | 0.8454 | 0.3368 | 0.8969 | 0.9095 | 0.6458 | 0.8593 | 0.6594 | 0.7223 | 0.2832 | 0.7619 | 0.6784 | 0.6285 |
| 0.2887 | 6.38 | 2360 | 0.4777 | 0.6830 | 0.8061 | 0.8696 | 0.9281 | 0.8454 | 0.8522 | 0.4299 | 0.8610 | 0.9223 | 0.8040 | 0.8627 | 0.6516 | 0.7322 | 0.3358 | 0.7759 | 0.6511 | 0.7718 |
| 0.2792 | 6.43 | 2380 | 0.4690 | 0.6982 | 0.8100 | 0.8770 | 0.9419 | 0.8185 | 0.8761 | 0.4700 | 0.8681 | 0.8732 | 0.8220 | 0.8577 | 0.6566 | 0.7328 | 0.3636 | 0.7898 | 0.6983 | 0.7884 |
| 0.8269 | 6.49 | 2400 | 0.4992 | 0.6743 | 0.7784 | 0.8622 | 0.9019 | 0.7832 | 0.8803 | 0.3721 | 0.9167 | 0.8506 | 0.7438 | 0.8334 | 0.6590 | 0.7567 | 0.3282 | 0.7803 | 0.7055 | 0.6569 |
| 0.2425 | 6.54 | 2420 | 0.4863 | 0.6823 | 0.8024 | 0.8650 | 0.8650 | 0.8212 | 0.8750 | 0.4033 | 0.8974 | 0.8546 | 0.9005 | 0.8145 | 0.6445 | 0.7457 | 0.3422 | 0.8011 | 0.7142 | 0.7141 |
| 0.2416 | 6.59 | 2440 | 0.4300 | 0.7009 | 0.7999 | 0.8811 | 0.9379 | 0.7844 | 0.8409 | 0.4298 | 0.8997 | 0.8686 | 0.8378 | 0.8600 | 0.6514 | 0.7503 | 0.3540 | 0.8007 | 0.7090 | 0.7811 |
| 0.3013 | 6.65 | 2460 | 0.4562 | 0.6970 | 0.7983 | 0.8794 | 0.9264 | 0.8061 | 0.8855 | 0.3964 | 0.9088 | 0.8433 | 0.8214 | 0.8609 | 0.6628 | 0.7419 | 0.3312 | 0.7952 | 0.6994 | 0.7877 |
| 0.1874 | 6.7 | 2480 | 0.4734 | 0.6845 | 0.7999 | 0.8742 | 0.9240 | 0.8594 | 0.8730 | 0.3916 | 0.8978 | 0.8491 | 0.8046 | 0.8566 | 0.6400 | 0.7417 | 0.3000 | 0.7946 | 0.6852 | 0.7732 |
| 0.4846 | 6.76 | 2500 | 0.4826 | 0.6884 | 0.7909 | 0.8751 | 0.9291 | 0.7870 | 0.8749 | 0.3714 | 0.8917 | 0.8457 | 0.8362 | 0.8481 | 0.6514 | 0.7483 | 0.3141 | 0.7974 | 0.7031 | 0.7566 |
| 0.3205 | 6.81 | 2520 | 0.4955 | 0.6903 | 0.8003 | 0.8751 | 0.9266 | 0.8166 | 0.8752 | 0.4138 | 0.8909 | 0.8610 | 0.8179 | 0.8567 | 0.6509 | 0.7427 | 0.3343 | 0.7937 | 0.6990 | 0.7545 |
| 0.1754 | 6.86 | 2540 | 0.4677 | 0.6893 | 0.7897 | 0.8769 | 0.9298 | 0.7852 | 0.8667 | 0.3591 | 0.9014 | 0.8612 | 0.8245 | 0.8567 | 0.6530 | 0.7429 | 0.3109 | 0.7967 | 0.7049 | 0.7599 |
| 0.34 | 6.92 | 2560 | 0.4733 | 0.6936 | 0.7990 | 0.8792 | 0.9355 | 0.7980 | 0.8614 | 0.3901 | 0.8887 | 0.8840 | 0.8350 | 0.8573 | 0.6356 | 0.7352 | 0.3258 | 0.7994 | 0.7063 | 0.7956 |
| 0.2217 | 6.97 | 2580 | 0.4885 | 0.6884 | 0.7863 | 0.8776 | 0.9377 | 0.7237 | 0.8399 | 0.3762 | 0.8864 | 0.8741 | 0.8662 | 0.8535 | 0.6204 | 0.7384 | 0.3092 | 0.7964 | 0.7122 | 0.7887 |
| 0.2033 | 7.03 | 2600 | 0.5131 | 0.6941 | 0.8018 | 0.8774 | 0.9294 | 0.7977 | 0.8625 | 0.4055 | 0.8839 | 0.8979 | 0.8358 | 0.8579 | 0.6471 | 0.7378 | 0.3489 | 0.7963 | 0.7047 | 0.7661 |
| 0.8201 | 7.08 | 2620 | 0.4936 | 0.6864 | 0.7953 | 0.8736 | 0.9309 | 0.7983 | 0.8397 | 0.4094 | 0.8888 | 0.8883 | 0.8113 | 0.8563 | 0.6433 | 0.7296 | 0.3416 | 0.7942 | 0.6951 | 0.7446 |
| 0.4272 | 7.14 | 2640 | 0.5361 | 0.6850 | 0.7955 | 0.8678 | 0.9086 | 0.7859 | 0.8384 | 0.4533 | 0.8842 | 0.8175 | 0.8806 | 0.8406 | 0.6547 | 0.7357 | 0.3467 | 0.7857 | 0.7081 | 0.7233 |
| 0.0863 | 7.19 | 2660 | 0.5271 | 0.6821 | 0.7871 | 0.8763 | 0.9348 | 0.7974 | 0.8287 | 0.3187 | 0.8820 | 0.8684 | 0.8795 | 0.8586 | 0.6474 | 0.7043 | 0.2561 | 0.7939 | 0.7098 | 0.8049 |
| 0.3078 | 7.24 | 2680 | 0.4543 | 0.6993 | 0.8030 | 0.8809 | 0.9429 | 0.8195 | 0.8227 | 0.4199 | 0.8901 | 0.8871 | 0.8387 | 0.8605 | 0.6589 | 0.7115 | 0.3357 | 0.7999 | 0.7144 | 0.8146 |
| 0.2672 | 7.3 | 2700 | 0.4635 | 0.6909 | 0.8004 | 0.8773 | 0.9323 | 0.8478 | 0.8525 | 0.4242 | 0.9087 | 0.8383 | 0.7988 | 0.8628 | 0.6400 | 0.7396 | 0.3249 | 0.7963 | 0.7002 | 0.7723 |
| 0.3206 | 7.35 | 2720 | 0.4961 | 0.6962 | 0.7969 | 0.8790 | 0.9421 | 0.7664 | 0.8547 | 0.4557 | 0.9044 | 0.8666 | 0.7881 | 0.8654 | 0.6668 | 0.7360 | 0.3438 | 0.8016 | 0.6968 | 0.7630 |
| 0.2269 | 7.41 | 2740 | 0.4869 | 0.6949 | 0.7983 | 0.8784 | 0.9464 | 0.7969 | 0.8428 | 0.4394 | 0.8939 | 0.8702 | 0.7986 | 0.8614 | 0.6643 | 0.7235 | 0.3415 | 0.8026 | 0.7005 | 0.7704 |
| 0.1522 | 7.46 | 2760 | 0.4841 | 0.6827 | 0.7796 | 0.8770 | 0.9350 | 0.8021 | 0.8486 | 0.3287 | 0.9226 | 0.8118 | 0.8084 | 0.8645 | 0.6624 | 0.7199 | 0.2772 | 0.7991 | 0.6772 | 0.7785 |
| 0.3704 | 7.51 | 2780 | 0.4861 | 0.6820 | 0.7924 | 0.8738 | 0.9343 | 0.8243 | 0.8631 | 0.3978 | 0.8985 | 0.8323 | 0.7967 | 0.8642 | 0.6591 | 0.7160 | 0.2886 | 0.7947 | 0.6840 | 0.7676 |
| 0.2283 | 7.57 | 2800 | 0.5024 | 0.6837 | 0.7968 | 0.8732 | 0.9331 | 0.7887 | 0.8714 | 0.4362 | 0.8919 | 0.8869 | 0.7695 | 0.8635 | 0.6581 | 0.7153 | 0.3259 | 0.7997 | 0.6791 | 0.7443 |
| 0.2912 | 7.62 | 2820 | 0.4581 | 0.6902 | 0.7917 | 0.8775 | 0.9425 | 0.8138 | 0.8171 | 0.4273 | 0.9144 | 0.8293 | 0.7977 | 0.8589 | 0.6536 | 0.7195 | 0.3292 | 0.8052 | 0.6930 | 0.7722 |
| 0.2928 | 7.68 | 2840 | 0.4653 | 0.6953 | 0.7901 | 0.8794 | 0.9448 | 0.7913 | 0.8257 | 0.4364 | 0.9183 | 0.8002 | 0.8142 | 0.8582 | 0.6606 | 0.7228 | 0.3278 | 0.8032 | 0.7050 | 0.7897 |
| 1.2079 | 7.73 | 2860 | 0.5082 | 0.6878 | 0.7947 | 0.8732 | 0.9379 | 0.7891 | 0.8306 | 0.4535 | 0.8880 | 0.8455 | 0.8184 | 0.8511 | 0.6473 | 0.7100 | 0.3573 | 0.7978 | 0.6992 | 0.7521 |
| 0.2305 | 7.78 | 2880 | 0.5045 | 0.6832 | 0.7849 | 0.8765 | 0.9395 | 0.8166 | 0.8583 | 0.3214 | 0.9008 | 0.8454 | 0.8122 | 0.8552 | 0.6526 | 0.7174 | 0.2795 | 0.8024 | 0.6991 | 0.7759 |
| 0.1923 | 7.84 | 2900 | 0.4671 | 0.6960 | 0.7927 | 0.8801 | 0.9428 | 0.7657 | 0.8484 | 0.3991 | 0.9001 | 0.8771 | 0.8157 | 0.8623 | 0.6601 | 0.7228 | 0.3387 | 0.8019 | 0.7032 | 0.7833 |
| 0.0884 | 7.89 | 2920 | 0.4756 | 0.6994 | 0.7993 | 0.8804 | 0.9424 | 0.8137 | 0.8147 | 0.4366 | 0.9057 | 0.8627 | 0.8193 | 0.8602 | 0.6671 | 0.7075 | 0.3561 | 0.8045 | 0.7086 | 0.7916 |
| 1.1581 | 7.95 | 2940 | 0.5047 | 0.6833 | 0.7932 | 0.8706 | 0.9147 | 0.8215 | 0.8196 | 0.4138 | 0.9031 | 0.8410 | 0.8388 | 0.8515 | 0.6484 | 0.7252 | 0.3382 | 0.7908 | 0.6985 | 0.7304 |
| 0.2062 | 8.0 | 2960 | 0.4640 | 0.6972 | 0.8028 | 0.8779 | 0.9434 | 0.8304 | 0.8385 | 0.4505 | 0.8931 | 0.8623 | 0.8013 | 0.8627 | 0.6645 | 0.7304 | 0.3474 | 0.7922 | 0.7208 | 0.7626 |
| 0.2409 | 8.05 | 2980 | 0.4972 | 0.6905 | 0.7884 | 0.8788 | 0.9424 | 0.8082 | 0.8523 | 0.3523 | 0.9043 | 0.8453 | 0.8142 | 0.8603 | 0.6635 | 0.7259 | 0.2845 | 0.7983 | 0.7172 | 0.7836 |
| 0.4691 | 8.11 | 3000 | 0.5181 | 0.6798 | 0.7755 | 0.8712 | 0.9409 | 0.7851 | 0.8577 | 0.3463 | 0.9101 | 0.8338 | 0.7548 | 0.8643 | 0.6589 | 0.7370 | 0.3108 | 0.7757 | 0.6896 | 0.7219 |
| 0.3217 | 8.16 | 3020 | 0.4938 | 0.6921 | 0.7933 | 0.8795 | 0.9380 | 0.8128 | 0.8620 | 0.3634 | 0.9029 | 0.8572 | 0.8167 | 0.8660 | 0.6668 | 0.7376 | 0.3145 | 0.8010 | 0.6812 | 0.7778 |
| 0.7039 | 8.22 | 3040 | 0.5262 | 0.6693 | 0.7753 | 0.8650 | 0.9387 | 0.7820 | 0.8709 | 0.4044 | 0.9083 | 0.8209 | 0.7019 | 0.8593 | 0.6673 | 0.7419 | 0.3084 | 0.7850 | 0.6485 | 0.6748 |
| 0.2206 | 8.27 | 3060 | 0.4671 | 0.6996 | 0.8163 | 0.8777 | 0.9339 | 0.8213 | 0.8491 | 0.5524 | 0.8849 | 0.8381 | 0.8345 | 0.8655 | 0.6605 | 0.7366 | 0.3374 | 0.7907 | 0.7119 | 0.7949 |
| 0.2536 | 8.32 | 3080 | 0.4789 | 0.7016 | 0.8033 | 0.8796 | 0.9378 | 0.8010 | 0.8652 | 0.4572 | 0.9033 | 0.8687 | 0.7899 | 0.8638 | 0.6582 | 0.7434 | 0.3716 | 0.7946 | 0.7255 | 0.7541 |
| 0.1459 | 8.38 | 3100 | 0.5260 | 0.6918 | 0.7923 | 0.8735 | 0.9358 | 0.7879 | 0.8576 | 0.4448 | 0.9093 | 0.8631 | 0.7475 | 0.8630 | 0.6572 | 0.7351 | 0.3809 | 0.7834 | 0.7115 | 0.7116 |
| 0.1996 | 8.43 | 3120 | 0.4885 | 0.7027 | 0.8074 | 0.8791 | 0.9355 | 0.8137 | 0.8653 | 0.4694 | 0.8997 | 0.8840 | 0.7843 | 0.8673 | 0.6566 | 0.7400 | 0.3935 | 0.7891 | 0.7193 | 0.7533 |
| 1.2932 | 8.49 | 3140 | 0.4849 | 0.7088 | 0.8166 | 0.8837 | 0.9276 | 0.8210 | 0.8675 | 0.4839 | 0.9040 | 0.8860 | 0.8259 | 0.8623 | 0.6561 | 0.7390 | 0.3786 | 0.8083 | 0.7250 | 0.7920 |
| 0.2309 | 8.54 | 3160 | 0.4839 | 0.7103 | 0.8158 | 0.8837 | 0.9304 | 0.7955 | 0.8619 | 0.5166 | 0.9025 | 0.8641 | 0.8396 | 0.8628 | 0.6482 | 0.7539 | 0.4022 | 0.8091 | 0.7260 | 0.7695 |
| 0.1277 | 8.59 | 3180 | 0.4623 | 0.7092 | 0.8053 | 0.8859 | 0.9371 | 0.7665 | 0.8498 | 0.4618 | 0.9131 | 0.8726 | 0.8361 | 0.8657 | 0.6469 | 0.7472 | 0.3796 | 0.8116 | 0.7229 | 0.7904 |
| 0.1891 | 8.65 | 3200 | 0.4874 | 0.6899 | 0.8006 | 0.8720 | 0.9411 | 0.7907 | 0.8834 | 0.4864 | 0.8810 | 0.8632 | 0.7585 | 0.8622 | 0.6472 | 0.7575 | 0.3703 | 0.7815 | 0.7089 | 0.7017 |
| 0.4215 | 8.7 | 3220 | 0.5407 | 0.6814 | 0.7962 | 0.8680 | 0.9262 | 0.7819 | 0.8833 | 0.4610 | 0.8837 | 0.8752 | 0.7620 | 0.8633 | 0.6444 | 0.7373 | 0.3273 | 0.7698 | 0.7194 | 0.7085 |
| 0.0964 | 8.76 | 3240 | 0.5243 | 0.6975 | 0.8132 | 0.8768 | 0.9226 | 0.8206 | 0.8647 | 0.4870 | 0.8874 | 0.8835 | 0.8268 | 0.8597 | 0.6441 | 0.7417 | 0.3682 | 0.7933 | 0.7146 | 0.7613 |
| 0.3112 | 8.81 | 3260 | 0.5140 | 0.7009 | 0.8117 | 0.8789 | 0.9371 | 0.8033 | 0.8468 | 0.4844 | 0.8771 | 0.8980 | 0.8351 | 0.8610 | 0.6481 | 0.7367 | 0.3812 | 0.7963 | 0.7095 | 0.7738 |
| 0.1804 | 8.86 | 3280 | 0.5358 | 0.6787 | 0.7932 | 0.8667 | 0.9245 | 0.8110 | 0.8500 | 0.4382 | 0.8916 | 0.8841 | 0.7532 | 0.8554 | 0.6442 | 0.7395 | 0.3437 | 0.7780 | 0.6968 | 0.6934 |
| 0.162 | 8.92 | 3300 | 0.5615 | 0.6779 | 0.7816 | 0.8669 | 0.9356 | 0.7653 | 0.8749 | 0.4137 | 0.8933 | 0.8409 | 0.7478 | 0.8561 | 0.6535 | 0.7332 | 0.3199 | 0.7738 | 0.7200 | 0.6891 |
| 0.2954 | 8.97 | 3320 | 0.5405 | 0.6800 | 0.7785 | 0.8711 | 0.9368 | 0.7420 | 0.8519 | 0.3711 | 0.8958 | 0.8609 | 0.7913 | 0.8559 | 0.6415 | 0.7322 | 0.3062 | 0.7835 | 0.7174 | 0.7232 |
| 0.2251 | 9.03 | 3340 | 0.5231 | 0.6823 | 0.7817 | 0.8721 | 0.9376 | 0.8006 | 0.8690 | 0.3477 | 0.9056 | 0.8592 | 0.7523 | 0.8625 | 0.6695 | 0.7301 | 0.2981 | 0.7801 | 0.7174 | 0.7183 |
| 0.1492 | 9.08 | 3360 | 0.5524 | 0.6830 | 0.7802 | 0.8723 | 0.9384 | 0.8037 | 0.8303 | 0.3502 | 0.9118 | 0.8732 | 0.7541 | 0.8606 | 0.6703 | 0.7297 | 0.3037 | 0.7816 | 0.7157 | 0.7194 |
| 0.4084 | 9.14 | 3380 | 0.5099 | 0.6922 | 0.7886 | 0.8782 | 0.9351 | 0.8063 | 0.8369 | 0.3770 | 0.9161 | 0.8325 | 0.8166 | 0.8604 | 0.6659 | 0.7240 | 0.3148 | 0.7960 | 0.7057 | 0.7783 |
| 0.177 | 9.19 | 3400 | 0.5375 | 0.6737 | 0.7910 | 0.8641 | 0.9304 | 0.8091 | 0.8546 | 0.4812 | 0.9016 | 0.8721 | 0.6878 | 0.8660 | 0.6651 | 0.7381 | 0.3566 | 0.7805 | 0.6565 | 0.6532 |
| 0.1287 | 9.24 | 3420 | 0.4985 | 0.6847 | 0.7995 | 0.8701 | 0.9333 | 0.7937 | 0.8793 | 0.4688 | 0.8839 | 0.8917 | 0.7455 | 0.8669 | 0.6661 | 0.7447 | 0.3446 | 0.7805 | 0.6840 | 0.7063 |
| 0.3188 | 9.3 | 3440 | 0.5278 | 0.6750 | 0.7774 | 0.8684 | 0.9505 | 0.7705 | 0.8814 | 0.3675 | 0.8858 | 0.8589 | 0.7269 | 0.8585 | 0.6582 | 0.7362 | 0.3023 | 0.7801 | 0.6927 | 0.6967 |
| 0.1176 | 9.35 | 3460 | 0.4737 | 0.6951 | 0.7948 | 0.8816 | 0.9394 | 0.8294 | 0.8468 | 0.3509 | 0.9055 | 0.8637 | 0.8280 | 0.8595 | 0.6614 | 0.7384 | 0.2919 | 0.8054 | 0.7143 | 0.7948 |
| 0.1442 | 9.41 | 3480 | 0.4640 | 0.7043 | 0.8007 | 0.8835 | 0.9433 | 0.7507 | 0.8450 | 0.4444 | 0.8986 | 0.8909 | 0.8322 | 0.8628 | 0.6551 | 0.7351 | 0.3584 | 0.8074 | 0.7151 | 0.7963 |
| 0.2057 | 9.46 | 3500 | 0.4456 | 0.7108 | 0.8099 | 0.8856 | 0.9339 | 0.8121 | 0.8630 | 0.4463 | 0.9093 | 0.8681 | 0.8365 | 0.8642 | 0.6667 | 0.7443 | 0.3710 | 0.8089 | 0.7260 | 0.7943 |
| 0.1383 | 9.51 | 3520 | 0.4648 | 0.7068 | 0.8015 | 0.8865 | 0.9442 | 0.7945 | 0.8708 | 0.3776 | 0.8989 | 0.8778 | 0.8463 | 0.8665 | 0.6593 | 0.7467 | 0.3373 | 0.8064 | 0.7260 | 0.8055 |
| 0.8526 | 9.57 | 3540 | 0.4724 | 0.7041 | 0.7962 | 0.8863 | 0.9376 | 0.7922 | 0.8762 | 0.3520 | 0.9138 | 0.8568 | 0.8446 | 0.8665 | 0.6591 | 0.7499 | 0.3174 | 0.8064 | 0.7234 | 0.8057 |
| 0.2601 | 9.62 | 3560 | 0.4621 | 0.7029 | 0.8037 | 0.8833 | 0.9410 | 0.8284 | 0.8859 | 0.4041 | 0.9024 | 0.8494 | 0.8148 | 0.8622 | 0.6578 | 0.7464 | 0.3361 | 0.8051 | 0.7245 | 0.7879 |
| 0.5272 | 9.68 | 3580 | 0.4736 | 0.7113 | 0.8076 | 0.8871 | 0.9428 | 0.8001 | 0.8623 | 0.4696 | 0.9138 | 0.8236 | 0.8409 | 0.8716 | 0.6591 | 0.7511 | 0.3661 | 0.8064 | 0.7159 | 0.8092 |
| 0.2255 | 9.73 | 3600 | 0.4674 | 0.7150 | 0.8128 | 0.8876 | 0.9396 | 0.7965 | 0.8718 | 0.4764 | 0.9075 | 0.8620 | 0.8360 | 0.8696 | 0.6640 | 0.7641 | 0.3775 | 0.8074 | 0.7239 | 0.7984 |
| 0.1756 | 9.78 | 3620 | 0.4650 | 0.7140 | 0.8155 | 0.8873 | 0.9317 | 0.8197 | 0.8933 | 0.4354 | 0.8996 | 0.8767 | 0.8520 | 0.8686 | 0.6652 | 0.7468 | 0.3794 | 0.8072 | 0.7261 | 0.8044 |
| 0.2246 | 9.84 | 3640 | 0.4829 | 0.7076 | 0.8072 | 0.8844 | 0.9350 | 0.8057 | 0.8857 | 0.4116 | 0.8996 | 0.8837 | 0.8291 | 0.8686 | 0.6662 | 0.7433 | 0.3679 | 0.8014 | 0.7183 | 0.7873 |
| 0.2526 | 9.89 | 3660 | 0.4565 | 0.7081 | 0.8117 | 0.8844 | 0.9408 | 0.8115 | 0.8607 | 0.4655 | 0.8934 | 0.8682 | 0.8422 | 0.8679 | 0.6568 | 0.7408 | 0.3807 | 0.8050 | 0.7099 | 0.7954 |
| 0.2513 | 9.95 | 3680 | 0.5312 | 0.6805 | 0.7825 | 0.8692 | 0.9369 | 0.8147 | 0.8435 | 0.4378 | 0.9196 | 0.7787 | 0.7465 | 0.8650 | 0.6645 | 0.7404 | 0.3291 | 0.7750 | 0.6747 | 0.7149 |
| 0.2067 | 10.0 | 3700 | 0.5064 | 0.6961 | 0.8053 | 0.8787 | 0.9327 | 0.8293 | 0.8697 | 0.4054 | 0.8840 | 0.8833 | 0.8328 | 0.8579 | 0.6630 | 0.7329 | 0.3141 | 0.7956 | 0.7107 | 0.7985 |
| 0.1119 | 10.05 | 3720 | 0.6097 | 0.6794 | 0.7728 | 0.8715 | 0.9376 | 0.7458 | 0.8727 | 0.3477 | 0.9161 | 0.8475 | 0.7421 | 0.8619 | 0.6494 | 0.7507 | 0.2879 | 0.7771 | 0.7149 | 0.7136 |
| 0.1706 | 10.11 | 3740 | 0.5349 | 0.6871 | 0.7875 | 0.8747 | 0.9463 | 0.7887 | 0.8900 | 0.3627 | 0.8887 | 0.8716 | 0.7643 | 0.8621 | 0.6633 | 0.7433 | 0.3037 | 0.7829 | 0.7167 | 0.7378 |
| 0.1794 | 10.16 | 3760 | 0.4845 | 0.7029 | 0.7995 | 0.8842 | 0.9414 | 0.8114 | 0.8323 | 0.4113 | 0.9131 | 0.8512 | 0.8360 | 0.8637 | 0.6620 | 0.7432 | 0.3308 | 0.8085 | 0.7117 | 0.8005 |
| 0.3997 | 10.22 | 3780 | 0.5357 | 0.6855 | 0.7825 | 0.8724 | 0.9317 | 0.7783 | 0.8743 | 0.3962 | 0.9213 | 0.8323 | 0.7435 | 0.8640 | 0.6691 | 0.7454 | 0.3348 | 0.7827 | 0.6907 | 0.7121 |
| 0.2055 | 10.27 | 3800 | 0.4668 | 0.7065 | 0.8061 | 0.8859 | 0.9431 | 0.8221 | 0.8914 | 0.4034 | 0.8990 | 0.8451 | 0.8384 | 0.8701 | 0.6779 | 0.7425 | 0.3217 | 0.8057 | 0.7169 | 0.8110 |
| 0.1817 | 10.32 | 3820 | 0.4490 | 0.7071 | 0.8028 | 0.8855 | 0.9397 | 0.7849 | 0.8675 | 0.4276 | 0.9082 | 0.8495 | 0.8420 | 0.8678 | 0.6720 | 0.7466 | 0.3324 | 0.8062 | 0.7218 | 0.8032 |
| 0.2673 | 10.38 | 3840 | 0.4567 | 0.7089 | 0.8125 | 0.8851 | 0.9367 | 0.8315 | 0.8545 | 0.4651 | 0.9033 | 0.8475 | 0.8490 | 0.8684 | 0.6710 | 0.7462 | 0.3434 | 0.8043 | 0.7235 | 0.8053 |
| 0.1921 | 10.43 | 3860 | 0.4940 | 0.7040 | 0.8135 | 0.8826 | 0.9302 | 0.8354 | 0.8890 | 0.4433 | 0.8924 | 0.8620 | 0.8420 | 0.8688 | 0.6690 | 0.7356 | 0.3268 | 0.7975 | 0.7254 | 0.8047 |
| 1.2021 | 10.49 | 3880 | 0.4873 | 0.6979 | 0.8091 | 0.8812 | 0.9309 | 0.8536 | 0.8588 | 0.3919 | 0.8890 | 0.8990 | 0.8404 | 0.8687 | 0.6507 | 0.7367 | 0.3253 | 0.7946 | 0.7054 | 0.8037 |
| 0.1324 | 10.54 | 3900 | 0.4591 | 0.7094 | 0.8052 | 0.8867 | 0.9379 | 0.7939 | 0.8697 | 0.4191 | 0.9082 | 0.8608 | 0.8467 | 0.8713 | 0.6760 | 0.7541 | 0.3333 | 0.8045 | 0.7222 | 0.8046 |
| 0.1764 | 10.59 | 3920 | 0.4700 | 0.7123 | 0.8100 | 0.8879 | 0.9426 | 0.8090 | 0.8778 | 0.4400 | 0.9042 | 0.8538 | 0.8430 | 0.8709 | 0.6722 | 0.7497 | 0.3571 | 0.8106 | 0.7235 | 0.8024 |
| 0.2047 | 10.65 | 3940 | 0.4880 | 0.7121 | 0.8163 | 0.8870 | 0.9337 | 0.8470 | 0.8411 | 0.4600 | 0.9089 | 0.8777 | 0.8458 | 0.8706 | 0.6631 | 0.7512 | 0.3725 | 0.8092 | 0.7147 | 0.8037 |
| 0.0832 | 10.7 | 3960 | 0.4832 | 0.7060 | 0.8146 | 0.8849 | 0.9336 | 0.8520 | 0.8737 | 0.4357 | 0.8980 | 0.8652 | 0.8440 | 0.8702 | 0.6615 | 0.7416 | 0.3402 | 0.8055 | 0.7193 | 0.8036 |
| 0.17 | 10.76 | 3980 | 0.4948 | 0.7092 | 0.8136 | 0.8857 | 0.9362 | 0.8205 | 0.8864 | 0.4683 | 0.9031 | 0.8409 | 0.8395 | 0.8686 | 0.6627 | 0.7476 | 0.3567 | 0.8086 | 0.7173 | 0.8028 |
| 0.1381 | 10.81 | 4000 | 0.4757 | 0.7160 | 0.8188 | 0.8877 | 0.9437 | 0.8104 | 0.8677 | 0.5048 | 0.8976 | 0.8747 | 0.8325 | 0.8686 | 0.6650 | 0.7570 | 0.3844 | 0.8108 | 0.7248 | 0.8014 |
| 0.1636 | 10.86 | 4020 | 0.5053 | 0.6931 | 0.7822 | 0.8845 | 0.9510 | 0.7710 | 0.8509 | 0.3063 | 0.9140 | 0.8561 | 0.8262 | 0.8600 | 0.6353 | 0.7470 | 0.2627 | 0.8119 | 0.7326 | 0.8024 |
| 0.3358 | 10.92 | 4040 | 0.4766 | 0.7088 | 0.8123 | 0.8858 | 0.9420 | 0.8254 | 0.8712 | 0.4360 | 0.8957 | 0.8917 | 0.8242 | 0.8640 | 0.6648 | 0.7586 | 0.3421 | 0.8120 | 0.7300 | 0.7902 |
| 1.1716 | 10.97 | 4060 | 0.4661 | 0.7023 | 0.7916 | 0.8859 | 0.9354 | 0.7758 | 0.8389 | 0.3705 | 0.9232 | 0.8204 | 0.8768 | 0.8684 | 0.6624 | 0.7464 | 0.2951 | 0.8046 | 0.7190 | 0.8199 |
| 0.3294 | 11.03 | 4080 | 0.4973 | 0.7082 | 0.8102 | 0.8858 | 0.9344 | 0.7985 | 0.8727 | 0.4402 | 0.8945 | 0.8507 | 0.8806 | 0.8719 | 0.6677 | 0.7507 | 0.3355 | 0.8030 | 0.7285 | 0.8003 |
| 0.1403 | 11.08 | 4100 | 0.4867 | 0.7108 | 0.8102 | 0.8860 | 0.9428 | 0.7967 | 0.8484 | 0.4880 | 0.9008 | 0.8291 | 0.8657 | 0.8687 | 0.6572 | 0.7466 | 0.3687 | 0.8048 | 0.7213 | 0.8081 |
| 0.0953 | 11.14 | 4120 | 0.4448 | 0.7240 | 0.8148 | 0.8940 | 0.9454 | 0.8071 | 0.8668 | 0.4584 | 0.9140 | 0.8316 | 0.8805 | 0.8780 | 0.6783 | 0.7621 | 0.3662 | 0.8124 | 0.7209 | 0.8503 |
| 0.2084 | 11.19 | 4140 | 0.4485 | 0.7226 | 0.8098 | 0.8949 | 0.9496 | 0.8015 | 0.8613 | 0.4058 | 0.9118 | 0.8583 | 0.8800 | 0.8769 | 0.6749 | 0.7610 | 0.3510 | 0.8145 | 0.7288 | 0.8513 |
| 0.107 | 11.24 | 4160 | 0.4604 | 0.7245 | 0.8226 | 0.8931 | 0.9515 | 0.8121 | 0.8575 | 0.5024 | 0.8938 | 0.8612 | 0.8796 | 0.8758 | 0.6730 | 0.7575 | 0.3749 | 0.8125 | 0.7289 | 0.8488 |
| 0.1789 | 11.3 | 4180 | 0.4496 | 0.7234 | 0.8154 | 0.8934 | 0.9403 | 0.7874 | 0.8697 | 0.4657 | 0.9123 | 0.8476 | 0.8850 | 0.8757 | 0.6681 | 0.7638 | 0.3770 | 0.8140 | 0.7263 | 0.8387 |
| 0.3269 | 11.35 | 4200 | 0.4832 | 0.7068 | 0.8045 | 0.8834 | 0.9419 | 0.7919 | 0.8539 | 0.4601 | 0.9095 | 0.8732 | 0.8008 | 0.8663 | 0.6657 | 0.7581 | 0.3742 | 0.8052 | 0.7117 | 0.7661 |
| 0.1995 | 11.41 | 4220 | 0.4876 | 0.7072 | 0.8043 | 0.8840 | 0.9454 | 0.7984 | 0.8741 | 0.4500 | 0.9068 | 0.8562 | 0.7992 | 0.8734 | 0.6668 | 0.7540 | 0.3766 | 0.7994 | 0.7131 | 0.7673 |
| 0.2468 | 11.46 | 4240 | 0.4966 | 0.7045 | 0.8013 | 0.8811 | 0.9442 | 0.8015 | 0.8684 | 0.4579 | 0.9101 | 0.8479 | 0.7794 | 0.8653 | 0.6705 | 0.7534 | 0.3784 | 0.7992 | 0.7206 | 0.7443 |
| 0.3265 | 11.51 | 4260 | 0.4581 | 0.7200 | 0.8182 | 0.8900 | 0.9479 | 0.7873 | 0.8609 | 0.4929 | 0.8890 | 0.8785 | 0.8710 | 0.8696 | 0.6708 | 0.7526 | 0.3783 | 0.8108 | 0.7325 | 0.8254 |
| 0.1115 | 11.57 | 4280 | 0.4397 | 0.7170 | 0.8159 | 0.8895 | 0.9415 | 0.7951 | 0.8804 | 0.4772 | 0.9015 | 0.8603 | 0.8552 | 0.8724 | 0.6720 | 0.7481 | 0.3637 | 0.8117 | 0.7321 | 0.8190 |
| 0.3223 | 11.62 | 4300 | 0.4616 | 0.7153 | 0.8145 | 0.8884 | 0.9432 | 0.7353 | 0.8623 | 0.5076 | 0.8865 | 0.8830 | 0.8838 | 0.8723 | 0.6493 | 0.7572 | 0.3730 | 0.8052 | 0.7290 | 0.8214 |
| 0.127 | 11.68 | 4320 | 0.4661 | 0.7107 | 0.8100 | 0.8862 | 0.9434 | 0.7838 | 0.8511 | 0.4707 | 0.8904 | 0.8463 | 0.8840 | 0.8700 | 0.6676 | 0.7275 | 0.3549 | 0.8030 | 0.7306 | 0.8214 |
| 0.1568 | 11.73 | 4340 | 0.4627 | 0.7186 | 0.8220 | 0.8887 | 0.9315 | 0.8178 | 0.8733 | 0.5091 | 0.9021 | 0.8378 | 0.8825 | 0.8739 | 0.6781 | 0.7442 | 0.3705 | 0.8036 | 0.7203 | 0.8396 |
| 0.1914 | 11.78 | 4360 | 0.5231 | 0.6972 | 0.8099 | 0.8757 | 0.9435 | 0.8136 | 0.8464 | 0.5429 | 0.8884 | 0.8584 | 0.7758 | 0.8639 | 0.6703 | 0.7378 | 0.3738 | 0.7935 | 0.6990 | 0.7421 |
| 0.1151 | 11.84 | 4380 | 0.4781 | 0.7151 | 0.8218 | 0.8864 | 0.9363 | 0.8298 | 0.8763 | 0.5024 | 0.8956 | 0.8765 | 0.8357 | 0.8694 | 0.6724 | 0.7496 | 0.3839 | 0.8059 | 0.7263 | 0.7986 |
| 0.271 | 11.89 | 4400 | 0.4960 | 0.7085 | 0.8014 | 0.8881 | 0.9485 | 0.8318 | 0.8756 | 0.3633 | 0.9107 | 0.8553 | 0.8247 | 0.8666 | 0.6652 | 0.7586 | 0.3277 | 0.8119 | 0.7311 | 0.7980 |
| 0.1884 | 11.95 | 4420 | 0.4698 | 0.7100 | 0.8121 | 0.8871 | 0.9459 | 0.8386 | 0.8634 | 0.4430 | 0.8995 | 0.8523 | 0.8418 | 0.8717 | 0.6580 | 0.7610 | 0.3340 | 0.8040 | 0.7278 | 0.8136 |
| 0.1393 | 12.0 | 4440 | 0.4883 | 0.7086 | 0.8157 | 0.8844 | 0.9539 | 0.8221 | 0.8618 | 0.4991 | 0.8779 | 0.8563 | 0.8388 | 0.8708 | 0.6611 | 0.7556 | 0.3441 | 0.7978 | 0.7197 | 0.8109 |
| 0.2581 | 12.05 | 4460 | 0.4901 | 0.7078 | 0.8009 | 0.8859 | 0.9461 | 0.7934 | 0.8456 | 0.4380 | 0.9165 | 0.8450 | 0.8217 | 0.8675 | 0.6724 | 0.7517 | 0.3456 | 0.8104 | 0.7178 | 0.7894 |
| 0.2268 | 12.11 | 4480 | 0.5093 | 0.7064 | 0.8047 | 0.8853 | 0.9470 | 0.8187 | 0.8831 | 0.4265 | 0.9063 | 0.8418 | 0.8097 | 0.8681 | 0.6744 | 0.7578 | 0.3349 | 0.8090 | 0.7138 | 0.7869 |
| 0.2785 | 12.16 | 4500 | 0.4714 | 0.7145 | 0.8193 | 0.8877 | 0.9462 | 0.8174 | 0.8686 | 0.4913 | 0.8884 | 0.8767 | 0.8463 | 0.8713 | 0.6707 | 0.7615 | 0.3586 | 0.8084 | 0.7211 | 0.8101 |
| 0.178 | 12.22 | 4520 | 0.4747 | 0.7133 | 0.8174 | 0.8871 | 0.9287 | 0.8072 | 0.8852 | 0.4749 | 0.9040 | 0.8651 | 0.8565 | 0.8695 | 0.6715 | 0.7584 | 0.3664 | 0.8116 | 0.7171 | 0.7986 |
| 0.3183 | 12.27 | 4540 | 0.4831 | 0.7123 | 0.8106 | 0.8879 | 0.9346 | 0.8026 | 0.8651 | 0.4357 | 0.9092 | 0.8767 | 0.8504 | 0.8692 | 0.6741 | 0.7560 | 0.3472 | 0.8124 | 0.7221 | 0.8049 |
| 0.2031 | 12.32 | 4560 | 0.4543 | 0.7109 | 0.8165 | 0.8874 | 0.9382 | 0.8309 | 0.8684 | 0.4418 | 0.8906 | 0.8764 | 0.8694 | 0.8721 | 0.6707 | 0.7533 | 0.3197 | 0.8053 | 0.7278 | 0.8278 |
| 0.0853 | 12.38 | 4580 | 0.4601 | 0.7148 | 0.8191 | 0.8885 | 0.9354 | 0.8190 | 0.8553 | 0.4688 | 0.8941 | 0.8774 | 0.8840 | 0.8762 | 0.6812 | 0.7558 | 0.3164 | 0.8026 | 0.7289 | 0.8427 |
| 0.1152 | 12.43 | 4600 | 0.4739 | 0.7094 | 0.8125 | 0.8875 | 0.9413 | 0.8024 | 0.8838 | 0.4202 | 0.8840 | 0.8812 | 0.8745 | 0.8760 | 0.6765 | 0.7500 | 0.3006 | 0.8023 | 0.7299 | 0.8307 |
| 0.135 | 12.49 | 4620 | 0.4775 | 0.7063 | 0.7978 | 0.8868 | 0.9471 | 0.8041 | 0.8801 | 0.3806 | 0.9108 | 0.8241 | 0.8381 | 0.8673 | 0.6847 | 0.7564 | 0.3027 | 0.8104 | 0.7155 | 0.8069 |
| 0.2961 | 12.54 | 4640 | 0.4811 | 0.7147 | 0.8172 | 0.8885 | 0.9406 | 0.8214 | 0.8651 | 0.4561 | 0.8910 | 0.8694 | 0.8766 | 0.8727 | 0.6782 | 0.7587 | 0.3238 | 0.8037 | 0.7309 | 0.8348 |
| 0.1668 | 12.59 | 4660 | 0.4843 | 0.7079 | 0.8101 | 0.8862 | 0.9345 | 0.7940 | 0.8673 | 0.4272 | 0.8908 | 0.8675 | 0.8894 | 0.8721 | 0.6671 | 0.7586 | 0.2957 | 0.7993 | 0.7300 | 0.8328 |
| 0.4382 | 12.65 | 4680 | 0.4710 | 0.7172 | 0.8072 | 0.8927 | 0.9423 | 0.7825 | 0.8650 | 0.3976 | 0.9096 | 0.8657 | 0.8875 | 0.8744 | 0.6743 | 0.7598 | 0.3223 | 0.8134 | 0.7319 | 0.8443 |
| 0.1377 | 12.7 | 4700 | 0.4768 | 0.7142 | 0.8122 | 0.8892 | 0.9440 | 0.7817 | 0.8649 | 0.4468 | 0.8898 | 0.8724 | 0.8862 | 0.8738 | 0.6694 | 0.7551 | 0.3254 | 0.8034 | 0.7297 | 0.8430 |
| 0.305 | 12.76 | 4720 | 0.4716 | 0.7139 | 0.8122 | 0.8883 | 0.9409 | 0.8115 | 0.8642 | 0.4487 | 0.8998 | 0.8473 | 0.8732 | 0.8712 | 0.6762 | 0.7555 | 0.3285 | 0.8039 | 0.7265 | 0.8353 |
| 0.1137 | 12.81 | 4740 | 0.4653 | 0.7179 | 0.8111 | 0.8913 | 0.9414 | 0.8188 | 0.8590 | 0.4164 | 0.9094 | 0.8566 | 0.8758 | 0.8712 | 0.6798 | 0.7508 | 0.3434 | 0.8121 | 0.7316 | 0.8361 |
| 0.1439 | 12.86 | 4760 | 0.4665 | 0.7186 | 0.8127 | 0.8919 | 0.9420 | 0.8145 | 0.8826 | 0.4050 | 0.9016 | 0.8648 | 0.8787 | 0.8720 | 0.6819 | 0.7576 | 0.3379 | 0.8123 | 0.7319 | 0.8370 |
| 0.2137 | 12.92 | 4780 | 0.5503 | 0.6965 | 0.7969 | 0.8800 | 0.9444 | 0.8055 | 0.8808 | 0.4121 | 0.9061 | 0.8544 | 0.7748 | 0.8632 | 0.6654 | 0.7627 | 0.3464 | 0.8084 | 0.6886 | 0.7409 |
| 0.1495 | 12.97 | 4800 | 0.5469 | 0.6840 | 0.7854 | 0.8747 | 0.9418 | 0.7926 | 0.8715 | 0.3728 | 0.9107 | 0.8729 | 0.7353 | 0.8643 | 0.6697 | 0.7596 | 0.3168 | 0.8031 | 0.6750 | 0.6996 |
| 0.1402 | 13.03 | 4820 | 0.5277 | 0.6901 | 0.7879 | 0.8782 | 0.9441 | 0.7895 | 0.8889 | 0.3682 | 0.9062 | 0.8395 | 0.7790 | 0.8630 | 0.6716 | 0.7506 | 0.3008 | 0.8022 | 0.6982 | 0.7442 |
| 0.2082 | 13.08 | 4840 | 0.5298 | 0.6890 | 0.7906 | 0.8762 | 0.9404 | 0.7967 | 0.8896 | 0.3776 | 0.9030 | 0.8721 | 0.7545 | 0.8638 | 0.6705 | 0.7469 | 0.3141 | 0.7957 | 0.7062 | 0.7257 |
| 0.1972 | 13.14 | 4860 | 0.5080 | 0.6998 | 0.7983 | 0.8819 | 0.9469 | 0.8175 | 0.8853 | 0.3865 | 0.9009 | 0.8627 | 0.7886 | 0.8619 | 0.6758 | 0.7471 | 0.3294 | 0.8069 | 0.7145 | 0.7629 |
| 0.1264 | 13.19 | 4880 | 0.5050 | 0.7094 | 0.8037 | 0.8863 | 0.9507 | 0.8140 | 0.8681 | 0.4132 | 0.9042 | 0.8631 | 0.8126 | 0.8632 | 0.6771 | 0.7582 | 0.3401 | 0.8113 | 0.7255 | 0.7902 |
| 0.3406 | 13.24 | 4900 | 0.4902 | 0.7102 | 0.8064 | 0.8870 | 0.9417 | 0.8255 | 0.8788 | 0.4050 | 0.9098 | 0.8603 | 0.8235 | 0.8651 | 0.6773 | 0.7582 | 0.3434 | 0.8126 | 0.7252 | 0.7898 |
| 0.0875 | 13.3 | 4920 | 0.4762 | 0.7124 | 0.8079 | 0.8884 | 0.9457 | 0.8177 | 0.8803 | 0.4098 | 0.9065 | 0.8728 | 0.8225 | 0.8674 | 0.6725 | 0.7666 | 0.3458 | 0.8129 | 0.7264 | 0.7954 |
| 0.2548 | 13.35 | 4940 | 0.4781 | 0.7141 | 0.8118 | 0.8899 | 0.9366 | 0.8359 | 0.8867 | 0.3984 | 0.9119 | 0.8706 | 0.8424 | 0.8711 | 0.6731 | 0.7683 | 0.3400 | 0.8138 | 0.7271 | 0.8051 |
| 0.3622 | 13.41 | 4960 | 0.5107 | 0.7092 | 0.8109 | 0.8860 | 0.9367 | 0.8108 | 0.8966 | 0.4301 | 0.9019 | 0.8782 | 0.8219 | 0.8710 | 0.6736 | 0.7562 | 0.3528 | 0.8084 | 0.7180 | 0.7844 |
| 0.188 | 13.46 | 4980 | 0.4918 | 0.7184 | 0.8172 | 0.8903 | 0.9473 | 0.7991 | 0.8796 | 0.4706 | 0.8956 | 0.8861 | 0.8424 | 0.8745 | 0.6719 | 0.7655 | 0.3655 | 0.8103 | 0.7277 | 0.8137 |
| 1.8201 | 13.51 | 5000 | 0.4739 | 0.7154 | 0.8194 | 0.8878 | 0.9491 | 0.8212 | 0.8798 | 0.4885 | 0.8848 | 0.8657 | 0.8470 | 0.8716 | 0.6742 | 0.7547 | 0.3603 | 0.8062 | 0.7239 | 0.8166 |
| 0.0946 | 13.57 | 5020 | 0.4812 | 0.7172 | 0.8120 | 0.8903 | 0.9440 | 0.7896 | 0.8820 | 0.4578 | 0.9083 | 0.8581 | 0.8442 | 0.8736 | 0.6751 | 0.7529 | 0.3665 | 0.8141 | 0.7218 | 0.8163 |
| 0.1204 | 13.62 | 5040 | 0.4711 | 0.7165 | 0.8066 | 0.8910 | 0.9422 | 0.7665 | 0.8759 | 0.4190 | 0.9083 | 0.8660 | 0.8683 | 0.8698 | 0.6594 | 0.7607 | 0.3613 | 0.8144 | 0.7340 | 0.8158 |
| 0.5006 | 13.68 | 5060 | 0.4842 | 0.7187 | 0.8130 | 0.8895 | 0.9404 | 0.7758 | 0.8690 | 0.4649 | 0.8973 | 0.8573 | 0.8861 | 0.8676 | 0.6656 | 0.7648 | 0.3779 | 0.8089 | 0.7329 | 0.8134 |
| 0.2097 | 13.73 | 5080 | 0.4818 | 0.7228 | 0.8230 | 0.8903 | 0.9344 | 0.7821 | 0.8793 | 0.5017 | 0.8922 | 0.8877 | 0.8841 | 0.8701 | 0.6635 | 0.7697 | 0.3990 | 0.8086 | 0.7368 | 0.8119 |
| 0.2446 | 13.78 | 5100 | 0.5184 | 0.7179 | 0.8179 | 0.8878 | 0.9360 | 0.7845 | 0.8782 | 0.4841 | 0.8901 | 0.8766 | 0.8760 | 0.8654 | 0.6605 | 0.7629 | 0.3935 | 0.8077 | 0.7369 | 0.7983 |
| 0.112 | 13.84 | 5120 | 0.5073 | 0.7177 | 0.8138 | 0.8883 | 0.9357 | 0.7713 | 0.8607 | 0.4772 | 0.9005 | 0.8796 | 0.8713 | 0.8659 | 0.6592 | 0.7650 | 0.3938 | 0.8098 | 0.7349 | 0.7955 |
| 0.2395 | 13.89 | 5140 | 0.5048 | 0.7150 | 0.8153 | 0.8868 | 0.9375 | 0.7948 | 0.8685 | 0.4947 | 0.8977 | 0.8457 | 0.8682 | 0.8660 | 0.6646 | 0.7617 | 0.3814 | 0.8082 | 0.7282 | 0.7948 |
| 0.1023 | 13.95 | 5160 | 0.5182 | 0.7169 | 0.8209 | 0.8870 | 0.9323 | 0.8098 | 0.8682 | 0.5131 | 0.8976 | 0.8552 | 0.8703 | 0.8677 | 0.6644 | 0.7657 | 0.3896 | 0.8066 | 0.7301 | 0.7942 |
| 0.1605 | 14.0 | 5180 | 0.4861 | 0.7215 | 0.8249 | 0.8896 | 0.9390 | 0.8381 | 0.8748 | 0.4990 | 0.8970 | 0.8746 | 0.8517 | 0.8717 | 0.6738 | 0.7600 | 0.4024 | 0.8101 | 0.7272 | 0.8050 |
| 0.0698 | 14.05 | 5200 | 0.5052 | 0.7221 | 0.8187 | 0.8908 | 0.9402 | 0.8224 | 0.8699 | 0.4767 | 0.9112 | 0.8693 | 0.8411 | 0.8724 | 0.6762 | 0.7588 | 0.4002 | 0.8141 | 0.7277 | 0.8054 |
| 1.7048 | 14.11 | 5220 | 0.4823 | 0.7241 | 0.8256 | 0.8907 | 0.9360 | 0.8097 | 0.8815 | 0.5277 | 0.9050 | 0.8675 | 0.8514 | 0.8736 | 0.6801 | 0.7605 | 0.4046 | 0.8134 | 0.7302 | 0.8062 |
| 0.2105 | 14.16 | 5240 | 0.5088 | 0.7203 | 0.8241 | 0.8894 | 0.9381 | 0.8185 | 0.8972 | 0.5029 | 0.8968 | 0.8699 | 0.8451 | 0.8705 | 0.6722 | 0.7573 | 0.3966 | 0.8134 | 0.7271 | 0.8051 |
| 0.1896 | 14.22 | 5260 | 0.4859 | 0.7171 | 0.8125 | 0.8897 | 0.9422 | 0.8068 | 0.8901 | 0.4520 | 0.9076 | 0.8395 | 0.8494 | 0.8696 | 0.6749 | 0.7564 | 0.3769 | 0.8157 | 0.7209 | 0.8056 |
| 0.15 | 14.27 | 5280 | 0.5103 | 0.7205 | 0.8178 | 0.8908 | 0.9419 | 0.8108 | 0.8782 | 0.4734 | 0.9081 | 0.8761 | 0.8363 | 0.8722 | 0.6774 | 0.7622 | 0.3867 | 0.8171 | 0.7252 | 0.8024 |
| 0.1501 | 14.32 | 5300 | 0.5179 | 0.7144 | 0.8189 | 0.8862 | 0.9339 | 0.7960 | 0.8793 | 0.4918 | 0.8919 | 0.8864 | 0.8526 | 0.8672 | 0.6671 | 0.7620 | 0.3896 | 0.8102 | 0.7252 | 0.7798 |
| 0.2046 | 14.38 | 5320 | 0.5138 | 0.7152 | 0.8106 | 0.8885 | 0.9327 | 0.7902 | 0.8775 | 0.4437 | 0.9108 | 0.8554 | 0.8642 | 0.8664 | 0.6648 | 0.7681 | 0.3711 | 0.8143 | 0.7322 | 0.7893 |
| 0.1004 | 14.43 | 5340 | 0.5067 | 0.7136 | 0.8107 | 0.8874 | 0.9382 | 0.7675 | 0.8734 | 0.4567 | 0.8984 | 0.8872 | 0.8536 | 0.8659 | 0.6592 | 0.7642 | 0.3762 | 0.8126 | 0.7320 | 0.7852 |
| 0.248 | 14.49 | 5360 | 0.4964 | 0.7199 | 0.8165 | 0.8907 | 0.9399 | 0.7821 | 0.8883 | 0.4783 | 0.9060 | 0.8750 | 0.8459 | 0.8714 | 0.6692 | 0.7647 | 0.3842 | 0.8165 | 0.7313 | 0.8020 |
| 0.1567 | 14.54 | 5380 | 0.5045 | 0.7207 | 0.8195 | 0.8904 | 0.9406 | 0.7944 | 0.8943 | 0.4885 | 0.9033 | 0.8805 | 0.8347 | 0.8712 | 0.6736 | 0.7630 | 0.3905 | 0.8163 | 0.7283 | 0.8019 |
| 0.1208 | 14.59 | 5400 | 0.5019 | 0.7199 | 0.8179 | 0.8908 | 0.9418 | 0.8139 | 0.8757 | 0.4586 | 0.9039 | 0.8888 | 0.8423 | 0.8715 | 0.6747 | 0.7609 | 0.3837 | 0.8170 | 0.7253 | 0.8061 |
| 0.1618 | 14.65 | 5420 | 0.5034 | 0.7131 | 0.8163 | 0.8883 | 0.9413 | 0.8468 | 0.8784 | 0.4386 | 0.8989 | 0.8639 | 0.8460 | 0.8701 | 0.6712 | 0.7529 | 0.3573 | 0.8137 | 0.7202 | 0.8062 |
| 0.3646 | 14.7 | 5440 | 0.5121 | 0.7094 | 0.8131 | 0.8865 | 0.9409 | 0.8305 | 0.8685 | 0.4294 | 0.8948 | 0.8901 | 0.8376 | 0.8689 | 0.6709 | 0.7527 | 0.3475 | 0.8108 | 0.7156 | 0.7990 |
| 0.2108 | 14.76 | 5460 | 0.4966 | 0.7099 | 0.8037 | 0.8890 | 0.9416 | 0.8142 | 0.8578 | 0.3780 | 0.9146 | 0.8795 | 0.8402 | 0.8689 | 0.6709 | 0.7559 | 0.3311 | 0.8172 | 0.7248 | 0.8005 |
| 0.1676 | 14.81 | 5480 | 0.4956 | 0.7139 | 0.8112 | 0.8903 | 0.9377 | 0.8359 | 0.8588 | 0.3965 | 0.9132 | 0.8862 | 0.8498 | 0.8713 | 0.6727 | 0.7592 | 0.3423 | 0.8173 | 0.7267 | 0.8080 |
| 0.1959 | 14.86 | 5500 | 0.4886 | 0.7137 | 0.8147 | 0.8887 | 0.9376 | 0.8301 | 0.8736 | 0.4451 | 0.9071 | 0.8578 | 0.8513 | 0.8701 | 0.6715 | 0.7554 | 0.3488 | 0.8138 | 0.7267 | 0.8100 |
| 0.5845 | 14.92 | 5520 | 0.5075 | 0.7110 | 0.8179 | 0.8864 | 0.9428 | 0.8419 | 0.8727 | 0.4674 | 0.8898 | 0.8653 | 0.8457 | 0.8686 | 0.6662 | 0.7510 | 0.3510 | 0.8082 | 0.7258 | 0.8060 |
| 0.1824 | 14.97 | 5540 | 0.4852 | 0.7141 | 0.8175 | 0.8879 | 0.9412 | 0.8165 | 0.8776 | 0.4698 | 0.8947 | 0.8766 | 0.8460 | 0.8701 | 0.6705 | 0.7571 | 0.3587 | 0.8106 | 0.7242 | 0.8079 |
| 0.2716 | 15.03 | 5560 | 0.4705 | 0.7145 | 0.8117 | 0.8895 | 0.9405 | 0.8013 | 0.8827 | 0.4340 | 0.9005 | 0.8498 | 0.8729 | 0.8725 | 0.6756 | 0.7590 | 0.3269 | 0.8076 | 0.7299 | 0.8304 |
| 0.2155 | 15.08 | 5580 | 0.4791 | 0.7149 | 0.8179 | 0.8879 | 0.9371 | 0.7929 | 0.8541 | 0.4774 | 0.8879 | 0.8877 | 0.8879 | 0.8710 | 0.6651 | 0.7583 | 0.3551 | 0.8044 | 0.7331 | 0.8176 |
| 0.173 | 15.14 | 5600 | 0.4719 | 0.7215 | 0.8143 | 0.8920 | 0.9419 | 0.8102 | 0.8759 | 0.4580 | 0.9159 | 0.8424 | 0.8557 | 0.8707 | 0.6741 | 0.7637 | 0.3775 | 0.8177 | 0.7289 | 0.8180 |
| 0.1682 | 15.19 | 5620 | 0.4696 | 0.7243 | 0.8151 | 0.8930 | 0.9416 | 0.7860 | 0.8779 | 0.4770 | 0.9165 | 0.8441 | 0.8625 | 0.8710 | 0.6741 | 0.7654 | 0.3826 | 0.8177 | 0.7332 | 0.8263 |
| 0.0967 | 15.24 | 5640 | 0.5111 | 0.7144 | 0.8142 | 0.8875 | 0.9447 | 0.8131 | 0.8902 | 0.4641 | 0.9007 | 0.8714 | 0.8152 | 0.8673 | 0.6747 | 0.7605 | 0.3670 | 0.8120 | 0.7291 | 0.7904 |
| 0.2547 | 15.3 | 5660 | 0.4927 | 0.7189 | 0.8097 | 0.8908 | 0.9490 | 0.7976 | 0.8855 | 0.4406 | 0.9102 | 0.8512 | 0.8340 | 0.8651 | 0.6735 | 0.7641 | 0.3670 | 0.8192 | 0.7320 | 0.8114 |
| 0.1088 | 15.35 | 5680 | 0.4788 | 0.7217 | 0.8130 | 0.8918 | 0.9434 | 0.7985 | 0.8803 | 0.4511 | 0.9134 | 0.8593 | 0.8454 | 0.8670 | 0.6739 | 0.7681 | 0.3772 | 0.8188 | 0.7308 | 0.8158 |
| 0.1235 | 15.41 | 5700 | 0.4757 | 0.7170 | 0.8090 | 0.8898 | 0.9485 | 0.7890 | 0.8613 | 0.4646 | 0.9118 | 0.8496 | 0.8381 | 0.8692 | 0.6721 | 0.7656 | 0.3691 | 0.8151 | 0.7220 | 0.8059 |
| 0.233 | 15.46 | 5720 | 0.4648 | 0.7142 | 0.8123 | 0.8882 | 0.9405 | 0.8117 | 0.8675 | 0.4497 | 0.9065 | 0.8711 | 0.8395 | 0.8662 | 0.6718 | 0.7644 | 0.3531 | 0.8141 | 0.7295 | 0.8004 |
| 0.1166 | 15.51 | 5740 | 0.4687 | 0.7184 | 0.8138 | 0.8913 | 0.9440 | 0.8138 | 0.8677 | 0.4331 | 0.9049 | 0.8749 | 0.8584 | 0.8696 | 0.6697 | 0.7667 | 0.3547 | 0.8159 | 0.7318 | 0.8206 |
| 0.1753 | 15.57 | 5760 | 0.4792 | 0.7265 | 0.8224 | 0.8935 | 0.9344 | 0.8294 | 0.8729 | 0.4727 | 0.9145 | 0.8565 | 0.8762 | 0.8719 | 0.6730 | 0.7691 | 0.3913 | 0.8158 | 0.7335 | 0.8306 |
| 0.0638 | 15.62 | 5780 | 0.4769 | 0.7204 | 0.8162 | 0.8909 | 0.9430 | 0.8071 | 0.8765 | 0.4606 | 0.9024 | 0.8606 | 0.8630 | 0.8706 | 0.6746 | 0.7645 | 0.3704 | 0.8119 | 0.7288 | 0.8220 |
| 0.1339 | 15.68 | 5800 | 0.5039 | 0.7184 | 0.8160 | 0.8892 | 0.9421 | 0.7959 | 0.8873 | 0.4556 | 0.8952 | 0.8899 | 0.8457 | 0.8694 | 0.6742 | 0.7600 | 0.3825 | 0.8108 | 0.7262 | 0.8055 |
| 0.114 | 15.73 | 5820 | 0.5220 | 0.7162 | 0.8087 | 0.8887 | 0.9424 | 0.7852 | 0.8845 | 0.4411 | 0.9105 | 0.8732 | 0.8239 | 0.8660 | 0.6739 | 0.7679 | 0.3818 | 0.8164 | 0.7224 | 0.7853 |
| 0.1199 | 15.78 | 5840 | 0.4918 | 0.7166 | 0.8145 | 0.8878 | 0.9397 | 0.8073 | 0.8753 | 0.4782 | 0.9091 | 0.8687 | 0.8234 | 0.8667 | 0.6758 | 0.7663 | 0.3917 | 0.8150 | 0.7181 | 0.7829 |
| 0.1442 | 15.84 | 5860 | 0.5162 | 0.7070 | 0.8091 | 0.8827 | 0.9471 | 0.7924 | 0.8817 | 0.4877 | 0.8913 | 0.8520 | 0.8113 | 0.8651 | 0.6745 | 0.7604 | 0.3537 | 0.8018 | 0.7150 | 0.7782 |
| 0.2014 | 15.89 | 5880 | 0.5058 | 0.7064 | 0.8097 | 0.8831 | 0.9415 | 0.8117 | 0.8549 | 0.4765 | 0.9003 | 0.8668 | 0.8159 | 0.8662 | 0.6718 | 0.7587 | 0.3532 | 0.8045 | 0.7120 | 0.7786 |
| 0.3064 | 15.95 | 5900 | 0.5379 | 0.7058 | 0.8072 | 0.8832 | 0.9373 | 0.8081 | 0.8792 | 0.4548 | 0.9081 | 0.8594 | 0.8037 | 0.8658 | 0.6730 | 0.7573 | 0.3605 | 0.8078 | 0.7069 | 0.7691 |
| 0.1464 | 16.0 | 5920 | 0.5124 | 0.7125 | 0.8077 | 0.8877 | 0.9378 | 0.8038 | 0.8838 | 0.4262 | 0.9137 | 0.8586 | 0.8300 | 0.8691 | 0.6749 | 0.7556 | 0.3622 | 0.8118 | 0.7197 | 0.7941 |
| 0.1138 | 16.05 | 5940 | 0.4871 | 0.7160 | 0.8148 | 0.8888 | 0.9386 | 0.8072 | 0.8899 | 0.4511 | 0.9029 | 0.8715 | 0.8424 | 0.8715 | 0.6764 | 0.7586 | 0.3685 | 0.8112 | 0.7241 | 0.8021 |
| 0.203 | 16.11 | 5960 | 0.5331 | 0.7168 | 0.8156 | 0.8884 | 0.9418 | 0.8023 | 0.8821 | 0.4775 | 0.9046 | 0.8772 | 0.8240 | 0.8720 | 0.6766 | 0.7613 | 0.3879 | 0.8126 | 0.7149 | 0.7921 |
| 0.1326 | 16.16 | 5980 | 0.5036 | 0.7200 | 0.8203 | 0.8898 | 0.9390 | 0.8137 | 0.8646 | 0.5058 | 0.9088 | 0.8675 | 0.8427 | 0.8728 | 0.6718 | 0.7606 | 0.3941 | 0.8136 | 0.7217 | 0.8053 |
| 0.6346 | 16.22 | 6000 | 0.4958 | 0.7158 | 0.8155 | 0.8882 | 0.9370 | 0.7686 | 0.8929 | 0.4855 | 0.8969 | 0.8705 | 0.8571 | 0.8707 | 0.6594 | 0.7568 | 0.3898 | 0.8109 | 0.7276 | 0.7955 |
| 0.1701 | 16.27 | 6020 | 0.4669 | 0.7225 | 0.8212 | 0.8912 | 0.9388 | 0.7986 | 0.8760 | 0.5126 | 0.9096 | 0.8636 | 0.8494 | 0.8731 | 0.6705 | 0.7616 | 0.4002 | 0.8167 | 0.7258 | 0.8095 |
| 0.0937 | 16.32 | 6040 | 0.4812 | 0.7160 | 0.8090 | 0.8893 | 0.9437 | 0.7545 | 0.8622 | 0.4912 | 0.9136 | 0.8546 | 0.8434 | 0.8691 | 0.6567 | 0.7515 | 0.3891 | 0.8173 | 0.7226 | 0.8058 |
| 0.0752 | 16.38 | 6060 | 0.5483 | 0.7122 | 0.8062 | 0.8859 | 0.9477 | 0.7632 | 0.8402 | 0.5077 | 0.9129 | 0.8573 | 0.8146 | 0.8595 | 0.6576 | 0.7431 | 0.3975 | 0.8186 | 0.7238 | 0.7854 |
| 0.195 | 16.43 | 6080 | 0.4914 | 0.7204 | 0.8222 | 0.8895 | 0.9430 | 0.8021 | 0.8803 | 0.5155 | 0.8950 | 0.8712 | 0.8485 | 0.8699 | 0.6738 | 0.7564 | 0.3928 | 0.8138 | 0.7261 | 0.8096 |
| 0.2059 | 16.49 | 6100 | 0.5010 | 0.7131 | 0.8116 | 0.8868 | 0.9396 | 0.7868 | 0.8615 | 0.4875 | 0.9049 | 0.8516 | 0.8496 | 0.8661 | 0.6591 | 0.7569 | 0.3841 | 0.8123 | 0.7240 | 0.7894 |
| 0.0975 | 16.54 | 6120 | 0.5023 | 0.7144 | 0.8112 | 0.8873 | 0.9335 | 0.7907 | 0.8618 | 0.4762 | 0.9149 | 0.8536 | 0.8475 | 0.8654 | 0.6587 | 0.7542 | 0.3976 | 0.8153 | 0.7241 | 0.7852 |
| 0.5277 | 16.59 | 6140 | 0.4895 | 0.7205 | 0.8160 | 0.8914 | 0.9424 | 0.8173 | 0.8680 | 0.4566 | 0.9109 | 0.8723 | 0.8447 | 0.8709 | 0.6706 | 0.7597 | 0.3906 | 0.8191 | 0.7254 | 0.8075 |
| 0.116 | 16.65 | 6160 | 0.4841 | 0.7216 | 0.8165 | 0.8917 | 0.9421 | 0.8049 | 0.8669 | 0.4764 | 0.9135 | 0.8656 | 0.8460 | 0.8720 | 0.6720 | 0.7654 | 0.3894 | 0.8186 | 0.7255 | 0.8081 |
| 0.0963 | 16.7 | 6180 | 0.5004 | 0.7129 | 0.8130 | 0.8867 | 0.9364 | 0.7966 | 0.8700 | 0.4687 | 0.9018 | 0.8667 | 0.8505 | 0.8661 | 0.6601 | 0.7617 | 0.3801 | 0.8115 | 0.7275 | 0.7834 |
| 0.2443 | 16.76 | 6200 | 0.4854 | 0.7182 | 0.8136 | 0.8899 | 0.9352 | 0.7791 | 0.8768 | 0.4604 | 0.9073 | 0.8705 | 0.8658 | 0.8681 | 0.6614 | 0.7668 | 0.3836 | 0.8154 | 0.7330 | 0.7991 |
| 0.228 | 16.81 | 6220 | 0.5002 | 0.7166 | 0.8068 | 0.8901 | 0.9429 | 0.8063 | 0.8714 | 0.4225 | 0.9220 | 0.8580 | 0.8246 | 0.8722 | 0.6744 | 0.7658 | 0.3735 | 0.8143 | 0.7253 | 0.7911 |
| 2.9355 | 16.86 | 6240 | 0.5272 | 0.7130 | 0.8020 | 0.8898 | 0.9427 | 0.7922 | 0.8933 | 0.3872 | 0.9197 | 0.8501 | 0.8289 | 0.8720 | 0.6742 | 0.7597 | 0.3529 | 0.8145 | 0.7227 | 0.7953 |
| 0.0725 | 16.92 | 6260 | 0.4601 | 0.7261 | 0.8233 | 0.8935 | 0.9414 | 0.8286 | 0.8702 | 0.4817 | 0.9078 | 0.8690 | 0.8644 | 0.8732 | 0.6729 | 0.7613 | 0.3998 | 0.8197 | 0.7334 | 0.8221 |
| 0.2307 | 16.97 | 6280 | 0.4653 | 0.7304 | 0.8244 | 0.8948 | 0.9398 | 0.8243 | 0.8733 | 0.5085 | 0.9187 | 0.8412 | 0.8650 | 0.8730 | 0.6774 | 0.7696 | 0.4146 | 0.8212 | 0.7284 | 0.8284 |
| 0.0948 | 17.03 | 6300 | 0.4963 | 0.7232 | 0.8283 | 0.8899 | 0.9317 | 0.8074 | 0.8688 | 0.5515 | 0.8982 | 0.8537 | 0.8871 | 0.8725 | 0.6697 | 0.7703 | 0.3939 | 0.8083 | 0.7324 | 0.8151 |
| 0.154 | 17.08 | 6320 | 0.5090 | 0.7178 | 0.8299 | 0.8867 | 0.9316 | 0.8010 | 0.8740 | 0.5612 | 0.8786 | 0.8721 | 0.8911 | 0.8724 | 0.6673 | 0.7633 | 0.3717 | 0.7987 | 0.7360 | 0.8153 |
| 0.0999 | 17.14 | 6340 | 0.5249 | 0.7180 | 0.8192 | 0.8883 | 0.9321 | 0.7863 | 0.8754 | 0.5214 | 0.9016 | 0.8293 | 0.8886 | 0.8706 | 0.6646 | 0.7629 | 0.3805 | 0.8058 | 0.7269 | 0.8147 |
| 0.2903 | 17.19 | 6360 | 0.4871 | 0.7162 | 0.8154 | 0.8872 | 0.9390 | 0.8106 | 0.8927 | 0.4715 | 0.9015 | 0.8611 | 0.8317 | 0.8757 | 0.6731 | 0.7605 | 0.3806 | 0.7983 | 0.7374 | 0.7875 |
| 1.224 | 17.24 | 6380 | 0.5907 | 0.7052 | 0.7986 | 0.8815 | 0.9445 | 0.7838 | 0.8807 | 0.4403 | 0.9136 | 0.8678 | 0.7596 | 0.8703 | 0.6689 | 0.7646 | 0.3778 | 0.7929 | 0.7314 | 0.7307 |
| 0.2381 | 17.3 | 6400 | 0.5664 | 0.7105 | 0.8024 | 0.8836 | 0.9420 | 0.7694 | 0.8849 | 0.4593 | 0.9118 | 0.8606 | 0.7887 | 0.8726 | 0.6702 | 0.7632 | 0.3875 | 0.7920 | 0.7369 | 0.7510 |
| 0.0845 | 17.35 | 6420 | 0.5668 | 0.7062 | 0.8011 | 0.8807 | 0.9397 | 0.8049 | 0.8632 | 0.4737 | 0.9215 | 0.8342 | 0.7707 | 0.8711 | 0.6765 | 0.7623 | 0.3950 | 0.7919 | 0.7130 | 0.7339 |
| 0.1475 | 17.41 | 6440 | 0.5863 | 0.6993 | 0.7951 | 0.8773 | 0.9402 | 0.8054 | 0.8512 | 0.4704 | 0.9233 | 0.8182 | 0.7569 | 0.8669 | 0.6735 | 0.7547 | 0.3892 | 0.7898 | 0.6999 | 0.7213 |
| 0.3795 | 17.46 | 6460 | 0.5513 | 0.7026 | 0.8009 | 0.8793 | 0.9364 | 0.7984 | 0.8791 | 0.4643 | 0.9156 | 0.8463 | 0.7658 | 0.8675 | 0.6757 | 0.7568 | 0.3836 | 0.7940 | 0.7109 | 0.7297 |
| 0.0748 | 17.51 | 6480 | 0.4900 | 0.7189 | 0.8162 | 0.8901 | 0.9374 | 0.7962 | 0.8827 | 0.4716 | 0.9093 | 0.8717 | 0.8444 | 0.8705 | 0.6758 | 0.7579 | 0.3871 | 0.8180 | 0.7204 | 0.8028 |
| 0.1287 | 17.57 | 6500 | 0.4810 | 0.7235 | 0.8196 | 0.8925 | 0.9419 | 0.7917 | 0.8742 | 0.4932 | 0.9078 | 0.8711 | 0.8576 | 0.8739 | 0.6763 | 0.7601 | 0.3927 | 0.8201 | 0.7232 | 0.8179 |
| 0.7152 | 17.62 | 6520 | 0.4926 | 0.7202 | 0.8177 | 0.8891 | 0.9296 | 0.7823 | 0.8685 | 0.5012 | 0.9088 | 0.8549 | 0.8785 | 0.8685 | 0.6654 | 0.7568 | 0.4003 | 0.8106 | 0.7373 | 0.8025 |
| 0.1532 | 17.68 | 6540 | 0.5034 | 0.7159 | 0.8145 | 0.8857 | 0.9348 | 0.8097 | 0.8724 | 0.4931 | 0.9103 | 0.8610 | 0.8202 | 0.8739 | 0.6723 | 0.7587 | 0.3998 | 0.7964 | 0.7390 | 0.7710 |
| 0.1649 | 17.73 | 6560 | 0.4670 | 0.7259 | 0.8218 | 0.8934 | 0.9407 | 0.8030 | 0.8825 | 0.4877 | 0.9027 | 0.8479 | 0.8883 | 0.8750 | 0.6761 | 0.7645 | 0.3802 | 0.8123 | 0.7316 | 0.8419 |
| 0.1646 | 17.78 | 6580 | 0.5055 | 0.7192 | 0.8196 | 0.8899 | 0.9295 | 0.8033 | 0.8782 | 0.4705 | 0.9015 | 0.8639 | 0.8906 | 0.8708 | 0.6645 | 0.7652 | 0.3759 | 0.8091 | 0.7347 | 0.8142 |
| 0.2447 | 17.84 | 6600 | 0.5369 | 0.7176 | 0.8118 | 0.8904 | 0.9349 | 0.7812 | 0.8906 | 0.4292 | 0.9041 | 0.8633 | 0.8792 | 0.8718 | 0.6674 | 0.7608 | 0.3681 | 0.8106 | 0.7366 | 0.8080 |
| 0.3357 | 17.89 | 6620 | 0.5168 | 0.7158 | 0.8163 | 0.8858 | 0.9313 | 0.8015 | 0.8888 | 0.4898 | 0.9037 | 0.8609 | 0.8382 | 0.8734 | 0.6717 | 0.7664 | 0.3961 | 0.7984 | 0.7348 | 0.7699 |
| 0.2158 | 17.95 | 6640 | 0.5156 | 0.7237 | 0.8228 | 0.8920 | 0.9293 | 0.8090 | 0.8892 | 0.4640 | 0.9021 | 0.8753 | 0.8910 | 0.8733 | 0.6701 | 0.7695 | 0.3912 | 0.8128 | 0.7363 | 0.8129 |
| 0.2195 | 18.0 | 6660 | 0.5208 | 0.7177 | 0.8163 | 0.8898 | 0.9367 | 0.8113 | 0.8915 | 0.4397 | 0.8995 | 0.8707 | 0.8647 | 0.8695 | 0.6676 | 0.7650 | 0.3749 | 0.8131 | 0.7335 | 0.8002 |
| 0.1422 | 18.05 | 6680 | 0.5460 | 0.7209 | 0.8127 | 0.8921 | 0.9338 | 0.7790 | 0.8865 | 0.4382 | 0.9111 | 0.8512 | 0.8890 | 0.8723 | 0.6670 | 0.7721 | 0.3751 | 0.8140 | 0.7323 | 0.8136 |
| 0.1344 | 18.11 | 6700 | 0.5421 | 0.7243 | 0.8185 | 0.8931 | 0.9345 | 0.7908 | 0.8685 | 0.4650 | 0.9096 | 0.8719 | 0.8889 | 0.8738 | 0.6668 | 0.7739 | 0.3894 | 0.8161 | 0.7364 | 0.8136 |
| 0.3185 | 18.16 | 6720 | 0.5024 | 0.7232 | 0.8163 | 0.8938 | 0.9384 | 0.7816 | 0.8882 | 0.4410 | 0.9054 | 0.8741 | 0.8855 | 0.8757 | 0.6672 | 0.7628 | 0.3759 | 0.8166 | 0.7379 | 0.8261 |
| 0.1733 | 18.22 | 6740 | 0.4997 | 0.7170 | 0.8086 | 0.8891 | 0.9436 | 0.7734 | 0.8823 | 0.4638 | 0.9108 | 0.8448 | 0.8414 | 0.8761 | 0.6745 | 0.7609 | 0.3717 | 0.8038 | 0.7308 | 0.8016 |
| 1.0091 | 18.27 | 6760 | 0.4827 | 0.7255 | 0.8191 | 0.8935 | 0.9419 | 0.8065 | 0.8618 | 0.4790 | 0.9116 | 0.8613 | 0.8718 | 0.8737 | 0.6793 | 0.7604 | 0.3813 | 0.8171 | 0.7362 | 0.8302 |
| 0.172 | 18.32 | 6780 | 0.5162 | 0.7205 | 0.8135 | 0.8914 | 0.9402 | 0.8019 | 0.8811 | 0.4548 | 0.9160 | 0.8538 | 0.8465 | 0.8736 | 0.6789 | 0.7621 | 0.3806 | 0.8161 | 0.7253 | 0.8069 |
| 0.261 | 18.38 | 6800 | 0.4987 | 0.7200 | 0.8165 | 0.8906 | 0.9414 | 0.7775 | 0.8845 | 0.4832 | 0.9009 | 0.8657 | 0.8621 | 0.8726 | 0.6660 | 0.7610 | 0.3870 | 0.8133 | 0.7346 | 0.8053 |
| 0.2005 | 18.43 | 6820 | 0.5103 | 0.7225 | 0.8209 | 0.8914 | 0.9336 | 0.7976 | 0.8660 | 0.4799 | 0.9015 | 0.8768 | 0.8908 | 0.8733 | 0.6679 | 0.7632 | 0.3901 | 0.8121 | 0.7388 | 0.8122 |
| 0.1502 | 18.49 | 6840 | 0.5143 | 0.7209 | 0.8139 | 0.8916 | 0.9373 | 0.7789 | 0.8751 | 0.4525 | 0.9060 | 0.8626 | 0.8851 | 0.8725 | 0.6665 | 0.7651 | 0.3802 | 0.8131 | 0.7362 | 0.8127 |
| 0.2716 | 18.54 | 6860 | 0.5131 | 0.7214 | 0.8160 | 0.8914 | 0.9294 | 0.7836 | 0.8841 | 0.4522 | 0.9087 | 0.8620 | 0.8919 | 0.8720 | 0.6689 | 0.7643 | 0.3818 | 0.8121 | 0.7388 | 0.8119 |
| 0.1499 | 18.59 | 6880 | 0.4995 | 0.7210 | 0.8155 | 0.8921 | 0.9383 | 0.7958 | 0.8799 | 0.4407 | 0.9049 | 0.8719 | 0.8772 | 0.8741 | 0.6654 | 0.7664 | 0.3739 | 0.8122 | 0.7402 | 0.8146 |
| 0.1977 | 18.65 | 6900 | 0.5241 | 0.7109 | 0.8058 | 0.8840 | 0.9351 | 0.7971 | 0.8919 | 0.4488 | 0.9154 | 0.8555 | 0.7970 | 0.8736 | 0.6717 | 0.7641 | 0.3857 | 0.7941 | 0.7360 | 0.7507 |
| 0.0914 | 18.7 | 6920 | 0.4901 | 0.7231 | 0.8218 | 0.8911 | 0.9338 | 0.7974 | 0.8833 | 0.4839 | 0.8994 | 0.8729 | 0.8819 | 0.8722 | 0.6711 | 0.7595 | 0.3989 | 0.8125 | 0.7407 | 0.8069 |
| 0.1113 | 18.76 | 6940 | 0.5246 | 0.7242 | 0.8227 | 0.8917 | 0.9317 | 0.8017 | 0.8769 | 0.4960 | 0.9055 | 0.8590 | 0.8883 | 0.8736 | 0.6726 | 0.7598 | 0.3986 | 0.8129 | 0.7386 | 0.8132 |
| 0.2192 | 18.81 | 6960 | 0.5099 | 0.7243 | 0.8196 | 0.8923 | 0.9356 | 0.7812 | 0.8748 | 0.4857 | 0.9048 | 0.8686 | 0.8866 | 0.8741 | 0.6705 | 0.7633 | 0.3945 | 0.8137 | 0.7402 | 0.8137 |
| 0.0997 | 18.86 | 6980 | 0.4966 | 0.7287 | 0.8225 | 0.8951 | 0.9402 | 0.7948 | 0.8713 | 0.4963 | 0.9102 | 0.8586 | 0.8865 | 0.8797 | 0.6698 | 0.7655 | 0.4052 | 0.8158 | 0.7357 | 0.8291 |
| 0.1794 | 18.92 | 7000 | 0.4761 | 0.7320 | 0.8238 | 0.8963 | 0.9419 | 0.7979 | 0.8780 | 0.5003 | 0.9140 | 0.8563 | 0.8778 | 0.8773 | 0.6790 | 0.7685 | 0.4129 | 0.8220 | 0.7307 | 0.8332 |
| 0.1595 | 18.97 | 7020 | 0.4864 | 0.7297 | 0.8263 | 0.8941 | 0.9413 | 0.8146 | 0.8737 | 0.5188 | 0.9110 | 0.8715 | 0.8534 | 0.8747 | 0.6826 | 0.7665 | 0.4195 | 0.8219 | 0.7283 | 0.8144 |
| 0.1712 | 19.03 | 7040 | 0.4738 | 0.7314 | 0.8282 | 0.8948 | 0.9381 | 0.8273 | 0.8774 | 0.5184 | 0.9148 | 0.8627 | 0.8589 | 0.8744 | 0.6817 | 0.7684 | 0.4197 | 0.8217 | 0.7334 | 0.8205 |
| 0.1839 | 19.08 | 7060 | 0.4718 | 0.7316 | 0.8263 | 0.8950 | 0.9419 | 0.8065 | 0.8790 | 0.5181 | 0.9099 | 0.8639 | 0.8651 | 0.8742 | 0.6829 | 0.7678 | 0.4154 | 0.8212 | 0.7355 | 0.8240 |
| 0.1429 | 19.14 | 7080 | 0.5049 | 0.7163 | 0.8159 | 0.8858 | 0.9400 | 0.8126 | 0.8765 | 0.5226 | 0.9152 | 0.8565 | 0.7878 | 0.8715 | 0.6786 | 0.7686 | 0.4198 | 0.8082 | 0.7149 | 0.7524 |
| 0.1981 | 19.19 | 7100 | 0.5005 | 0.7169 | 0.8145 | 0.8883 | 0.9425 | 0.8140 | 0.8756 | 0.4842 | 0.9121 | 0.8547 | 0.8183 | 0.8697 | 0.6766 | 0.7618 | 0.3991 | 0.8168 | 0.7133 | 0.7809 |
| 0.1176 | 19.24 | 7120 | 0.5062 | 0.7152 | 0.8132 | 0.8868 | 0.9471 | 0.8165 | 0.8766 | 0.4854 | 0.9063 | 0.8552 | 0.8054 | 0.8700 | 0.6742 | 0.7639 | 0.3957 | 0.8093 | 0.7230 | 0.7703 |
| 0.1592 | 19.3 | 7140 | 0.5931 | 0.6982 | 0.8033 | 0.8761 | 0.9442 | 0.8235 | 0.8774 | 0.5020 | 0.9099 | 0.8514 | 0.7150 | 0.8676 | 0.6726 | 0.7691 | 0.4025 | 0.7950 | 0.6973 | 0.6835 |
| 0.0978 | 19.35 | 7160 | 0.5407 | 0.7119 | 0.8112 | 0.8847 | 0.9403 | 0.8175 | 0.8824 | 0.4807 | 0.9149 | 0.8672 | 0.7754 | 0.8713 | 0.6737 | 0.7715 | 0.4073 | 0.8077 | 0.7111 | 0.7407 |
| 0.0847 | 19.41 | 7180 | 0.5007 | 0.7216 | 0.8164 | 0.8914 | 0.9440 | 0.7998 | 0.8726 | 0.4774 | 0.9117 | 0.8785 | 0.8311 | 0.8715 | 0.6753 | 0.7682 | 0.4018 | 0.8222 | 0.7197 | 0.7926 |
| 0.1567 | 19.46 | 7200 | 0.5156 | 0.7247 | 0.8177 | 0.8923 | 0.9403 | 0.7897 | 0.8638 | 0.4891 | 0.9103 | 0.8583 | 0.8722 | 0.8714 | 0.6648 | 0.7679 | 0.4081 | 0.8164 | 0.7375 | 0.8069 |
| 0.1307 | 19.51 | 7220 | 0.4998 | 0.7278 | 0.8233 | 0.8940 | 0.9407 | 0.7986 | 0.8597 | 0.4982 | 0.9036 | 0.8740 | 0.8883 | 0.8748 | 0.6657 | 0.7656 | 0.4089 | 0.8167 | 0.7427 | 0.8201 |
| 0.0955 | 19.57 | 7240 | 0.5102 | 0.7260 | 0.8203 | 0.8924 | 0.9353 | 0.7892 | 0.8718 | 0.5063 | 0.9115 | 0.8417 | 0.8862 | 0.8729 | 0.6690 | 0.7660 | 0.4140 | 0.8151 | 0.7314 | 0.8138 |
| 0.2793 | 19.62 | 7260 | 0.5154 | 0.7261 | 0.8187 | 0.8929 | 0.9351 | 0.7907 | 0.8742 | 0.4823 | 0.9120 | 0.8509 | 0.8861 | 0.8723 | 0.6696 | 0.7647 | 0.4120 | 0.8163 | 0.7347 | 0.8135 |
| 0.0813 | 19.68 | 7280 | 0.5210 | 0.7277 | 0.8227 | 0.8931 | 0.9308 | 0.8013 | 0.8769 | 0.4881 | 0.9110 | 0.8600 | 0.8908 | 0.8723 | 0.6709 | 0.7653 | 0.4183 | 0.8169 | 0.7367 | 0.8133 |
| 0.2225 | 19.73 | 7300 | 0.5132 | 0.7250 | 0.8206 | 0.8915 | 0.9298 | 0.7887 | 0.8866 | 0.4915 | 0.9103 | 0.8580 | 0.8791 | 0.8732 | 0.6711 | 0.7632 | 0.4147 | 0.8125 | 0.7357 | 0.8043 |
| 0.1214 | 19.78 | 7320 | 0.5134 | 0.7261 | 0.8194 | 0.8927 | 0.9386 | 0.7970 | 0.8594 | 0.4894 | 0.9099 | 0.8604 | 0.8811 | 0.8720 | 0.6683 | 0.7650 | 0.4141 | 0.8168 | 0.7361 | 0.8103 |
| 1.7701 | 19.84 | 7340 | 0.5098 | 0.7215 | 0.8157 | 0.8900 | 0.9426 | 0.7839 | 0.8759 | 0.4948 | 0.9089 | 0.8699 | 0.8342 | 0.8716 | 0.6651 | 0.7652 | 0.4144 | 0.8128 | 0.7369 | 0.7847 |
| 1.7151 | 19.89 | 7360 | 0.5342 | 0.7183 | 0.8155 | 0.8888 | 0.9443 | 0.7815 | 0.8788 | 0.5007 | 0.9030 | 0.8683 | 0.8318 | 0.8682 | 0.6625 | 0.7607 | 0.4110 | 0.8173 | 0.7256 | 0.7826 |
| 0.1064 | 19.95 | 7380 | 0.4977 | 0.7214 | 0.8191 | 0.8905 | 0.9375 | 0.7827 | 0.8756 | 0.4947 | 0.9008 | 0.8722 | 0.8705 | 0.8705 | 0.6635 | 0.7585 | 0.3997 | 0.8138 | 0.7389 | 0.8046 |
| 0.2402 | 20.0 | 7400 | 0.5230 | 0.7149 | 0.8221 | 0.8863 | 0.9369 | 0.7949 | 0.8742 | 0.5129 | 0.8834 | 0.8912 | 0.8614 | 0.8675 | 0.6614 | 0.7555 | 0.3836 | 0.8072 | 0.7365 | 0.7927 |
| 0.1443 | 20.05 | 7420 | 0.5007 | 0.7189 | 0.8163 | 0.8902 | 0.9403 | 0.7789 | 0.8850 | 0.4804 | 0.9001 | 0.8644 | 0.8648 | 0.8712 | 0.6643 | 0.7568 | 0.3796 | 0.8134 | 0.7381 | 0.8086 |
| 0.1582 | 20.11 | 7440 | 0.5011 | 0.7223 | 0.8156 | 0.8916 | 0.9431 | 0.7961 | 0.8733 | 0.4812 | 0.9136 | 0.8566 | 0.8456 | 0.8703 | 0.6748 | 0.7613 | 0.3929 | 0.8194 | 0.7303 | 0.8074 |
| 0.164 | 20.16 | 7460 | 0.4833 | 0.7243 | 0.8172 | 0.8930 | 0.9387 | 0.7888 | 0.8671 | 0.4763 | 0.9139 | 0.8670 | 0.8685 | 0.8723 | 0.6704 | 0.7628 | 0.3954 | 0.8195 | 0.7342 | 0.8156 |
| 0.1043 | 20.22 | 7480 | 0.4934 | 0.7196 | 0.8091 | 0.8920 | 0.9441 | 0.7778 | 0.8774 | 0.4328 | 0.9114 | 0.8591 | 0.8613 | 0.8702 | 0.6688 | 0.7629 | 0.3715 | 0.8187 | 0.7364 | 0.8088 |
| 0.0895 | 20.27 | 7500 | 0.5015 | 0.7187 | 0.8118 | 0.8909 | 0.9428 | 0.7912 | 0.8846 | 0.4462 | 0.9084 | 0.8556 | 0.8539 | 0.8697 | 0.6702 | 0.7614 | 0.3773 | 0.8183 | 0.7335 | 0.8009 |
| 0.3232 | 20.32 | 7520 | 0.4854 | 0.7267 | 0.8183 | 0.8940 | 0.9438 | 0.8036 | 0.8784 | 0.4660 | 0.9117 | 0.8680 | 0.8568 | 0.8709 | 0.6787 | 0.7671 | 0.3953 | 0.8224 | 0.7371 | 0.8154 |
| 0.207 | 20.38 | 7540 | 0.4836 | 0.7306 | 0.8237 | 0.8951 | 0.9382 | 0.8109 | 0.8808 | 0.4959 | 0.9176 | 0.8569 | 0.8654 | 0.8742 | 0.6793 | 0.7686 | 0.4094 | 0.8212 | 0.7370 | 0.8241 |
| 0.089 | 20.43 | 7560 | 0.4726 | 0.7301 | 0.8220 | 0.8954 | 0.9405 | 0.8147 | 0.8770 | 0.4784 | 0.9166 | 0.8589 | 0.8680 | 0.8739 | 0.6788 | 0.7699 | 0.4039 | 0.8220 | 0.7378 | 0.8245 |
| 0.1336 | 20.49 | 7580 | 0.4796 | 0.7263 | 0.8209 | 0.8936 | 0.9427 | 0.7999 | 0.8861 | 0.4778 | 0.9076 | 0.8826 | 0.8496 | 0.8731 | 0.6763 | 0.7657 | 0.4004 | 0.8212 | 0.7363 | 0.8109 |
| 0.055 | 20.54 | 7600 | 0.4904 | 0.7205 | 0.8196 | 0.8903 | 0.9406 | 0.8238 | 0.8846 | 0.4836 | 0.9099 | 0.8683 | 0.8266 | 0.8720 | 0.6755 | 0.7649 | 0.3980 | 0.8176 | 0.7266 | 0.7891 |
| 0.0892 | 20.59 | 7620 | 0.5179 | 0.7124 | 0.8098 | 0.8847 | 0.9457 | 0.8056 | 0.8692 | 0.4912 | 0.9113 | 0.8669 | 0.7791 | 0.8703 | 0.6750 | 0.7693 | 0.3946 | 0.8042 | 0.7284 | 0.7453 |
| 0.3639 | 20.65 | 7640 | 0.5455 | 0.7083 | 0.8085 | 0.8819 | 0.9420 | 0.8267 | 0.8712 | 0.4769 | 0.9120 | 0.8721 | 0.7583 | 0.8709 | 0.6746 | 0.7687 | 0.3927 | 0.7968 | 0.7311 | 0.7233 |
| 1.4236 | 20.7 | 7660 | 0.4975 | 0.7172 | 0.8163 | 0.8878 | 0.9445 | 0.8147 | 0.8750 | 0.4901 | 0.9055 | 0.8750 | 0.8096 | 0.8723 | 0.6772 | 0.7679 | 0.3893 | 0.8089 | 0.7322 | 0.7727 |
| 0.1324 | 20.76 | 7680 | 0.5171 | 0.7158 | 0.8130 | 0.8868 | 0.9436 | 0.8140 | 0.8660 | 0.4800 | 0.9099 | 0.8758 | 0.8021 | 0.8723 | 0.6772 | 0.7664 | 0.3936 | 0.8061 | 0.7324 | 0.7623 |
| 0.2931 | 20.81 | 7700 | 0.5792 | 0.7071 | 0.8048 | 0.8818 | 0.9421 | 0.8172 | 0.8664 | 0.4589 | 0.9137 | 0.8742 | 0.7614 | 0.8721 | 0.6759 | 0.7648 | 0.3870 | 0.7950 | 0.7299 | 0.7250 |
| 0.1604 | 20.86 | 7720 | 0.5350 | 0.7118 | 0.8076 | 0.8854 | 0.9415 | 0.8070 | 0.8780 | 0.4504 | 0.9133 | 0.8725 | 0.7904 | 0.8731 | 0.6768 | 0.7632 | 0.3841 | 0.8026 | 0.7316 | 0.7516 |
| 0.1814 | 20.92 | 7740 | 0.5325 | 0.7144 | 0.8133 | 0.8863 | 0.9415 | 0.8162 | 0.8721 | 0.4767 | 0.9094 | 0.8775 | 0.7995 | 0.8735 | 0.6773 | 0.7624 | 0.3901 | 0.8049 | 0.7317 | 0.7608 |
| 0.2279 | 20.97 | 7760 | 0.5369 | 0.7071 | 0.8029 | 0.8833 | 0.9423 | 0.8079 | 0.8820 | 0.4398 | 0.9143 | 0.8523 | 0.7820 | 0.8724 | 0.6761 | 0.7612 | 0.3714 | 0.7990 | 0.7259 | 0.7440 |
| 0.1487 | 21.03 | 7780 | 0.5375 | 0.7095 | 0.8042 | 0.8849 | 0.9443 | 0.8113 | 0.8846 | 0.4421 | 0.9135 | 0.8349 | 0.7990 | 0.8710 | 0.6749 | 0.7606 | 0.3758 | 0.8035 | 0.7223 | 0.7587 |
| 0.1486 | 21.08 | 7800 | 0.5353 | 0.7102 | 0.8066 | 0.8840 | 0.9420 | 0.8015 | 0.8762 | 0.4601 | 0.9115 | 0.8725 | 0.7823 | 0.8728 | 0.6747 | 0.7625 | 0.3891 | 0.7996 | 0.7288 | 0.7438 |
| 0.2571 | 21.14 | 7820 | 0.5643 | 0.7084 | 0.8092 | 0.8816 | 0.9424 | 0.8139 | 0.8764 | 0.4938 | 0.9092 | 0.8699 | 0.7586 | 0.8725 | 0.6743 | 0.7638 | 0.4022 | 0.7952 | 0.7273 | 0.7238 |
| 0.1137 | 21.19 | 7840 | 0.5104 | 0.7222 | 0.8179 | 0.8905 | 0.9353 | 0.7812 | 0.8811 | 0.4888 | 0.9060 | 0.8659 | 0.8667 | 0.8684 | 0.6672 | 0.7647 | 0.4057 | 0.8164 | 0.7383 | 0.7943 |
| 0.1662 | 21.24 | 7860 | 0.5089 | 0.7225 | 0.8195 | 0.8903 | 0.9349 | 0.7819 | 0.8780 | 0.5012 | 0.9055 | 0.8718 | 0.8631 | 0.8681 | 0.6663 | 0.7640 | 0.4125 | 0.8170 | 0.7363 | 0.7934 |
| 0.0541 | 21.3 | 7880 | 0.5130 | 0.7236 | 0.8210 | 0.8913 | 0.9388 | 0.7999 | 0.8854 | 0.5034 | 0.9091 | 0.8644 | 0.8461 | 0.8714 | 0.6737 | 0.7601 | 0.4112 | 0.8189 | 0.7274 | 0.8025 |
| 0.1648 | 21.35 | 7900 | 0.5118 | 0.7222 | 0.8205 | 0.8908 | 0.9361 | 0.8038 | 0.8838 | 0.4922 | 0.9082 | 0.8687 | 0.8508 | 0.8713 | 0.6720 | 0.7579 | 0.4065 | 0.8173 | 0.7293 | 0.8010 |
| 0.304 | 21.41 | 7920 | 0.5105 | 0.7203 | 0.8200 | 0.8897 | 0.9386 | 0.7998 | 0.8662 | 0.5190 | 0.9062 | 0.8483 | 0.8620 | 0.8706 | 0.6623 | 0.7606 | 0.4040 | 0.8145 | 0.7296 | 0.8007 |
| 0.1924 | 21.46 | 7940 | 0.5129 | 0.7174 | 0.8059 | 0.8902 | 0.9451 | 0.7547 | 0.8814 | 0.4674 | 0.9161 | 0.8248 | 0.8520 | 0.8698 | 0.6597 | 0.7636 | 0.3912 | 0.8164 | 0.7192 | 0.8022 |
| 0.1125 | 21.51 | 7960 | 0.4882 | 0.7224 | 0.8163 | 0.8915 | 0.9396 | 0.7945 | 0.8768 | 0.4828 | 0.9127 | 0.8489 | 0.8591 | 0.8709 | 0.6692 | 0.7636 | 0.4019 | 0.8181 | 0.7306 | 0.8028 |
| 0.1268 | 21.57 | 7980 | 0.5003 | 0.7242 | 0.8169 | 0.8926 | 0.9414 | 0.7991 | 0.8820 | 0.4749 | 0.9131 | 0.8491 | 0.8592 | 0.8722 | 0.6727 | 0.7650 | 0.4003 | 0.8192 | 0.7330 | 0.8071 |
| 0.0906 | 21.62 | 8000 | 0.5086 | 0.7224 | 0.8173 | 0.8907 | 0.9422 | 0.8051 | 0.8804 | 0.4860 | 0.9130 | 0.8684 | 0.8258 | 0.8716 | 0.6802 | 0.7646 | 0.4035 | 0.8171 | 0.7308 | 0.7890 |
| 0.1407 | 21.68 | 8020 | 0.4880 | 0.7252 | 0.8202 | 0.8923 | 0.9442 | 0.8148 | 0.8805 | 0.4872 | 0.9094 | 0.8638 | 0.8411 | 0.8723 | 0.6811 | 0.7668 | 0.4030 | 0.8188 | 0.7344 | 0.7996 |
| 0.1863 | 21.73 | 8040 | 0.5065 | 0.7208 | 0.8128 | 0.8896 | 0.9436 | 0.7926 | 0.8758 | 0.4850 | 0.9168 | 0.8583 | 0.8175 | 0.8725 | 0.6783 | 0.7685 | 0.4060 | 0.8126 | 0.7301 | 0.7774 |
| 0.264 | 21.78 | 8060 | 0.5151 | 0.7178 | 0.8145 | 0.8872 | 0.9424 | 0.8147 | 0.8772 | 0.4987 | 0.9150 | 0.8555 | 0.7979 | 0.8724 | 0.6794 | 0.7677 | 0.4060 | 0.8073 | 0.7292 | 0.7623 |
| 0.0748 | 21.84 | 8080 | 0.5288 | 0.7252 | 0.8244 | 0.8916 | 0.9388 | 0.8132 | 0.8798 | 0.5075 | 0.9074 | 0.8871 | 0.8368 | 0.8735 | 0.6790 | 0.7632 | 0.4120 | 0.8172 | 0.7319 | 0.7992 |
| 0.1044 | 21.89 | 8100 | 0.5047 | 0.7279 | 0.8236 | 0.8942 | 0.9392 | 0.8216 | 0.8819 | 0.4761 | 0.9101 | 0.8752 | 0.8613 | 0.8733 | 0.6806 | 0.7627 | 0.4021 | 0.8220 | 0.7366 | 0.8181 |
| 0.217 | 21.95 | 8120 | 0.4980 | 0.7225 | 0.8175 | 0.8909 | 0.9414 | 0.8003 | 0.8814 | 0.4869 | 0.9118 | 0.8659 | 0.8348 | 0.8734 | 0.6772 | 0.7652 | 0.3981 | 0.8142 | 0.7354 | 0.7942 |
| 0.1532 | 22.0 | 8140 | 0.5042 | 0.7224 | 0.8172 | 0.8920 | 0.9424 | 0.7876 | 0.8739 | 0.4722 | 0.9029 | 0.8727 | 0.8685 | 0.8712 | 0.6670 | 0.7656 | 0.3906 | 0.8180 | 0.7391 | 0.8054 |
| 0.1068 | 22.05 | 8160 | 0.4846 | 0.7246 | 0.8222 | 0.8922 | 0.9403 | 0.8012 | 0.8697 | 0.4986 | 0.9040 | 0.8778 | 0.8641 | 0.8723 | 0.6699 | 0.7651 | 0.4029 | 0.8186 | 0.7380 | 0.8051 |
| 0.098 | 22.11 | 8180 | 0.4889 | 0.7257 | 0.8174 | 0.8934 | 0.9450 | 0.7790 | 0.8772 | 0.4880 | 0.9101 | 0.8669 | 0.8558 | 0.8727 | 0.6736 | 0.7633 | 0.4016 | 0.8211 | 0.7353 | 0.8122 |
| 0.2365 | 22.16 | 8200 | 0.4930 | 0.7268 | 0.8206 | 0.8940 | 0.9419 | 0.8080 | 0.8758 | 0.4753 | 0.9110 | 0.8713 | 0.8606 | 0.8734 | 0.6778 | 0.7653 | 0.3997 | 0.8219 | 0.7365 | 0.8130 |
| 0.1832 | 22.22 | 8220 | 0.4950 | 0.7267 | 0.8191 | 0.8937 | 0.9398 | 0.7963 | 0.8735 | 0.4846 | 0.9150 | 0.8583 | 0.8659 | 0.8731 | 0.6745 | 0.7659 | 0.4052 | 0.8206 | 0.7342 | 0.8134 |
| 0.1064 | 22.27 | 8240 | 0.4851 | 0.7286 | 0.8208 | 0.8947 | 0.9392 | 0.8114 | 0.8716 | 0.4774 | 0.9176 | 0.8613 | 0.8668 | 0.8736 | 0.6788 | 0.7673 | 0.4049 | 0.8222 | 0.7346 | 0.8187 |
| 0.1362 | 22.32 | 8260 | 0.5081 | 0.7262 | 0.8214 | 0.8928 | 0.9425 | 0.7998 | 0.8759 | 0.5016 | 0.9110 | 0.8770 | 0.8421 | 0.8733 | 0.6790 | 0.7661 | 0.4136 | 0.8218 | 0.7265 | 0.8033 |
| 0.428 | 22.38 | 8280 | 0.5036 | 0.7230 | 0.8194 | 0.8914 | 0.9414 | 0.7991 | 0.8868 | 0.4910 | 0.9107 | 0.8796 | 0.8273 | 0.8733 | 0.6783 | 0.7652 | 0.4121 | 0.8211 | 0.7198 | 0.7913 |
| 0.1478 | 22.43 | 8300 | 0.4875 | 0.7251 | 0.8176 | 0.8924 | 0.9424 | 0.7944 | 0.8773 | 0.4890 | 0.9155 | 0.8643 | 0.8404 | 0.8735 | 0.6781 | 0.7670 | 0.4126 | 0.8198 | 0.7262 | 0.7987 |
| 0.1215 | 22.49 | 8320 | 0.4854 | 0.7255 | 0.8180 | 0.8930 | 0.9417 | 0.8034 | 0.8867 | 0.4823 | 0.9162 | 0.8454 | 0.8503 | 0.8741 | 0.6798 | 0.7652 | 0.4053 | 0.8198 | 0.7270 | 0.8074 |
| 0.1314 | 22.54 | 8340 | 0.5011 | 0.7260 | 0.8213 | 0.8930 | 0.9398 | 0.8143 | 0.8750 | 0.4942 | 0.9156 | 0.8603 | 0.8502 | 0.8744 | 0.6795 | 0.7651 | 0.4059 | 0.8200 | 0.7284 | 0.8085 |
| 0.0794 | 22.59 | 8360 | 0.5000 | 0.7246 | 0.8217 | 0.8924 | 0.9419 | 0.8195 | 0.8763 | 0.4910 | 0.9099 | 0.8669 | 0.8464 | 0.8730 | 0.6792 | 0.7646 | 0.4016 | 0.8207 | 0.7292 | 0.8038 |
| 0.1479 | 22.65 | 8380 | 0.5173 | 0.7180 | 0.8167 | 0.8890 | 0.9444 | 0.8143 | 0.8773 | 0.4860 | 0.9085 | 0.8723 | 0.8137 | 0.8708 | 0.6779 | 0.7640 | 0.4016 | 0.8199 | 0.7152 | 0.7768 |
| 0.1797 | 22.7 | 8400 | 0.5417 | 0.7125 | 0.8097 | 0.8856 | 0.9467 | 0.8023 | 0.8736 | 0.4824 | 0.9100 | 0.8647 | 0.7882 | 0.8699 | 0.6753 | 0.7637 | 0.4009 | 0.8118 | 0.7142 | 0.7519 |
| 0.0471 | 22.76 | 8420 | 0.5251 | 0.7134 | 0.8135 | 0.8854 | 0.9418 | 0.8059 | 0.8730 | 0.4991 | 0.9100 | 0.8786 | 0.7865 | 0.8730 | 0.6767 | 0.7634 | 0.4067 | 0.8084 | 0.7168 | 0.7489 |
| 1.8129 | 22.81 | 8440 | 0.5326 | 0.7136 | 0.8113 | 0.8863 | 0.9442 | 0.8157 | 0.8823 | 0.4813 | 0.9131 | 0.8468 | 0.7958 | 0.8704 | 0.6772 | 0.7639 | 0.3959 | 0.8115 | 0.7163 | 0.7601 |
| 0.0702 | 22.86 | 8460 | 0.5007 | 0.7205 | 0.8175 | 0.8906 | 0.9434 | 0.8176 | 0.8802 | 0.4793 | 0.9107 | 0.8621 | 0.8293 | 0.8719 | 0.6785 | 0.7646 | 0.3961 | 0.8194 | 0.7236 | 0.7893 |
| 0.2248 | 22.92 | 8480 | 0.5076 | 0.7135 | 0.8099 | 0.8859 | 0.9438 | 0.8019 | 0.8837 | 0.4814 | 0.9135 | 0.8566 | 0.7883 | 0.8710 | 0.6780 | 0.7662 | 0.4000 | 0.8098 | 0.7182 | 0.7511 |
| 0.2697 | 22.97 | 8500 | 0.4915 | 0.7259 | 0.8197 | 0.8933 | 0.9442 | 0.8122 | 0.8709 | 0.4841 | 0.9132 | 0.8650 | 0.8483 | 0.8728 | 0.6798 | 0.7681 | 0.4009 | 0.8221 | 0.7301 | 0.8074 |
| 1.8602 | 23.03 | 8520 | 0.5097 | 0.7245 | 0.8202 | 0.8926 | 0.9433 | 0.8220 | 0.8762 | 0.4851 | 0.9132 | 0.8595 | 0.8423 | 0.8723 | 0.6790 | 0.7668 | 0.4004 | 0.8220 | 0.7252 | 0.8057 |
| 0.3626 | 23.08 | 8540 | 0.4995 | 0.7260 | 0.8212 | 0.8934 | 0.9421 | 0.8250 | 0.8667 | 0.4822 | 0.9151 | 0.8693 | 0.8477 | 0.8733 | 0.6768 | 0.7672 | 0.4045 | 0.8223 | 0.7280 | 0.8096 |
| 0.2036 | 23.14 | 8560 | 0.5187 | 0.7189 | 0.8157 | 0.8886 | 0.9417 | 0.8033 | 0.8733 | 0.5011 | 0.9159 | 0.8698 | 0.8048 | 0.8731 | 0.6766 | 0.7681 | 0.4126 | 0.8147 | 0.7170 | 0.7704 |
| 0.1444 | 23.19 | 8580 | 0.4992 | 0.7250 | 0.8230 | 0.8919 | 0.9413 | 0.8158 | 0.8798 | 0.5103 | 0.9102 | 0.8661 | 0.8377 | 0.8739 | 0.6784 | 0.7676 | 0.4094 | 0.8179 | 0.7304 | 0.7976 |
| 0.1331 | 23.24 | 8600 | 0.4921 | 0.7241 | 0.8201 | 0.8913 | 0.9421 | 0.8101 | 0.8725 | 0.5101 | 0.9144 | 0.8586 | 0.8330 | 0.8749 | 0.6773 | 0.7686 | 0.4105 | 0.8148 | 0.7293 | 0.7931 |
| 0.254 | 23.3 | 8620 | 0.5117 | 0.7183 | 0.8082 | 0.8893 | 0.9457 | 0.7872 | 0.8693 | 0.4610 | 0.9182 | 0.8596 | 0.8163 | 0.8728 | 0.6749 | 0.7671 | 0.3950 | 0.8112 | 0.7296 | 0.7779 |
| 0.12 | 23.35 | 8640 | 0.4869 | 0.7281 | 0.8213 | 0.8948 | 0.9427 | 0.8105 | 0.8855 | 0.4730 | 0.9099 | 0.8586 | 0.8688 | 0.8741 | 0.6810 | 0.7663 | 0.3923 | 0.8207 | 0.7379 | 0.8245 |
| 1.7441 | 23.41 | 8660 | 0.5007 | 0.7213 | 0.8187 | 0.8903 | 0.9439 | 0.8053 | 0.8854 | 0.4980 | 0.9084 | 0.8654 | 0.8244 | 0.8721 | 0.6789 | 0.7667 | 0.4032 | 0.8181 | 0.7223 | 0.7878 |
| 0.8889 | 23.46 | 8680 | 0.5140 | 0.7173 | 0.8158 | 0.8874 | 0.9437 | 0.8113 | 0.8795 | 0.5094 | 0.9122 | 0.8550 | 0.7996 | 0.8719 | 0.6787 | 0.7683 | 0.4082 | 0.8121 | 0.7177 | 0.7645 |
| 0.2187 | 23.51 | 8700 | 0.5315 | 0.7122 | 0.8058 | 0.8852 | 0.9448 | 0.7907 | 0.8827 | 0.4819 | 0.9191 | 0.8391 | 0.7819 | 0.8713 | 0.6767 | 0.7678 | 0.4001 | 0.8068 | 0.7135 | 0.7490 |
| 0.1726 | 23.57 | 8720 | 0.5219 | 0.7208 | 0.8176 | 0.8901 | 0.9434 | 0.7990 | 0.8838 | 0.5072 | 0.9121 | 0.8546 | 0.8231 | 0.8733 | 0.6788 | 0.7678 | 0.4022 | 0.8168 | 0.7191 | 0.7874 |
| 0.2181 | 23.62 | 8740 | 0.4934 | 0.7272 | 0.8248 | 0.8934 | 0.9440 | 0.8098 | 0.8829 | 0.5101 | 0.9031 | 0.8627 | 0.8611 | 0.8741 | 0.6813 | 0.7682 | 0.3935 | 0.8183 | 0.7354 | 0.8196 |
| 0.2565 | 23.68 | 8760 | 0.4912 | 0.7295 | 0.8272 | 0.8944 | 0.9397 | 0.8090 | 0.8814 | 0.5188 | 0.9076 | 0.8659 | 0.8678 | 0.8758 | 0.6817 | 0.7680 | 0.4032 | 0.8195 | 0.7351 | 0.8231 |
| 0.1629 | 23.73 | 8780 | 0.4825 | 0.7293 | 0.8280 | 0.8942 | 0.9405 | 0.8171 | 0.8738 | 0.5283 | 0.9092 | 0.8651 | 0.8621 | 0.8760 | 0.6809 | 0.7685 | 0.4066 | 0.8201 | 0.7320 | 0.8209 |
| 0.126 | 23.78 | 8800 | 0.4799 | 0.7291 | 0.8251 | 0.8943 | 0.9417 | 0.7994 | 0.8775 | 0.5131 | 0.9056 | 0.8639 | 0.8742 | 0.8756 | 0.6799 | 0.7696 | 0.3994 | 0.8181 | 0.7387 | 0.8223 |
| 0.0423 | 23.84 | 8820 | 0.4822 | 0.7267 | 0.8222 | 0.8933 | 0.9449 | 0.8065 | 0.8679 | 0.5014 | 0.9043 | 0.8584 | 0.8718 | 0.8733 | 0.6748 | 0.7684 | 0.3986 | 0.8180 | 0.7380 | 0.8157 |
| 0.0722 | 23.89 | 8840 | 0.4846 | 0.7268 | 0.8212 | 0.8935 | 0.9455 | 0.8079 | 0.8682 | 0.4985 | 0.9091 | 0.8593 | 0.8600 | 0.8725 | 0.6769 | 0.7691 | 0.3999 | 0.8207 | 0.7347 | 0.8140 |
| 0.1692 | 23.95 | 8860 | 0.4849 | 0.7252 | 0.8165 | 0.8938 | 0.9430 | 0.8004 | 0.8757 | 0.4576 | 0.9146 | 0.8678 | 0.8561 | 0.8731 | 0.6779 | 0.7692 | 0.3907 | 0.8220 | 0.7332 | 0.8105 |
| 0.1919 | 24.0 | 8880 | 0.5018 | 0.7242 | 0.8168 | 0.8932 | 0.9440 | 0.8066 | 0.8787 | 0.4622 | 0.9135 | 0.8641 | 0.8486 | 0.8725 | 0.6800 | 0.7669 | 0.3903 | 0.8227 | 0.7285 | 0.8086 |
| 0.8679 | 24.05 | 8900 | 0.5028 | 0.7250 | 0.8177 | 0.8936 | 0.9451 | 0.8218 | 0.8705 | 0.4622 | 0.9143 | 0.8568 | 0.8534 | 0.8716 | 0.6796 | 0.7666 | 0.3905 | 0.8231 | 0.7310 | 0.8129 |
| 0.2077 | 24.11 | 8920 | 0.4979 | 0.7224 | 0.8162 | 0.8920 | 0.9433 | 0.8163 | 0.8736 | 0.4651 | 0.9154 | 0.8603 | 0.8391 | 0.8725 | 0.6799 | 0.7661 | 0.3927 | 0.8201 | 0.7263 | 0.7994 |
| 0.051 | 24.16 | 8940 | 0.4979 | 0.7236 | 0.8172 | 0.8924 | 0.9438 | 0.8072 | 0.8834 | 0.4761 | 0.9134 | 0.8540 | 0.8425 | 0.8723 | 0.6804 | 0.7659 | 0.3957 | 0.8210 | 0.7257 | 0.8040 |
| 0.1098 | 24.22 | 8960 | 0.4894 | 0.7265 | 0.8226 | 0.8934 | 0.9418 | 0.8218 | 0.8761 | 0.4941 | 0.9115 | 0.8552 | 0.8575 | 0.8732 | 0.6819 | 0.7674 | 0.3978 | 0.8210 | 0.7304 | 0.8136 |
| 0.1552 | 24.27 | 8980 | 0.5022 | 0.7225 | 0.8175 | 0.8917 | 0.9439 | 0.8113 | 0.8826 | 0.4858 | 0.9133 | 0.8456 | 0.8400 | 0.8717 | 0.6807 | 0.7657 | 0.3940 | 0.8205 | 0.7217 | 0.8030 |
| 0.1509 | 24.32 | 9000 | 0.4919 | 0.7260 | 0.8194 | 0.8932 | 0.9435 | 0.8137 | 0.8731 | 0.4966 | 0.9159 | 0.8341 | 0.8585 | 0.8724 | 0.6809 | 0.7674 | 0.3984 | 0.8204 | 0.7264 | 0.8160 |
| 0.0315 | 24.38 | 9020 | 0.5006 | 0.7228 | 0.8186 | 0.8918 | 0.9434 | 0.8102 | 0.8798 | 0.4842 | 0.9110 | 0.8623 | 0.8395 | 0.8721 | 0.6811 | 0.7655 | 0.3947 | 0.8213 | 0.7231 | 0.8017 |
| 0.1435 | 24.43 | 9040 | 0.5141 | 0.7236 | 0.8165 | 0.8929 | 0.9447 | 0.8144 | 0.8749 | 0.4540 | 0.9107 | 0.8627 | 0.8544 | 0.8711 | 0.6802 | 0.7646 | 0.3851 | 0.8219 | 0.7322 | 0.8099 |
| 0.1574 | 24.49 | 9060 | 0.4985 | 0.7232 | 0.8187 | 0.8920 | 0.9431 | 0.8081 | 0.8763 | 0.4813 | 0.9105 | 0.8684 | 0.8430 | 0.8722 | 0.6808 | 0.7648 | 0.3958 | 0.8214 | 0.7244 | 0.8028 |
| 0.1673 | 24.54 | 9080 | 0.5061 | 0.7248 | 0.8204 | 0.8926 | 0.9406 | 0.8131 | 0.8784 | 0.4885 | 0.9134 | 0.8607 | 0.8484 | 0.8727 | 0.6811 | 0.7651 | 0.3994 | 0.8210 | 0.7274 | 0.8070 |
| 0.0692 | 24.59 | 9100 | 0.4877 | 0.7252 | 0.8227 | 0.8925 | 0.9406 | 0.8206 | 0.8784 | 0.5020 | 0.9125 | 0.8570 | 0.8477 | 0.8735 | 0.6820 | 0.7673 | 0.4009 | 0.8206 | 0.7253 | 0.8067 |
| 0.1526 | 24.65 | 9120 | 0.5075 | 0.7236 | 0.8160 | 0.8927 | 0.9447 | 0.8006 | 0.8741 | 0.4682 | 0.9130 | 0.8632 | 0.8479 | 0.8717 | 0.6793 | 0.7658 | 0.3914 | 0.8222 | 0.7281 | 0.8064 |
| 0.2667 | 24.7 | 9140 | 0.5055 | 0.7221 | 0.8171 | 0.8915 | 0.9465 | 0.8095 | 0.8718 | 0.4824 | 0.9102 | 0.8637 | 0.8354 | 0.8704 | 0.6795 | 0.7656 | 0.3954 | 0.8220 | 0.7233 | 0.7986 |
| 0.8373 | 24.76 | 9160 | 0.5134 | 0.7225 | 0.8152 | 0.8921 | 0.9429 | 0.8119 | 0.8808 | 0.4713 | 0.9181 | 0.8359 | 0.8454 | 0.8719 | 0.6805 | 0.7653 | 0.3914 | 0.8205 | 0.7209 | 0.8067 |
| 0.0706 | 24.81 | 9180 | 0.5050 | 0.7237 | 0.8180 | 0.8927 | 0.9425 | 0.8175 | 0.8720 | 0.4719 | 0.9151 | 0.8580 | 0.8487 | 0.8723 | 0.6794 | 0.7655 | 0.3925 | 0.8219 | 0.7268 | 0.8076 |
| 0.1659 | 24.86 | 9200 | 0.5036 | 0.7233 | 0.8150 | 0.8928 | 0.9441 | 0.8035 | 0.8738 | 0.4605 | 0.9156 | 0.8590 | 0.8483 | 0.8719 | 0.6793 | 0.7661 | 0.3891 | 0.8223 | 0.7273 | 0.8068 |
| 0.1071 | 24.92 | 9220 | 0.5101 | 0.7205 | 0.8141 | 0.8910 | 0.9466 | 0.8091 | 0.8670 | 0.4720 | 0.9141 | 0.8596 | 0.8304 | 0.8698 | 0.6786 | 0.7658 | 0.3926 | 0.8221 | 0.7203 | 0.7939 |
| 0.1413 | 24.97 | 9240 | 0.5021 | 0.7220 | 0.8156 | 0.8922 | 0.9448 | 0.8091 | 0.8790 | 0.4533 | 0.9102 | 0.8690 | 0.8436 | 0.8711 | 0.6804 | 0.7651 | 0.3850 | 0.8221 | 0.7272 | 0.8031 |
### Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
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