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---
license: other
base_model: nvidia/segformer-b2-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b2-ade-512-512-finetuned-coastTrain
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b2-ade-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b2-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b2-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.6325
- Mean Iou: 0.7077
- Mean Accuracy: 0.8137
- Overall Accuracy: 0.8816
- Accuracy Water: 0.9348
- Accuracy Whitewater: 0.8020
- Accuracy Sediment: 0.8775
- Accuracy Other Natural Terrain: 0.5017
- Accuracy Vegetation: 0.8953
- Accuracy Development: 0.8739
- Accuracy Unknown: 0.8105
- Iou Water: 0.8677
- Iou Whitewater: 0.6774
- Iou Sediment: 0.7684
- Iou Other Natural Terrain: 0.4116
- Iou Vegetation: 0.8094
- Iou Development: 0.6762
- Iou Unknown: 0.7429
## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.774 | 0.05 | 20 | 1.6698 | 0.2430 | 0.3629 | 0.5226 | 0.4223 | 0.1819 | 0.2460 | 0.0005 | 0.8964 | 0.3490 | 0.4442 | 0.3799 | 0.1235 | 0.1849 | 0.0005 | 0.4341 | 0.2778 | 0.3001 |
| 1.7174 | 0.11 | 40 | 1.4427 | 0.2786 | 0.3779 | 0.6107 | 0.7533 | 0.0232 | 0.3707 | 0.0 | 0.8382 | 0.3590 | 0.3006 | 0.5472 | 0.0228 | 0.2829 | 0.0 | 0.4830 | 0.3259 | 0.2888 |
| 1.3093 | 0.16 | 60 | 1.2604 | 0.2465 | 0.3397 | 0.6011 | 0.7105 | 0.0004 | 0.0875 | 0.0 | 0.9559 | 0.3212 | 0.3026 | 0.5685 | 0.0004 | 0.0802 | 0.0 | 0.4744 | 0.2994 | 0.3022 |
| 1.1732 | 0.22 | 80 | 1.1278 | 0.2491 | 0.3431 | 0.6274 | 0.8303 | 0.0008 | 0.0586 | 0.0 | 0.9291 | 0.3276 | 0.2555 | 0.6103 | 0.0008 | 0.0560 | 0.0 | 0.5141 | 0.3076 | 0.2547 |
| 1.2471 | 0.27 | 100 | 1.0584 | 0.2724 | 0.3736 | 0.6494 | 0.8989 | 0.0375 | 0.1763 | 0.0 | 0.9176 | 0.5844 | 0.0006 | 0.5888 | 0.0374 | 0.1514 | 0.0 | 0.6245 | 0.5043 | 0.0006 |
| 0.8947 | 0.32 | 120 | 0.9324 | 0.3357 | 0.4425 | 0.7042 | 0.9033 | 0.0096 | 0.2778 | 0.0 | 0.9146 | 0.7000 | 0.2923 | 0.6888 | 0.0096 | 0.2355 | 0.0 | 0.6223 | 0.5019 | 0.2916 |
| 1.1922 | 0.38 | 140 | 0.9745 | 0.3410 | 0.4493 | 0.6821 | 0.7822 | 0.0148 | 0.2773 | 0.0 | 0.9225 | 0.7338 | 0.4144 | 0.6567 | 0.0148 | 0.2420 | 0.0 | 0.5463 | 0.5184 | 0.4086 |
| 1.5695 | 0.43 | 160 | 0.8840 | 0.3772 | 0.5025 | 0.7286 | 0.8957 | 0.0288 | 0.5000 | 0.0 | 0.8538 | 0.8545 | 0.3848 | 0.7277 | 0.0288 | 0.4012 | 0.0 | 0.6443 | 0.4589 | 0.3798 |
| 1.095 | 0.49 | 180 | 0.8596 | 0.3740 | 0.4988 | 0.7191 | 0.8436 | 0.0453 | 0.3715 | 0.0 | 0.8723 | 0.8661 | 0.4927 | 0.7428 | 0.0452 | 0.3100 | 0.0 | 0.5999 | 0.4533 | 0.4665 |
| 1.0495 | 0.54 | 200 | 0.7698 | 0.4265 | 0.5374 | 0.7612 | 0.8938 | 0.0653 | 0.6521 | 0.0 | 0.9071 | 0.7978 | 0.4455 | 0.7438 | 0.0650 | 0.5082 | 0.0 | 0.6655 | 0.5652 | 0.4378 |
| 0.6566 | 0.59 | 220 | 0.7619 | 0.4341 | 0.5580 | 0.7664 | 0.8953 | 0.0462 | 0.7732 | 0.0 | 0.8552 | 0.8443 | 0.4920 | 0.7358 | 0.0458 | 0.5370 | 0.0 | 0.6896 | 0.5557 | 0.4749 |
| 1.177 | 0.65 | 240 | 0.7722 | 0.4191 | 0.5324 | 0.7538 | 0.9128 | 0.0950 | 0.7406 | 0.0 | 0.8794 | 0.7236 | 0.3755 | 0.7230 | 0.0945 | 0.4920 | 0.0 | 0.6798 | 0.5699 | 0.3745 |
| 0.7819 | 0.7 | 260 | 0.7664 | 0.4015 | 0.5032 | 0.7414 | 0.9350 | 0.0834 | 0.3838 | 0.0 | 0.8537 | 0.7514 | 0.5153 | 0.6864 | 0.0821 | 0.2828 | 0.0 | 0.6919 | 0.5665 | 0.5011 |
| 0.7828 | 0.76 | 280 | 0.7064 | 0.4645 | 0.5823 | 0.7789 | 0.8782 | 0.1966 | 0.8202 | 0.0 | 0.9030 | 0.7815 | 0.4968 | 0.7609 | 0.1911 | 0.5326 | 0.0 | 0.6956 | 0.5829 | 0.4883 |
| 0.6092 | 0.81 | 300 | 0.7097 | 0.5114 | 0.6268 | 0.7947 | 0.9039 | 0.5025 | 0.7176 | 0.0 | 0.8930 | 0.8421 | 0.5283 | 0.7870 | 0.4181 | 0.5706 | 0.0 | 0.6882 | 0.6010 | 0.5149 |
| 1.7916 | 0.86 | 320 | 0.6693 | 0.5099 | 0.6222 | 0.7982 | 0.9064 | 0.4097 | 0.8063 | 0.0 | 0.8941 | 0.8109 | 0.5281 | 0.7762 | 0.3720 | 0.5858 | 0.0 | 0.7113 | 0.6113 | 0.5130 |
| 0.7345 | 0.92 | 340 | 0.6743 | 0.5055 | 0.6143 | 0.7979 | 0.9100 | 0.3940 | 0.7794 | 0.0 | 0.9127 | 0.8028 | 0.5009 | 0.7780 | 0.3587 | 0.6001 | 0.0 | 0.7140 | 0.5964 | 0.4915 |
| 0.637 | 0.97 | 360 | 0.6245 | 0.5222 | 0.6306 | 0.8067 | 0.9141 | 0.4131 | 0.7853 | 0.0 | 0.8914 | 0.8234 | 0.5870 | 0.7888 | 0.3803 | 0.6094 | 0.0 | 0.7178 | 0.6178 | 0.5414 |
| 0.8406 | 1.03 | 380 | 0.6479 | 0.5206 | 0.6254 | 0.8043 | 0.9103 | 0.4757 | 0.7567 | 0.0 | 0.9263 | 0.7775 | 0.5312 | 0.7995 | 0.4132 | 0.6059 | 0.0 | 0.7047 | 0.6121 | 0.5091 |
| 0.9531 | 1.08 | 400 | 0.6132 | 0.5323 | 0.6444 | 0.8113 | 0.9146 | 0.5178 | 0.8316 | 0.0 | 0.9081 | 0.8024 | 0.5364 | 0.8080 | 0.4352 | 0.6308 | 0.0 | 0.7162 | 0.6211 | 0.5151 |
| 0.6297 | 1.14 | 420 | 0.6529 | 0.5191 | 0.6509 | 0.7944 | 0.9257 | 0.5420 | 0.8718 | 0.0 | 0.7996 | 0.8808 | 0.5366 | 0.7799 | 0.4613 | 0.5873 | 0.0 | 0.6893 | 0.6036 | 0.5119 |
| 0.4527 | 1.19 | 440 | 0.6055 | 0.5393 | 0.6617 | 0.8136 | 0.9146 | 0.5618 | 0.8581 | 0.0 | 0.8712 | 0.8413 | 0.5852 | 0.8082 | 0.4572 | 0.6102 | 0.0 | 0.7232 | 0.6275 | 0.5490 |
| 0.3314 | 1.24 | 460 | 0.6061 | 0.5426 | 0.6457 | 0.8187 | 0.9256 | 0.4963 | 0.7948 | 0.0 | 0.9067 | 0.7824 | 0.6142 | 0.8083 | 0.4497 | 0.6202 | 0.0 | 0.7307 | 0.6162 | 0.5734 |
| 0.5344 | 1.3 | 480 | 0.6365 | 0.5289 | 0.6559 | 0.8089 | 0.9062 | 0.5875 | 0.8884 | 0.0 | 0.8953 | 0.7999 | 0.5137 | 0.8089 | 0.4373 | 0.6093 | 0.0 | 0.7265 | 0.6329 | 0.4873 |
| 1.0977 | 1.35 | 500 | 0.6129 | 0.5325 | 0.6456 | 0.8098 | 0.9402 | 0.6061 | 0.7829 | 0.0 | 0.8902 | 0.7751 | 0.5248 | 0.7957 | 0.4603 | 0.6199 | 0.0 | 0.7236 | 0.6247 | 0.5035 |
| 0.5028 | 1.41 | 520 | 0.6530 | 0.5303 | 0.6531 | 0.8049 | 0.9023 | 0.6113 | 0.7989 | 0.0 | 0.8993 | 0.8574 | 0.5029 | 0.8103 | 0.4972 | 0.6195 | 0.0 | 0.7036 | 0.5900 | 0.4914 |
| 0.4093 | 1.46 | 540 | 0.6043 | 0.5327 | 0.6330 | 0.8096 | 0.9220 | 0.5348 | 0.7972 | 0.0 | 0.9261 | 0.7064 | 0.5442 | 0.8086 | 0.4678 | 0.6166 | 0.0 | 0.7056 | 0.6094 | 0.5207 |
| 0.4392 | 1.51 | 560 | 0.5532 | 0.5729 | 0.6868 | 0.8318 | 0.9135 | 0.6389 | 0.8304 | 0.0 | 0.8862 | 0.8367 | 0.7019 | 0.8082 | 0.5218 | 0.6223 | 0.0 | 0.7509 | 0.6559 | 0.6515 |
| 0.4156 | 1.57 | 580 | 0.5921 | 0.5594 | 0.6634 | 0.8223 | 0.9162 | 0.6216 | 0.8008 | 0.0 | 0.9240 | 0.8058 | 0.5757 | 0.8100 | 0.5296 | 0.6424 | 0.0 | 0.7249 | 0.6494 | 0.5593 |
| 0.5817 | 1.62 | 600 | 0.6145 | 0.5603 | 0.6917 | 0.8233 | 0.9267 | 0.7580 | 0.8471 | 0.0 | 0.8722 | 0.8801 | 0.5577 | 0.8163 | 0.5487 | 0.6300 | 0.0 | 0.7402 | 0.6417 | 0.5450 |
| 0.3551 | 1.68 | 620 | 0.5390 | 0.5859 | 0.7156 | 0.8361 | 0.9135 | 0.8256 | 0.8467 | 0.0 | 0.8715 | 0.8494 | 0.7025 | 0.8289 | 0.5863 | 0.6466 | 0.0 | 0.7419 | 0.6485 | 0.6492 |
| 0.453 | 1.73 | 640 | 0.5088 | 0.5999 | 0.7029 | 0.8466 | 0.9237 | 0.7069 | 0.8011 | 0.0 | 0.9102 | 0.8441 | 0.7345 | 0.8305 | 0.5881 | 0.6650 | 0.0 | 0.7576 | 0.6760 | 0.6822 |
| 1.2453 | 1.78 | 660 | 0.5524 | 0.5847 | 0.6951 | 0.8369 | 0.9104 | 0.6767 | 0.8362 | 0.0 | 0.9038 | 0.8516 | 0.6871 | 0.8318 | 0.5614 | 0.6554 | 0.0 | 0.7336 | 0.6489 | 0.6621 |
| 0.7462 | 1.84 | 680 | 0.5106 | 0.6009 | 0.7035 | 0.8458 | 0.9255 | 0.7246 | 0.8720 | 0.0 | 0.9117 | 0.7932 | 0.6975 | 0.8210 | 0.6033 | 0.6703 | 0.0 | 0.7621 | 0.6712 | 0.6782 |
| 0.5394 | 1.89 | 700 | 0.5511 | 0.6024 | 0.7181 | 0.8431 | 0.8944 | 0.7458 | 0.8676 | 0.0002 | 0.8938 | 0.8785 | 0.7462 | 0.8143 | 0.6177 | 0.6510 | 0.0002 | 0.7569 | 0.6770 | 0.7000 |
| 0.687 | 1.95 | 720 | 0.5729 | 0.5931 | 0.7128 | 0.8334 | 0.8541 | 0.7522 | 0.8466 | 0.0 | 0.8989 | 0.8057 | 0.8324 | 0.7866 | 0.6072 | 0.6188 | 0.0 | 0.7447 | 0.6640 | 0.7302 |
| 1.8817 | 2.0 | 740 | 0.5696 | 0.5922 | 0.7055 | 0.8409 | 0.9274 | 0.7567 | 0.7970 | 0.0004 | 0.8907 | 0.8681 | 0.6980 | 0.8139 | 0.5882 | 0.6528 | 0.0004 | 0.7629 | 0.6662 | 0.6612 |
| 0.3863 | 2.05 | 760 | 0.5317 | 0.5858 | 0.6944 | 0.8390 | 0.9085 | 0.7019 | 0.8568 | 0.0004 | 0.9237 | 0.7845 | 0.6850 | 0.8275 | 0.5633 | 0.6667 | 0.0004 | 0.7480 | 0.6380 | 0.6568 |
| 0.4857 | 2.11 | 780 | 0.5299 | 0.5867 | 0.7092 | 0.8366 | 0.8941 | 0.7602 | 0.8367 | 0.0113 | 0.9016 | 0.8441 | 0.7162 | 0.8195 | 0.5735 | 0.6947 | 0.0113 | 0.7573 | 0.6176 | 0.6331 |
| 0.4574 | 2.16 | 800 | 0.4897 | 0.6125 | 0.7202 | 0.8538 | 0.9369 | 0.7566 | 0.8603 | 0.0110 | 0.8903 | 0.8365 | 0.7495 | 0.8322 | 0.5830 | 0.7061 | 0.0110 | 0.7690 | 0.6780 | 0.7082 |
| 1.2893 | 2.22 | 820 | 0.4904 | 0.6083 | 0.7060 | 0.8501 | 0.9106 | 0.7215 | 0.7903 | 0.0066 | 0.9298 | 0.7943 | 0.7891 | 0.8376 | 0.5719 | 0.7046 | 0.0066 | 0.7425 | 0.6604 | 0.7342 |
| 0.3318 | 2.27 | 840 | 0.5034 | 0.6084 | 0.7443 | 0.8465 | 0.9073 | 0.8481 | 0.9087 | 0.0175 | 0.8324 | 0.8653 | 0.8304 | 0.8301 | 0.6099 | 0.6466 | 0.0175 | 0.7525 | 0.6664 | 0.7359 |
| 0.7274 | 2.32 | 860 | 0.5037 | 0.6095 | 0.7283 | 0.8495 | 0.9094 | 0.7908 | 0.8544 | 0.0246 | 0.8896 | 0.8579 | 0.7715 | 0.8239 | 0.6145 | 0.6409 | 0.0246 | 0.7778 | 0.6544 | 0.7302 |
| 0.2701 | 2.38 | 880 | 0.4549 | 0.6217 | 0.7399 | 0.8567 | 0.9149 | 0.8438 | 0.8606 | 0.0327 | 0.8966 | 0.8430 | 0.7875 | 0.8370 | 0.6066 | 0.6989 | 0.0327 | 0.7736 | 0.6696 | 0.7338 |
| 0.7689 | 2.43 | 900 | 0.4638 | 0.6372 | 0.7440 | 0.8630 | 0.9084 | 0.8053 | 0.8739 | 0.0723 | 0.9211 | 0.8214 | 0.8054 | 0.8440 | 0.6305 | 0.6970 | 0.0723 | 0.7779 | 0.6641 | 0.7749 |
| 0.9057 | 2.49 | 920 | 0.4861 | 0.6244 | 0.7361 | 0.8576 | 0.9113 | 0.7860 | 0.8618 | 0.0268 | 0.8999 | 0.8763 | 0.7906 | 0.8372 | 0.6200 | 0.6959 | 0.0268 | 0.7706 | 0.6673 | 0.7534 |
| 0.4402 | 2.54 | 940 | 0.4684 | 0.6285 | 0.7347 | 0.8587 | 0.9232 | 0.8211 | 0.8214 | 0.0369 | 0.8997 | 0.8182 | 0.8225 | 0.8471 | 0.6360 | 0.7181 | 0.0369 | 0.7598 | 0.6635 | 0.7384 |
| 0.5323 | 2.59 | 960 | 0.5211 | 0.6238 | 0.7290 | 0.8542 | 0.9292 | 0.7797 | 0.8183 | 0.0548 | 0.8885 | 0.8458 | 0.7864 | 0.8261 | 0.6093 | 0.6929 | 0.0548 | 0.7610 | 0.6825 | 0.7401 |
| 0.3023 | 2.65 | 980 | 0.5354 | 0.6030 | 0.7154 | 0.8478 | 0.9187 | 0.7808 | 0.8493 | 0.0235 | 0.9198 | 0.8300 | 0.6854 | 0.8381 | 0.5942 | 0.6901 | 0.0235 | 0.7623 | 0.6448 | 0.6679 |
| 0.4543 | 2.7 | 1000 | 0.5198 | 0.6117 | 0.7449 | 0.8484 | 0.9163 | 0.8640 | 0.8625 | 0.0540 | 0.8592 | 0.9093 | 0.7492 | 0.8439 | 0.6254 | 0.6749 | 0.0539 | 0.7631 | 0.6250 | 0.6962 |
| 0.3895 | 2.76 | 1020 | 0.5174 | 0.6274 | 0.7447 | 0.8562 | 0.9323 | 0.8145 | 0.8672 | 0.0671 | 0.8619 | 0.8897 | 0.7806 | 0.8467 | 0.6486 | 0.6881 | 0.0670 | 0.7666 | 0.6495 | 0.7251 |
| 0.2782 | 2.81 | 1040 | 0.4946 | 0.6339 | 0.7520 | 0.8574 | 0.9124 | 0.8106 | 0.8587 | 0.0948 | 0.8764 | 0.9153 | 0.7958 | 0.8325 | 0.6386 | 0.6997 | 0.0946 | 0.7773 | 0.6642 | 0.7307 |
| 0.4942 | 2.86 | 1060 | 0.5120 | 0.6234 | 0.7283 | 0.8505 | 0.9292 | 0.8251 | 0.8523 | 0.0801 | 0.9149 | 0.8401 | 0.6565 | 0.8105 | 0.6503 | 0.7118 | 0.0797 | 0.7799 | 0.6880 | 0.6436 |
| 0.4381 | 2.92 | 1080 | 0.4983 | 0.6212 | 0.7341 | 0.8497 | 0.9364 | 0.8388 | 0.8506 | 0.1094 | 0.8976 | 0.8516 | 0.6543 | 0.8150 | 0.6122 | 0.7030 | 0.1088 | 0.7781 | 0.6929 | 0.6383 |
| 0.3068 | 2.97 | 1100 | 0.4810 | 0.6381 | 0.7514 | 0.8591 | 0.9265 | 0.8078 | 0.9013 | 0.0818 | 0.8630 | 0.8842 | 0.7953 | 0.8313 | 0.6523 | 0.7002 | 0.0815 | 0.7721 | 0.6849 | 0.7446 |
| 0.359 | 3.03 | 1120 | 0.4442 | 0.6598 | 0.7630 | 0.8697 | 0.9335 | 0.8282 | 0.8824 | 0.1721 | 0.9068 | 0.8465 | 0.7713 | 0.8409 | 0.6478 | 0.7214 | 0.1701 | 0.7973 | 0.6896 | 0.7517 |
| 0.9712 | 3.08 | 1140 | 0.4595 | 0.6490 | 0.7589 | 0.8595 | 0.9024 | 0.7823 | 0.8386 | 0.1947 | 0.8985 | 0.8891 | 0.8066 | 0.8274 | 0.6393 | 0.6980 | 0.1919 | 0.7811 | 0.6527 | 0.7527 |
| 0.9749 | 3.14 | 1160 | 0.4557 | 0.6531 | 0.7585 | 0.8647 | 0.9180 | 0.8494 | 0.8345 | 0.1702 | 0.9225 | 0.8509 | 0.7639 | 0.8341 | 0.6295 | 0.7190 | 0.1675 | 0.7838 | 0.6935 | 0.7446 |
| 0.2994 | 3.19 | 1180 | 0.4756 | 0.6362 | 0.7491 | 0.8622 | 0.9186 | 0.8165 | 0.8692 | 0.0591 | 0.8875 | 0.8784 | 0.8145 | 0.8459 | 0.6472 | 0.6854 | 0.0587 | 0.7768 | 0.6755 | 0.7638 |
| 0.2181 | 3.24 | 1200 | 0.4904 | 0.6266 | 0.7280 | 0.8585 | 0.9324 | 0.7221 | 0.8585 | 0.0592 | 0.9003 | 0.8704 | 0.7530 | 0.8398 | 0.6149 | 0.6996 | 0.0563 | 0.7772 | 0.6744 | 0.7238 |
| 0.5907 | 3.3 | 1220 | 0.5001 | 0.6422 | 0.7463 | 0.8642 | 0.9217 | 0.7183 | 0.8707 | 0.1054 | 0.8825 | 0.8751 | 0.8503 | 0.8427 | 0.6143 | 0.7039 | 0.1013 | 0.7779 | 0.6731 | 0.7825 |
| 0.3174 | 3.35 | 1240 | 0.4629 | 0.6486 | 0.7537 | 0.8596 | 0.9221 | 0.8126 | 0.8176 | 0.2011 | 0.9011 | 0.8308 | 0.7909 | 0.8320 | 0.6382 | 0.6930 | 0.1973 | 0.7762 | 0.6748 | 0.7287 |
| 0.9913 | 3.41 | 1260 | 0.5059 | 0.6454 | 0.7423 | 0.8616 | 0.9192 | 0.7211 | 0.8417 | 0.1734 | 0.9158 | 0.8354 | 0.7898 | 0.8376 | 0.6134 | 0.6851 | 0.1673 | 0.7757 | 0.6847 | 0.7541 |
| 0.594 | 3.46 | 1280 | 0.4978 | 0.6499 | 0.7564 | 0.8641 | 0.9234 | 0.7176 | 0.8996 | 0.1993 | 0.8755 | 0.8285 | 0.8510 | 0.8385 | 0.5961 | 0.6907 | 0.1834 | 0.7839 | 0.6827 | 0.7742 |
| 0.3606 | 3.51 | 1300 | 0.4553 | 0.6745 | 0.7827 | 0.8730 | 0.9278 | 0.8154 | 0.8644 | 0.2862 | 0.8900 | 0.8579 | 0.8372 | 0.8536 | 0.6281 | 0.7173 | 0.2693 | 0.7924 | 0.6784 | 0.7821 |
| 0.2496 | 3.57 | 1320 | 0.4779 | 0.6537 | 0.7524 | 0.8650 | 0.9381 | 0.7943 | 0.8497 | 0.2063 | 0.9145 | 0.8173 | 0.7467 | 0.8372 | 0.6416 | 0.7134 | 0.2002 | 0.7955 | 0.6703 | 0.7176 |
| 0.4585 | 3.62 | 1340 | 0.4831 | 0.6602 | 0.7539 | 0.8677 | 0.9365 | 0.7896 | 0.8694 | 0.2350 | 0.9203 | 0.7235 | 0.8029 | 0.8464 | 0.6458 | 0.7212 | 0.2264 | 0.7868 | 0.6337 | 0.7611 |
| 0.3049 | 3.68 | 1360 | 0.4651 | 0.6745 | 0.7803 | 0.8699 | 0.9383 | 0.8015 | 0.8047 | 0.3400 | 0.8881 | 0.8867 | 0.8027 | 0.8571 | 0.6454 | 0.7250 | 0.3120 | 0.7901 | 0.6405 | 0.7512 |
| 0.8292 | 3.73 | 1380 | 0.4662 | 0.6804 | 0.7807 | 0.8739 | 0.9435 | 0.7807 | 0.8659 | 0.3394 | 0.8889 | 0.8257 | 0.8207 | 0.8536 | 0.6421 | 0.7443 | 0.3049 | 0.7961 | 0.6561 | 0.7661 |
| 0.3299 | 3.78 | 1400 | 0.4314 | 0.6869 | 0.7926 | 0.8747 | 0.9229 | 0.7418 | 0.8517 | 0.4578 | 0.9058 | 0.8336 | 0.8349 | 0.8604 | 0.6217 | 0.7513 | 0.3634 | 0.7984 | 0.6544 | 0.7589 |
| 0.2797 | 3.84 | 1420 | 0.4894 | 0.6547 | 0.7635 | 0.8597 | 0.9276 | 0.7365 | 0.8303 | 0.3512 | 0.9020 | 0.8735 | 0.7233 | 0.8455 | 0.6126 | 0.7413 | 0.2852 | 0.7865 | 0.6307 | 0.6810 |
| 0.4773 | 3.89 | 1440 | 0.4983 | 0.6631 | 0.7652 | 0.8687 | 0.9388 | 0.8061 | 0.8921 | 0.2478 | 0.9071 | 0.8083 | 0.7560 | 0.8528 | 0.6477 | 0.7304 | 0.2323 | 0.7924 | 0.6646 | 0.7211 |
| 1.1257 | 3.95 | 1460 | 0.4759 | 0.6409 | 0.7308 | 0.8658 | 0.9443 | 0.7182 | 0.8320 | 0.1004 | 0.9206 | 0.8346 | 0.7656 | 0.8452 | 0.6081 | 0.7408 | 0.0951 | 0.7865 | 0.6783 | 0.7324 |
| 0.4146 | 4.0 | 1480 | 0.4447 | 0.6743 | 0.7708 | 0.8730 | 0.9185 | 0.7105 | 0.8995 | 0.3146 | 0.9137 | 0.7890 | 0.8495 | 0.8499 | 0.6032 | 0.7433 | 0.2770 | 0.7908 | 0.6761 | 0.7800 |
| 0.247 | 4.05 | 1500 | 0.4617 | 0.6677 | 0.7749 | 0.8645 | 0.9282 | 0.7519 | 0.8744 | 0.3599 | 0.8824 | 0.8310 | 0.7966 | 0.8370 | 0.6169 | 0.7111 | 0.3129 | 0.7859 | 0.6736 | 0.7364 |
| 0.2868 | 4.11 | 1520 | 0.4976 | 0.6640 | 0.7671 | 0.8623 | 0.9411 | 0.7546 | 0.8310 | 0.3615 | 0.8860 | 0.8316 | 0.7639 | 0.8324 | 0.6275 | 0.7132 | 0.3215 | 0.7919 | 0.6548 | 0.7071 |
| 0.4645 | 4.16 | 1540 | 0.4701 | 0.6657 | 0.7674 | 0.8686 | 0.9253 | 0.7647 | 0.8576 | 0.2678 | 0.9047 | 0.8506 | 0.8010 | 0.8455 | 0.6336 | 0.7184 | 0.2481 | 0.7931 | 0.6830 | 0.7384 |
| 0.3623 | 4.22 | 1560 | 0.4887 | 0.6773 | 0.7871 | 0.8734 | 0.9318 | 0.8109 | 0.8683 | 0.3052 | 0.8794 | 0.8817 | 0.8324 | 0.8523 | 0.6352 | 0.7358 | 0.2812 | 0.7979 | 0.6737 | 0.7650 |
| 0.8344 | 4.27 | 1580 | 0.4911 | 0.6732 | 0.7857 | 0.8728 | 0.9205 | 0.8140 | 0.8770 | 0.2531 | 0.8766 | 0.9037 | 0.8552 | 0.8564 | 0.6502 | 0.7171 | 0.2384 | 0.7906 | 0.6723 | 0.7875 |
| 0.1409 | 4.32 | 1600 | 0.4735 | 0.6764 | 0.7763 | 0.8757 | 0.9316 | 0.8224 | 0.8617 | 0.2534 | 0.9103 | 0.8249 | 0.8299 | 0.8535 | 0.6488 | 0.7286 | 0.2430 | 0.8013 | 0.6948 | 0.7645 |
| 0.4398 | 4.38 | 1620 | 0.4830 | 0.6820 | 0.7941 | 0.8709 | 0.9065 | 0.7114 | 0.8315 | 0.5040 | 0.9072 | 0.8489 | 0.8494 | 0.8530 | 0.5943 | 0.7336 | 0.3566 | 0.7883 | 0.6695 | 0.7789 |
| 0.3379 | 4.43 | 1640 | 0.4664 | 0.6838 | 0.7842 | 0.8749 | 0.9217 | 0.6983 | 0.8737 | 0.4312 | 0.9116 | 0.8084 | 0.8444 | 0.8576 | 0.5941 | 0.7437 | 0.3459 | 0.7933 | 0.6760 | 0.7760 |
| 0.2342 | 4.49 | 1660 | 0.4703 | 0.6771 | 0.7869 | 0.8721 | 0.9355 | 0.7352 | 0.8944 | 0.4283 | 0.8918 | 0.8368 | 0.7864 | 0.8629 | 0.5971 | 0.7208 | 0.3525 | 0.7961 | 0.6644 | 0.7461 |
| 0.148 | 4.54 | 1680 | 0.5671 | 0.6553 | 0.7752 | 0.8594 | 0.9377 | 0.7633 | 0.8931 | 0.3852 | 0.8725 | 0.8710 | 0.7036 | 0.8569 | 0.6201 | 0.7142 | 0.3288 | 0.7899 | 0.6168 | 0.6603 |
| 0.202 | 4.59 | 1700 | 0.5108 | 0.6819 | 0.7964 | 0.8695 | 0.9365 | 0.7900 | 0.8888 | 0.4566 | 0.8726 | 0.8431 | 0.7876 | 0.8467 | 0.6424 | 0.7405 | 0.3440 | 0.7963 | 0.6810 | 0.7222 |
| 0.2107 | 4.65 | 1720 | 0.4934 | 0.6838 | 0.7900 | 0.8730 | 0.9253 | 0.7301 | 0.8546 | 0.4374 | 0.8957 | 0.8634 | 0.8239 | 0.8512 | 0.5960 | 0.7502 | 0.3568 | 0.7942 | 0.6805 | 0.7574 |
| 0.5085 | 4.7 | 1740 | 0.5234 | 0.6806 | 0.7843 | 0.8705 | 0.9371 | 0.7440 | 0.8956 | 0.3814 | 0.8739 | 0.8448 | 0.8133 | 0.8413 | 0.6311 | 0.7240 | 0.3318 | 0.7942 | 0.6990 | 0.7432 |
| 0.3162 | 4.76 | 1760 | 0.5976 | 0.6440 | 0.7734 | 0.8483 | 0.9272 | 0.7952 | 0.9161 | 0.3980 | 0.8581 | 0.8645 | 0.6544 | 0.8406 | 0.6433 | 0.7053 | 0.3131 | 0.7712 | 0.6232 | 0.6116 |
| 0.4468 | 4.81 | 1780 | 0.5528 | 0.6616 | 0.7922 | 0.8563 | 0.9287 | 0.7599 | 0.8737 | 0.5399 | 0.8717 | 0.9086 | 0.6627 | 0.8518 | 0.6196 | 0.7356 | 0.3876 | 0.7842 | 0.6112 | 0.6411 |
| 0.2914 | 4.86 | 1800 | 0.4448 | 0.6855 | 0.8009 | 0.8731 | 0.9382 | 0.7935 | 0.8643 | 0.4820 | 0.8858 | 0.8662 | 0.7763 | 0.8616 | 0.6218 | 0.7468 | 0.3700 | 0.7976 | 0.6694 | 0.7314 |
| 0.3376 | 4.92 | 1820 | 0.4391 | 0.6927 | 0.7955 | 0.8774 | 0.9252 | 0.7407 | 0.8542 | 0.4768 | 0.9156 | 0.8381 | 0.8182 | 0.8606 | 0.6084 | 0.7608 | 0.3708 | 0.7959 | 0.6706 | 0.7822 |
| 0.3751 | 4.97 | 1840 | 0.4395 | 0.7040 | 0.8084 | 0.8803 | 0.9272 | 0.7596 | 0.8446 | 0.4874 | 0.8938 | 0.9010 | 0.8449 | 0.8613 | 0.6312 | 0.7617 | 0.3956 | 0.7935 | 0.6819 | 0.8028 |
| 0.178 | 5.03 | 1860 | 0.4407 | 0.6937 | 0.8031 | 0.8773 | 0.9406 | 0.7685 | 0.8876 | 0.4798 | 0.8827 | 0.8525 | 0.8103 | 0.8658 | 0.6382 | 0.7346 | 0.3686 | 0.7968 | 0.6835 | 0.7681 |
| 0.3075 | 5.08 | 1880 | 0.4485 | 0.6878 | 0.7883 | 0.8770 | 0.9411 | 0.6814 | 0.8326 | 0.5002 | 0.9071 | 0.8429 | 0.8130 | 0.8644 | 0.5854 | 0.7454 | 0.3662 | 0.7967 | 0.6784 | 0.7783 |
| 0.3155 | 5.14 | 1900 | 0.4399 | 0.6962 | 0.8050 | 0.8761 | 0.9352 | 0.8200 | 0.8642 | 0.4813 | 0.8897 | 0.8217 | 0.8226 | 0.8543 | 0.6421 | 0.7495 | 0.3825 | 0.7953 | 0.6951 | 0.7549 |
| 0.2081 | 5.19 | 1920 | 0.4378 | 0.7054 | 0.8064 | 0.8827 | 0.9331 | 0.8320 | 0.8833 | 0.4178 | 0.9041 | 0.8469 | 0.8278 | 0.8627 | 0.6702 | 0.7516 | 0.3508 | 0.7990 | 0.7127 | 0.7910 |
| 0.4906 | 5.24 | 1940 | 0.4397 | 0.7017 | 0.8146 | 0.8772 | 0.9188 | 0.8495 | 0.8683 | 0.4437 | 0.8827 | 0.8972 | 0.8419 | 0.8578 | 0.6533 | 0.7541 | 0.3838 | 0.7843 | 0.7012 | 0.7773 |
| 0.1855 | 5.3 | 1960 | 0.4616 | 0.6914 | 0.8004 | 0.8745 | 0.9245 | 0.7732 | 0.8977 | 0.4276 | 0.8822 | 0.8784 | 0.8191 | 0.8531 | 0.6409 | 0.7521 | 0.3624 | 0.7931 | 0.6883 | 0.7500 |
| 0.3019 | 5.35 | 1980 | 0.4658 | 0.6902 | 0.7901 | 0.8740 | 0.9221 | 0.7511 | 0.8538 | 0.4708 | 0.9197 | 0.7969 | 0.8167 | 0.8518 | 0.6226 | 0.7643 | 0.3793 | 0.7932 | 0.6694 | 0.7510 |
| 0.2349 | 5.41 | 2000 | 0.4969 | 0.6752 | 0.7835 | 0.8682 | 0.9260 | 0.7555 | 0.8678 | 0.4031 | 0.8963 | 0.8608 | 0.7746 | 0.8603 | 0.6412 | 0.7587 | 0.3488 | 0.7958 | 0.6117 | 0.7098 |
| 0.6845 | 5.46 | 2020 | 0.4809 | 0.6869 | 0.8029 | 0.8713 | 0.9326 | 0.8102 | 0.8850 | 0.4438 | 0.8600 | 0.8531 | 0.8357 | 0.8624 | 0.6586 | 0.7590 | 0.3593 | 0.7824 | 0.6246 | 0.7619 |
| 0.1687 | 5.51 | 2040 | 0.4282 | 0.7010 | 0.8068 | 0.8790 | 0.9320 | 0.8177 | 0.8642 | 0.4669 | 0.9015 | 0.8591 | 0.8059 | 0.8592 | 0.6517 | 0.7646 | 0.3818 | 0.7980 | 0.6817 | 0.7702 |
| 0.3555 | 5.57 | 2060 | 0.4627 | 0.6923 | 0.7981 | 0.8755 | 0.9458 | 0.7103 | 0.8504 | 0.5134 | 0.8782 | 0.8827 | 0.8058 | 0.8554 | 0.6083 | 0.7531 | 0.3919 | 0.7967 | 0.6811 | 0.7593 |
| 0.3006 | 5.62 | 2080 | 0.4758 | 0.6888 | 0.8039 | 0.8736 | 0.9239 | 0.7116 | 0.8500 | 0.5832 | 0.8970 | 0.8409 | 0.8206 | 0.8595 | 0.5948 | 0.7377 | 0.3947 | 0.7952 | 0.6844 | 0.7553 |
| 0.1909 | 5.68 | 2100 | 0.5164 | 0.6708 | 0.7887 | 0.8634 | 0.9366 | 0.7535 | 0.8412 | 0.5040 | 0.8853 | 0.8875 | 0.7126 | 0.8649 | 0.6044 | 0.7471 | 0.3775 | 0.7730 | 0.6505 | 0.6781 |
| 0.1298 | 5.73 | 2120 | 0.4719 | 0.6907 | 0.8048 | 0.8754 | 0.9197 | 0.7386 | 0.8630 | 0.5636 | 0.9034 | 0.7945 | 0.8508 | 0.8587 | 0.5945 | 0.7715 | 0.3663 | 0.7952 | 0.6657 | 0.7833 |
| 0.4167 | 5.78 | 2140 | 0.4801 | 0.6937 | 0.8060 | 0.8764 | 0.9225 | 0.7367 | 0.8686 | 0.5372 | 0.8945 | 0.8355 | 0.8471 | 0.8622 | 0.6013 | 0.7672 | 0.3903 | 0.7943 | 0.6654 | 0.7749 |
| 0.1717 | 5.84 | 2160 | 0.5276 | 0.6703 | 0.7827 | 0.8624 | 0.9348 | 0.7363 | 0.8846 | 0.4353 | 0.8702 | 0.8796 | 0.7382 | 0.8528 | 0.6274 | 0.7190 | 0.3811 | 0.7778 | 0.6236 | 0.7102 |
| 0.2303 | 5.89 | 2180 | 0.4999 | 0.6868 | 0.7950 | 0.8726 | 0.9112 | 0.7915 | 0.8782 | 0.4238 | 0.9146 | 0.8532 | 0.7925 | 0.8551 | 0.6426 | 0.7221 | 0.3567 | 0.7900 | 0.6791 | 0.7622 |
| 0.3475 | 5.95 | 2200 | 0.4783 | 0.6961 | 0.8122 | 0.8730 | 0.9255 | 0.8479 | 0.8630 | 0.5174 | 0.8952 | 0.8707 | 0.7654 | 0.8586 | 0.6580 | 0.7578 | 0.3956 | 0.7845 | 0.6948 | 0.7237 |
| 0.3662 | 6.0 | 2220 | 0.5238 | 0.6894 | 0.7961 | 0.8685 | 0.9335 | 0.8246 | 0.8653 | 0.4771 | 0.8993 | 0.8467 | 0.7261 | 0.8543 | 0.6671 | 0.7621 | 0.3943 | 0.7742 | 0.6805 | 0.6932 |
| 0.318 | 6.05 | 2240 | 0.4639 | 0.7007 | 0.8073 | 0.8766 | 0.9228 | 0.8070 | 0.8638 | 0.4879 | 0.9013 | 0.8522 | 0.8162 | 0.8630 | 0.6605 | 0.7610 | 0.3921 | 0.7846 | 0.6852 | 0.7586 |
| 0.2406 | 6.11 | 2260 | 0.4532 | 0.7060 | 0.8107 | 0.8807 | 0.9294 | 0.8086 | 0.8812 | 0.4703 | 0.8904 | 0.8375 | 0.8575 | 0.8600 | 0.6627 | 0.7584 | 0.3876 | 0.7963 | 0.6931 | 0.7843 |
| 0.2521 | 6.16 | 2280 | 0.5303 | 0.6836 | 0.8013 | 0.8649 | 0.9314 | 0.7973 | 0.8723 | 0.5140 | 0.8745 | 0.8990 | 0.7206 | 0.8617 | 0.6634 | 0.7422 | 0.3974 | 0.7653 | 0.6672 | 0.6877 |
| 0.3682 | 6.22 | 2300 | 0.4872 | 0.6991 | 0.8096 | 0.8769 | 0.9385 | 0.8007 | 0.8556 | 0.5189 | 0.8812 | 0.8445 | 0.8276 | 0.8604 | 0.6454 | 0.7445 | 0.3880 | 0.7897 | 0.6958 | 0.7700 |
| 0.2375 | 6.27 | 2320 | 0.5122 | 0.7005 | 0.8031 | 0.8764 | 0.9361 | 0.7812 | 0.8391 | 0.5068 | 0.8956 | 0.8495 | 0.8133 | 0.8528 | 0.6484 | 0.7545 | 0.4079 | 0.7950 | 0.6965 | 0.7482 |
| 0.2016 | 6.32 | 2340 | 0.5179 | 0.6681 | 0.7813 | 0.8652 | 0.9287 | 0.8025 | 0.9013 | 0.3811 | 0.9038 | 0.8525 | 0.6991 | 0.8573 | 0.6532 | 0.7251 | 0.3362 | 0.7960 | 0.6402 | 0.6690 |
| 0.3004 | 6.38 | 2360 | 0.5304 | 0.6753 | 0.7917 | 0.8656 | 0.9263 | 0.8587 | 0.8450 | 0.4287 | 0.9053 | 0.8642 | 0.7137 | 0.8554 | 0.6586 | 0.7352 | 0.3698 | 0.7921 | 0.6325 | 0.6834 |
| 0.2964 | 6.43 | 2380 | 0.4926 | 0.7003 | 0.8086 | 0.8749 | 0.9319 | 0.8082 | 0.8491 | 0.5135 | 0.8856 | 0.8568 | 0.8154 | 0.8478 | 0.6560 | 0.7508 | 0.4095 | 0.7935 | 0.6932 | 0.7513 |
| 0.3581 | 6.49 | 2400 | 0.4978 | 0.7056 | 0.8147 | 0.8789 | 0.9219 | 0.8106 | 0.8758 | 0.4859 | 0.8868 | 0.8750 | 0.8467 | 0.8554 | 0.6623 | 0.7478 | 0.4092 | 0.7976 | 0.6903 | 0.7767 |
| 0.2314 | 6.54 | 2420 | 0.5135 | 0.7069 | 0.8124 | 0.8806 | 0.9216 | 0.8201 | 0.8698 | 0.4748 | 0.8957 | 0.8311 | 0.8739 | 0.8529 | 0.6531 | 0.7548 | 0.3895 | 0.7970 | 0.7054 | 0.7959 |
| 0.2579 | 6.59 | 2440 | 0.5198 | 0.7065 | 0.8177 | 0.8774 | 0.9268 | 0.8008 | 0.8579 | 0.5449 | 0.8749 | 0.8501 | 0.8685 | 0.8587 | 0.6586 | 0.7613 | 0.4115 | 0.7841 | 0.7070 | 0.7645 |
| 0.2868 | 6.65 | 2460 | 0.4945 | 0.7088 | 0.8165 | 0.8816 | 0.9211 | 0.7457 | 0.8820 | 0.5451 | 0.8926 | 0.8669 | 0.8625 | 0.8590 | 0.6359 | 0.7593 | 0.4065 | 0.7987 | 0.7092 | 0.7932 |
| 0.1662 | 6.7 | 2480 | 0.5108 | 0.6747 | 0.7882 | 0.8665 | 0.9180 | 0.7134 | 0.8785 | 0.4941 | 0.8982 | 0.8366 | 0.7787 | 0.8438 | 0.5949 | 0.7428 | 0.3568 | 0.7933 | 0.6736 | 0.7176 |
| 0.4887 | 6.76 | 2500 | 0.5402 | 0.6787 | 0.7846 | 0.8676 | 0.9325 | 0.7387 | 0.8802 | 0.4523 | 0.8937 | 0.8354 | 0.7598 | 0.8441 | 0.6263 | 0.7582 | 0.3668 | 0.7947 | 0.6628 | 0.6979 |
| 0.2958 | 6.81 | 2520 | 0.5463 | 0.6879 | 0.8021 | 0.8693 | 0.9166 | 0.7788 | 0.8735 | 0.4952 | 0.8866 | 0.8606 | 0.8033 | 0.8506 | 0.6427 | 0.7519 | 0.3907 | 0.7843 | 0.6571 | 0.7384 |
| 0.1797 | 6.86 | 2540 | 0.5422 | 0.6755 | 0.7921 | 0.8630 | 0.9257 | 0.8059 | 0.8971 | 0.4600 | 0.8825 | 0.8415 | 0.7323 | 0.8440 | 0.6593 | 0.7343 | 0.3841 | 0.7896 | 0.6389 | 0.6784 |
| 0.3753 | 6.92 | 2560 | 0.5063 | 0.6908 | 0.8078 | 0.8715 | 0.9315 | 0.8338 | 0.8600 | 0.5039 | 0.8815 | 0.8582 | 0.7853 | 0.8502 | 0.6637 | 0.7301 | 0.3682 | 0.7913 | 0.6859 | 0.7463 |
| 0.2522 | 6.97 | 2580 | 0.5076 | 0.7051 | 0.8176 | 0.8795 | 0.9245 | 0.8097 | 0.8640 | 0.5244 | 0.8831 | 0.8414 | 0.8761 | 0.8574 | 0.6570 | 0.7438 | 0.3786 | 0.7951 | 0.7094 | 0.7947 |
| 0.1963 | 7.03 | 2600 | 0.5412 | 0.6953 | 0.8033 | 0.8755 | 0.9257 | 0.8008 | 0.8806 | 0.4512 | 0.8876 | 0.8389 | 0.8382 | 0.8524 | 0.6578 | 0.7383 | 0.3740 | 0.7959 | 0.6813 | 0.7676 |
| 0.2533 | 7.08 | 2620 | 0.5306 | 0.6941 | 0.8020 | 0.8749 | 0.9250 | 0.8002 | 0.8596 | 0.4599 | 0.8929 | 0.8457 | 0.8310 | 0.8526 | 0.6567 | 0.7543 | 0.3649 | 0.7948 | 0.6773 | 0.7584 |
| 0.5541 | 7.14 | 2640 | 0.4998 | 0.6890 | 0.8018 | 0.8720 | 0.9232 | 0.7654 | 0.8556 | 0.5372 | 0.8919 | 0.7927 | 0.8463 | 0.8573 | 0.6352 | 0.7635 | 0.3538 | 0.7833 | 0.6576 | 0.7724 |
| 0.0754 | 7.19 | 2660 | 0.5106 | 0.6958 | 0.8093 | 0.8759 | 0.9283 | 0.8220 | 0.8579 | 0.4752 | 0.8801 | 0.8556 | 0.8459 | 0.8570 | 0.6494 | 0.7530 | 0.3634 | 0.7918 | 0.6893 | 0.7669 |
| 0.2814 | 7.24 | 2680 | 0.4975 | 0.6984 | 0.8098 | 0.8768 | 0.9245 | 0.8033 | 0.8694 | 0.4664 | 0.8791 | 0.8741 | 0.8522 | 0.8568 | 0.6600 | 0.7555 | 0.3510 | 0.7891 | 0.6977 | 0.7788 |
| 0.2554 | 7.3 | 2700 | 0.5054 | 0.7003 | 0.8036 | 0.8779 | 0.9225 | 0.8051 | 0.8610 | 0.4625 | 0.9101 | 0.8438 | 0.8204 | 0.8561 | 0.6545 | 0.7509 | 0.3953 | 0.7986 | 0.6869 | 0.7602 |
| 0.3146 | 7.35 | 2720 | 0.5127 | 0.6946 | 0.7991 | 0.8764 | 0.9263 | 0.7836 | 0.8618 | 0.4574 | 0.9023 | 0.8321 | 0.8299 | 0.8564 | 0.6548 | 0.7525 | 0.3664 | 0.7994 | 0.6725 | 0.7600 |
| 0.2087 | 7.41 | 2740 | 0.5040 | 0.6965 | 0.8015 | 0.8755 | 0.9326 | 0.7905 | 0.8362 | 0.4804 | 0.8916 | 0.8476 | 0.8315 | 0.8541 | 0.6544 | 0.7533 | 0.3868 | 0.7943 | 0.6721 | 0.7607 |
| 0.1496 | 7.46 | 2760 | 0.5244 | 0.6893 | 0.7867 | 0.8743 | 0.9272 | 0.7775 | 0.8650 | 0.4209 | 0.9172 | 0.7854 | 0.8139 | 0.8556 | 0.6555 | 0.7573 | 0.3754 | 0.7983 | 0.6397 | 0.7434 |
| 0.3823 | 7.51 | 2780 | 0.5747 | 0.6768 | 0.7897 | 0.8643 | 0.9148 | 0.7911 | 0.8751 | 0.4695 | 0.9054 | 0.8193 | 0.7525 | 0.8540 | 0.6638 | 0.7402 | 0.3878 | 0.7889 | 0.6162 | 0.6866 |
| 0.2446 | 7.57 | 2800 | 0.6275 | 0.6678 | 0.7875 | 0.8619 | 0.9218 | 0.7070 | 0.8815 | 0.5210 | 0.8876 | 0.8579 | 0.7355 | 0.8564 | 0.6162 | 0.7259 | 0.3794 | 0.7888 | 0.6316 | 0.6763 |
| 0.2835 | 7.62 | 2820 | 0.5051 | 0.6959 | 0.8041 | 0.8762 | 0.9263 | 0.8025 | 0.8453 | 0.5165 | 0.9079 | 0.7984 | 0.8319 | 0.8567 | 0.6381 | 0.7513 | 0.3942 | 0.7988 | 0.6717 | 0.7606 |
| 0.2461 | 7.68 | 2840 | 0.4727 | 0.7052 | 0.8061 | 0.8823 | 0.9331 | 0.7872 | 0.8752 | 0.4974 | 0.9138 | 0.8080 | 0.8281 | 0.8625 | 0.6577 | 0.7555 | 0.3805 | 0.8062 | 0.6868 | 0.7876 |
| 1.5004 | 7.73 | 2860 | 0.4791 | 0.7056 | 0.8100 | 0.8830 | 0.9410 | 0.8027 | 0.8831 | 0.4808 | 0.8950 | 0.8375 | 0.8298 | 0.8652 | 0.6591 | 0.7512 | 0.3775 | 0.8080 | 0.6986 | 0.7794 |
| 0.1986 | 7.78 | 2880 | 0.5078 | 0.6965 | 0.7987 | 0.8790 | 0.9429 | 0.7843 | 0.8732 | 0.4093 | 0.8797 | 0.8623 | 0.8391 | 0.8571 | 0.6569 | 0.7405 | 0.3438 | 0.7997 | 0.6984 | 0.7788 |
| 0.2339 | 7.84 | 2900 | 0.5000 | 0.7044 | 0.8077 | 0.8810 | 0.9319 | 0.7377 | 0.8550 | 0.5302 | 0.9025 | 0.8697 | 0.8269 | 0.8614 | 0.6325 | 0.7542 | 0.4047 | 0.8033 | 0.6984 | 0.7766 |
| 0.0837 | 7.89 | 2920 | 0.5007 | 0.6982 | 0.8144 | 0.8763 | 0.9253 | 0.7582 | 0.8479 | 0.6030 | 0.8950 | 0.8469 | 0.8248 | 0.8550 | 0.6169 | 0.7484 | 0.4139 | 0.8027 | 0.6928 | 0.7577 |
| 1.3492 | 7.95 | 2940 | 0.5037 | 0.7013 | 0.8103 | 0.8780 | 0.9140 | 0.7773 | 0.8419 | 0.5456 | 0.9124 | 0.8252 | 0.8556 | 0.8571 | 0.6288 | 0.7564 | 0.4051 | 0.7975 | 0.6892 | 0.7750 |
| 0.1609 | 8.0 | 2960 | 0.5388 | 0.6951 | 0.8070 | 0.8771 | 0.9309 | 0.7180 | 0.8600 | 0.5458 | 0.8846 | 0.8751 | 0.8346 | 0.8616 | 0.6048 | 0.7611 | 0.3913 | 0.7982 | 0.6846 | 0.7640 |
| 0.1974 | 8.05 | 2980 | 0.5616 | 0.6876 | 0.7942 | 0.8735 | 0.9369 | 0.7196 | 0.8774 | 0.4704 | 0.8778 | 0.8559 | 0.8217 | 0.8551 | 0.6205 | 0.7453 | 0.3603 | 0.7912 | 0.6828 | 0.7575 |
| 0.3758 | 8.11 | 3000 | 0.5371 | 0.6905 | 0.7959 | 0.8751 | 0.9300 | 0.7476 | 0.8519 | 0.4906 | 0.9060 | 0.8422 | 0.8033 | 0.8609 | 0.6354 | 0.7528 | 0.3878 | 0.8035 | 0.6576 | 0.7357 |
| 0.3258 | 8.16 | 3020 | 0.5377 | 0.7041 | 0.8142 | 0.8800 | 0.9247 | 0.8074 | 0.8684 | 0.4980 | 0.8955 | 0.8712 | 0.8341 | 0.8620 | 0.6547 | 0.7613 | 0.4021 | 0.8047 | 0.6799 | 0.7639 |
| 0.6562 | 8.22 | 3040 | 0.5174 | 0.6983 | 0.8014 | 0.8770 | 0.9314 | 0.7726 | 0.8735 | 0.5109 | 0.9061 | 0.7972 | 0.8180 | 0.8600 | 0.6557 | 0.7687 | 0.3960 | 0.7985 | 0.6545 | 0.7546 |
| 0.1986 | 8.27 | 3060 | 0.4938 | 0.6974 | 0.8105 | 0.8764 | 0.9298 | 0.8153 | 0.8806 | 0.5178 | 0.8897 | 0.8100 | 0.8299 | 0.8614 | 0.6635 | 0.7664 | 0.3697 | 0.7956 | 0.6648 | 0.7607 |
| 0.2218 | 8.32 | 3080 | 0.4929 | 0.6988 | 0.8076 | 0.8781 | 0.9372 | 0.8038 | 0.8684 | 0.4851 | 0.8902 | 0.8650 | 0.8035 | 0.8626 | 0.6487 | 0.7563 | 0.4011 | 0.8030 | 0.6678 | 0.7521 |
| 0.181 | 8.38 | 3100 | 0.4854 | 0.7063 | 0.8118 | 0.8812 | 0.9257 | 0.7996 | 0.8745 | 0.5019 | 0.8993 | 0.8189 | 0.8630 | 0.8637 | 0.6552 | 0.7577 | 0.4015 | 0.7980 | 0.6787 | 0.7892 |
| 0.204 | 8.43 | 3120 | 0.4932 | 0.7113 | 0.8182 | 0.8835 | 0.9217 | 0.7920 | 0.8898 | 0.5004 | 0.8925 | 0.8545 | 0.8763 | 0.8663 | 0.6615 | 0.7517 | 0.3951 | 0.7976 | 0.7067 | 0.8001 |
| 0.5453 | 8.49 | 3140 | 0.4829 | 0.7143 | 0.8229 | 0.8869 | 0.9246 | 0.8194 | 0.8835 | 0.5282 | 0.9107 | 0.8404 | 0.8534 | 0.8713 | 0.6598 | 0.7619 | 0.3889 | 0.8103 | 0.6973 | 0.8106 |
| 0.2292 | 8.54 | 3160 | 0.5237 | 0.7038 | 0.8241 | 0.8793 | 0.9210 | 0.8151 | 0.8620 | 0.5617 | 0.8857 | 0.8758 | 0.8471 | 0.8655 | 0.6544 | 0.7576 | 0.3918 | 0.8016 | 0.6845 | 0.7710 |
| 0.1385 | 8.59 | 3180 | 0.5481 | 0.6862 | 0.8014 | 0.8701 | 0.9265 | 0.7939 | 0.8747 | 0.5152 | 0.8964 | 0.8391 | 0.7637 | 0.8588 | 0.6542 | 0.7545 | 0.3946 | 0.7982 | 0.6452 | 0.6975 |
| 0.1635 | 8.65 | 3200 | 0.5343 | 0.6881 | 0.7996 | 0.8714 | 0.9318 | 0.8101 | 0.8753 | 0.4698 | 0.8906 | 0.8485 | 0.7714 | 0.8524 | 0.6505 | 0.7575 | 0.3919 | 0.7995 | 0.6584 | 0.7066 |
| 0.4739 | 8.7 | 3220 | 0.5714 | 0.6824 | 0.7937 | 0.8679 | 0.9211 | 0.7951 | 0.8765 | 0.4737 | 0.9050 | 0.8307 | 0.7536 | 0.8483 | 0.6485 | 0.7458 | 0.3918 | 0.7968 | 0.6535 | 0.6920 |
| 0.0793 | 8.76 | 3240 | 0.5943 | 0.6928 | 0.8056 | 0.8730 | 0.9282 | 0.8230 | 0.8639 | 0.4809 | 0.8898 | 0.8667 | 0.7871 | 0.8574 | 0.6578 | 0.7553 | 0.4043 | 0.7971 | 0.6536 | 0.7243 |
| 0.457 | 8.81 | 3260 | 0.5463 | 0.6962 | 0.8103 | 0.8747 | 0.9296 | 0.8083 | 0.8663 | 0.5222 | 0.8885 | 0.8611 | 0.7962 | 0.8615 | 0.6589 | 0.7576 | 0.4144 | 0.8003 | 0.6528 | 0.7283 |
| 0.1746 | 8.86 | 3280 | 0.5066 | 0.7015 | 0.8137 | 0.8776 | 0.9288 | 0.8112 | 0.8883 | 0.5120 | 0.8900 | 0.8623 | 0.8032 | 0.8597 | 0.6556 | 0.7580 | 0.4177 | 0.8038 | 0.6769 | 0.7386 |
| 0.1672 | 8.92 | 3300 | 0.4937 | 0.7096 | 0.8195 | 0.8820 | 0.9303 | 0.8124 | 0.8993 | 0.5266 | 0.8841 | 0.8154 | 0.8682 | 0.8624 | 0.6627 | 0.7619 | 0.3900 | 0.7968 | 0.6986 | 0.7950 |
| 0.2551 | 8.97 | 3320 | 0.4960 | 0.7167 | 0.8159 | 0.8871 | 0.9345 | 0.7941 | 0.8738 | 0.4865 | 0.8973 | 0.8495 | 0.8758 | 0.8699 | 0.6624 | 0.7631 | 0.4167 | 0.8062 | 0.7013 | 0.7974 |
| 0.2257 | 9.03 | 3340 | 0.4759 | 0.7055 | 0.8053 | 0.8823 | 0.9389 | 0.7972 | 0.8856 | 0.4653 | 0.9050 | 0.8305 | 0.8146 | 0.8699 | 0.6631 | 0.7645 | 0.4127 | 0.8071 | 0.6584 | 0.7628 |
| 0.1426 | 9.08 | 3360 | 0.5225 | 0.7002 | 0.8077 | 0.8786 | 0.9387 | 0.8276 | 0.8668 | 0.4760 | 0.9021 | 0.8812 | 0.7617 | 0.8689 | 0.6713 | 0.7618 | 0.4178 | 0.8108 | 0.6443 | 0.7265 |
| 0.3053 | 9.14 | 3380 | 0.5660 | 0.6966 | 0.8077 | 0.8762 | 0.9376 | 0.8388 | 0.8694 | 0.5149 | 0.9038 | 0.8209 | 0.7682 | 0.8671 | 0.6636 | 0.7515 | 0.4205 | 0.8039 | 0.6474 | 0.7219 |
| 0.1548 | 9.19 | 3400 | 0.5813 | 0.6893 | 0.8127 | 0.8702 | 0.9234 | 0.8438 | 0.8660 | 0.5554 | 0.8943 | 0.8522 | 0.7538 | 0.8627 | 0.6629 | 0.7515 | 0.4097 | 0.7951 | 0.6362 | 0.7066 |
| 0.1211 | 9.24 | 3420 | 0.5769 | 0.6932 | 0.8118 | 0.8727 | 0.9283 | 0.8104 | 0.8924 | 0.5413 | 0.8906 | 0.8706 | 0.7492 | 0.8634 | 0.6655 | 0.7570 | 0.4123 | 0.7995 | 0.6412 | 0.7131 |
| 0.3147 | 9.3 | 3440 | 0.5796 | 0.6837 | 0.7944 | 0.8694 | 0.9430 | 0.8004 | 0.8910 | 0.4942 | 0.8914 | 0.7999 | 0.7407 | 0.8596 | 0.6598 | 0.7527 | 0.3965 | 0.7944 | 0.6143 | 0.7083 |
| 0.1144 | 9.35 | 3460 | 0.5141 | 0.7011 | 0.8072 | 0.8787 | 0.9328 | 0.8200 | 0.8415 | 0.5128 | 0.9064 | 0.8054 | 0.8311 | 0.8622 | 0.6524 | 0.7557 | 0.4135 | 0.8022 | 0.6547 | 0.7668 |
| 0.1403 | 9.41 | 3480 | 0.5173 | 0.6984 | 0.8031 | 0.8770 | 0.9355 | 0.7785 | 0.8427 | 0.5184 | 0.8989 | 0.8227 | 0.8251 | 0.8596 | 0.6557 | 0.7544 | 0.3990 | 0.7994 | 0.6599 | 0.7611 |
| 0.203 | 9.46 | 3500 | 0.5448 | 0.6956 | 0.8058 | 0.8747 | 0.9276 | 0.8036 | 0.8666 | 0.5026 | 0.8981 | 0.8497 | 0.7924 | 0.8585 | 0.6576 | 0.7538 | 0.4119 | 0.8012 | 0.6598 | 0.7268 |
| 0.1282 | 9.51 | 3520 | 0.5381 | 0.6883 | 0.7928 | 0.8737 | 0.9430 | 0.7925 | 0.8682 | 0.4397 | 0.8971 | 0.8504 | 0.7585 | 0.8612 | 0.6569 | 0.7461 | 0.3839 | 0.8005 | 0.6522 | 0.7175 |
| 0.432 | 9.57 | 3540 | 0.5318 | 0.6937 | 0.8023 | 0.8754 | 0.9268 | 0.8147 | 0.8637 | 0.4540 | 0.8954 | 0.8362 | 0.8253 | 0.8571 | 0.6500 | 0.7432 | 0.3879 | 0.7980 | 0.6640 | 0.7557 |
| 0.2516 | 9.62 | 3560 | 0.5506 | 0.6840 | 0.7978 | 0.8681 | 0.9232 | 0.8109 | 0.8477 | 0.5013 | 0.8985 | 0.8223 | 0.7809 | 0.8549 | 0.6578 | 0.7348 | 0.3866 | 0.7868 | 0.6453 | 0.7217 |
| 0.4764 | 9.68 | 3580 | 0.5261 | 0.7026 | 0.8114 | 0.8799 | 0.9304 | 0.8107 | 0.8580 | 0.5347 | 0.9048 | 0.7993 | 0.8418 | 0.8653 | 0.6570 | 0.7500 | 0.3826 | 0.7991 | 0.6800 | 0.7842 |
| 0.2307 | 9.73 | 3600 | 0.5296 | 0.7008 | 0.8118 | 0.8791 | 0.9377 | 0.8005 | 0.8662 | 0.5038 | 0.8850 | 0.8763 | 0.8130 | 0.8678 | 0.6570 | 0.7503 | 0.4018 | 0.8025 | 0.6632 | 0.7633 |
| 0.1737 | 9.78 | 3620 | 0.5454 | 0.7018 | 0.8109 | 0.8783 | 0.9224 | 0.7941 | 0.8902 | 0.4868 | 0.8924 | 0.8574 | 0.8328 | 0.8626 | 0.6616 | 0.7485 | 0.4094 | 0.8002 | 0.6707 | 0.7595 |
| 0.1987 | 9.84 | 3640 | 0.5651 | 0.6953 | 0.7997 | 0.8760 | 0.9312 | 0.7764 | 0.8770 | 0.4707 | 0.9034 | 0.8563 | 0.7825 | 0.8672 | 0.6606 | 0.7450 | 0.4049 | 0.7976 | 0.6536 | 0.7379 |
| 0.2626 | 9.89 | 3660 | 0.5389 | 0.7021 | 0.8095 | 0.8786 | 0.9281 | 0.8088 | 0.8662 | 0.4890 | 0.8949 | 0.8447 | 0.8350 | 0.8625 | 0.6628 | 0.7507 | 0.4134 | 0.8023 | 0.6652 | 0.7577 |
| 0.228 | 9.95 | 3680 | 0.4990 | 0.7072 | 0.8153 | 0.8809 | 0.9265 | 0.8167 | 0.8577 | 0.5368 | 0.9022 | 0.8071 | 0.8602 | 0.8640 | 0.6599 | 0.7581 | 0.4045 | 0.7984 | 0.6771 | 0.7882 |
| 0.202 | 10.0 | 3700 | 0.5157 | 0.7034 | 0.8153 | 0.8797 | 0.9390 | 0.8201 | 0.8618 | 0.5079 | 0.8794 | 0.8709 | 0.8278 | 0.8647 | 0.6624 | 0.7616 | 0.3828 | 0.7975 | 0.6802 | 0.7747 |
| 0.1267 | 10.05 | 3720 | 0.6238 | 0.6908 | 0.7911 | 0.8720 | 0.9357 | 0.7617 | 0.8816 | 0.4644 | 0.9074 | 0.8577 | 0.7292 | 0.8644 | 0.6666 | 0.7559 | 0.3939 | 0.7830 | 0.6742 | 0.6974 |
| 0.201 | 10.11 | 3740 | 0.5198 | 0.7118 | 0.8110 | 0.8851 | 0.9465 | 0.7879 | 0.8955 | 0.4572 | 0.8783 | 0.8490 | 0.8626 | 0.8647 | 0.6697 | 0.7411 | 0.3811 | 0.8006 | 0.7150 | 0.8104 |
| 0.1652 | 10.16 | 3760 | 0.4975 | 0.7185 | 0.8179 | 0.8882 | 0.9393 | 0.8016 | 0.8422 | 0.5026 | 0.9001 | 0.8738 | 0.8657 | 0.8708 | 0.6646 | 0.7568 | 0.4102 | 0.8077 | 0.7127 | 0.8068 |
| 0.2556 | 10.22 | 3780 | 0.5185 | 0.7079 | 0.8096 | 0.8823 | 0.9310 | 0.7939 | 0.8767 | 0.4982 | 0.9101 | 0.8376 | 0.8200 | 0.8702 | 0.6698 | 0.7605 | 0.4202 | 0.8064 | 0.6650 | 0.7630 |
| 0.1816 | 10.27 | 3800 | 0.5099 | 0.7049 | 0.8087 | 0.8808 | 0.9357 | 0.8126 | 0.8794 | 0.5079 | 0.9117 | 0.8190 | 0.7943 | 0.8725 | 0.6798 | 0.7567 | 0.4192 | 0.8061 | 0.6405 | 0.7595 |
| 0.1798 | 10.32 | 3820 | 0.5190 | 0.6953 | 0.7978 | 0.8763 | 0.9429 | 0.7971 | 0.8612 | 0.4771 | 0.9003 | 0.8153 | 0.7909 | 0.8689 | 0.6755 | 0.7517 | 0.3761 | 0.7908 | 0.6493 | 0.7546 |
| 0.2387 | 10.38 | 3840 | 0.5195 | 0.7007 | 0.8070 | 0.8796 | 0.9452 | 0.8050 | 0.8572 | 0.5082 | 0.8902 | 0.8114 | 0.8315 | 0.8690 | 0.6623 | 0.7578 | 0.3843 | 0.7979 | 0.6553 | 0.7786 |
| 0.1978 | 10.43 | 3860 | 0.5542 | 0.6970 | 0.8079 | 0.8778 | 0.9321 | 0.8004 | 0.8992 | 0.4805 | 0.8880 | 0.8324 | 0.8223 | 0.8678 | 0.6601 | 0.7516 | 0.3669 | 0.7947 | 0.6669 | 0.7709 |
| 1.1434 | 10.49 | 3880 | 0.5309 | 0.6989 | 0.8092 | 0.8791 | 0.9322 | 0.8335 | 0.8746 | 0.4651 | 0.8949 | 0.8429 | 0.8215 | 0.8673 | 0.6571 | 0.7474 | 0.3863 | 0.8007 | 0.6581 | 0.7754 |
| 0.1303 | 10.54 | 3900 | 0.5046 | 0.7093 | 0.8109 | 0.8836 | 0.9322 | 0.8073 | 0.8619 | 0.4903 | 0.9087 | 0.8338 | 0.8418 | 0.8694 | 0.6775 | 0.7593 | 0.3962 | 0.8053 | 0.6635 | 0.7943 |
| 0.1852 | 10.59 | 3920 | 0.5232 | 0.7062 | 0.8088 | 0.8817 | 0.9322 | 0.8051 | 0.8746 | 0.4951 | 0.9094 | 0.8222 | 0.8227 | 0.8691 | 0.6798 | 0.7631 | 0.3979 | 0.8042 | 0.6553 | 0.7743 |
| 0.163 | 10.65 | 3940 | 0.5616 | 0.6985 | 0.8148 | 0.8759 | 0.9250 | 0.8139 | 0.8405 | 0.5471 | 0.8947 | 0.8755 | 0.8069 | 0.8628 | 0.6576 | 0.7535 | 0.4040 | 0.7985 | 0.6562 | 0.7571 |
| 0.1246 | 10.7 | 3960 | 0.5562 | 0.6947 | 0.8048 | 0.8743 | 0.9323 | 0.8112 | 0.8646 | 0.5051 | 0.9011 | 0.8549 | 0.7646 | 0.8614 | 0.6642 | 0.7561 | 0.4115 | 0.8013 | 0.6496 | 0.7191 |
| 0.1551 | 10.76 | 3980 | 0.5385 | 0.7000 | 0.8061 | 0.8782 | 0.9366 | 0.8124 | 0.8729 | 0.4912 | 0.8993 | 0.8277 | 0.8029 | 0.8658 | 0.6646 | 0.7624 | 0.4025 | 0.8009 | 0.6574 | 0.7464 |
| 0.1331 | 10.81 | 4000 | 0.5253 | 0.6981 | 0.8251 | 0.8747 | 0.9290 | 0.8215 | 0.8772 | 0.6042 | 0.8728 | 0.8741 | 0.7972 | 0.8673 | 0.6590 | 0.7676 | 0.3934 | 0.7926 | 0.6708 | 0.7360 |
| 0.164 | 10.86 | 4020 | 0.5408 | 0.6896 | 0.7965 | 0.8722 | 0.9387 | 0.8077 | 0.8678 | 0.4792 | 0.9052 | 0.8495 | 0.7271 | 0.8630 | 0.6566 | 0.7652 | 0.3907 | 0.7904 | 0.6769 | 0.6844 |
| 0.2992 | 10.92 | 4040 | 0.4891 | 0.7085 | 0.8211 | 0.8822 | 0.9322 | 0.8341 | 0.8662 | 0.5303 | 0.8922 | 0.8592 | 0.8337 | 0.8665 | 0.6560 | 0.7673 | 0.3975 | 0.8026 | 0.6946 | 0.7751 |
| 0.5583 | 10.97 | 4060 | 0.5178 | 0.7032 | 0.8113 | 0.8791 | 0.9242 | 0.8140 | 0.8637 | 0.5165 | 0.9088 | 0.8310 | 0.8207 | 0.8600 | 0.6629 | 0.7628 | 0.3986 | 0.8043 | 0.6801 | 0.7539 |
| 0.2979 | 11.03 | 4080 | 0.5387 | 0.7078 | 0.8218 | 0.8806 | 0.9227 | 0.8195 | 0.8675 | 0.5477 | 0.8942 | 0.8591 | 0.8423 | 0.8631 | 0.6687 | 0.7587 | 0.3998 | 0.8031 | 0.6887 | 0.7723 |
| 0.1316 | 11.08 | 4100 | 0.5345 | 0.7043 | 0.8156 | 0.8810 | 0.9374 | 0.8271 | 0.8597 | 0.5116 | 0.8893 | 0.8535 | 0.8303 | 0.8655 | 0.6618 | 0.7547 | 0.3989 | 0.8088 | 0.6779 | 0.7628 |
| 0.0826 | 11.14 | 4120 | 0.5548 | 0.7032 | 0.8100 | 0.8807 | 0.9285 | 0.8053 | 0.8655 | 0.4684 | 0.8945 | 0.8613 | 0.8462 | 0.8631 | 0.6734 | 0.7537 | 0.3760 | 0.8062 | 0.6754 | 0.7744 |
| 0.2202 | 11.19 | 4140 | 0.5560 | 0.6969 | 0.8014 | 0.8780 | 0.9305 | 0.7836 | 0.8645 | 0.4524 | 0.8979 | 0.8550 | 0.8258 | 0.8633 | 0.6689 | 0.7484 | 0.3774 | 0.8052 | 0.6585 | 0.7567 |
| 0.1173 | 11.24 | 4160 | 0.5449 | 0.6980 | 0.8126 | 0.8764 | 0.9357 | 0.7982 | 0.8568 | 0.5453 | 0.8808 | 0.8448 | 0.8266 | 0.8590 | 0.6650 | 0.7564 | 0.3648 | 0.8001 | 0.6832 | 0.7575 |
| 0.2042 | 11.3 | 4180 | 0.5187 | 0.7145 | 0.8163 | 0.8859 | 0.9255 | 0.7955 | 0.8716 | 0.4897 | 0.9028 | 0.8533 | 0.8760 | 0.8640 | 0.6608 | 0.7610 | 0.3982 | 0.8069 | 0.7113 | 0.7992 |
| 0.3217 | 11.35 | 4200 | 0.5622 | 0.7025 | 0.8106 | 0.8797 | 0.9297 | 0.7967 | 0.8600 | 0.5008 | 0.8966 | 0.8600 | 0.8306 | 0.8646 | 0.6606 | 0.7551 | 0.3964 | 0.8045 | 0.6758 | 0.7605 |
| 0.1931 | 11.41 | 4220 | 0.5558 | 0.7066 | 0.8141 | 0.8818 | 0.9319 | 0.8162 | 0.8842 | 0.4977 | 0.8970 | 0.8410 | 0.8305 | 0.8651 | 0.6655 | 0.7627 | 0.4046 | 0.8084 | 0.6798 | 0.7601 |
| 0.223 | 11.46 | 4240 | 0.5849 | 0.6760 | 0.7929 | 0.8630 | 0.9468 | 0.8051 | 0.8890 | 0.5197 | 0.8878 | 0.8614 | 0.6407 | 0.8646 | 0.6706 | 0.7622 | 0.4149 | 0.7891 | 0.6286 | 0.6018 |
| 0.3508 | 11.51 | 4260 | 0.5701 | 0.6909 | 0.8025 | 0.8698 | 0.9422 | 0.8224 | 0.8727 | 0.4983 | 0.8817 | 0.8765 | 0.7240 | 0.8629 | 0.6726 | 0.7613 | 0.4103 | 0.7803 | 0.6710 | 0.6782 |
| 0.1145 | 11.57 | 4280 | 0.5226 | 0.7036 | 0.8121 | 0.8782 | 0.9378 | 0.7925 | 0.8828 | 0.5170 | 0.8844 | 0.8744 | 0.7958 | 0.8613 | 0.6645 | 0.7536 | 0.3927 | 0.7948 | 0.7167 | 0.7411 |
| 0.3087 | 11.62 | 4300 | 0.5339 | 0.7019 | 0.8148 | 0.8772 | 0.9450 | 0.8022 | 0.8851 | 0.5208 | 0.8639 | 0.8785 | 0.8079 | 0.8580 | 0.6705 | 0.7572 | 0.3803 | 0.7963 | 0.7067 | 0.7441 |
| 0.1138 | 11.68 | 4320 | 0.5449 | 0.6969 | 0.8052 | 0.8741 | 0.9323 | 0.7961 | 0.8831 | 0.4897 | 0.8868 | 0.8640 | 0.7846 | 0.8520 | 0.6703 | 0.7525 | 0.3768 | 0.7932 | 0.7094 | 0.7238 |
| 0.1641 | 11.73 | 4340 | 0.5402 | 0.6999 | 0.8097 | 0.8747 | 0.9219 | 0.8045 | 0.8844 | 0.5193 | 0.8954 | 0.8346 | 0.8082 | 0.8543 | 0.6716 | 0.7546 | 0.3918 | 0.7904 | 0.6985 | 0.7380 |
| 0.2034 | 11.78 | 4360 | 0.5265 | 0.7109 | 0.8187 | 0.8813 | 0.9356 | 0.8192 | 0.8710 | 0.5384 | 0.8934 | 0.8642 | 0.8093 | 0.8606 | 0.6745 | 0.7612 | 0.4153 | 0.8029 | 0.7009 | 0.7611 |
| 0.1204 | 11.84 | 4380 | 0.5285 | 0.7083 | 0.8137 | 0.8804 | 0.9312 | 0.8182 | 0.8727 | 0.5095 | 0.9028 | 0.8634 | 0.7984 | 0.8569 | 0.6800 | 0.7551 | 0.4044 | 0.8060 | 0.7009 | 0.7549 |
| 0.2684 | 11.89 | 4400 | 0.5641 | 0.7045 | 0.8047 | 0.8788 | 0.9394 | 0.8446 | 0.8709 | 0.4669 | 0.9120 | 0.8363 | 0.7625 | 0.8480 | 0.6745 | 0.7552 | 0.4116 | 0.8117 | 0.6998 | 0.7306 |
| 0.1795 | 11.95 | 4420 | 0.5086 | 0.7092 | 0.8107 | 0.8820 | 0.9428 | 0.8323 | 0.8628 | 0.4895 | 0.9014 | 0.8426 | 0.8037 | 0.8559 | 0.6713 | 0.7506 | 0.4089 | 0.8097 | 0.7006 | 0.7676 |
| 0.1273 | 12.0 | 4440 | 0.5752 | 0.6985 | 0.8105 | 0.8744 | 0.9416 | 0.8068 | 0.8657 | 0.5308 | 0.8750 | 0.8667 | 0.7870 | 0.8485 | 0.6587 | 0.7526 | 0.3897 | 0.7958 | 0.7133 | 0.7308 |
| 0.2277 | 12.05 | 4460 | 0.5786 | 0.7005 | 0.8037 | 0.8758 | 0.9380 | 0.7862 | 0.8540 | 0.5036 | 0.8940 | 0.8676 | 0.7829 | 0.8503 | 0.6653 | 0.7464 | 0.3983 | 0.7974 | 0.7158 | 0.7299 |
| 0.2065 | 12.11 | 4480 | 0.5759 | 0.7021 | 0.8088 | 0.8768 | 0.9290 | 0.8154 | 0.8812 | 0.5009 | 0.9027 | 0.8534 | 0.7787 | 0.8523 | 0.6619 | 0.7602 | 0.4053 | 0.8003 | 0.7089 | 0.7255 |
| 0.2858 | 12.16 | 4500 | 0.5469 | 0.7040 | 0.8112 | 0.8769 | 0.9366 | 0.8173 | 0.8560 | 0.5284 | 0.8907 | 0.8453 | 0.8040 | 0.8505 | 0.6637 | 0.7556 | 0.4078 | 0.7983 | 0.7124 | 0.7399 |
| 0.1869 | 12.22 | 4520 | 0.5156 | 0.7109 | 0.8204 | 0.8819 | 0.9231 | 0.7980 | 0.8745 | 0.5247 | 0.8903 | 0.8808 | 0.8513 | 0.8637 | 0.6648 | 0.7594 | 0.4164 | 0.8009 | 0.6947 | 0.7764 |
| 0.2882 | 12.27 | 4540 | 0.5421 | 0.7132 | 0.8164 | 0.8840 | 0.9265 | 0.7913 | 0.8751 | 0.5107 | 0.8990 | 0.8471 | 0.8647 | 0.8649 | 0.6703 | 0.7584 | 0.4149 | 0.8046 | 0.6920 | 0.7875 |
| 0.1855 | 12.32 | 4560 | 0.5286 | 0.7110 | 0.8187 | 0.8825 | 0.9296 | 0.8065 | 0.8719 | 0.5405 | 0.8963 | 0.8363 | 0.8496 | 0.8648 | 0.6624 | 0.7625 | 0.4237 | 0.8042 | 0.6811 | 0.7779 |
| 0.0765 | 12.38 | 4580 | 0.5463 | 0.7092 | 0.8190 | 0.8808 | 0.9320 | 0.8074 | 0.8703 | 0.5498 | 0.8895 | 0.8471 | 0.8371 | 0.8629 | 0.6658 | 0.7656 | 0.4163 | 0.8007 | 0.6839 | 0.7691 |
| 0.1501 | 12.43 | 4600 | 0.5543 | 0.7090 | 0.8188 | 0.8810 | 0.9258 | 0.8169 | 0.8863 | 0.5025 | 0.8877 | 0.8735 | 0.8390 | 0.8625 | 0.6698 | 0.7602 | 0.4107 | 0.8006 | 0.6909 | 0.7683 |
| 0.2011 | 12.49 | 4620 | 0.5402 | 0.7070 | 0.8079 | 0.8805 | 0.9348 | 0.8114 | 0.8769 | 0.4842 | 0.9007 | 0.8217 | 0.8256 | 0.8575 | 0.6747 | 0.7604 | 0.4062 | 0.8045 | 0.6908 | 0.7547 |
| 0.2811 | 12.54 | 4640 | 0.5623 | 0.7109 | 0.8198 | 0.8818 | 0.9324 | 0.8165 | 0.8614 | 0.5483 | 0.8918 | 0.8414 | 0.8468 | 0.8635 | 0.6722 | 0.7605 | 0.4088 | 0.8010 | 0.6916 | 0.7786 |
| 0.1678 | 12.59 | 4660 | 0.5521 | 0.7139 | 0.8219 | 0.8838 | 0.9264 | 0.8094 | 0.8663 | 0.5321 | 0.8902 | 0.8496 | 0.8796 | 0.8646 | 0.6716 | 0.7621 | 0.3920 | 0.7980 | 0.7056 | 0.8031 |
| 0.4329 | 12.65 | 4680 | 0.5468 | 0.7142 | 0.8160 | 0.8847 | 0.9335 | 0.8008 | 0.8607 | 0.5045 | 0.8952 | 0.8510 | 0.8665 | 0.8646 | 0.6709 | 0.7608 | 0.4045 | 0.8032 | 0.7002 | 0.7948 |
| 0.1534 | 12.7 | 4700 | 0.5267 | 0.7164 | 0.8163 | 0.8861 | 0.9338 | 0.7933 | 0.8596 | 0.5049 | 0.8984 | 0.8540 | 0.8706 | 0.8655 | 0.6674 | 0.7596 | 0.4144 | 0.8073 | 0.7055 | 0.7948 |
| 0.2642 | 12.76 | 4720 | 0.5106 | 0.7123 | 0.8187 | 0.8840 | 0.9309 | 0.7976 | 0.8623 | 0.5285 | 0.8956 | 0.8617 | 0.8544 | 0.8660 | 0.6639 | 0.7622 | 0.4075 | 0.8060 | 0.6961 | 0.7842 |
| 0.1096 | 12.81 | 4740 | 0.5154 | 0.7123 | 0.8249 | 0.8833 | 0.9280 | 0.8116 | 0.8661 | 0.5616 | 0.8884 | 0.8482 | 0.8702 | 0.8654 | 0.6624 | 0.7613 | 0.3998 | 0.8021 | 0.6971 | 0.7983 |
| 0.1454 | 12.86 | 4760 | 0.5147 | 0.7008 | 0.8098 | 0.8793 | 0.9414 | 0.7752 | 0.8858 | 0.5114 | 0.8818 | 0.8572 | 0.8157 | 0.8708 | 0.6553 | 0.7575 | 0.4072 | 0.8022 | 0.6539 | 0.7587 |
| 0.2267 | 12.92 | 4780 | 0.5824 | 0.6934 | 0.8007 | 0.8725 | 0.9436 | 0.8237 | 0.8761 | 0.4947 | 0.8987 | 0.8511 | 0.7170 | 0.8607 | 0.6729 | 0.7670 | 0.4157 | 0.7944 | 0.6573 | 0.6861 |
| 0.1403 | 12.97 | 4800 | 0.5346 | 0.6917 | 0.8006 | 0.8732 | 0.9364 | 0.8246 | 0.8715 | 0.4715 | 0.9050 | 0.8746 | 0.7207 | 0.8641 | 0.6758 | 0.7634 | 0.4065 | 0.8034 | 0.6448 | 0.6841 |
| 0.1457 | 13.03 | 4820 | 0.5468 | 0.6870 | 0.7989 | 0.8712 | 0.9394 | 0.8268 | 0.8813 | 0.4657 | 0.8959 | 0.8684 | 0.7148 | 0.8580 | 0.6738 | 0.7553 | 0.3897 | 0.8040 | 0.6482 | 0.6803 |
| 0.1959 | 13.08 | 4840 | 0.5889 | 0.6759 | 0.7947 | 0.8621 | 0.9351 | 0.8170 | 0.8737 | 0.5248 | 0.8975 | 0.8713 | 0.6434 | 0.8585 | 0.6715 | 0.7555 | 0.4070 | 0.7859 | 0.6381 | 0.6145 |
| 0.1888 | 13.14 | 4860 | 0.5391 | 0.6928 | 0.8006 | 0.8722 | 0.9397 | 0.8170 | 0.8741 | 0.4950 | 0.8998 | 0.8562 | 0.7222 | 0.8578 | 0.6780 | 0.7546 | 0.4108 | 0.7973 | 0.6634 | 0.6878 |
| 0.1244 | 13.19 | 4880 | 0.5000 | 0.7118 | 0.8144 | 0.8825 | 0.9449 | 0.8240 | 0.8686 | 0.5138 | 0.8952 | 0.8501 | 0.8041 | 0.8595 | 0.6834 | 0.7673 | 0.4042 | 0.8061 | 0.6907 | 0.7714 |
| 0.3245 | 13.24 | 4900 | 0.5033 | 0.7139 | 0.8223 | 0.8849 | 0.9299 | 0.8268 | 0.8769 | 0.5158 | 0.8960 | 0.8649 | 0.8461 | 0.8697 | 0.6746 | 0.7589 | 0.4030 | 0.8043 | 0.6851 | 0.8016 |
| 0.0893 | 13.3 | 4920 | 0.4766 | 0.7166 | 0.8242 | 0.8851 | 0.9350 | 0.7987 | 0.8822 | 0.5494 | 0.8856 | 0.8620 | 0.8563 | 0.8683 | 0.6626 | 0.7724 | 0.4184 | 0.8008 | 0.7026 | 0.7915 |
| 0.2461 | 13.35 | 4940 | 0.5196 | 0.6961 | 0.8123 | 0.8744 | 0.9329 | 0.8239 | 0.8973 | 0.5374 | 0.8951 | 0.8583 | 0.7414 | 0.8647 | 0.6666 | 0.7676 | 0.4128 | 0.7991 | 0.6568 | 0.7053 |
| 0.3947 | 13.41 | 4960 | 0.5974 | 0.6791 | 0.7939 | 0.8654 | 0.9323 | 0.8005 | 0.8964 | 0.4953 | 0.9010 | 0.8603 | 0.6714 | 0.8626 | 0.6691 | 0.7586 | 0.3970 | 0.7883 | 0.6390 | 0.6388 |
| 0.1945 | 13.46 | 4980 | 0.4965 | 0.7104 | 0.8219 | 0.8826 | 0.9362 | 0.8034 | 0.8888 | 0.5460 | 0.8855 | 0.8719 | 0.8215 | 0.8665 | 0.6693 | 0.7727 | 0.3846 | 0.8019 | 0.7001 | 0.7779 |
| 0.8697 | 13.51 | 5000 | 0.4927 | 0.7097 | 0.8193 | 0.8825 | 0.9399 | 0.8246 | 0.8839 | 0.5265 | 0.8868 | 0.8474 | 0.8256 | 0.8650 | 0.6742 | 0.7690 | 0.3734 | 0.8006 | 0.7016 | 0.7839 |
| 0.0942 | 13.57 | 5020 | 0.5281 | 0.7076 | 0.8089 | 0.8813 | 0.9373 | 0.8192 | 0.8604 | 0.4780 | 0.9039 | 0.8605 | 0.8031 | 0.8639 | 0.6776 | 0.7577 | 0.3921 | 0.7985 | 0.6956 | 0.7679 |
| 0.1212 | 13.62 | 5040 | 0.5164 | 0.7183 | 0.8175 | 0.8877 | 0.9287 | 0.8103 | 0.8648 | 0.4851 | 0.9055 | 0.8453 | 0.8827 | 0.8680 | 0.6716 | 0.7601 | 0.3956 | 0.8045 | 0.7173 | 0.8110 |
| 0.3011 | 13.68 | 5060 | 0.5389 | 0.7126 | 0.8143 | 0.8840 | 0.9352 | 0.7830 | 0.8725 | 0.4934 | 0.8849 | 0.8541 | 0.8770 | 0.8611 | 0.6721 | 0.7540 | 0.3804 | 0.7997 | 0.7164 | 0.8049 |
| 0.2132 | 13.73 | 5080 | 0.5279 | 0.7108 | 0.8182 | 0.8830 | 0.9269 | 0.7763 | 0.8784 | 0.5231 | 0.8880 | 0.8677 | 0.8672 | 0.8637 | 0.6580 | 0.7550 | 0.3864 | 0.7984 | 0.7173 | 0.7966 |
| 0.2289 | 13.78 | 5100 | 0.5667 | 0.7119 | 0.8215 | 0.8828 | 0.9288 | 0.7987 | 0.8858 | 0.5180 | 0.8767 | 0.8629 | 0.8797 | 0.8621 | 0.6699 | 0.7561 | 0.3804 | 0.7964 | 0.7181 | 0.8002 |
| 0.1043 | 13.84 | 5120 | 0.5473 | 0.7141 | 0.8230 | 0.8839 | 0.9303 | 0.8010 | 0.8678 | 0.5227 | 0.8784 | 0.8807 | 0.8801 | 0.8649 | 0.6716 | 0.7646 | 0.3833 | 0.7966 | 0.7173 | 0.8007 |
| 0.2199 | 13.89 | 5140 | 0.5189 | 0.7166 | 0.8209 | 0.8856 | 0.9313 | 0.7987 | 0.8622 | 0.5373 | 0.8949 | 0.8429 | 0.8790 | 0.8648 | 0.6692 | 0.7645 | 0.3953 | 0.8028 | 0.7168 | 0.8031 |
| 0.0932 | 13.95 | 5160 | 0.5387 | 0.7148 | 0.8209 | 0.8848 | 0.9297 | 0.8056 | 0.8698 | 0.5252 | 0.8906 | 0.8443 | 0.8809 | 0.8653 | 0.6700 | 0.7620 | 0.3899 | 0.7998 | 0.7128 | 0.8036 |
| 0.1623 | 14.0 | 5180 | 0.5524 | 0.7165 | 0.8219 | 0.8856 | 0.9333 | 0.8106 | 0.8697 | 0.5145 | 0.8853 | 0.8578 | 0.8819 | 0.8653 | 0.6740 | 0.7647 | 0.3905 | 0.8010 | 0.7178 | 0.8020 |
| 0.0626 | 14.05 | 5200 | 0.5311 | 0.7172 | 0.8227 | 0.8859 | 0.9294 | 0.8223 | 0.8721 | 0.5080 | 0.8927 | 0.8637 | 0.8706 | 0.8666 | 0.6749 | 0.7642 | 0.3996 | 0.8023 | 0.7128 | 0.7999 |
| 1.7311 | 14.11 | 5220 | 0.5445 | 0.7139 | 0.8295 | 0.8830 | 0.9237 | 0.8192 | 0.8860 | 0.5533 | 0.8765 | 0.8684 | 0.8794 | 0.8651 | 0.6716 | 0.7664 | 0.3903 | 0.7962 | 0.7103 | 0.7972 |
| 0.1861 | 14.16 | 5240 | 0.5975 | 0.6976 | 0.8143 | 0.8760 | 0.9291 | 0.7984 | 0.8981 | 0.5213 | 0.8766 | 0.8598 | 0.8166 | 0.8654 | 0.6672 | 0.7612 | 0.3828 | 0.7952 | 0.6638 | 0.7477 |
| 0.2007 | 14.22 | 5260 | 0.5331 | 0.7162 | 0.8156 | 0.8866 | 0.9317 | 0.8013 | 0.8842 | 0.4812 | 0.8993 | 0.8364 | 0.8754 | 0.8666 | 0.6722 | 0.7657 | 0.3968 | 0.8055 | 0.7088 | 0.7978 |
| 0.1575 | 14.27 | 5280 | 0.5513 | 0.7118 | 0.8166 | 0.8838 | 0.9339 | 0.8226 | 0.8685 | 0.4718 | 0.8880 | 0.8788 | 0.8525 | 0.8655 | 0.6706 | 0.7593 | 0.3990 | 0.8010 | 0.7020 | 0.7853 |
| 0.1569 | 14.32 | 5300 | 0.5492 | 0.7172 | 0.8262 | 0.8861 | 0.9245 | 0.8175 | 0.8864 | 0.5106 | 0.8877 | 0.8790 | 0.8779 | 0.8671 | 0.6691 | 0.7647 | 0.3992 | 0.8027 | 0.7159 | 0.8019 |
| 0.2031 | 14.38 | 5320 | 0.5493 | 0.7185 | 0.8141 | 0.8883 | 0.9315 | 0.7878 | 0.8691 | 0.4781 | 0.9072 | 0.8440 | 0.8806 | 0.8674 | 0.6735 | 0.7644 | 0.3924 | 0.8078 | 0.7183 | 0.8057 |
| 0.103 | 14.43 | 5340 | 0.5587 | 0.7156 | 0.8207 | 0.8856 | 0.9318 | 0.7886 | 0.8804 | 0.5193 | 0.8899 | 0.8720 | 0.8627 | 0.8662 | 0.6653 | 0.7655 | 0.4027 | 0.8051 | 0.7102 | 0.7938 |
| 0.2542 | 14.49 | 5360 | 0.5641 | 0.7139 | 0.8220 | 0.8840 | 0.9326 | 0.7971 | 0.8976 | 0.5245 | 0.8824 | 0.8672 | 0.8529 | 0.8645 | 0.6695 | 0.7665 | 0.3989 | 0.8021 | 0.7136 | 0.7825 |
| 0.1785 | 14.54 | 5380 | 0.5444 | 0.7116 | 0.8231 | 0.8824 | 0.9338 | 0.8160 | 0.8885 | 0.5364 | 0.8805 | 0.8647 | 0.8420 | 0.8638 | 0.6712 | 0.7654 | 0.3904 | 0.7995 | 0.7144 | 0.7768 |
| 0.1191 | 14.59 | 5400 | 0.5167 | 0.7168 | 0.8189 | 0.8874 | 0.9391 | 0.7911 | 0.8697 | 0.5050 | 0.8919 | 0.8745 | 0.8608 | 0.8727 | 0.6679 | 0.7601 | 0.3963 | 0.8043 | 0.7122 | 0.8041 |
| 0.147 | 14.65 | 5420 | 0.5700 | 0.7025 | 0.8119 | 0.8802 | 0.9345 | 0.8138 | 0.8727 | 0.4860 | 0.8877 | 0.8510 | 0.8373 | 0.8656 | 0.6679 | 0.7542 | 0.3762 | 0.8026 | 0.6853 | 0.7656 |
| 0.3545 | 14.7 | 5440 | 0.5473 | 0.7036 | 0.8157 | 0.8802 | 0.9316 | 0.8189 | 0.8559 | 0.5025 | 0.8869 | 0.8748 | 0.8389 | 0.8662 | 0.6664 | 0.7580 | 0.3780 | 0.8012 | 0.6869 | 0.7685 |
| 0.1947 | 14.76 | 5460 | 0.5036 | 0.7158 | 0.8139 | 0.8886 | 0.9412 | 0.8081 | 0.8616 | 0.4515 | 0.8973 | 0.8696 | 0.8683 | 0.8740 | 0.6681 | 0.7505 | 0.3915 | 0.8079 | 0.7101 | 0.8085 |
| 0.1545 | 14.81 | 5480 | 0.5430 | 0.7140 | 0.8196 | 0.8850 | 0.9300 | 0.8214 | 0.8490 | 0.4726 | 0.8855 | 0.8980 | 0.8804 | 0.8668 | 0.6682 | 0.7467 | 0.4002 | 0.8001 | 0.7119 | 0.8043 |
| 0.1854 | 14.86 | 5500 | 0.5379 | 0.7159 | 0.8230 | 0.8858 | 0.9298 | 0.8248 | 0.8609 | 0.5100 | 0.8904 | 0.8643 | 0.8807 | 0.8649 | 0.6702 | 0.7501 | 0.3928 | 0.8047 | 0.7253 | 0.8033 |
| 0.7851 | 14.92 | 5520 | 0.5318 | 0.7118 | 0.8193 | 0.8842 | 0.9328 | 0.8164 | 0.8700 | 0.5075 | 0.8907 | 0.8591 | 0.8584 | 0.8675 | 0.6700 | 0.7544 | 0.3964 | 0.8049 | 0.7030 | 0.7867 |
| 0.1866 | 14.97 | 5540 | 0.5382 | 0.7025 | 0.8114 | 0.8797 | 0.9390 | 0.7935 | 0.8645 | 0.5080 | 0.8879 | 0.8801 | 0.8070 | 0.8687 | 0.6702 | 0.7570 | 0.4004 | 0.8060 | 0.6687 | 0.7467 |
| 0.2979 | 15.03 | 5560 | 0.5545 | 0.7107 | 0.8179 | 0.8830 | 0.9320 | 0.7922 | 0.8796 | 0.5252 | 0.8922 | 0.8641 | 0.8397 | 0.8642 | 0.6717 | 0.7624 | 0.3955 | 0.8067 | 0.7031 | 0.7715 |
| 0.1962 | 15.08 | 5580 | 0.5273 | 0.7225 | 0.8270 | 0.8900 | 0.9313 | 0.7884 | 0.8483 | 0.5552 | 0.8960 | 0.8643 | 0.9056 | 0.8730 | 0.6749 | 0.7600 | 0.3920 | 0.8094 | 0.7187 | 0.8298 |
| 0.1601 | 15.14 | 5600 | 0.5257 | 0.7258 | 0.8288 | 0.8917 | 0.9288 | 0.8094 | 0.8736 | 0.5365 | 0.8994 | 0.8363 | 0.9176 | 0.8714 | 0.6785 | 0.7648 | 0.3888 | 0.8113 | 0.7269 | 0.8391 |
| 0.1676 | 15.19 | 5620 | 0.5463 | 0.7204 | 0.8266 | 0.8886 | 0.9257 | 0.7966 | 0.8770 | 0.5368 | 0.8944 | 0.8520 | 0.9036 | 0.8701 | 0.6790 | 0.7626 | 0.3802 | 0.8070 | 0.7154 | 0.8284 |
| 0.0922 | 15.24 | 5640 | 0.5255 | 0.7156 | 0.8236 | 0.8861 | 0.9295 | 0.8067 | 0.8726 | 0.5232 | 0.8891 | 0.8609 | 0.8831 | 0.8684 | 0.6777 | 0.7625 | 0.3750 | 0.8051 | 0.7093 | 0.8110 |
| 0.2047 | 15.3 | 5660 | 0.5494 | 0.7112 | 0.8137 | 0.8840 | 0.9341 | 0.7945 | 0.8725 | 0.4989 | 0.8963 | 0.8446 | 0.8551 | 0.8640 | 0.6778 | 0.7621 | 0.3802 | 0.8056 | 0.7018 | 0.7872 |
| 0.111 | 15.35 | 5680 | 0.5560 | 0.7114 | 0.8163 | 0.8836 | 0.9316 | 0.7924 | 0.8645 | 0.5130 | 0.8935 | 0.8603 | 0.8587 | 0.8660 | 0.6701 | 0.7613 | 0.3943 | 0.8031 | 0.6969 | 0.7882 |
| 0.1209 | 15.41 | 5700 | 0.5347 | 0.7110 | 0.8180 | 0.8833 | 0.9330 | 0.8130 | 0.8500 | 0.5268 | 0.8949 | 0.8525 | 0.8558 | 0.8657 | 0.6675 | 0.7604 | 0.3979 | 0.8035 | 0.6961 | 0.7855 |
| 0.2232 | 15.46 | 5720 | 0.5374 | 0.7129 | 0.8212 | 0.8845 | 0.9311 | 0.8104 | 0.8556 | 0.5364 | 0.8941 | 0.8541 | 0.8664 | 0.8668 | 0.6703 | 0.7612 | 0.3832 | 0.8043 | 0.7098 | 0.7945 |
| 0.107 | 15.51 | 5740 | 0.5326 | 0.7150 | 0.8181 | 0.8858 | 0.9378 | 0.8054 | 0.8587 | 0.5058 | 0.8927 | 0.8687 | 0.8577 | 0.8662 | 0.6705 | 0.7613 | 0.4002 | 0.8081 | 0.7074 | 0.7910 |
| 0.1721 | 15.57 | 5760 | 0.5521 | 0.7180 | 0.8209 | 0.8867 | 0.9280 | 0.8192 | 0.8672 | 0.5088 | 0.9022 | 0.8469 | 0.8739 | 0.8654 | 0.6727 | 0.7622 | 0.4117 | 0.8085 | 0.7097 | 0.7957 |
| 0.07 | 15.62 | 5780 | 0.5626 | 0.7155 | 0.8151 | 0.8858 | 0.9318 | 0.7941 | 0.8799 | 0.4922 | 0.9019 | 0.8496 | 0.8564 | 0.8645 | 0.6715 | 0.7626 | 0.4140 | 0.8103 | 0.7028 | 0.7831 |
| 0.1276 | 15.68 | 5800 | 0.5635 | 0.7130 | 0.8164 | 0.8843 | 0.9299 | 0.7855 | 0.8918 | 0.4966 | 0.8929 | 0.8661 | 0.8522 | 0.8644 | 0.6693 | 0.7593 | 0.4055 | 0.8062 | 0.7064 | 0.7799 |
| 0.1052 | 15.73 | 5820 | 0.5672 | 0.7146 | 0.8165 | 0.8849 | 0.9305 | 0.8068 | 0.8792 | 0.4870 | 0.8979 | 0.8617 | 0.8522 | 0.8616 | 0.6754 | 0.7642 | 0.4041 | 0.8091 | 0.7085 | 0.7796 |
| 0.1162 | 15.78 | 5840 | 0.5444 | 0.7236 | 0.8235 | 0.8894 | 0.9312 | 0.8066 | 0.8719 | 0.5166 | 0.9017 | 0.8552 | 0.8810 | 0.8663 | 0.6741 | 0.7667 | 0.4209 | 0.8130 | 0.7225 | 0.8020 |
| 0.1426 | 15.84 | 5860 | 0.5171 | 0.7213 | 0.8194 | 0.8883 | 0.9372 | 0.7994 | 0.8742 | 0.5217 | 0.9028 | 0.8361 | 0.8643 | 0.8645 | 0.6745 | 0.7669 | 0.4170 | 0.8128 | 0.7183 | 0.7952 |
| 0.1844 | 15.89 | 5880 | 0.5518 | 0.7200 | 0.8189 | 0.8878 | 0.9326 | 0.8036 | 0.8469 | 0.5145 | 0.9060 | 0.8580 | 0.8709 | 0.8658 | 0.6754 | 0.7581 | 0.4150 | 0.8109 | 0.7170 | 0.7978 |
| 0.2945 | 15.95 | 5900 | 0.5565 | 0.7206 | 0.8200 | 0.8878 | 0.9276 | 0.7941 | 0.8755 | 0.5107 | 0.9054 | 0.8554 | 0.8714 | 0.8668 | 0.6768 | 0.7584 | 0.4143 | 0.8087 | 0.7191 | 0.8003 |
| 0.145 | 16.0 | 5920 | 0.5249 | 0.7216 | 0.8128 | 0.8894 | 0.9296 | 0.7719 | 0.8671 | 0.4800 | 0.9160 | 0.8482 | 0.8765 | 0.8674 | 0.6718 | 0.7571 | 0.4172 | 0.8110 | 0.7219 | 0.8047 |
| 0.1149 | 16.05 | 5940 | 0.5109 | 0.7248 | 0.8192 | 0.8917 | 0.9357 | 0.7882 | 0.8875 | 0.4793 | 0.9042 | 0.8622 | 0.8774 | 0.8719 | 0.6709 | 0.7587 | 0.4165 | 0.8130 | 0.7274 | 0.8153 |
| 0.2172 | 16.11 | 5960 | 0.5528 | 0.7198 | 0.8167 | 0.8887 | 0.9409 | 0.7893 | 0.8765 | 0.4869 | 0.8986 | 0.8756 | 0.8493 | 0.8699 | 0.6693 | 0.7596 | 0.4152 | 0.8100 | 0.7168 | 0.7982 |
| 0.1285 | 16.16 | 5980 | 0.5572 | 0.7186 | 0.8251 | 0.8873 | 0.9344 | 0.8110 | 0.8495 | 0.5442 | 0.8940 | 0.8703 | 0.8722 | 0.8704 | 0.6669 | 0.7590 | 0.4014 | 0.8054 | 0.7181 | 0.8086 |
| 0.5695 | 16.22 | 6000 | 0.5555 | 0.7170 | 0.8217 | 0.8864 | 0.9343 | 0.7986 | 0.8786 | 0.5190 | 0.8893 | 0.8661 | 0.8662 | 0.8676 | 0.6697 | 0.7586 | 0.3989 | 0.8037 | 0.7181 | 0.8027 |
| 0.1586 | 16.27 | 6020 | 0.5338 | 0.7082 | 0.8202 | 0.8818 | 0.9302 | 0.8060 | 0.8668 | 0.5346 | 0.8891 | 0.8778 | 0.8368 | 0.8673 | 0.6684 | 0.7633 | 0.4013 | 0.8058 | 0.6830 | 0.7686 |
| 0.0858 | 16.32 | 6040 | 0.5418 | 0.7179 | 0.8201 | 0.8874 | 0.9287 | 0.7893 | 0.8787 | 0.5203 | 0.9025 | 0.8470 | 0.8741 | 0.8666 | 0.6710 | 0.7677 | 0.3967 | 0.8107 | 0.7141 | 0.7987 |
| 0.0694 | 16.38 | 6060 | 0.6288 | 0.6944 | 0.8039 | 0.8737 | 0.9360 | 0.7864 | 0.8595 | 0.5333 | 0.8966 | 0.8448 | 0.7708 | 0.8571 | 0.6652 | 0.7609 | 0.3960 | 0.8011 | 0.6690 | 0.7116 |
| 0.1827 | 16.43 | 6080 | 0.5731 | 0.7078 | 0.8186 | 0.8819 | 0.9333 | 0.7980 | 0.8807 | 0.5254 | 0.8835 | 0.8632 | 0.8459 | 0.8653 | 0.6728 | 0.7609 | 0.3815 | 0.8048 | 0.6939 | 0.7753 |
| 0.2024 | 16.49 | 6100 | 0.5922 | 0.7009 | 0.8011 | 0.8790 | 0.9363 | 0.7873 | 0.8584 | 0.4856 | 0.9086 | 0.8194 | 0.8118 | 0.8614 | 0.6736 | 0.7591 | 0.3908 | 0.8061 | 0.6679 | 0.7474 |
| 0.0942 | 16.54 | 6120 | 0.6118 | 0.6925 | 0.7965 | 0.8734 | 0.9301 | 0.7877 | 0.8613 | 0.4843 | 0.9110 | 0.8342 | 0.7667 | 0.8607 | 0.6680 | 0.7506 | 0.3992 | 0.7971 | 0.6670 | 0.7049 |
| 0.7384 | 16.59 | 6140 | 0.5846 | 0.6992 | 0.8076 | 0.8771 | 0.9340 | 0.8140 | 0.8651 | 0.4822 | 0.8928 | 0.8693 | 0.7958 | 0.8603 | 0.6683 | 0.7503 | 0.4057 | 0.8055 | 0.6736 | 0.7303 |
| 0.1003 | 16.65 | 6160 | 0.5793 | 0.6939 | 0.8053 | 0.8734 | 0.9294 | 0.8115 | 0.8627 | 0.5136 | 0.9012 | 0.8538 | 0.7648 | 0.8618 | 0.6648 | 0.7553 | 0.4015 | 0.7961 | 0.6773 | 0.7009 |
| 0.0913 | 16.7 | 6180 | 0.5787 | 0.6959 | 0.8056 | 0.8741 | 0.9301 | 0.8184 | 0.8740 | 0.5007 | 0.9024 | 0.8561 | 0.7577 | 0.8667 | 0.6704 | 0.7628 | 0.4020 | 0.7908 | 0.6815 | 0.6972 |
| 0.2068 | 16.76 | 6200 | 0.5772 | 0.7098 | 0.8132 | 0.8812 | 0.9262 | 0.7967 | 0.8868 | 0.5004 | 0.9024 | 0.8626 | 0.8175 | 0.8672 | 0.6705 | 0.7588 | 0.4099 | 0.7945 | 0.7189 | 0.7485 |
| 0.2168 | 16.81 | 6220 | 0.5423 | 0.7131 | 0.8174 | 0.8835 | 0.9271 | 0.8112 | 0.8737 | 0.5133 | 0.9047 | 0.8578 | 0.8342 | 0.8654 | 0.6691 | 0.7563 | 0.4170 | 0.8039 | 0.7128 | 0.7674 |
| 2.61 | 16.86 | 6240 | 0.5607 | 0.7120 | 0.8119 | 0.8848 | 0.9325 | 0.8034 | 0.8904 | 0.4739 | 0.9058 | 0.8401 | 0.8370 | 0.8660 | 0.6706 | 0.7606 | 0.4059 | 0.8095 | 0.7006 | 0.7711 |
| 0.0699 | 16.92 | 6260 | 0.5302 | 0.7170 | 0.8227 | 0.8856 | 0.9317 | 0.8285 | 0.8699 | 0.5276 | 0.9004 | 0.8582 | 0.8428 | 0.8639 | 0.6700 | 0.7642 | 0.4255 | 0.8123 | 0.7100 | 0.7728 |
| 0.1728 | 16.97 | 6280 | 0.5543 | 0.7149 | 0.8196 | 0.8841 | 0.9306 | 0.8019 | 0.8793 | 0.5493 | 0.9028 | 0.8313 | 0.8419 | 0.8643 | 0.6714 | 0.7624 | 0.4212 | 0.8069 | 0.7044 | 0.7737 |
| 0.0756 | 17.03 | 6300 | 0.5593 | 0.7152 | 0.8238 | 0.8845 | 0.9300 | 0.8031 | 0.8610 | 0.5741 | 0.9001 | 0.8487 | 0.8493 | 0.8665 | 0.6692 | 0.7661 | 0.4136 | 0.8078 | 0.7034 | 0.7798 |
| 0.1633 | 17.08 | 6320 | 0.5958 | 0.7161 | 0.8222 | 0.8845 | 0.9316 | 0.7930 | 0.8729 | 0.5574 | 0.8959 | 0.8599 | 0.8446 | 0.8650 | 0.6699 | 0.7637 | 0.4271 | 0.8080 | 0.7070 | 0.7721 |
| 0.1015 | 17.14 | 6340 | 0.6030 | 0.7137 | 0.8161 | 0.8825 | 0.9302 | 0.8032 | 0.8629 | 0.5468 | 0.9068 | 0.8275 | 0.8353 | 0.8626 | 0.6709 | 0.7570 | 0.4303 | 0.8015 | 0.7070 | 0.7666 |
| 0.2928 | 17.19 | 6360 | 0.5675 | 0.7120 | 0.8159 | 0.8815 | 0.9330 | 0.7991 | 0.8788 | 0.5261 | 0.8977 | 0.8680 | 0.8083 | 0.8564 | 0.6667 | 0.7601 | 0.4344 | 0.8090 | 0.7142 | 0.7429 |
| 0.9543 | 17.24 | 6380 | 0.6129 | 0.7033 | 0.8100 | 0.8784 | 0.9339 | 0.7862 | 0.8748 | 0.5222 | 0.8977 | 0.8671 | 0.7883 | 0.8650 | 0.6657 | 0.7507 | 0.4321 | 0.8055 | 0.6784 | 0.7259 |
| 0.1715 | 17.3 | 6400 | 0.6306 | 0.7011 | 0.8094 | 0.8775 | 0.9307 | 0.7823 | 0.8702 | 0.5349 | 0.9003 | 0.8522 | 0.7950 | 0.8653 | 0.6656 | 0.7501 | 0.4185 | 0.8027 | 0.6771 | 0.7282 |
| 0.089 | 17.35 | 6420 | 0.6377 | 0.7018 | 0.8100 | 0.8777 | 0.9312 | 0.8045 | 0.8458 | 0.5439 | 0.9063 | 0.8376 | 0.8008 | 0.8650 | 0.6677 | 0.7543 | 0.4192 | 0.8031 | 0.6721 | 0.7314 |
| 0.1369 | 17.41 | 6440 | 0.6227 | 0.7024 | 0.8119 | 0.8780 | 0.9306 | 0.8143 | 0.8489 | 0.5448 | 0.9054 | 0.8375 | 0.8021 | 0.8644 | 0.6668 | 0.7544 | 0.4227 | 0.8049 | 0.6707 | 0.7328 |
| 0.2959 | 17.46 | 6460 | 0.5957 | 0.7049 | 0.8095 | 0.8788 | 0.9301 | 0.7926 | 0.8749 | 0.5265 | 0.9059 | 0.8350 | 0.8015 | 0.8633 | 0.6696 | 0.7549 | 0.4315 | 0.8039 | 0.6765 | 0.7347 |
| 0.0673 | 17.51 | 6480 | 0.5617 | 0.7096 | 0.8129 | 0.8818 | 0.9328 | 0.7848 | 0.8726 | 0.5238 | 0.9020 | 0.8588 | 0.8152 | 0.8663 | 0.6678 | 0.7582 | 0.4309 | 0.8056 | 0.6866 | 0.7519 |
| 0.1281 | 17.57 | 6500 | 0.5787 | 0.7047 | 0.8158 | 0.8775 | 0.9287 | 0.7978 | 0.8652 | 0.5508 | 0.8919 | 0.8742 | 0.8023 | 0.8567 | 0.6662 | 0.7588 | 0.4207 | 0.8024 | 0.6924 | 0.7359 |
| 0.6911 | 17.62 | 6520 | 0.5914 | 0.7092 | 0.8187 | 0.8813 | 0.9280 | 0.7934 | 0.8578 | 0.5551 | 0.8957 | 0.8608 | 0.8399 | 0.8628 | 0.6644 | 0.7599 | 0.3992 | 0.8019 | 0.7084 | 0.7679 |
| 0.1595 | 17.68 | 6540 | 0.5951 | 0.7027 | 0.8148 | 0.8784 | 0.9254 | 0.8011 | 0.8575 | 0.5508 | 0.9020 | 0.8535 | 0.8134 | 0.8633 | 0.6660 | 0.7572 | 0.4000 | 0.8046 | 0.6849 | 0.7426 |
| 0.1599 | 17.73 | 6560 | 0.5909 | 0.7014 | 0.8164 | 0.8778 | 0.9282 | 0.8115 | 0.8872 | 0.5408 | 0.8927 | 0.8541 | 0.8002 | 0.8629 | 0.6664 | 0.7665 | 0.4051 | 0.8072 | 0.6693 | 0.7324 |
| 0.1609 | 17.78 | 6580 | 0.5970 | 0.7023 | 0.8116 | 0.8792 | 0.9278 | 0.8104 | 0.8748 | 0.4994 | 0.9016 | 0.8631 | 0.8040 | 0.8643 | 0.6685 | 0.7621 | 0.4073 | 0.8103 | 0.6680 | 0.7354 |
| 0.2268 | 17.84 | 6600 | 0.5891 | 0.7019 | 0.8071 | 0.8790 | 0.9338 | 0.7934 | 0.8844 | 0.4920 | 0.9004 | 0.8478 | 0.7981 | 0.8637 | 0.6727 | 0.7583 | 0.4075 | 0.8092 | 0.6684 | 0.7338 |
| 0.3312 | 17.89 | 6620 | 0.6018 | 0.7021 | 0.8152 | 0.8781 | 0.9277 | 0.8099 | 0.8892 | 0.5217 | 0.8928 | 0.8652 | 0.7999 | 0.8640 | 0.6716 | 0.7630 | 0.4066 | 0.8064 | 0.6695 | 0.7338 |
| 0.2164 | 17.95 | 6640 | 0.5721 | 0.7131 | 0.8196 | 0.8843 | 0.9272 | 0.8000 | 0.8862 | 0.5169 | 0.8985 | 0.8654 | 0.8430 | 0.8673 | 0.6684 | 0.7671 | 0.4175 | 0.8098 | 0.6918 | 0.7695 |
| 0.2132 | 18.0 | 6660 | 0.5972 | 0.7115 | 0.8158 | 0.8836 | 0.9412 | 0.7924 | 0.8815 | 0.5187 | 0.8921 | 0.8696 | 0.8154 | 0.8624 | 0.6670 | 0.7689 | 0.4141 | 0.8147 | 0.7044 | 0.7492 |
| 0.1357 | 18.05 | 6680 | 0.5733 | 0.7108 | 0.8082 | 0.8849 | 0.9360 | 0.7686 | 0.8793 | 0.4753 | 0.9030 | 0.8510 | 0.8440 | 0.8637 | 0.6611 | 0.7649 | 0.3977 | 0.8113 | 0.7041 | 0.7730 |
| 0.1595 | 18.11 | 6700 | 0.5729 | 0.7153 | 0.8200 | 0.8859 | 0.9330 | 0.7988 | 0.8632 | 0.5240 | 0.8974 | 0.8688 | 0.8551 | 0.8666 | 0.6606 | 0.7684 | 0.4131 | 0.8104 | 0.7052 | 0.7831 |
| 0.3169 | 18.16 | 6720 | 0.5930 | 0.7149 | 0.8162 | 0.8862 | 0.9301 | 0.7785 | 0.8761 | 0.5033 | 0.9015 | 0.8655 | 0.8586 | 0.8670 | 0.6611 | 0.7626 | 0.4076 | 0.8094 | 0.7090 | 0.7875 |
| 0.143 | 18.22 | 6740 | 0.5853 | 0.7158 | 0.8170 | 0.8864 | 0.9291 | 0.7698 | 0.8828 | 0.5153 | 0.9000 | 0.8485 | 0.8731 | 0.8663 | 0.6623 | 0.7586 | 0.4031 | 0.8080 | 0.7151 | 0.7974 |
| 0.7411 | 18.27 | 6760 | 0.5810 | 0.7124 | 0.8171 | 0.8845 | 0.9276 | 0.8054 | 0.8677 | 0.5153 | 0.9056 | 0.8466 | 0.8515 | 0.8666 | 0.6692 | 0.7603 | 0.4065 | 0.8094 | 0.6960 | 0.7790 |
| 0.1648 | 18.32 | 6780 | 0.5773 | 0.7061 | 0.8120 | 0.8816 | 0.9271 | 0.7893 | 0.8766 | 0.5072 | 0.9058 | 0.8545 | 0.8238 | 0.8679 | 0.6679 | 0.7608 | 0.4047 | 0.8091 | 0.6790 | 0.7531 |
| 0.2575 | 18.38 | 6800 | 0.5514 | 0.7221 | 0.8238 | 0.8892 | 0.9317 | 0.7913 | 0.8867 | 0.5168 | 0.8949 | 0.8637 | 0.8814 | 0.8683 | 0.6709 | 0.7613 | 0.4087 | 0.8110 | 0.7296 | 0.8045 |
| 0.1961 | 18.43 | 6820 | 0.5768 | 0.7222 | 0.8244 | 0.8891 | 0.9306 | 0.7966 | 0.8749 | 0.5171 | 0.8953 | 0.8734 | 0.8827 | 0.8679 | 0.6705 | 0.7612 | 0.4152 | 0.8114 | 0.7256 | 0.8035 |
| 0.1617 | 18.49 | 6840 | 0.5591 | 0.7236 | 0.8224 | 0.8899 | 0.9328 | 0.7914 | 0.8782 | 0.5112 | 0.9008 | 0.8664 | 0.8759 | 0.8680 | 0.6708 | 0.7669 | 0.4179 | 0.8128 | 0.7251 | 0.8040 |
| 0.2819 | 18.54 | 6860 | 0.5806 | 0.7132 | 0.8183 | 0.8847 | 0.9261 | 0.7942 | 0.8849 | 0.5169 | 0.9034 | 0.8563 | 0.8465 | 0.8683 | 0.6696 | 0.7663 | 0.4157 | 0.8112 | 0.6892 | 0.7720 |
| 0.1305 | 18.59 | 6880 | 0.5868 | 0.7124 | 0.8181 | 0.8842 | 0.9320 | 0.7913 | 0.8783 | 0.5234 | 0.8966 | 0.8645 | 0.8406 | 0.8682 | 0.6677 | 0.7665 | 0.4158 | 0.8101 | 0.6899 | 0.7687 |
| 0.1813 | 18.65 | 6900 | 0.5757 | 0.7134 | 0.8165 | 0.8853 | 0.9263 | 0.7889 | 0.8840 | 0.5132 | 0.9095 | 0.8499 | 0.8432 | 0.8690 | 0.6650 | 0.7660 | 0.4176 | 0.8119 | 0.6934 | 0.7712 |
| 0.0823 | 18.7 | 6920 | 0.5687 | 0.7163 | 0.8202 | 0.8859 | 0.9305 | 0.7884 | 0.8794 | 0.5210 | 0.8960 | 0.8686 | 0.8577 | 0.8687 | 0.6690 | 0.7631 | 0.4220 | 0.8102 | 0.7019 | 0.7789 |
| 0.1101 | 18.76 | 6940 | 0.5771 | 0.7175 | 0.8233 | 0.8862 | 0.9296 | 0.8044 | 0.8818 | 0.5249 | 0.8942 | 0.8688 | 0.8595 | 0.8683 | 0.6717 | 0.7608 | 0.4202 | 0.8085 | 0.7055 | 0.7871 |
| 0.2333 | 18.81 | 6960 | 0.5566 | 0.7193 | 0.8222 | 0.8881 | 0.9359 | 0.7946 | 0.8759 | 0.5261 | 0.8964 | 0.8671 | 0.8595 | 0.8719 | 0.6701 | 0.7633 | 0.4214 | 0.8122 | 0.7076 | 0.7886 |
| 0.0968 | 18.86 | 6980 | 0.5836 | 0.7185 | 0.8233 | 0.8872 | 0.9315 | 0.8056 | 0.8643 | 0.5285 | 0.8966 | 0.8667 | 0.8697 | 0.8694 | 0.6666 | 0.7598 | 0.4158 | 0.8082 | 0.7122 | 0.7976 |
| 0.16 | 18.92 | 7000 | 0.5752 | 0.7158 | 0.8195 | 0.8862 | 0.9326 | 0.7931 | 0.8713 | 0.5191 | 0.8980 | 0.8684 | 0.8538 | 0.8695 | 0.6647 | 0.7645 | 0.4235 | 0.8113 | 0.6968 | 0.7802 |
| 0.1579 | 18.97 | 7020 | 0.6036 | 0.7103 | 0.8210 | 0.8824 | 0.9313 | 0.7935 | 0.8632 | 0.5605 | 0.8922 | 0.8669 | 0.8393 | 0.8678 | 0.6634 | 0.7607 | 0.4160 | 0.8059 | 0.6876 | 0.7707 |
| 0.1677 | 19.03 | 7040 | 0.5808 | 0.7113 | 0.8212 | 0.8829 | 0.9289 | 0.8068 | 0.8631 | 0.5528 | 0.8978 | 0.8586 | 0.8404 | 0.8669 | 0.6631 | 0.7616 | 0.4201 | 0.8072 | 0.6886 | 0.7714 |
| 0.1879 | 19.08 | 7060 | 0.5763 | 0.7170 | 0.8221 | 0.8859 | 0.9326 | 0.7825 | 0.8758 | 0.5463 | 0.8913 | 0.8593 | 0.8672 | 0.8671 | 0.6637 | 0.7588 | 0.4211 | 0.8066 | 0.7085 | 0.7934 |
| 0.1272 | 19.14 | 7080 | 0.5822 | 0.7121 | 0.8200 | 0.8833 | 0.9302 | 0.7935 | 0.8770 | 0.5450 | 0.8960 | 0.8608 | 0.8378 | 0.8673 | 0.6653 | 0.7628 | 0.4268 | 0.8087 | 0.6860 | 0.7678 |
| 0.188 | 19.19 | 7100 | 0.6020 | 0.7103 | 0.8159 | 0.8828 | 0.9306 | 0.8042 | 0.8661 | 0.5175 | 0.9005 | 0.8577 | 0.8350 | 0.8663 | 0.6672 | 0.7600 | 0.4219 | 0.8086 | 0.6823 | 0.7655 |
| 0.1206 | 19.24 | 7120 | 0.5927 | 0.7106 | 0.8173 | 0.8827 | 0.9365 | 0.8142 | 0.8713 | 0.5191 | 0.8931 | 0.8589 | 0.8277 | 0.8639 | 0.6675 | 0.7655 | 0.4221 | 0.8103 | 0.6845 | 0.7603 |
| 0.1531 | 19.3 | 7140 | 0.6357 | 0.7089 | 0.8169 | 0.8820 | 0.9312 | 0.8196 | 0.8886 | 0.5226 | 0.9018 | 0.8407 | 0.8141 | 0.8650 | 0.6661 | 0.7690 | 0.4261 | 0.8122 | 0.6761 | 0.7475 |
| 0.0871 | 19.35 | 7160 | 0.6291 | 0.7126 | 0.8197 | 0.8837 | 0.9291 | 0.8144 | 0.8843 | 0.5163 | 0.8985 | 0.8630 | 0.8323 | 0.8669 | 0.6698 | 0.7668 | 0.4257 | 0.8107 | 0.6845 | 0.7636 |
| 0.079 | 19.41 | 7180 | 0.5888 | 0.7124 | 0.8137 | 0.8843 | 0.9329 | 0.7816 | 0.8718 | 0.5038 | 0.9018 | 0.8695 | 0.8345 | 0.8683 | 0.6695 | 0.7641 | 0.4233 | 0.8108 | 0.6851 | 0.7654 |
| 0.148 | 19.46 | 7200 | 0.6259 | 0.7126 | 0.8116 | 0.8847 | 0.9339 | 0.7905 | 0.8603 | 0.4939 | 0.9076 | 0.8582 | 0.8370 | 0.8676 | 0.6691 | 0.7635 | 0.4242 | 0.8122 | 0.6853 | 0.7662 |
| 0.1276 | 19.51 | 7220 | 0.6049 | 0.7123 | 0.8164 | 0.8839 | 0.9373 | 0.8043 | 0.8574 | 0.5181 | 0.8955 | 0.8636 | 0.8388 | 0.8660 | 0.6685 | 0.7649 | 0.4208 | 0.8100 | 0.6876 | 0.7680 |
| 0.0878 | 19.57 | 7240 | 0.5910 | 0.7150 | 0.8162 | 0.8857 | 0.9336 | 0.7844 | 0.8623 | 0.5235 | 0.9030 | 0.8534 | 0.8531 | 0.8663 | 0.6678 | 0.7644 | 0.4077 | 0.8092 | 0.7061 | 0.7838 |
| 0.2596 | 19.62 | 7260 | 0.5838 | 0.7179 | 0.8185 | 0.8870 | 0.9337 | 0.7965 | 0.8655 | 0.5124 | 0.9019 | 0.8616 | 0.8580 | 0.8673 | 0.6723 | 0.7672 | 0.4136 | 0.8109 | 0.7066 | 0.7875 |
| 0.0873 | 19.68 | 7280 | 0.5732 | 0.7253 | 0.8273 | 0.8899 | 0.9265 | 0.8041 | 0.8811 | 0.5270 | 0.9002 | 0.8660 | 0.8859 | 0.8680 | 0.6728 | 0.7687 | 0.4244 | 0.8108 | 0.7248 | 0.8074 |
| 0.2127 | 19.73 | 7300 | 0.5882 | 0.7235 | 0.8260 | 0.8892 | 0.9249 | 0.7916 | 0.8881 | 0.5309 | 0.9009 | 0.8635 | 0.8822 | 0.8671 | 0.6701 | 0.7647 | 0.4173 | 0.8107 | 0.7289 | 0.8057 |
| 0.1186 | 19.78 | 7320 | 0.5851 | 0.7234 | 0.8251 | 0.8891 | 0.9316 | 0.8028 | 0.8566 | 0.5462 | 0.9038 | 0.8595 | 0.8751 | 0.8667 | 0.6694 | 0.7657 | 0.4174 | 0.8112 | 0.7291 | 0.8043 |
| 1.8503 | 19.84 | 7340 | 0.6085 | 0.7138 | 0.8217 | 0.8839 | 0.9318 | 0.7936 | 0.8725 | 0.5484 | 0.8934 | 0.8761 | 0.8364 | 0.8661 | 0.6688 | 0.7681 | 0.4153 | 0.8074 | 0.7009 | 0.7702 |
| 1.9456 | 19.89 | 7360 | 0.6852 | 0.6999 | 0.8127 | 0.8757 | 0.9372 | 0.7887 | 0.8814 | 0.5482 | 0.8823 | 0.8730 | 0.7784 | 0.8593 | 0.6682 | 0.7665 | 0.4103 | 0.8020 | 0.6740 | 0.7186 |
| 0.0961 | 19.95 | 7380 | 0.6292 | 0.7030 | 0.8143 | 0.8781 | 0.9328 | 0.8002 | 0.8746 | 0.5323 | 0.8908 | 0.8770 | 0.7924 | 0.8628 | 0.6691 | 0.7645 | 0.4129 | 0.8055 | 0.6791 | 0.7270 |
| 0.2522 | 20.0 | 7400 | 0.6386 | 0.7016 | 0.8164 | 0.8770 | 0.9316 | 0.8003 | 0.8730 | 0.5499 | 0.8869 | 0.8828 | 0.7901 | 0.8627 | 0.6672 | 0.7661 | 0.4089 | 0.8034 | 0.6767 | 0.7262 |
| 0.1623 | 20.05 | 7420 | 0.6480 | 0.7035 | 0.8118 | 0.8792 | 0.9333 | 0.7838 | 0.8896 | 0.5216 | 0.8954 | 0.8669 | 0.7921 | 0.8637 | 0.6659 | 0.7665 | 0.4135 | 0.8092 | 0.6790 | 0.7267 |
| 0.1648 | 20.11 | 7440 | 0.6506 | 0.7023 | 0.8108 | 0.8781 | 0.9338 | 0.7922 | 0.8661 | 0.5337 | 0.8989 | 0.8618 | 0.7888 | 0.8626 | 0.6675 | 0.7630 | 0.4151 | 0.8075 | 0.6755 | 0.7248 |
| 0.1676 | 20.16 | 7460 | 0.6525 | 0.7020 | 0.8119 | 0.8779 | 0.9305 | 0.7910 | 0.8584 | 0.5395 | 0.8995 | 0.8708 | 0.7938 | 0.8637 | 0.6686 | 0.7612 | 0.4130 | 0.8071 | 0.6746 | 0.7261 |
| 0.1036 | 20.22 | 7480 | 0.6309 | 0.7013 | 0.8048 | 0.8789 | 0.9343 | 0.7790 | 0.8725 | 0.4928 | 0.9041 | 0.8599 | 0.7909 | 0.8628 | 0.6691 | 0.7629 | 0.4011 | 0.8099 | 0.6773 | 0.7257 |
| 0.0918 | 20.27 | 7500 | 0.6292 | 0.7024 | 0.8080 | 0.8788 | 0.9338 | 0.7875 | 0.8729 | 0.5081 | 0.9014 | 0.8603 | 0.7917 | 0.8623 | 0.6706 | 0.7616 | 0.4103 | 0.8102 | 0.6754 | 0.7265 |
| 0.2906 | 20.32 | 7520 | 0.6243 | 0.7052 | 0.8096 | 0.8807 | 0.9384 | 0.7924 | 0.8675 | 0.5085 | 0.9013 | 0.8650 | 0.7937 | 0.8651 | 0.6708 | 0.7639 | 0.4192 | 0.8150 | 0.6747 | 0.7275 |
| 0.184 | 20.38 | 7540 | 0.6176 | 0.7045 | 0.8137 | 0.8796 | 0.9276 | 0.8040 | 0.8813 | 0.5235 | 0.9042 | 0.8587 | 0.7963 | 0.8642 | 0.6698 | 0.7653 | 0.4154 | 0.8106 | 0.6755 | 0.7304 |
| 0.0804 | 20.43 | 7560 | 0.5853 | 0.7082 | 0.8151 | 0.8819 | 0.9305 | 0.8037 | 0.8768 | 0.5146 | 0.9027 | 0.8695 | 0.8082 | 0.8664 | 0.6690 | 0.7690 | 0.4176 | 0.8119 | 0.6826 | 0.7409 |
| 0.1249 | 20.49 | 7580 | 0.6032 | 0.7065 | 0.8139 | 0.8823 | 0.9403 | 0.7796 | 0.8905 | 0.5151 | 0.8912 | 0.8813 | 0.7996 | 0.8715 | 0.6676 | 0.7676 | 0.4128 | 0.8153 | 0.6776 | 0.7331 |
| 0.0544 | 20.54 | 7600 | 0.6024 | 0.7060 | 0.8151 | 0.8819 | 0.9372 | 0.8066 | 0.8847 | 0.5206 | 0.8982 | 0.8606 | 0.7977 | 0.8701 | 0.6694 | 0.7685 | 0.4089 | 0.8148 | 0.6788 | 0.7312 |
| 0.0863 | 20.59 | 7620 | 0.5935 | 0.7068 | 0.8137 | 0.8821 | 0.9401 | 0.7984 | 0.8703 | 0.5322 | 0.9012 | 0.8576 | 0.7960 | 0.8678 | 0.6710 | 0.7732 | 0.4074 | 0.8165 | 0.6812 | 0.7303 |
| 0.3792 | 20.65 | 7640 | 0.6329 | 0.7074 | 0.8157 | 0.8814 | 0.9301 | 0.8079 | 0.8703 | 0.5180 | 0.9023 | 0.8766 | 0.8045 | 0.8660 | 0.6709 | 0.7707 | 0.4139 | 0.8127 | 0.6815 | 0.7361 |
| 1.3909 | 20.7 | 7660 | 0.6040 | 0.7091 | 0.8183 | 0.8822 | 0.9332 | 0.7971 | 0.8748 | 0.5360 | 0.8952 | 0.8784 | 0.8134 | 0.8686 | 0.6701 | 0.7696 | 0.4179 | 0.8115 | 0.6806 | 0.7458 |
| 0.1323 | 20.76 | 7680 | 0.6181 | 0.7114 | 0.8177 | 0.8834 | 0.9331 | 0.7969 | 0.8679 | 0.5273 | 0.8970 | 0.8704 | 0.8316 | 0.8687 | 0.6708 | 0.7649 | 0.4197 | 0.8099 | 0.6853 | 0.7607 |
| 0.3078 | 20.81 | 7700 | 0.6129 | 0.7091 | 0.8135 | 0.8828 | 0.9315 | 0.7961 | 0.8618 | 0.5012 | 0.9016 | 0.8754 | 0.8267 | 0.8686 | 0.6687 | 0.7623 | 0.4146 | 0.8088 | 0.6837 | 0.7570 |
| 0.1756 | 20.86 | 7720 | 0.5944 | 0.7105 | 0.8148 | 0.8834 | 0.9331 | 0.7884 | 0.8776 | 0.5083 | 0.8976 | 0.8696 | 0.8294 | 0.8686 | 0.6702 | 0.7630 | 0.4171 | 0.8099 | 0.6866 | 0.7579 |
| 0.1629 | 20.92 | 7740 | 0.6044 | 0.7115 | 0.8185 | 0.8833 | 0.9312 | 0.8068 | 0.8659 | 0.5289 | 0.8995 | 0.8656 | 0.8313 | 0.8691 | 0.6721 | 0.7627 | 0.4218 | 0.8090 | 0.6857 | 0.7599 |
| 0.2369 | 20.97 | 7760 | 0.5983 | 0.7118 | 0.8121 | 0.8846 | 0.9318 | 0.7858 | 0.8817 | 0.4914 | 0.9058 | 0.8487 | 0.8392 | 0.8689 | 0.6706 | 0.7652 | 0.4127 | 0.8103 | 0.6880 | 0.7670 |
| 0.1395 | 21.03 | 7780 | 0.6233 | 0.7111 | 0.8117 | 0.8843 | 0.9363 | 0.7813 | 0.8855 | 0.4988 | 0.9000 | 0.8407 | 0.8391 | 0.8679 | 0.6704 | 0.7670 | 0.4118 | 0.8106 | 0.6841 | 0.7660 |
| 0.1381 | 21.08 | 7800 | 0.6096 | 0.7104 | 0.8142 | 0.8833 | 0.9312 | 0.7804 | 0.8797 | 0.5074 | 0.8994 | 0.8715 | 0.8295 | 0.8696 | 0.6709 | 0.7652 | 0.4156 | 0.8089 | 0.6843 | 0.7583 |
| 0.2 | 21.14 | 7820 | 0.6285 | 0.7089 | 0.8189 | 0.8817 | 0.9331 | 0.8010 | 0.8722 | 0.5470 | 0.8953 | 0.8697 | 0.8138 | 0.8692 | 0.6699 | 0.7668 | 0.4205 | 0.8083 | 0.6784 | 0.7489 |
| 0.1102 | 21.19 | 7840 | 0.6080 | 0.7149 | 0.8199 | 0.8853 | 0.9309 | 0.7885 | 0.8815 | 0.5360 | 0.9009 | 0.8618 | 0.8398 | 0.8702 | 0.6735 | 0.7681 | 0.4225 | 0.8126 | 0.6894 | 0.7681 |
| 0.1476 | 21.24 | 7860 | 0.6102 | 0.7093 | 0.8163 | 0.8824 | 0.9323 | 0.7863 | 0.8800 | 0.5283 | 0.8970 | 0.8715 | 0.8187 | 0.8690 | 0.6705 | 0.7657 | 0.4184 | 0.8098 | 0.6800 | 0.7518 |
| 0.0475 | 21.3 | 7880 | 0.6285 | 0.7078 | 0.8160 | 0.8811 | 0.9292 | 0.7978 | 0.8854 | 0.5321 | 0.9005 | 0.8560 | 0.8108 | 0.8682 | 0.6730 | 0.7670 | 0.4194 | 0.8072 | 0.6758 | 0.7439 |
| 0.1551 | 21.35 | 7900 | 0.6299 | 0.7080 | 0.8168 | 0.8816 | 0.9310 | 0.8004 | 0.8913 | 0.5193 | 0.8943 | 0.8660 | 0.8154 | 0.8688 | 0.6750 | 0.7644 | 0.4144 | 0.8080 | 0.6772 | 0.7482 |
| 0.2911 | 21.41 | 7920 | 0.6102 | 0.7114 | 0.8188 | 0.8835 | 0.9340 | 0.8066 | 0.8715 | 0.5397 | 0.8986 | 0.8502 | 0.8310 | 0.8685 | 0.6744 | 0.7685 | 0.4109 | 0.8103 | 0.6857 | 0.7611 |
| 0.1838 | 21.46 | 7940 | 0.5847 | 0.7129 | 0.8095 | 0.8853 | 0.9376 | 0.7645 | 0.8754 | 0.5018 | 0.9060 | 0.8405 | 0.8409 | 0.8675 | 0.6675 | 0.7661 | 0.4112 | 0.8104 | 0.6954 | 0.7721 |
| 0.1123 | 21.51 | 7960 | 0.5571 | 0.7188 | 0.8210 | 0.8875 | 0.9322 | 0.8042 | 0.8765 | 0.5155 | 0.9021 | 0.8626 | 0.8541 | 0.8688 | 0.6738 | 0.7691 | 0.4197 | 0.8137 | 0.7050 | 0.7815 |
| 0.1224 | 21.57 | 7980 | 0.5748 | 0.7154 | 0.8187 | 0.8858 | 0.9340 | 0.8043 | 0.8794 | 0.5081 | 0.8982 | 0.8640 | 0.8430 | 0.8683 | 0.6763 | 0.7656 | 0.4144 | 0.8116 | 0.6985 | 0.7733 |
| 0.0828 | 21.62 | 8000 | 0.6015 | 0.7069 | 0.8133 | 0.8809 | 0.9327 | 0.8017 | 0.8742 | 0.5108 | 0.8995 | 0.8676 | 0.8064 | 0.8677 | 0.6759 | 0.7646 | 0.4124 | 0.8071 | 0.6806 | 0.7400 |
| 0.141 | 21.68 | 8020 | 0.5877 | 0.7097 | 0.8177 | 0.8823 | 0.9341 | 0.8095 | 0.8788 | 0.5266 | 0.8962 | 0.8645 | 0.8142 | 0.8680 | 0.6759 | 0.7701 | 0.4151 | 0.8103 | 0.6850 | 0.7432 |
| 0.1893 | 21.73 | 8040 | 0.5991 | 0.7073 | 0.8117 | 0.8815 | 0.9321 | 0.7786 | 0.8743 | 0.5240 | 0.9050 | 0.8590 | 0.8086 | 0.8683 | 0.6719 | 0.7683 | 0.4125 | 0.8092 | 0.6828 | 0.7383 |
| 0.2463 | 21.78 | 8060 | 0.5847 | 0.7071 | 0.8146 | 0.8809 | 0.9335 | 0.8030 | 0.8688 | 0.5378 | 0.9031 | 0.8547 | 0.8014 | 0.8670 | 0.6737 | 0.7701 | 0.4110 | 0.8084 | 0.6848 | 0.7351 |
| 0.072 | 21.84 | 8080 | 0.6718 | 0.7055 | 0.8147 | 0.8801 | 0.9321 | 0.7943 | 0.8692 | 0.5318 | 0.8971 | 0.8763 | 0.8021 | 0.8681 | 0.6727 | 0.7667 | 0.4099 | 0.8069 | 0.6783 | 0.7359 |
| 0.0983 | 21.89 | 8100 | 0.6329 | 0.7064 | 0.8145 | 0.8809 | 0.9296 | 0.8044 | 0.8810 | 0.5115 | 0.8996 | 0.8656 | 0.8096 | 0.8680 | 0.6746 | 0.7654 | 0.4076 | 0.8073 | 0.6821 | 0.7394 |
| 0.2275 | 21.95 | 8120 | 0.6321 | 0.7061 | 0.8120 | 0.8811 | 0.9317 | 0.7865 | 0.8864 | 0.5106 | 0.9007 | 0.8606 | 0.8074 | 0.8682 | 0.6722 | 0.7664 | 0.4082 | 0.8085 | 0.6808 | 0.7386 |
| 0.1424 | 22.0 | 8140 | 0.6322 | 0.7065 | 0.8122 | 0.8815 | 0.9345 | 0.7917 | 0.8777 | 0.5021 | 0.8966 | 0.8682 | 0.8144 | 0.8680 | 0.6755 | 0.7669 | 0.4064 | 0.8106 | 0.6744 | 0.7437 |
| 0.1075 | 22.05 | 8160 | 0.6205 | 0.7062 | 0.8165 | 0.8809 | 0.9326 | 0.7969 | 0.8742 | 0.5308 | 0.8931 | 0.8755 | 0.8125 | 0.8685 | 0.6725 | 0.7675 | 0.4105 | 0.8101 | 0.6720 | 0.7423 |
| 0.088 | 22.11 | 8180 | 0.6247 | 0.7052 | 0.8112 | 0.8807 | 0.9349 | 0.7730 | 0.8796 | 0.5242 | 0.8976 | 0.8611 | 0.8081 | 0.8681 | 0.6701 | 0.7657 | 0.4104 | 0.8100 | 0.6723 | 0.7398 |
| 0.2148 | 22.16 | 8200 | 0.6264 | 0.7070 | 0.8140 | 0.8818 | 0.9315 | 0.8007 | 0.8831 | 0.5053 | 0.8995 | 0.8655 | 0.8125 | 0.8689 | 0.6747 | 0.7666 | 0.4100 | 0.8113 | 0.6751 | 0.7421 |
| 0.1816 | 22.22 | 8220 | 0.6494 | 0.7068 | 0.8132 | 0.8816 | 0.9284 | 0.7953 | 0.8800 | 0.5036 | 0.9019 | 0.8639 | 0.8192 | 0.8682 | 0.6744 | 0.7653 | 0.4074 | 0.8100 | 0.6745 | 0.7476 |
| 0.1059 | 22.27 | 8240 | 0.6124 | 0.7088 | 0.8150 | 0.8827 | 0.9289 | 0.8077 | 0.8816 | 0.5060 | 0.9042 | 0.8533 | 0.8235 | 0.8684 | 0.6774 | 0.7693 | 0.4074 | 0.8121 | 0.6767 | 0.7503 |
| 0.1387 | 22.32 | 8260 | 0.6376 | 0.7070 | 0.8149 | 0.8815 | 0.9340 | 0.7960 | 0.8797 | 0.5223 | 0.8968 | 0.8644 | 0.8110 | 0.8691 | 0.6763 | 0.7688 | 0.4060 | 0.8102 | 0.6746 | 0.7436 |
| 0.3907 | 22.38 | 8280 | 0.6208 | 0.7050 | 0.8143 | 0.8803 | 0.9302 | 0.7992 | 0.8879 | 0.5138 | 0.8979 | 0.8708 | 0.8002 | 0.8683 | 0.6746 | 0.7660 | 0.4076 | 0.8089 | 0.6741 | 0.7356 |
| 0.1376 | 22.43 | 8300 | 0.6203 | 0.7060 | 0.8132 | 0.8809 | 0.9299 | 0.7943 | 0.8723 | 0.5208 | 0.9032 | 0.8616 | 0.8101 | 0.8686 | 0.6754 | 0.7661 | 0.4084 | 0.8093 | 0.6742 | 0.7401 |
| 0.1202 | 22.49 | 8320 | 0.6072 | 0.7067 | 0.8132 | 0.8816 | 0.9304 | 0.8010 | 0.8882 | 0.5135 | 0.9045 | 0.8414 | 0.8133 | 0.8684 | 0.6759 | 0.7683 | 0.4057 | 0.8106 | 0.6761 | 0.7418 |
| 0.1391 | 22.54 | 8340 | 0.6402 | 0.7062 | 0.8132 | 0.8807 | 0.9283 | 0.8123 | 0.8665 | 0.5124 | 0.9065 | 0.8565 | 0.8098 | 0.8681 | 0.6780 | 0.7651 | 0.4054 | 0.8063 | 0.6798 | 0.7407 |
| 0.0847 | 22.59 | 8360 | 0.6071 | 0.7095 | 0.8180 | 0.8826 | 0.9312 | 0.8173 | 0.8706 | 0.5239 | 0.8995 | 0.8565 | 0.8268 | 0.8679 | 0.6782 | 0.7671 | 0.4064 | 0.8106 | 0.6819 | 0.7541 |
| 0.1487 | 22.65 | 8380 | 0.6051 | 0.7089 | 0.8160 | 0.8823 | 0.9335 | 0.8133 | 0.8686 | 0.5156 | 0.8993 | 0.8627 | 0.8187 | 0.8687 | 0.6788 | 0.7660 | 0.4086 | 0.8097 | 0.6796 | 0.7509 |
| 0.1683 | 22.7 | 8400 | 0.6426 | 0.7090 | 0.8136 | 0.8826 | 0.9356 | 0.7975 | 0.8708 | 0.5141 | 0.9002 | 0.8577 | 0.8192 | 0.8680 | 0.6773 | 0.7673 | 0.4095 | 0.8109 | 0.6792 | 0.7509 |
| 0.0552 | 22.76 | 8420 | 0.6230 | 0.7076 | 0.8156 | 0.8815 | 0.9319 | 0.7963 | 0.8687 | 0.5280 | 0.8982 | 0.8691 | 0.8166 | 0.8690 | 0.6761 | 0.7666 | 0.4095 | 0.8092 | 0.6753 | 0.7475 |
| 1.8276 | 22.81 | 8440 | 0.6169 | 0.7089 | 0.8159 | 0.8823 | 0.9345 | 0.8091 | 0.8806 | 0.5308 | 0.9019 | 0.8406 | 0.8138 | 0.8680 | 0.6786 | 0.7711 | 0.4098 | 0.8118 | 0.6761 | 0.7468 |
| 0.069 | 22.86 | 8460 | 0.6010 | 0.7101 | 0.8186 | 0.8829 | 0.9330 | 0.8154 | 0.8825 | 0.5262 | 0.8980 | 0.8535 | 0.8215 | 0.8685 | 0.6771 | 0.7699 | 0.4113 | 0.8121 | 0.6799 | 0.7517 |
| 0.2116 | 22.92 | 8480 | 0.6090 | 0.7095 | 0.8164 | 0.8825 | 0.9331 | 0.8052 | 0.8833 | 0.5195 | 0.8989 | 0.8588 | 0.8157 | 0.8685 | 0.6770 | 0.7690 | 0.4147 | 0.8113 | 0.6792 | 0.7469 |
| 0.2707 | 22.97 | 8500 | 0.6086 | 0.7098 | 0.8186 | 0.8822 | 0.9338 | 0.8160 | 0.8696 | 0.5288 | 0.8965 | 0.8734 | 0.8124 | 0.8682 | 0.6769 | 0.7711 | 0.4186 | 0.8113 | 0.6787 | 0.7437 |
| 1.9017 | 23.03 | 8520 | 0.6366 | 0.7075 | 0.8146 | 0.8810 | 0.9340 | 0.8076 | 0.8718 | 0.5253 | 0.9000 | 0.8598 | 0.8040 | 0.8671 | 0.6775 | 0.7683 | 0.4149 | 0.8084 | 0.6767 | 0.7397 |
| 0.5376 | 23.08 | 8540 | 0.6105 | 0.7078 | 0.8158 | 0.8810 | 0.9323 | 0.8165 | 0.8637 | 0.5240 | 0.9006 | 0.8655 | 0.8077 | 0.8673 | 0.6770 | 0.7679 | 0.4160 | 0.8078 | 0.6767 | 0.7421 |
| 0.1984 | 23.14 | 8560 | 0.6390 | 0.7063 | 0.8142 | 0.8799 | 0.9299 | 0.7995 | 0.8657 | 0.5335 | 0.9027 | 0.8696 | 0.7981 | 0.8675 | 0.6774 | 0.7673 | 0.4177 | 0.8058 | 0.6743 | 0.7341 |
| 0.1297 | 23.19 | 8580 | 0.6062 | 0.7109 | 0.8188 | 0.8826 | 0.9327 | 0.8114 | 0.8771 | 0.5381 | 0.9004 | 0.8581 | 0.8136 | 0.8674 | 0.6788 | 0.7736 | 0.4171 | 0.8114 | 0.6828 | 0.7454 |
| 0.1256 | 23.24 | 8600 | 0.6117 | 0.7098 | 0.8167 | 0.8820 | 0.9329 | 0.8076 | 0.8649 | 0.5336 | 0.9009 | 0.8606 | 0.8161 | 0.8680 | 0.6787 | 0.7690 | 0.4151 | 0.8084 | 0.6819 | 0.7475 |
| 0.2178 | 23.3 | 8620 | 0.6301 | 0.7063 | 0.8063 | 0.8813 | 0.9354 | 0.7755 | 0.8659 | 0.4904 | 0.9053 | 0.8642 | 0.8075 | 0.8668 | 0.6739 | 0.7661 | 0.4111 | 0.8087 | 0.6767 | 0.7409 |
| 0.12 | 23.35 | 8640 | 0.5954 | 0.7134 | 0.8183 | 0.8845 | 0.9305 | 0.8061 | 0.8892 | 0.5131 | 0.9020 | 0.8594 | 0.8282 | 0.8681 | 0.6795 | 0.7728 | 0.4139 | 0.8125 | 0.6910 | 0.7563 |
| 1.6866 | 23.41 | 8660 | 0.6285 | 0.7073 | 0.8171 | 0.8808 | 0.9342 | 0.8003 | 0.8867 | 0.5319 | 0.8915 | 0.8707 | 0.8042 | 0.8674 | 0.6780 | 0.7715 | 0.4115 | 0.8086 | 0.6755 | 0.7385 |
| 0.8764 | 23.46 | 8680 | 0.6196 | 0.7069 | 0.8179 | 0.8805 | 0.9319 | 0.8104 | 0.8803 | 0.5430 | 0.8968 | 0.8597 | 0.8030 | 0.8670 | 0.6774 | 0.7718 | 0.4108 | 0.8087 | 0.6755 | 0.7376 |
| 0.2846 | 23.51 | 8700 | 0.6429 | 0.7054 | 0.8089 | 0.8801 | 0.9338 | 0.7897 | 0.8778 | 0.5126 | 0.9054 | 0.8470 | 0.7960 | 0.8662 | 0.6773 | 0.7671 | 0.4131 | 0.8070 | 0.6741 | 0.7328 |
| 0.1733 | 23.57 | 8720 | 0.6716 | 0.7060 | 0.8137 | 0.8801 | 0.9312 | 0.7954 | 0.8775 | 0.5342 | 0.9026 | 0.8564 | 0.7982 | 0.8679 | 0.6766 | 0.7678 | 0.4128 | 0.8065 | 0.6765 | 0.7339 |
| 0.1889 | 23.62 | 8740 | 0.6285 | 0.7086 | 0.8183 | 0.8816 | 0.9327 | 0.8064 | 0.8815 | 0.5367 | 0.8958 | 0.8666 | 0.8085 | 0.8681 | 0.6788 | 0.7732 | 0.4114 | 0.8103 | 0.6773 | 0.7407 |
| 0.2335 | 23.68 | 8760 | 0.6187 | 0.7077 | 0.8179 | 0.8812 | 0.9290 | 0.8058 | 0.8765 | 0.5372 | 0.8993 | 0.8645 | 0.8128 | 0.8692 | 0.6764 | 0.7698 | 0.4107 | 0.8081 | 0.6760 | 0.7438 |
| 0.1434 | 23.73 | 8780 | 0.6220 | 0.7068 | 0.8185 | 0.8804 | 0.9287 | 0.8154 | 0.8699 | 0.5404 | 0.8982 | 0.8675 | 0.8094 | 0.8688 | 0.6771 | 0.7681 | 0.4102 | 0.8063 | 0.6748 | 0.7424 |
| 0.1091 | 23.78 | 8800 | 0.6053 | 0.7097 | 0.8177 | 0.8824 | 0.9306 | 0.7995 | 0.8773 | 0.5373 | 0.9012 | 0.8613 | 0.8165 | 0.8697 | 0.6777 | 0.7712 | 0.4128 | 0.8101 | 0.6800 | 0.7462 |
| 0.0441 | 23.84 | 8820 | 0.6099 | 0.7090 | 0.8185 | 0.8819 | 0.9339 | 0.8164 | 0.8647 | 0.5389 | 0.8970 | 0.8614 | 0.8173 | 0.8684 | 0.6783 | 0.7700 | 0.4109 | 0.8097 | 0.6781 | 0.7478 |
| 0.0642 | 23.89 | 8840 | 0.6071 | 0.7085 | 0.8166 | 0.8815 | 0.9342 | 0.8128 | 0.8618 | 0.5345 | 0.8997 | 0.8641 | 0.8094 | 0.8681 | 0.6780 | 0.7694 | 0.4140 | 0.8089 | 0.6784 | 0.7430 |
| 0.1659 | 23.95 | 8860 | 0.5899 | 0.7092 | 0.8138 | 0.8825 | 0.9322 | 0.8027 | 0.8705 | 0.4997 | 0.9026 | 0.8791 | 0.8101 | 0.8693 | 0.6781 | 0.7697 | 0.4154 | 0.8109 | 0.6780 | 0.7430 |
| 0.1801 | 24.0 | 8880 | 0.6425 | 0.7073 | 0.8119 | 0.8814 | 0.9312 | 0.7967 | 0.8706 | 0.5050 | 0.9036 | 0.8643 | 0.8116 | 0.8687 | 0.6768 | 0.7656 | 0.4120 | 0.8072 | 0.6767 | 0.7441 |
| 1.0472 | 24.05 | 8900 | 0.6368 | 0.7085 | 0.8126 | 0.8822 | 0.9331 | 0.8066 | 0.8658 | 0.5075 | 0.9060 | 0.8547 | 0.8142 | 0.8683 | 0.6777 | 0.7685 | 0.4122 | 0.8102 | 0.6772 | 0.7457 |
| 0.2152 | 24.11 | 8920 | 0.6309 | 0.7080 | 0.8133 | 0.8818 | 0.9332 | 0.8037 | 0.8715 | 0.5062 | 0.9010 | 0.8646 | 0.8131 | 0.8683 | 0.6775 | 0.7679 | 0.4117 | 0.8097 | 0.6756 | 0.7451 |
| 0.0434 | 24.16 | 8940 | 0.6352 | 0.7078 | 0.8145 | 0.8816 | 0.9339 | 0.7984 | 0.8811 | 0.5156 | 0.8965 | 0.8632 | 0.8130 | 0.8682 | 0.6770 | 0.7683 | 0.4116 | 0.8089 | 0.6758 | 0.7451 |
| 0.1156 | 24.22 | 8960 | 0.6161 | 0.7095 | 0.8189 | 0.8825 | 0.9301 | 0.8131 | 0.8746 | 0.5325 | 0.9002 | 0.8620 | 0.8200 | 0.8690 | 0.6765 | 0.7718 | 0.4122 | 0.8118 | 0.6779 | 0.7471 |
| 0.1483 | 24.27 | 8980 | 0.6298 | 0.7072 | 0.8137 | 0.8813 | 0.9332 | 0.8052 | 0.8798 | 0.5192 | 0.9018 | 0.8486 | 0.8082 | 0.8675 | 0.6770 | 0.7689 | 0.4101 | 0.8089 | 0.6762 | 0.7418 |
| 0.1716 | 24.32 | 9000 | 0.6275 | 0.7076 | 0.8139 | 0.8815 | 0.9328 | 0.8087 | 0.8726 | 0.5286 | 0.9052 | 0.8344 | 0.8148 | 0.8679 | 0.6765 | 0.7689 | 0.4102 | 0.8087 | 0.6753 | 0.7457 |
| 0.0314 | 24.38 | 9020 | 0.6365 | 0.7065 | 0.8143 | 0.8808 | 0.9320 | 0.8008 | 0.8773 | 0.5204 | 0.8994 | 0.8663 | 0.8041 | 0.8678 | 0.6762 | 0.7681 | 0.4103 | 0.8087 | 0.6759 | 0.7385 |
| 0.1488 | 24.43 | 9040 | 0.6421 | 0.7080 | 0.8135 | 0.8818 | 0.9341 | 0.8048 | 0.8730 | 0.5076 | 0.8997 | 0.8636 | 0.8120 | 0.8674 | 0.6777 | 0.7686 | 0.4114 | 0.8103 | 0.6769 | 0.7434 |
| 0.1511 | 24.49 | 9060 | 0.6465 | 0.7060 | 0.8128 | 0.8805 | 0.9321 | 0.7908 | 0.8723 | 0.5162 | 0.8979 | 0.8728 | 0.8077 | 0.8685 | 0.6759 | 0.7654 | 0.4117 | 0.8071 | 0.6732 | 0.7402 |
| 0.1712 | 24.54 | 9080 | 0.6452 | 0.7064 | 0.8146 | 0.8806 | 0.9298 | 0.7991 | 0.8749 | 0.5260 | 0.9005 | 0.8626 | 0.8096 | 0.8685 | 0.6755 | 0.7657 | 0.4104 | 0.8066 | 0.6762 | 0.7418 |
| 0.0786 | 24.59 | 9100 | 0.6148 | 0.7074 | 0.8186 | 0.8810 | 0.9290 | 0.8139 | 0.8767 | 0.5383 | 0.8993 | 0.8645 | 0.8088 | 0.8689 | 0.6755 | 0.7693 | 0.4112 | 0.8083 | 0.6780 | 0.7409 |
| 0.1503 | 24.65 | 9120 | 0.6358 | 0.7075 | 0.8137 | 0.8814 | 0.9325 | 0.7985 | 0.8723 | 0.5160 | 0.9009 | 0.8665 | 0.8091 | 0.8684 | 0.6763 | 0.7678 | 0.4128 | 0.8088 | 0.6769 | 0.7417 |
| 0.2824 | 24.7 | 9140 | 0.6273 | 0.7067 | 0.8133 | 0.8808 | 0.9353 | 0.7995 | 0.8688 | 0.5238 | 0.8989 | 0.8643 | 0.8028 | 0.8673 | 0.6767 | 0.7680 | 0.4128 | 0.8084 | 0.6761 | 0.7379 |
| 0.417 | 24.76 | 9160 | 0.6413 | 0.7065 | 0.8109 | 0.8807 | 0.9298 | 0.8041 | 0.8759 | 0.5149 | 0.9101 | 0.8339 | 0.8073 | 0.8674 | 0.6767 | 0.7664 | 0.4127 | 0.8058 | 0.6754 | 0.7408 |
| 0.0708 | 24.81 | 9180 | 0.6532 | 0.7076 | 0.8142 | 0.8813 | 0.9317 | 0.8104 | 0.8704 | 0.5146 | 0.9022 | 0.8588 | 0.8116 | 0.8681 | 0.6766 | 0.7668 | 0.4127 | 0.8076 | 0.6780 | 0.7437 |
| 0.1626 | 24.86 | 9200 | 0.6461 | 0.7077 | 0.8118 | 0.8816 | 0.9331 | 0.8007 | 0.8708 | 0.5031 | 0.9031 | 0.8606 | 0.8110 | 0.8682 | 0.6774 | 0.7663 | 0.4120 | 0.8079 | 0.6783 | 0.7435 |
| 0.0988 | 24.92 | 9220 | 0.6357 | 0.7069 | 0.8125 | 0.8809 | 0.9379 | 0.8022 | 0.8645 | 0.5140 | 0.8966 | 0.8692 | 0.8035 | 0.8664 | 0.6774 | 0.7685 | 0.4127 | 0.8093 | 0.6759 | 0.7382 |
| 0.1384 | 24.97 | 9240 | 0.6325 | 0.7077 | 0.8137 | 0.8816 | 0.9348 | 0.8020 | 0.8775 | 0.5017 | 0.8953 | 0.8739 | 0.8105 | 0.8677 | 0.6774 | 0.7684 | 0.4116 | 0.8094 | 0.6762 | 0.7429 |
### Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
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