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---
license: other
base_model: nvidia/segformer-b4-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-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-b4-ade-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5503
- Mean Iou: 0.7259
- Mean Accuracy: 0.8239
- Overall Accuracy: 0.8905
- Accuracy Water: 0.9420
- Accuracy Whitewater: 0.8275
- Accuracy Sediment: 0.8697
- Accuracy Other Natural Terrain: 0.5254
- Accuracy Vegetation: 0.9118
- Accuracy Development: 0.8725
- Accuracy Unknown: 0.8182
- Iou Water: 0.8743
- Iou Whitewater: 0.7005
- Iou Sediment: 0.7725
- Iou Other Natural Terrain: 0.4188
- Iou Vegetation: 0.8159
- Iou Development: 0.7204
- Iou Unknown: 0.7786
## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7996 | 0.05 | 20 | 1.6618 | 0.1385 | 0.2334 | 0.4197 | 0.2605 | 0.0017 | 0.0998 | 0.0001 | 0.9645 | 0.0257 | 0.2812 | 0.2371 | 0.0017 | 0.0706 | 0.0001 | 0.3546 | 0.0243 | 0.2812 |
| 1.6351 | 0.11 | 40 | 1.3796 | 0.2802 | 0.3790 | 0.6323 | 0.7576 | 0.0019 | 0.3713 | 0.0001 | 0.9269 | 0.2917 | 0.3035 | 0.6296 | 0.0019 | 0.2979 | 0.0001 | 0.4993 | 0.2290 | 0.3033 |
| 1.3244 | 0.16 | 60 | 1.1775 | 0.2816 | 0.3728 | 0.6589 | 0.8328 | 0.0278 | 0.2458 | 0.0 | 0.9754 | 0.1749 | 0.3532 | 0.7031 | 0.0278 | 0.2039 | 0.0 | 0.5275 | 0.1594 | 0.3491 |
| 1.141 | 0.22 | 80 | 1.0487 | 0.3248 | 0.4152 | 0.6952 | 0.8715 | 0.0146 | 0.2582 | 0.0 | 0.9688 | 0.3943 | 0.3991 | 0.7104 | 0.0146 | 0.2183 | 0.0 | 0.5762 | 0.3599 | 0.3942 |
| 1.2046 | 0.27 | 100 | 0.9807 | 0.3916 | 0.5008 | 0.7341 | 0.8654 | 0.0558 | 0.6314 | 0.0 | 0.9231 | 0.6309 | 0.3992 | 0.7483 | 0.0556 | 0.4279 | 0.0 | 0.6178 | 0.4942 | 0.3973 |
| 0.8813 | 0.32 | 120 | 0.9001 | 0.4088 | 0.5210 | 0.7502 | 0.8914 | 0.0256 | 0.6221 | 0.0 | 0.8907 | 0.7535 | 0.4639 | 0.7625 | 0.0256 | 0.4717 | 0.0 | 0.6289 | 0.5149 | 0.4577 |
| 1.1054 | 0.38 | 140 | 0.8345 | 0.4071 | 0.5236 | 0.7503 | 0.9017 | 0.0017 | 0.6190 | 0.0 | 0.8647 | 0.8093 | 0.4685 | 0.7541 | 0.0017 | 0.4967 | 0.0 | 0.6349 | 0.5003 | 0.4621 |
| 1.33 | 0.43 | 160 | 0.8624 | 0.4254 | 0.5412 | 0.7580 | 0.8682 | 0.0640 | 0.6765 | 0.0 | 0.9082 | 0.8024 | 0.4692 | 0.7719 | 0.0639 | 0.5188 | 0.0 | 0.6361 | 0.5249 | 0.4623 |
| 0.9514 | 0.49 | 180 | 0.7666 | 0.4413 | 0.5632 | 0.7751 | 0.8997 | 0.0773 | 0.7375 | 0.0 | 0.8850 | 0.8480 | 0.4949 | 0.7864 | 0.0770 | 0.5149 | 0.0 | 0.6838 | 0.5424 | 0.4848 |
| 0.9908 | 0.54 | 200 | 0.7238 | 0.4625 | 0.5783 | 0.7808 | 0.9173 | 0.1737 | 0.7531 | 0.0 | 0.8696 | 0.8350 | 0.4994 | 0.7847 | 0.1722 | 0.5914 | 0.0 | 0.6776 | 0.5230 | 0.4888 |
| 0.6507 | 0.59 | 220 | 0.7059 | 0.4730 | 0.5939 | 0.7842 | 0.9030 | 0.2181 | 0.8172 | 0.0 | 0.8698 | 0.8533 | 0.4961 | 0.7760 | 0.2161 | 0.5692 | 0.0 | 0.6904 | 0.5716 | 0.4877 |
| 0.8612 | 0.65 | 240 | 0.6863 | 0.4878 | 0.6020 | 0.7871 | 0.9168 | 0.2972 | 0.8751 | 0.0 | 0.8585 | 0.7589 | 0.5076 | 0.7607 | 0.2871 | 0.5770 | 0.0 | 0.6964 | 0.5970 | 0.4963 |
| 0.817 | 0.7 | 260 | 0.6994 | 0.4870 | 0.5971 | 0.7853 | 0.9158 | 0.3467 | 0.7023 | 0.0 | 0.8749 | 0.7940 | 0.5462 | 0.7684 | 0.3327 | 0.4967 | 0.0 | 0.6952 | 0.5854 | 0.5306 |
| 0.7013 | 0.76 | 280 | 0.7039 | 0.5090 | 0.6147 | 0.7952 | 0.8864 | 0.4188 | 0.8107 | 0.0 | 0.9333 | 0.7519 | 0.5019 | 0.7943 | 0.3898 | 0.6044 | 0.0 | 0.6824 | 0.6012 | 0.4910 |
| 0.5296 | 0.81 | 300 | 0.6780 | 0.5184 | 0.6354 | 0.7942 | 0.9253 | 0.6229 | 0.6595 | 0.0 | 0.8711 | 0.8447 | 0.5244 | 0.7922 | 0.5030 | 0.5563 | 0.0 | 0.6795 | 0.5932 | 0.5049 |
| 1.9473 | 0.86 | 320 | 0.6378 | 0.5484 | 0.6550 | 0.8145 | 0.9153 | 0.5907 | 0.7930 | 0.0 | 0.9067 | 0.8167 | 0.5625 | 0.8053 | 0.5191 | 0.6401 | 0.0 | 0.7114 | 0.6272 | 0.5354 |
| 0.6526 | 0.92 | 340 | 0.6640 | 0.5198 | 0.6270 | 0.8036 | 0.9080 | 0.4719 | 0.7448 | 0.0 | 0.9251 | 0.8294 | 0.5101 | 0.8101 | 0.4285 | 0.6169 | 0.0 | 0.6985 | 0.5846 | 0.5003 |
| 0.6158 | 0.97 | 360 | 0.6036 | 0.5635 | 0.6660 | 0.8236 | 0.9305 | 0.5957 | 0.8159 | 0.0 | 0.8971 | 0.8425 | 0.5806 | 0.8109 | 0.5478 | 0.6469 | 0.0 | 0.7266 | 0.6656 | 0.5467 |
| 0.6889 | 1.03 | 380 | 0.6122 | 0.5689 | 0.6857 | 0.8245 | 0.9078 | 0.6870 | 0.8587 | 0.0 | 0.8972 | 0.8718 | 0.5773 | 0.8265 | 0.5679 | 0.6732 | 0.0 | 0.7144 | 0.6527 | 0.5475 |
| 0.8398 | 1.08 | 400 | 0.6046 | 0.5639 | 0.6609 | 0.8259 | 0.9239 | 0.6264 | 0.8207 | 0.0 | 0.9428 | 0.7562 | 0.5564 | 0.8154 | 0.5376 | 0.6656 | 0.0 | 0.7300 | 0.6566 | 0.5419 |
| 0.5525 | 1.14 | 420 | 0.5844 | 0.5614 | 0.6918 | 0.8149 | 0.9346 | 0.6915 | 0.8565 | 0.0001 | 0.7892 | 0.9305 | 0.6401 | 0.8060 | 0.5956 | 0.6503 | 0.0001 | 0.7033 | 0.5758 | 0.5986 |
| 0.4518 | 1.19 | 440 | 0.5928 | 0.5694 | 0.6943 | 0.8232 | 0.8681 | 0.6488 | 0.8886 | 0.0001 | 0.8696 | 0.8152 | 0.7697 | 0.7924 | 0.5603 | 0.5927 | 0.0001 | 0.7465 | 0.6463 | 0.6476 |
| 0.3196 | 1.24 | 460 | 0.6074 | 0.5595 | 0.6550 | 0.8218 | 0.9200 | 0.5712 | 0.8242 | 0.0 | 0.9328 | 0.7890 | 0.5480 | 0.8181 | 0.5260 | 0.6730 | 0.0 | 0.7156 | 0.6673 | 0.5162 |
| 0.5027 | 1.3 | 480 | 0.5926 | 0.5682 | 0.6860 | 0.8250 | 0.9250 | 0.7513 | 0.8576 | 0.0 | 0.9062 | 0.8556 | 0.5061 | 0.8217 | 0.5813 | 0.6973 | 0.0 | 0.7260 | 0.6568 | 0.4940 |
| 0.6623 | 1.35 | 500 | 0.5957 | 0.5612 | 0.6748 | 0.8241 | 0.9321 | 0.6650 | 0.8496 | 0.0 | 0.9014 | 0.8574 | 0.5178 | 0.8284 | 0.5701 | 0.6787 | 0.0 | 0.7315 | 0.6148 | 0.5048 |
| 0.4123 | 1.41 | 520 | 0.5802 | 0.5710 | 0.6924 | 0.8242 | 0.9141 | 0.7787 | 0.8525 | 0.0 | 0.9029 | 0.8788 | 0.5197 | 0.8244 | 0.6246 | 0.6937 | 0.0 | 0.7247 | 0.6218 | 0.5080 |
| 0.3567 | 1.46 | 540 | 0.5760 | 0.5750 | 0.6763 | 0.8265 | 0.9232 | 0.7055 | 0.8190 | 0.0002 | 0.9256 | 0.8169 | 0.5436 | 0.8258 | 0.6074 | 0.6963 | 0.0002 | 0.7149 | 0.6564 | 0.5244 |
| 0.3404 | 1.51 | 560 | 0.5725 | 0.5788 | 0.6787 | 0.8325 | 0.9322 | 0.6995 | 0.8212 | 0.0021 | 0.9249 | 0.7782 | 0.5930 | 0.8140 | 0.5872 | 0.6826 | 0.0021 | 0.7438 | 0.6502 | 0.5719 |
| 0.3542 | 1.57 | 580 | 0.5759 | 0.5872 | 0.6949 | 0.8336 | 0.9302 | 0.7720 | 0.8318 | 0.0004 | 0.9124 | 0.8626 | 0.5549 | 0.8286 | 0.6374 | 0.7063 | 0.0004 | 0.7300 | 0.6646 | 0.5429 |
| 0.5647 | 1.62 | 600 | 0.5635 | 0.5926 | 0.7132 | 0.8380 | 0.9124 | 0.8427 | 0.8749 | 0.0003 | 0.9089 | 0.8359 | 0.6171 | 0.8388 | 0.6198 | 0.6904 | 0.0003 | 0.7343 | 0.6800 | 0.5846 |
| 0.342 | 1.68 | 620 | 0.5616 | 0.5793 | 0.7065 | 0.8285 | 0.9150 | 0.8240 | 0.8075 | 0.0 | 0.8730 | 0.8915 | 0.6343 | 0.8351 | 0.6019 | 0.6871 | 0.0 | 0.7122 | 0.6332 | 0.5861 |
| 0.4183 | 1.73 | 640 | 0.5514 | 0.5959 | 0.6992 | 0.8388 | 0.9208 | 0.7985 | 0.8213 | 0.0014 | 0.9300 | 0.7947 | 0.6275 | 0.8396 | 0.6423 | 0.6872 | 0.0014 | 0.7278 | 0.6710 | 0.6018 |
| 1.0677 | 1.78 | 660 | 0.5618 | 0.5915 | 0.6959 | 0.8370 | 0.9145 | 0.7630 | 0.8128 | 0.0 | 0.9274 | 0.8135 | 0.6402 | 0.8335 | 0.6267 | 0.6889 | 0.0 | 0.7329 | 0.6622 | 0.5965 |
| 0.5682 | 1.84 | 680 | 0.5212 | 0.6035 | 0.7052 | 0.8464 | 0.9383 | 0.7473 | 0.8452 | 0.0028 | 0.9098 | 0.8419 | 0.6513 | 0.8326 | 0.6173 | 0.6857 | 0.0028 | 0.7524 | 0.6972 | 0.6363 |
| 0.4499 | 1.89 | 700 | 0.5389 | 0.6082 | 0.7131 | 0.8436 | 0.9029 | 0.7818 | 0.8322 | 0.0123 | 0.9274 | 0.8649 | 0.6701 | 0.8398 | 0.6534 | 0.6920 | 0.0123 | 0.7300 | 0.6789 | 0.6509 |
| 0.737 | 1.95 | 720 | 0.5390 | 0.5997 | 0.7012 | 0.8387 | 0.8985 | 0.7270 | 0.8226 | 0.0193 | 0.9179 | 0.7850 | 0.7382 | 0.8268 | 0.6141 | 0.6959 | 0.0193 | 0.7329 | 0.6829 | 0.6258 |
| 1.8862 | 2.0 | 740 | 0.5632 | 0.5918 | 0.7112 | 0.8369 | 0.9257 | 0.8057 | 0.8401 | 0.0134 | 0.8963 | 0.9235 | 0.5735 | 0.8326 | 0.6244 | 0.7105 | 0.0134 | 0.7381 | 0.6613 | 0.5624 |
| 0.3969 | 2.05 | 760 | 0.5738 | 0.5775 | 0.6803 | 0.8329 | 0.9267 | 0.7258 | 0.8365 | 0.0115 | 0.9479 | 0.7698 | 0.5435 | 0.8327 | 0.5740 | 0.7178 | 0.0115 | 0.7364 | 0.6421 | 0.5283 |
| 0.4485 | 2.11 | 780 | 0.5115 | 0.5808 | 0.7162 | 0.8347 | 0.9213 | 0.8359 | 0.8539 | 0.0257 | 0.8887 | 0.9209 | 0.5672 | 0.8416 | 0.5746 | 0.7114 | 0.0256 | 0.7521 | 0.6147 | 0.5459 |
| 0.4601 | 2.16 | 800 | 0.4928 | 0.6289 | 0.7265 | 0.8589 | 0.9338 | 0.7416 | 0.7906 | 0.0709 | 0.9098 | 0.8631 | 0.7759 | 0.8394 | 0.6178 | 0.7066 | 0.0707 | 0.7757 | 0.6895 | 0.7030 |
| 1.3914 | 2.22 | 820 | 0.4974 | 0.6289 | 0.7243 | 0.8595 | 0.9320 | 0.7422 | 0.8269 | 0.0654 | 0.9166 | 0.8002 | 0.7869 | 0.8399 | 0.6236 | 0.7058 | 0.0652 | 0.7781 | 0.6824 | 0.7073 |
| 0.2324 | 2.27 | 840 | 0.4771 | 0.6282 | 0.7488 | 0.8591 | 0.9165 | 0.8484 | 0.8886 | 0.0381 | 0.8783 | 0.8598 | 0.8117 | 0.8444 | 0.6400 | 0.6924 | 0.0380 | 0.7777 | 0.6837 | 0.7214 |
| 0.6388 | 2.32 | 860 | 0.4670 | 0.6300 | 0.7361 | 0.8591 | 0.9277 | 0.8268 | 0.8403 | 0.0739 | 0.9251 | 0.8473 | 0.7111 | 0.8454 | 0.6490 | 0.7112 | 0.0731 | 0.7831 | 0.6738 | 0.6743 |
| 0.2188 | 2.38 | 880 | 0.4928 | 0.6232 | 0.7423 | 0.8471 | 0.9248 | 0.8602 | 0.8602 | 0.2115 | 0.9274 | 0.8505 | 0.5618 | 0.8433 | 0.6290 | 0.7404 | 0.2050 | 0.7739 | 0.6265 | 0.5444 |
| 0.7092 | 2.43 | 900 | 0.4844 | 0.6309 | 0.7335 | 0.8565 | 0.9195 | 0.7766 | 0.8661 | 0.1365 | 0.9419 | 0.8232 | 0.6709 | 0.8537 | 0.6358 | 0.7335 | 0.1323 | 0.7738 | 0.6501 | 0.6374 |
| 0.7643 | 2.49 | 920 | 0.4768 | 0.6334 | 0.7428 | 0.8560 | 0.9253 | 0.7818 | 0.8491 | 0.1362 | 0.8976 | 0.8848 | 0.7245 | 0.8473 | 0.6349 | 0.7250 | 0.1338 | 0.7687 | 0.6468 | 0.6771 |
| 0.3122 | 2.54 | 940 | 0.4602 | 0.6392 | 0.7361 | 0.8620 | 0.9343 | 0.7936 | 0.8124 | 0.0915 | 0.9176 | 0.8384 | 0.7647 | 0.8443 | 0.6415 | 0.7129 | 0.0901 | 0.7736 | 0.6969 | 0.7151 |
| 0.4749 | 2.59 | 960 | 0.5159 | 0.6405 | 0.7421 | 0.8649 | 0.9295 | 0.8029 | 0.8561 | 0.0751 | 0.9145 | 0.8401 | 0.7769 | 0.8443 | 0.6460 | 0.7174 | 0.0742 | 0.7883 | 0.6921 | 0.7210 |
| 0.2705 | 2.65 | 980 | 0.5420 | 0.6110 | 0.7160 | 0.8431 | 0.9321 | 0.8193 | 0.8397 | 0.1128 | 0.9387 | 0.8182 | 0.5512 | 0.8466 | 0.6527 | 0.7419 | 0.1109 | 0.7489 | 0.6416 | 0.5345 |
| 0.4277 | 2.7 | 1000 | 0.5636 | 0.5942 | 0.7261 | 0.8374 | 0.9211 | 0.8345 | 0.8916 | 0.0744 | 0.8874 | 0.9127 | 0.5612 | 0.8470 | 0.6492 | 0.6832 | 0.0737 | 0.7656 | 0.6105 | 0.5300 |
| 0.3361 | 2.76 | 1020 | 0.5560 | 0.5980 | 0.7126 | 0.8379 | 0.9340 | 0.8012 | 0.8863 | 0.1015 | 0.9195 | 0.8318 | 0.5139 | 0.8424 | 0.6616 | 0.6936 | 0.1003 | 0.7576 | 0.6233 | 0.5075 |
| 0.2131 | 2.81 | 1040 | 0.4922 | 0.6332 | 0.7542 | 0.8464 | 0.9243 | 0.8445 | 0.8604 | 0.2245 | 0.8791 | 0.9215 | 0.6252 | 0.8423 | 0.6536 | 0.7311 | 0.2194 | 0.7509 | 0.6570 | 0.5780 |
| 0.4304 | 2.86 | 1060 | 0.4797 | 0.6432 | 0.7414 | 0.8561 | 0.9357 | 0.8259 | 0.8261 | 0.1822 | 0.9262 | 0.8392 | 0.6541 | 0.8442 | 0.6658 | 0.7358 | 0.1796 | 0.7624 | 0.6887 | 0.6260 |
| 0.3788 | 2.92 | 1080 | 0.4500 | 0.6428 | 0.7568 | 0.8583 | 0.9292 | 0.8807 | 0.8560 | 0.1840 | 0.9145 | 0.8782 | 0.6547 | 0.8469 | 0.6292 | 0.7258 | 0.1791 | 0.7699 | 0.7106 | 0.6380 |
| 0.3109 | 2.97 | 1100 | 0.4402 | 0.6453 | 0.7467 | 0.8584 | 0.9378 | 0.7490 | 0.8789 | 0.2150 | 0.9112 | 0.8963 | 0.6385 | 0.8503 | 0.6480 | 0.7422 | 0.2072 | 0.7725 | 0.6728 | 0.6245 |
| 0.313 | 3.03 | 1120 | 0.4730 | 0.6509 | 0.7636 | 0.8611 | 0.9233 | 0.8228 | 0.9004 | 0.2175 | 0.9036 | 0.8874 | 0.6900 | 0.8466 | 0.6430 | 0.7358 | 0.1968 | 0.7787 | 0.6857 | 0.6697 |
| 0.5267 | 3.08 | 1140 | 0.4381 | 0.6790 | 0.7837 | 0.8731 | 0.9227 | 0.8276 | 0.8415 | 0.2900 | 0.9056 | 0.8945 | 0.8039 | 0.8552 | 0.6517 | 0.7441 | 0.2698 | 0.7864 | 0.6791 | 0.7669 |
| 0.6162 | 3.14 | 1160 | 0.4643 | 0.6700 | 0.7670 | 0.8663 | 0.9274 | 0.8280 | 0.8118 | 0.2924 | 0.9304 | 0.8529 | 0.7259 | 0.8506 | 0.6576 | 0.7353 | 0.2801 | 0.7738 | 0.6960 | 0.6968 |
| 0.3309 | 3.19 | 1180 | 0.4844 | 0.6540 | 0.7608 | 0.8618 | 0.9289 | 0.8232 | 0.8624 | 0.2114 | 0.9033 | 0.8873 | 0.7092 | 0.8458 | 0.6655 | 0.7206 | 0.1999 | 0.7761 | 0.6856 | 0.6845 |
| 0.2346 | 3.24 | 1200 | 0.4521 | 0.6686 | 0.7638 | 0.8681 | 0.9423 | 0.7894 | 0.8419 | 0.2557 | 0.9073 | 0.8754 | 0.7347 | 0.8413 | 0.6693 | 0.7318 | 0.2380 | 0.7906 | 0.7006 | 0.7088 |
| 0.2851 | 3.3 | 1220 | 0.4731 | 0.6556 | 0.7634 | 0.8647 | 0.9003 | 0.6759 | 0.8933 | 0.2520 | 0.8915 | 0.8734 | 0.8572 | 0.8400 | 0.5774 | 0.7224 | 0.2397 | 0.7908 | 0.7053 | 0.7138 |
| 0.293 | 3.35 | 1240 | 0.4126 | 0.6998 | 0.7967 | 0.8843 | 0.9266 | 0.8391 | 0.8298 | 0.3422 | 0.9229 | 0.8507 | 0.8652 | 0.8573 | 0.6491 | 0.7313 | 0.3177 | 0.8105 | 0.7219 | 0.8111 |
| 0.839 | 3.41 | 1260 | 0.4382 | 0.6837 | 0.7752 | 0.8793 | 0.9373 | 0.7954 | 0.8550 | 0.2738 | 0.9309 | 0.8478 | 0.7862 | 0.8548 | 0.6647 | 0.7335 | 0.2611 | 0.8145 | 0.7042 | 0.7530 |
| 0.5775 | 3.46 | 1280 | 0.4951 | 0.6536 | 0.7549 | 0.8610 | 0.9445 | 0.7814 | 0.9085 | 0.2600 | 0.9057 | 0.8165 | 0.6675 | 0.8380 | 0.6630 | 0.7178 | 0.2207 | 0.7940 | 0.6989 | 0.6427 |
| 0.3429 | 3.51 | 1300 | 0.4591 | 0.6826 | 0.7888 | 0.8713 | 0.9157 | 0.8246 | 0.8578 | 0.3419 | 0.9111 | 0.9014 | 0.7690 | 0.8469 | 0.6664 | 0.7445 | 0.3085 | 0.7920 | 0.6777 | 0.7419 |
| 0.2416 | 3.57 | 1320 | 0.4521 | 0.6707 | 0.7700 | 0.8722 | 0.9411 | 0.8200 | 0.8904 | 0.2413 | 0.9090 | 0.8340 | 0.7542 | 0.8469 | 0.6624 | 0.7226 | 0.2227 | 0.8006 | 0.7015 | 0.7381 |
| 0.4017 | 3.62 | 1340 | 0.4673 | 0.6726 | 0.7685 | 0.8720 | 0.9368 | 0.7864 | 0.8589 | 0.2893 | 0.9194 | 0.8137 | 0.7752 | 0.8509 | 0.6550 | 0.7348 | 0.2628 | 0.8004 | 0.6654 | 0.7386 |
| 0.1852 | 3.68 | 1360 | 0.4635 | 0.6838 | 0.7842 | 0.8742 | 0.9347 | 0.8221 | 0.8274 | 0.3451 | 0.9135 | 0.8714 | 0.7755 | 0.8598 | 0.6648 | 0.7542 | 0.3115 | 0.7953 | 0.6643 | 0.7366 |
| 0.6558 | 3.73 | 1380 | 0.5199 | 0.6479 | 0.7609 | 0.8560 | 0.9454 | 0.8007 | 0.8875 | 0.3075 | 0.8921 | 0.8780 | 0.6153 | 0.8552 | 0.6688 | 0.7489 | 0.2787 | 0.7888 | 0.6062 | 0.5883 |
| 0.3409 | 3.78 | 1400 | 0.4640 | 0.6676 | 0.7790 | 0.8633 | 0.9285 | 0.7885 | 0.8312 | 0.4431 | 0.9145 | 0.8346 | 0.7125 | 0.8583 | 0.6600 | 0.7396 | 0.3493 | 0.8009 | 0.6203 | 0.6446 |
| 0.2649 | 3.84 | 1420 | 0.5892 | 0.6478 | 0.7655 | 0.8511 | 0.9392 | 0.7808 | 0.8388 | 0.4182 | 0.8934 | 0.8889 | 0.5991 | 0.8528 | 0.6674 | 0.7215 | 0.3482 | 0.7895 | 0.5867 | 0.5687 |
| 0.4681 | 3.89 | 1440 | 0.4774 | 0.6900 | 0.7848 | 0.8785 | 0.9377 | 0.8266 | 0.8489 | 0.3595 | 0.9327 | 0.8117 | 0.7766 | 0.8532 | 0.6745 | 0.7194 | 0.3210 | 0.8169 | 0.7024 | 0.7428 |
| 0.7559 | 3.95 | 1460 | 0.4725 | 0.6771 | 0.7733 | 0.8704 | 0.9352 | 0.8051 | 0.8298 | 0.3240 | 0.9215 | 0.8545 | 0.7427 | 0.8539 | 0.6685 | 0.7301 | 0.3056 | 0.7896 | 0.6841 | 0.7077 |
| 0.3047 | 4.0 | 1480 | 0.4709 | 0.6773 | 0.7762 | 0.8686 | 0.9153 | 0.7712 | 0.8651 | 0.3327 | 0.9098 | 0.8260 | 0.8129 | 0.8451 | 0.6611 | 0.7425 | 0.3060 | 0.7887 | 0.6874 | 0.7101 |
| 0.2191 | 4.05 | 1500 | 0.4516 | 0.6901 | 0.7932 | 0.8757 | 0.9385 | 0.8364 | 0.8641 | 0.3807 | 0.9018 | 0.8517 | 0.7796 | 0.8488 | 0.6782 | 0.7423 | 0.3259 | 0.8072 | 0.6781 | 0.7503 |
| 0.3001 | 4.11 | 1520 | 0.4885 | 0.6808 | 0.7846 | 0.8677 | 0.9408 | 0.8009 | 0.8662 | 0.4246 | 0.9019 | 0.8494 | 0.7082 | 0.8505 | 0.6773 | 0.7501 | 0.3428 | 0.7870 | 0.6753 | 0.6823 |
| 0.4489 | 4.16 | 1540 | 0.4531 | 0.6884 | 0.7905 | 0.8779 | 0.9243 | 0.8295 | 0.8128 | 0.3443 | 0.9181 | 0.8716 | 0.8325 | 0.8591 | 0.6756 | 0.7198 | 0.2901 | 0.8047 | 0.6798 | 0.7896 |
| 0.3684 | 4.22 | 1560 | 0.4794 | 0.6871 | 0.7968 | 0.8723 | 0.9387 | 0.8436 | 0.8621 | 0.4160 | 0.8944 | 0.8819 | 0.7407 | 0.8562 | 0.6723 | 0.7477 | 0.3495 | 0.7952 | 0.6789 | 0.7101 |
| 0.5706 | 4.27 | 1580 | 0.5364 | 0.6783 | 0.7810 | 0.8687 | 0.9245 | 0.8144 | 0.8753 | 0.3755 | 0.9310 | 0.8559 | 0.6905 | 0.8558 | 0.6808 | 0.7445 | 0.3183 | 0.7911 | 0.6939 | 0.6638 |
| 0.1208 | 4.32 | 1600 | 0.4386 | 0.7019 | 0.7988 | 0.8822 | 0.9263 | 0.8024 | 0.8679 | 0.3790 | 0.9054 | 0.8363 | 0.8744 | 0.8585 | 0.6713 | 0.7511 | 0.3355 | 0.8077 | 0.7271 | 0.7618 |
| 0.2512 | 4.38 | 1620 | 0.5227 | 0.6897 | 0.7935 | 0.8710 | 0.9184 | 0.8347 | 0.8438 | 0.4322 | 0.9258 | 0.8585 | 0.7408 | 0.8614 | 0.6786 | 0.7523 | 0.3617 | 0.7773 | 0.6904 | 0.7065 |
| 0.3166 | 4.43 | 1640 | 0.5045 | 0.6884 | 0.7824 | 0.8706 | 0.9340 | 0.8140 | 0.8594 | 0.4231 | 0.9338 | 0.8053 | 0.7069 | 0.8569 | 0.6783 | 0.7576 | 0.3741 | 0.7811 | 0.6863 | 0.6844 |
| 0.2665 | 4.49 | 1660 | 0.5188 | 0.6725 | 0.7821 | 0.8632 | 0.9365 | 0.8342 | 0.8434 | 0.4594 | 0.9219 | 0.8279 | 0.6515 | 0.8532 | 0.6581 | 0.7450 | 0.4004 | 0.7945 | 0.6334 | 0.6231 |
| 0.1356 | 4.54 | 1680 | 0.5240 | 0.6725 | 0.7858 | 0.8641 | 0.9459 | 0.8062 | 0.8686 | 0.4517 | 0.8929 | 0.8764 | 0.6592 | 0.8543 | 0.6672 | 0.7614 | 0.3837 | 0.8082 | 0.6011 | 0.6317 |
| 0.1726 | 4.59 | 1700 | 0.4637 | 0.6945 | 0.8060 | 0.8743 | 0.9451 | 0.7883 | 0.8735 | 0.4841 | 0.8618 | 0.8822 | 0.8067 | 0.8566 | 0.6661 | 0.7613 | 0.3600 | 0.7912 | 0.6819 | 0.7442 |
| 0.2107 | 4.65 | 1720 | 0.4839 | 0.6852 | 0.7843 | 0.8710 | 0.9202 | 0.8059 | 0.8504 | 0.4318 | 0.9322 | 0.7602 | 0.7896 | 0.8540 | 0.6601 | 0.7440 | 0.3630 | 0.7887 | 0.6634 | 0.7233 |
| 0.5774 | 4.7 | 1740 | 0.4662 | 0.7011 | 0.8022 | 0.8802 | 0.9174 | 0.7996 | 0.8822 | 0.4188 | 0.9135 | 0.8401 | 0.8439 | 0.8544 | 0.6604 | 0.7464 | 0.3716 | 0.8107 | 0.7122 | 0.7516 |
| 0.2358 | 4.76 | 1760 | 0.4472 | 0.7068 | 0.8107 | 0.8828 | 0.9311 | 0.8246 | 0.8927 | 0.4489 | 0.9046 | 0.8607 | 0.8122 | 0.8597 | 0.6797 | 0.7467 | 0.3761 | 0.8137 | 0.7021 | 0.7692 |
| 0.3879 | 4.81 | 1780 | 0.4750 | 0.6927 | 0.8127 | 0.8727 | 0.9369 | 0.8197 | 0.8730 | 0.5062 | 0.8635 | 0.9047 | 0.7850 | 0.8565 | 0.6747 | 0.7440 | 0.3610 | 0.7926 | 0.6716 | 0.7487 |
| 0.2336 | 4.86 | 1800 | 0.4364 | 0.7032 | 0.8038 | 0.8804 | 0.9344 | 0.8177 | 0.8543 | 0.4869 | 0.9251 | 0.8339 | 0.7744 | 0.8552 | 0.6703 | 0.7628 | 0.3852 | 0.8153 | 0.6992 | 0.7345 |
| 0.2303 | 4.92 | 1820 | 0.4305 | 0.7137 | 0.8110 | 0.8861 | 0.9226 | 0.8403 | 0.8824 | 0.4492 | 0.9362 | 0.8405 | 0.8055 | 0.8583 | 0.6809 | 0.7680 | 0.3905 | 0.8207 | 0.7112 | 0.7666 |
| 0.347 | 4.97 | 1840 | 0.4280 | 0.7141 | 0.8139 | 0.8851 | 0.9320 | 0.8301 | 0.8443 | 0.4832 | 0.9180 | 0.8781 | 0.8114 | 0.8593 | 0.6741 | 0.7539 | 0.4024 | 0.8134 | 0.7139 | 0.7815 |
| 0.1553 | 5.03 | 1860 | 0.4500 | 0.7075 | 0.8165 | 0.8814 | 0.9396 | 0.8204 | 0.8990 | 0.5335 | 0.9019 | 0.8580 | 0.7632 | 0.8591 | 0.6739 | 0.7626 | 0.3980 | 0.8150 | 0.7091 | 0.7347 |
| 0.2451 | 5.08 | 1880 | 0.4699 | 0.6888 | 0.7985 | 0.8688 | 0.9359 | 0.7957 | 0.8490 | 0.5428 | 0.9082 | 0.8630 | 0.6949 | 0.8587 | 0.6716 | 0.7755 | 0.3843 | 0.7832 | 0.6813 | 0.6671 |
| 0.3152 | 5.14 | 1900 | 0.4433 | 0.7119 | 0.8179 | 0.8849 | 0.9226 | 0.8324 | 0.8624 | 0.5160 | 0.9239 | 0.8426 | 0.8253 | 0.8586 | 0.6740 | 0.7557 | 0.3693 | 0.8188 | 0.7217 | 0.7851 |
| 0.1741 | 5.19 | 1920 | 0.4381 | 0.7134 | 0.8123 | 0.8857 | 0.9351 | 0.8145 | 0.8811 | 0.4748 | 0.9139 | 0.8559 | 0.8111 | 0.8665 | 0.6844 | 0.7734 | 0.3768 | 0.8098 | 0.7102 | 0.7725 |
| 0.3937 | 5.24 | 1940 | 0.4335 | 0.7107 | 0.8141 | 0.8829 | 0.9302 | 0.8452 | 0.8654 | 0.4312 | 0.8917 | 0.8908 | 0.8439 | 0.8573 | 0.6885 | 0.7681 | 0.3561 | 0.7981 | 0.7114 | 0.7955 |
| 0.1683 | 5.3 | 1960 | 0.4622 | 0.6996 | 0.8016 | 0.8783 | 0.9332 | 0.8085 | 0.8798 | 0.4643 | 0.9200 | 0.8613 | 0.7441 | 0.8629 | 0.6807 | 0.7724 | 0.3641 | 0.8036 | 0.7073 | 0.7065 |
| 0.2652 | 5.35 | 1980 | 0.4333 | 0.7100 | 0.8111 | 0.8843 | 0.9312 | 0.8416 | 0.8774 | 0.4394 | 0.9141 | 0.8674 | 0.8064 | 0.8667 | 0.6845 | 0.7734 | 0.3851 | 0.8110 | 0.6899 | 0.7596 |
| 0.3099 | 5.41 | 2000 | 0.5586 | 0.6680 | 0.7724 | 0.8618 | 0.9282 | 0.7736 | 0.8603 | 0.4053 | 0.9206 | 0.8546 | 0.6642 | 0.8590 | 0.6737 | 0.7655 | 0.3650 | 0.7950 | 0.6093 | 0.6084 |
| 0.6068 | 5.46 | 2020 | 0.5672 | 0.6591 | 0.7804 | 0.8593 | 0.9372 | 0.8178 | 0.9053 | 0.3834 | 0.8801 | 0.8836 | 0.6553 | 0.8622 | 0.6745 | 0.7522 | 0.3090 | 0.7906 | 0.6129 | 0.6120 |
| 0.1649 | 5.51 | 2040 | 0.5184 | 0.6631 | 0.7703 | 0.8656 | 0.9354 | 0.8171 | 0.8841 | 0.3137 | 0.9195 | 0.8507 | 0.6712 | 0.8666 | 0.6806 | 0.7513 | 0.2728 | 0.7955 | 0.6410 | 0.6339 |
| 0.3157 | 5.57 | 2060 | 0.5451 | 0.6690 | 0.7875 | 0.8620 | 0.9427 | 0.8082 | 0.8730 | 0.4344 | 0.8739 | 0.9014 | 0.6790 | 0.8628 | 0.6760 | 0.7532 | 0.3472 | 0.7876 | 0.6179 | 0.6383 |
| 0.3131 | 5.62 | 2080 | 0.5506 | 0.6716 | 0.7871 | 0.8620 | 0.9387 | 0.8165 | 0.8351 | 0.5187 | 0.9105 | 0.8349 | 0.6555 | 0.8622 | 0.6806 | 0.7524 | 0.3756 | 0.7901 | 0.6138 | 0.6266 |
| 0.182 | 5.68 | 2100 | 0.5583 | 0.6715 | 0.7925 | 0.8637 | 0.9354 | 0.8459 | 0.8491 | 0.4511 | 0.8906 | 0.8901 | 0.6851 | 0.8649 | 0.6686 | 0.7489 | 0.3597 | 0.7910 | 0.6146 | 0.6527 |
| 0.1015 | 5.73 | 2120 | 0.4312 | 0.7065 | 0.8055 | 0.8834 | 0.9359 | 0.8468 | 0.8577 | 0.4344 | 0.9218 | 0.8473 | 0.7947 | 0.8651 | 0.6778 | 0.7628 | 0.3601 | 0.8067 | 0.7145 | 0.7588 |
| 0.3909 | 5.78 | 2140 | 0.4617 | 0.6964 | 0.8043 | 0.8759 | 0.9347 | 0.8351 | 0.8596 | 0.4495 | 0.8979 | 0.8897 | 0.7638 | 0.8603 | 0.6770 | 0.7654 | 0.3572 | 0.7932 | 0.6947 | 0.7271 |
| 0.1689 | 5.84 | 2160 | 0.4988 | 0.6993 | 0.8062 | 0.8769 | 0.9449 | 0.8028 | 0.8856 | 0.4745 | 0.8807 | 0.8810 | 0.7739 | 0.8537 | 0.6741 | 0.7485 | 0.3827 | 0.8025 | 0.6884 | 0.7451 |
| 0.1827 | 5.89 | 2180 | 0.5481 | 0.6804 | 0.7881 | 0.8660 | 0.9235 | 0.8419 | 0.8409 | 0.4410 | 0.9261 | 0.8601 | 0.6829 | 0.8569 | 0.6627 | 0.7447 | 0.3791 | 0.7778 | 0.6845 | 0.6572 |
| 0.3295 | 5.95 | 2200 | 0.4630 | 0.7049 | 0.8220 | 0.8793 | 0.9256 | 0.8432 | 0.8667 | 0.5525 | 0.8974 | 0.8611 | 0.8078 | 0.8630 | 0.6639 | 0.7531 | 0.4023 | 0.8034 | 0.6889 | 0.7596 |
| 0.1909 | 6.0 | 2220 | 0.4903 | 0.6981 | 0.8002 | 0.8756 | 0.9314 | 0.8205 | 0.8716 | 0.4958 | 0.9282 | 0.8271 | 0.7268 | 0.8587 | 0.6747 | 0.7572 | 0.3987 | 0.8000 | 0.7056 | 0.6917 |
| 0.294 | 6.05 | 2240 | 0.5427 | 0.6866 | 0.7984 | 0.8676 | 0.9313 | 0.8283 | 0.8406 | 0.5110 | 0.9109 | 0.8848 | 0.6818 | 0.8590 | 0.6826 | 0.7498 | 0.3909 | 0.7836 | 0.6869 | 0.6536 |
| 0.2515 | 6.11 | 2260 | 0.5008 | 0.6957 | 0.8006 | 0.8741 | 0.9383 | 0.8152 | 0.8909 | 0.5185 | 0.9178 | 0.8102 | 0.7130 | 0.8617 | 0.6824 | 0.7637 | 0.3920 | 0.7969 | 0.6972 | 0.6757 |
| 0.2324 | 6.16 | 2280 | 0.4600 | 0.7024 | 0.8179 | 0.8769 | 0.9364 | 0.8166 | 0.8834 | 0.5561 | 0.8863 | 0.8821 | 0.7644 | 0.8654 | 0.6800 | 0.7644 | 0.3950 | 0.7963 | 0.6892 | 0.7262 |
| 0.3158 | 6.22 | 2300 | 0.4765 | 0.6958 | 0.8090 | 0.8738 | 0.9341 | 0.8288 | 0.8889 | 0.5295 | 0.8971 | 0.8324 | 0.7521 | 0.8590 | 0.6710 | 0.7602 | 0.3843 | 0.7922 | 0.6894 | 0.7145 |
| 0.2189 | 6.27 | 2320 | 0.4901 | 0.6929 | 0.8023 | 0.8706 | 0.9410 | 0.8206 | 0.8470 | 0.5496 | 0.9040 | 0.8414 | 0.7130 | 0.8602 | 0.6789 | 0.7572 | 0.3968 | 0.7841 | 0.6943 | 0.6785 |
| 0.1781 | 6.32 | 2340 | 0.4782 | 0.6890 | 0.7950 | 0.8716 | 0.9310 | 0.8302 | 0.9101 | 0.4230 | 0.9085 | 0.8508 | 0.7116 | 0.8592 | 0.6882 | 0.7522 | 0.3529 | 0.7885 | 0.7063 | 0.6755 |
| 0.2585 | 6.38 | 2360 | 0.4923 | 0.7005 | 0.8049 | 0.8793 | 0.9283 | 0.8514 | 0.8561 | 0.4506 | 0.9227 | 0.8487 | 0.7764 | 0.8570 | 0.6852 | 0.7455 | 0.3647 | 0.8112 | 0.6981 | 0.7414 |
| 0.2427 | 6.43 | 2380 | 0.4996 | 0.6936 | 0.8071 | 0.8733 | 0.9416 | 0.8346 | 0.8637 | 0.5122 | 0.8907 | 0.8682 | 0.7385 | 0.8580 | 0.6864 | 0.7578 | 0.3903 | 0.8046 | 0.6503 | 0.7078 |
| 0.3861 | 6.49 | 2400 | 0.5035 | 0.7018 | 0.8042 | 0.8762 | 0.9295 | 0.8189 | 0.8695 | 0.5184 | 0.9280 | 0.8392 | 0.7258 | 0.8635 | 0.6823 | 0.7661 | 0.4107 | 0.7948 | 0.7058 | 0.6893 |
| 0.2319 | 6.54 | 2420 | 0.5015 | 0.7052 | 0.8113 | 0.8770 | 0.9234 | 0.8489 | 0.8623 | 0.5606 | 0.9325 | 0.7943 | 0.7574 | 0.8624 | 0.6760 | 0.7643 | 0.4198 | 0.7921 | 0.7051 | 0.7169 |
| 0.1962 | 6.59 | 2440 | 0.4653 | 0.7124 | 0.8175 | 0.8841 | 0.9419 | 0.8166 | 0.8608 | 0.5498 | 0.9069 | 0.8497 | 0.7971 | 0.8606 | 0.6803 | 0.7680 | 0.3947 | 0.8181 | 0.7048 | 0.7604 |
| 0.2704 | 6.65 | 2460 | 0.4642 | 0.7087 | 0.8070 | 0.8838 | 0.9310 | 0.8264 | 0.8837 | 0.4730 | 0.9280 | 0.8015 | 0.8055 | 0.8591 | 0.6857 | 0.7674 | 0.3697 | 0.8158 | 0.6980 | 0.7654 |
| 0.1438 | 6.7 | 2480 | 0.5301 | 0.6828 | 0.7982 | 0.8666 | 0.9280 | 0.8532 | 0.8514 | 0.4709 | 0.9018 | 0.8805 | 0.7018 | 0.8565 | 0.6701 | 0.7622 | 0.3586 | 0.7784 | 0.6853 | 0.6683 |
| 0.3661 | 6.76 | 2500 | 0.5201 | 0.6848 | 0.7910 | 0.8679 | 0.9398 | 0.8114 | 0.8760 | 0.4659 | 0.9017 | 0.8442 | 0.6978 | 0.8554 | 0.6779 | 0.7657 | 0.3610 | 0.7814 | 0.6880 | 0.6640 |
| 0.2653 | 6.81 | 2520 | 0.5765 | 0.6665 | 0.7984 | 0.8554 | 0.9237 | 0.8575 | 0.8615 | 0.5306 | 0.8848 | 0.9053 | 0.6256 | 0.8563 | 0.6737 | 0.7581 | 0.3800 | 0.7724 | 0.6313 | 0.5938 |
| 0.1563 | 6.86 | 2540 | 0.5453 | 0.6770 | 0.7881 | 0.8628 | 0.9408 | 0.8165 | 0.8736 | 0.4846 | 0.8994 | 0.8492 | 0.6528 | 0.8572 | 0.6864 | 0.7601 | 0.3829 | 0.7809 | 0.6520 | 0.6195 |
| 0.2804 | 6.92 | 2560 | 0.5505 | 0.6766 | 0.7966 | 0.8610 | 0.9216 | 0.8491 | 0.8750 | 0.4852 | 0.8956 | 0.8783 | 0.6715 | 0.8516 | 0.6741 | 0.7649 | 0.3962 | 0.7802 | 0.6452 | 0.6238 |
| 0.2304 | 6.97 | 2580 | 0.4455 | 0.7107 | 0.8093 | 0.8830 | 0.9368 | 0.8223 | 0.8703 | 0.4649 | 0.9057 | 0.8460 | 0.8188 | 0.8645 | 0.6942 | 0.7683 | 0.3803 | 0.8019 | 0.6960 | 0.7697 |
| 0.1759 | 7.03 | 2600 | 0.5370 | 0.6859 | 0.7960 | 0.8701 | 0.9369 | 0.8329 | 0.8566 | 0.4381 | 0.8981 | 0.8998 | 0.7094 | 0.8653 | 0.6820 | 0.7661 | 0.3674 | 0.7875 | 0.6583 | 0.6749 |
| 0.2079 | 7.08 | 2620 | 0.5014 | 0.6916 | 0.7991 | 0.8711 | 0.9347 | 0.8112 | 0.8740 | 0.5012 | 0.9079 | 0.8548 | 0.7101 | 0.8660 | 0.6894 | 0.7706 | 0.3897 | 0.7867 | 0.6665 | 0.6724 |
| 0.2464 | 7.14 | 2640 | 0.5313 | 0.6833 | 0.7998 | 0.8669 | 0.9319 | 0.8369 | 0.8416 | 0.5209 | 0.9050 | 0.8687 | 0.6939 | 0.8678 | 0.6749 | 0.7667 | 0.3777 | 0.7797 | 0.6586 | 0.6575 |
| 0.0679 | 7.19 | 2660 | 0.5012 | 0.6878 | 0.7945 | 0.8698 | 0.9303 | 0.8397 | 0.8561 | 0.4667 | 0.9163 | 0.8310 | 0.7213 | 0.8590 | 0.6773 | 0.7661 | 0.3821 | 0.7905 | 0.6814 | 0.6579 |
| 0.2287 | 7.24 | 2680 | 0.5399 | 0.6824 | 0.8031 | 0.8637 | 0.9228 | 0.8091 | 0.8778 | 0.5374 | 0.8858 | 0.8791 | 0.7098 | 0.8607 | 0.6758 | 0.7685 | 0.3853 | 0.7732 | 0.6663 | 0.6471 |
| 0.2186 | 7.3 | 2700 | 0.5803 | 0.6891 | 0.7935 | 0.8700 | 0.9341 | 0.8192 | 0.8781 | 0.4739 | 0.9185 | 0.8475 | 0.6833 | 0.8650 | 0.6901 | 0.7697 | 0.4044 | 0.7889 | 0.6537 | 0.6519 |
| 0.2762 | 7.35 | 2720 | 0.5791 | 0.6799 | 0.7893 | 0.8648 | 0.9349 | 0.8160 | 0.8592 | 0.4940 | 0.9163 | 0.8543 | 0.6502 | 0.8658 | 0.6885 | 0.7666 | 0.3916 | 0.7818 | 0.6439 | 0.6209 |
| 0.185 | 7.41 | 2740 | 0.5155 | 0.6884 | 0.7950 | 0.8704 | 0.9468 | 0.8255 | 0.8475 | 0.4646 | 0.8956 | 0.8782 | 0.7065 | 0.8621 | 0.6823 | 0.7629 | 0.3701 | 0.7829 | 0.6797 | 0.6787 |
| 0.1529 | 7.46 | 2760 | 0.5215 | 0.6802 | 0.7893 | 0.8672 | 0.9248 | 0.8309 | 0.8764 | 0.4373 | 0.9220 | 0.8504 | 0.6837 | 0.8582 | 0.6872 | 0.7597 | 0.3669 | 0.7949 | 0.6466 | 0.6479 |
| 0.2866 | 7.51 | 2780 | 0.4837 | 0.7017 | 0.8069 | 0.8778 | 0.9290 | 0.8349 | 0.8724 | 0.4779 | 0.9149 | 0.8582 | 0.7612 | 0.8661 | 0.6901 | 0.7653 | 0.3819 | 0.7965 | 0.6911 | 0.7208 |
| 0.2183 | 7.57 | 2800 | 0.5563 | 0.6749 | 0.7957 | 0.8633 | 0.9363 | 0.8242 | 0.8763 | 0.5241 | 0.9018 | 0.8704 | 0.6367 | 0.8688 | 0.6848 | 0.7624 | 0.3946 | 0.7942 | 0.6070 | 0.6125 |
| 0.2455 | 7.62 | 2820 | 0.4623 | 0.7067 | 0.8074 | 0.8813 | 0.9398 | 0.8230 | 0.8494 | 0.4948 | 0.9147 | 0.8463 | 0.7835 | 0.8679 | 0.6843 | 0.7629 | 0.3926 | 0.8029 | 0.6898 | 0.7464 |
| 0.1664 | 7.68 | 2840 | 0.4660 | 0.7028 | 0.7985 | 0.8806 | 0.9395 | 0.8033 | 0.8812 | 0.4409 | 0.9158 | 0.8221 | 0.7864 | 0.8630 | 0.6901 | 0.7662 | 0.3531 | 0.8021 | 0.6947 | 0.7501 |
| 1.0029 | 7.73 | 2860 | 0.4397 | 0.7231 | 0.8275 | 0.8908 | 0.9374 | 0.8533 | 0.8568 | 0.5143 | 0.9030 | 0.8616 | 0.8659 | 0.8697 | 0.6823 | 0.7656 | 0.3693 | 0.8134 | 0.7337 | 0.8276 |
| 0.2047 | 7.78 | 2880 | 0.4525 | 0.7203 | 0.8150 | 0.8896 | 0.9485 | 0.8296 | 0.8770 | 0.4709 | 0.9067 | 0.8402 | 0.8319 | 0.8628 | 0.6917 | 0.7703 | 0.3786 | 0.8198 | 0.7211 | 0.7977 |
| 0.1632 | 7.84 | 2900 | 0.4483 | 0.7172 | 0.8198 | 0.8861 | 0.9323 | 0.8009 | 0.8895 | 0.5222 | 0.9038 | 0.8572 | 0.8327 | 0.8696 | 0.6841 | 0.7643 | 0.4035 | 0.8062 | 0.7007 | 0.7918 |
| 0.072 | 7.89 | 2920 | 0.4501 | 0.7155 | 0.8190 | 0.8847 | 0.9373 | 0.8090 | 0.8660 | 0.5574 | 0.9087 | 0.8422 | 0.8126 | 0.8675 | 0.6784 | 0.7714 | 0.4133 | 0.8067 | 0.6940 | 0.7769 |
| 0.9618 | 7.95 | 2940 | 0.5323 | 0.6991 | 0.7988 | 0.8759 | 0.9291 | 0.8388 | 0.8511 | 0.4605 | 0.9285 | 0.8381 | 0.7453 | 0.8670 | 0.6856 | 0.7605 | 0.3777 | 0.7853 | 0.7145 | 0.7035 |
| 0.1425 | 8.0 | 2960 | 0.4843 | 0.6921 | 0.8009 | 0.8733 | 0.9347 | 0.7719 | 0.8522 | 0.5143 | 0.8942 | 0.8577 | 0.7811 | 0.8645 | 0.6450 | 0.7588 | 0.3731 | 0.7844 | 0.7045 | 0.7144 |
| 0.1813 | 8.05 | 2980 | 0.4979 | 0.7072 | 0.8054 | 0.8825 | 0.9384 | 0.7601 | 0.8637 | 0.4972 | 0.9082 | 0.8651 | 0.8054 | 0.8662 | 0.6573 | 0.7656 | 0.3857 | 0.8013 | 0.7092 | 0.7650 |
| 0.2996 | 8.11 | 3000 | 0.4599 | 0.7154 | 0.8211 | 0.8854 | 0.9316 | 0.8283 | 0.8601 | 0.5269 | 0.9060 | 0.8602 | 0.8345 | 0.8690 | 0.6880 | 0.7628 | 0.3920 | 0.8073 | 0.7011 | 0.7879 |
| 0.2983 | 8.16 | 3020 | 0.4657 | 0.7168 | 0.8177 | 0.8876 | 0.9388 | 0.8314 | 0.8762 | 0.4802 | 0.9060 | 0.8649 | 0.8265 | 0.8734 | 0.6929 | 0.7619 | 0.3872 | 0.8092 | 0.6967 | 0.7967 |
| 0.512 | 8.22 | 3040 | 0.4672 | 0.7148 | 0.8119 | 0.8864 | 0.9414 | 0.7956 | 0.8628 | 0.5067 | 0.9141 | 0.8484 | 0.8144 | 0.8713 | 0.6848 | 0.7671 | 0.3808 | 0.8064 | 0.6993 | 0.7937 |
| 0.182 | 8.27 | 3060 | 0.4480 | 0.7153 | 0.8190 | 0.8851 | 0.9432 | 0.8298 | 0.8509 | 0.5410 | 0.9032 | 0.8446 | 0.8200 | 0.8692 | 0.6906 | 0.7711 | 0.3787 | 0.8038 | 0.7074 | 0.7867 |
| 0.1986 | 8.32 | 3080 | 0.5153 | 0.7015 | 0.8026 | 0.8773 | 0.9438 | 0.7877 | 0.8787 | 0.4991 | 0.9038 | 0.8646 | 0.7408 | 0.8691 | 0.6709 | 0.7734 | 0.3863 | 0.7858 | 0.7162 | 0.7085 |
| 0.1252 | 8.38 | 3100 | 0.5256 | 0.7018 | 0.8026 | 0.8768 | 0.9358 | 0.8417 | 0.8622 | 0.4587 | 0.9148 | 0.8675 | 0.7376 | 0.8674 | 0.6960 | 0.7640 | 0.3816 | 0.7857 | 0.7131 | 0.7050 |
| 0.1778 | 8.43 | 3120 | 0.5156 | 0.7006 | 0.8025 | 0.8762 | 0.9295 | 0.7772 | 0.8867 | 0.4904 | 0.9104 | 0.8760 | 0.7474 | 0.8714 | 0.6709 | 0.7701 | 0.3884 | 0.7796 | 0.7155 | 0.7081 |
| 0.4537 | 8.49 | 3140 | 0.4896 | 0.7111 | 0.8117 | 0.8850 | 0.9302 | 0.7755 | 0.8865 | 0.4924 | 0.9149 | 0.8773 | 0.8049 | 0.8734 | 0.6599 | 0.7760 | 0.3906 | 0.8035 | 0.7110 | 0.7636 |
| 0.2145 | 8.54 | 3160 | 0.4882 | 0.7216 | 0.8248 | 0.8874 | 0.9386 | 0.8280 | 0.8589 | 0.5382 | 0.9001 | 0.8789 | 0.8309 | 0.8747 | 0.6816 | 0.7719 | 0.4142 | 0.8002 | 0.7277 | 0.7810 |
| 0.122 | 8.59 | 3180 | 0.5472 | 0.7025 | 0.8031 | 0.8754 | 0.9395 | 0.8099 | 0.8762 | 0.5051 | 0.9096 | 0.8586 | 0.7224 | 0.8657 | 0.6846 | 0.7729 | 0.4120 | 0.7849 | 0.7169 | 0.6803 |
| 0.1508 | 8.65 | 3200 | 0.5601 | 0.6966 | 0.8057 | 0.8721 | 0.9367 | 0.8412 | 0.8686 | 0.5247 | 0.9049 | 0.8520 | 0.7121 | 0.8637 | 0.6709 | 0.7671 | 0.3982 | 0.7770 | 0.7219 | 0.6773 |
| 0.4993 | 8.7 | 3220 | 0.5737 | 0.6972 | 0.7957 | 0.8731 | 0.9402 | 0.8048 | 0.8753 | 0.4891 | 0.9151 | 0.8364 | 0.7090 | 0.8643 | 0.6825 | 0.7628 | 0.3978 | 0.7795 | 0.7202 | 0.6736 |
| 0.0767 | 8.76 | 3240 | 0.5454 | 0.7052 | 0.8102 | 0.8760 | 0.9274 | 0.8521 | 0.8674 | 0.5045 | 0.9141 | 0.8621 | 0.7441 | 0.8693 | 0.6900 | 0.7596 | 0.4048 | 0.7759 | 0.7264 | 0.7102 |
| 0.2786 | 8.81 | 3260 | 0.5146 | 0.7033 | 0.8035 | 0.8766 | 0.9393 | 0.8303 | 0.8532 | 0.4791 | 0.9087 | 0.8694 | 0.7443 | 0.8675 | 0.6943 | 0.7525 | 0.3987 | 0.7831 | 0.7178 | 0.7093 |
| 0.1633 | 8.86 | 3280 | 0.4591 | 0.7194 | 0.8222 | 0.8865 | 0.9428 | 0.8341 | 0.8836 | 0.5065 | 0.8904 | 0.8704 | 0.8274 | 0.8671 | 0.6946 | 0.7677 | 0.3988 | 0.8039 | 0.7112 | 0.7924 |
| 0.1259 | 8.92 | 3300 | 0.4320 | 0.7223 | 0.8275 | 0.8895 | 0.9368 | 0.8330 | 0.9041 | 0.5151 | 0.8898 | 0.8378 | 0.8757 | 0.8727 | 0.6900 | 0.7687 | 0.3766 | 0.8055 | 0.7210 | 0.8215 |
| 0.2201 | 8.97 | 3320 | 0.4566 | 0.7287 | 0.8239 | 0.8938 | 0.9394 | 0.8272 | 0.8730 | 0.4734 | 0.9048 | 0.8717 | 0.8778 | 0.8750 | 0.6905 | 0.7656 | 0.3990 | 0.8140 | 0.7268 | 0.8300 |
| 0.2125 | 9.03 | 3340 | 0.4679 | 0.7176 | 0.8216 | 0.8858 | 0.9358 | 0.8377 | 0.8983 | 0.4901 | 0.8962 | 0.8793 | 0.8140 | 0.8647 | 0.6957 | 0.7710 | 0.3897 | 0.8068 | 0.7199 | 0.7753 |
| 0.1314 | 9.08 | 3360 | 0.4641 | 0.7203 | 0.8144 | 0.8878 | 0.9404 | 0.8227 | 0.8681 | 0.4839 | 0.9150 | 0.8544 | 0.8164 | 0.8645 | 0.6968 | 0.7780 | 0.3938 | 0.8116 | 0.7206 | 0.7770 |
| 0.2678 | 9.14 | 3380 | 0.5029 | 0.7158 | 0.8139 | 0.8847 | 0.9369 | 0.8421 | 0.8687 | 0.4804 | 0.9142 | 0.8587 | 0.7962 | 0.8680 | 0.6944 | 0.7741 | 0.3978 | 0.8013 | 0.7197 | 0.7554 |
| 0.1653 | 9.19 | 3400 | 0.5625 | 0.7036 | 0.8104 | 0.8762 | 0.9346 | 0.8486 | 0.8761 | 0.5090 | 0.9074 | 0.8631 | 0.7343 | 0.8683 | 0.6925 | 0.7689 | 0.3983 | 0.7838 | 0.7123 | 0.7009 |
| 0.1075 | 9.24 | 3420 | 0.5050 | 0.7067 | 0.8133 | 0.8773 | 0.9398 | 0.8176 | 0.8944 | 0.5225 | 0.8919 | 0.8846 | 0.7425 | 0.8704 | 0.6955 | 0.7710 | 0.4031 | 0.7823 | 0.7195 | 0.7049 |
| 0.2607 | 9.3 | 3440 | 0.5197 | 0.7070 | 0.8086 | 0.8785 | 0.9407 | 0.8058 | 0.8881 | 0.5119 | 0.9015 | 0.8580 | 0.7543 | 0.8664 | 0.6911 | 0.7765 | 0.3871 | 0.7863 | 0.7193 | 0.7219 |
| 0.111 | 9.35 | 3460 | 0.5327 | 0.7099 | 0.8098 | 0.8817 | 0.9416 | 0.8412 | 0.8594 | 0.4685 | 0.9082 | 0.8837 | 0.7658 | 0.8725 | 0.6938 | 0.7697 | 0.3851 | 0.7902 | 0.7220 | 0.7362 |
| 0.1358 | 9.41 | 3480 | 0.4572 | 0.7143 | 0.8155 | 0.8857 | 0.9449 | 0.8100 | 0.8780 | 0.4886 | 0.8912 | 0.8628 | 0.8328 | 0.8675 | 0.6818 | 0.7675 | 0.3769 | 0.8055 | 0.7211 | 0.7794 |
| 0.1794 | 9.46 | 3500 | 0.4778 | 0.7072 | 0.8141 | 0.8799 | 0.9367 | 0.8324 | 0.8530 | 0.5274 | 0.9060 | 0.8690 | 0.7742 | 0.8703 | 0.6888 | 0.7636 | 0.3918 | 0.7955 | 0.7094 | 0.7308 |
| 0.1146 | 9.51 | 3520 | 0.5337 | 0.6935 | 0.7966 | 0.8740 | 0.9459 | 0.8011 | 0.8545 | 0.4980 | 0.9119 | 0.8569 | 0.7083 | 0.8687 | 0.6794 | 0.7643 | 0.3924 | 0.7935 | 0.6795 | 0.6768 |
| 0.4693 | 9.57 | 3540 | 0.5688 | 0.6864 | 0.7860 | 0.8732 | 0.9407 | 0.7510 | 0.8634 | 0.4659 | 0.9212 | 0.8391 | 0.7205 | 0.8703 | 0.6482 | 0.7612 | 0.3688 | 0.7911 | 0.6820 | 0.6830 |
| 0.2297 | 9.62 | 3560 | 0.5465 | 0.7049 | 0.8135 | 0.8772 | 0.9337 | 0.8205 | 0.8839 | 0.5210 | 0.8966 | 0.8817 | 0.7569 | 0.8679 | 0.6903 | 0.7676 | 0.3856 | 0.7855 | 0.7209 | 0.7163 |
| 0.3738 | 9.68 | 3580 | 0.5458 | 0.7063 | 0.8052 | 0.8797 | 0.9394 | 0.8195 | 0.8574 | 0.5006 | 0.9146 | 0.8267 | 0.7783 | 0.8682 | 0.6861 | 0.7628 | 0.3779 | 0.7898 | 0.7244 | 0.7348 |
| 0.2401 | 9.73 | 3600 | 0.5446 | 0.7028 | 0.8113 | 0.8772 | 0.9306 | 0.8440 | 0.8732 | 0.5133 | 0.9136 | 0.8654 | 0.7392 | 0.8709 | 0.6858 | 0.7633 | 0.4003 | 0.7900 | 0.7039 | 0.7054 |
| 0.1552 | 9.78 | 3620 | 0.5462 | 0.7034 | 0.8091 | 0.8772 | 0.9337 | 0.8208 | 0.8948 | 0.5019 | 0.9061 | 0.8639 | 0.7422 | 0.8720 | 0.6944 | 0.7614 | 0.4068 | 0.7898 | 0.6974 | 0.7019 |
| 0.1767 | 9.84 | 3640 | 0.6458 | 0.6895 | 0.7931 | 0.8700 | 0.9378 | 0.8240 | 0.8680 | 0.4922 | 0.9234 | 0.8316 | 0.6745 | 0.8725 | 0.6978 | 0.7662 | 0.4067 | 0.7840 | 0.6572 | 0.6423 |
| 0.2452 | 9.89 | 3660 | 0.5251 | 0.6978 | 0.8087 | 0.8739 | 0.9411 | 0.8178 | 0.8852 | 0.5412 | 0.8968 | 0.8593 | 0.7194 | 0.8721 | 0.6928 | 0.7677 | 0.4042 | 0.7878 | 0.6807 | 0.6794 |
| 0.218 | 9.95 | 3680 | 0.5541 | 0.6987 | 0.8074 | 0.8745 | 0.9378 | 0.8340 | 0.8495 | 0.5413 | 0.9072 | 0.8368 | 0.7451 | 0.8711 | 0.6906 | 0.7643 | 0.3786 | 0.7824 | 0.7028 | 0.7010 |
| 0.1928 | 10.0 | 3700 | 0.5603 | 0.7023 | 0.8083 | 0.8778 | 0.9418 | 0.8415 | 0.8670 | 0.4924 | 0.9043 | 0.8692 | 0.7416 | 0.8697 | 0.6857 | 0.7684 | 0.3845 | 0.7907 | 0.7082 | 0.7089 |
| 0.0984 | 10.05 | 3720 | 0.6013 | 0.6959 | 0.7949 | 0.8758 | 0.9430 | 0.7542 | 0.8797 | 0.4777 | 0.9055 | 0.8645 | 0.7396 | 0.8699 | 0.6738 | 0.7583 | 0.3702 | 0.7868 | 0.7053 | 0.7073 |
| 0.1346 | 10.11 | 3740 | 0.5829 | 0.7016 | 0.8074 | 0.8764 | 0.9393 | 0.7869 | 0.8904 | 0.5164 | 0.8944 | 0.8757 | 0.7488 | 0.8710 | 0.6825 | 0.7643 | 0.3911 | 0.7843 | 0.7127 | 0.7055 |
| 0.1479 | 10.16 | 3760 | 0.4795 | 0.7208 | 0.8207 | 0.8893 | 0.9386 | 0.7929 | 0.8455 | 0.5388 | 0.9065 | 0.8620 | 0.8604 | 0.8707 | 0.6719 | 0.7647 | 0.4008 | 0.8139 | 0.7273 | 0.7960 |
| 0.193 | 10.22 | 3780 | 0.4772 | 0.7096 | 0.8125 | 0.8833 | 0.9302 | 0.7916 | 0.8914 | 0.5130 | 0.9141 | 0.8452 | 0.8021 | 0.8722 | 0.6818 | 0.7675 | 0.4099 | 0.8108 | 0.6772 | 0.7481 |
| 0.1574 | 10.27 | 3800 | 0.4449 | 0.7268 | 0.8243 | 0.8923 | 0.9417 | 0.8150 | 0.8765 | 0.5202 | 0.9099 | 0.8649 | 0.8421 | 0.8742 | 0.6931 | 0.7703 | 0.4116 | 0.8200 | 0.7169 | 0.8017 |
| 0.1357 | 10.32 | 3820 | 0.4419 | 0.7214 | 0.8302 | 0.8891 | 0.9352 | 0.8044 | 0.8781 | 0.5679 | 0.8897 | 0.8569 | 0.8792 | 0.8756 | 0.6765 | 0.7712 | 0.3742 | 0.8061 | 0.7319 | 0.8142 |
| 0.1049 | 10.38 | 3840 | 0.4425 | 0.7260 | 0.8296 | 0.8915 | 0.9362 | 0.7928 | 0.8675 | 0.5635 | 0.8963 | 0.8647 | 0.8861 | 0.8760 | 0.6718 | 0.7747 | 0.3990 | 0.8098 | 0.7364 | 0.8142 |
| 0.1607 | 10.43 | 3860 | 0.4764 | 0.7204 | 0.8283 | 0.8885 | 0.9317 | 0.8047 | 0.8821 | 0.5544 | 0.8937 | 0.8585 | 0.8735 | 0.8748 | 0.6710 | 0.7674 | 0.3788 | 0.8028 | 0.7337 | 0.8141 |
| 0.7998 | 10.49 | 3880 | 0.4903 | 0.7190 | 0.8258 | 0.8866 | 0.9293 | 0.8216 | 0.8807 | 0.5352 | 0.8990 | 0.8687 | 0.8463 | 0.8689 | 0.6759 | 0.7684 | 0.4070 | 0.8060 | 0.7214 | 0.7852 |
| 0.1199 | 10.54 | 3900 | 0.4547 | 0.7258 | 0.8253 | 0.8905 | 0.9312 | 0.8032 | 0.8797 | 0.5204 | 0.9023 | 0.8627 | 0.8772 | 0.8707 | 0.6839 | 0.7741 | 0.4092 | 0.8106 | 0.7323 | 0.7998 |
| 0.1326 | 10.59 | 3920 | 0.4905 | 0.7125 | 0.8102 | 0.8818 | 0.9367 | 0.7898 | 0.8574 | 0.5258 | 0.9087 | 0.8482 | 0.8050 | 0.8691 | 0.6801 | 0.7665 | 0.4044 | 0.7903 | 0.7306 | 0.7463 |
| 0.1629 | 10.65 | 3940 | 0.5135 | 0.7051 | 0.8160 | 0.8778 | 0.9379 | 0.8330 | 0.8334 | 0.5501 | 0.8931 | 0.8747 | 0.7895 | 0.8722 | 0.6742 | 0.7511 | 0.3941 | 0.7827 | 0.7289 | 0.7323 |
| 0.0679 | 10.7 | 3960 | 0.5245 | 0.7076 | 0.8094 | 0.8792 | 0.9409 | 0.8088 | 0.8733 | 0.5049 | 0.8983 | 0.8658 | 0.7735 | 0.8711 | 0.6837 | 0.7620 | 0.3979 | 0.7853 | 0.7317 | 0.7214 |
| 0.1393 | 10.76 | 3980 | 0.5436 | 0.7136 | 0.8117 | 0.8829 | 0.9367 | 0.8293 | 0.8717 | 0.4982 | 0.9166 | 0.8495 | 0.7798 | 0.8723 | 0.6868 | 0.7678 | 0.4089 | 0.7928 | 0.7266 | 0.7397 |
| 0.1078 | 10.81 | 4000 | 0.5010 | 0.7127 | 0.8149 | 0.8819 | 0.9452 | 0.8207 | 0.8718 | 0.5382 | 0.9047 | 0.8634 | 0.7601 | 0.8705 | 0.6890 | 0.7707 | 0.4062 | 0.7944 | 0.7293 | 0.7291 |
| 0.1262 | 10.86 | 4020 | 0.5119 | 0.7137 | 0.8120 | 0.8831 | 0.9401 | 0.8343 | 0.8624 | 0.4949 | 0.9146 | 0.8643 | 0.7732 | 0.8707 | 0.6901 | 0.7673 | 0.4050 | 0.7960 | 0.7303 | 0.7366 |
| 0.2813 | 10.92 | 4040 | 0.4873 | 0.7121 | 0.8212 | 0.8824 | 0.9391 | 0.8373 | 0.8584 | 0.5629 | 0.9044 | 0.8678 | 0.7788 | 0.8733 | 0.6904 | 0.7699 | 0.3986 | 0.7993 | 0.7094 | 0.7439 |
| 0.6835 | 10.97 | 4060 | 0.5088 | 0.6994 | 0.8073 | 0.8751 | 0.9275 | 0.8088 | 0.8660 | 0.5367 | 0.9130 | 0.8390 | 0.7598 | 0.8694 | 0.6796 | 0.7653 | 0.3894 | 0.7855 | 0.6999 | 0.7069 |
| 0.24 | 11.03 | 4080 | 0.5099 | 0.7101 | 0.8181 | 0.8817 | 0.9348 | 0.8374 | 0.8767 | 0.5382 | 0.9085 | 0.8531 | 0.7782 | 0.8722 | 0.6903 | 0.7680 | 0.3917 | 0.7992 | 0.7114 | 0.7378 |
| 0.1172 | 11.08 | 4100 | 0.5336 | 0.7054 | 0.8088 | 0.8794 | 0.9448 | 0.8377 | 0.8661 | 0.5007 | 0.9066 | 0.8568 | 0.7493 | 0.8678 | 0.6831 | 0.7684 | 0.3967 | 0.7963 | 0.7119 | 0.7139 |
| 0.0705 | 11.14 | 4120 | 0.5258 | 0.7049 | 0.8014 | 0.8798 | 0.9424 | 0.8152 | 0.8762 | 0.4608 | 0.9168 | 0.8534 | 0.7447 | 0.8689 | 0.6900 | 0.7707 | 0.3883 | 0.7960 | 0.7123 | 0.7084 |
| 0.1683 | 11.19 | 4140 | 0.4890 | 0.7091 | 0.8063 | 0.8829 | 0.9440 | 0.7922 | 0.8761 | 0.4739 | 0.9035 | 0.8588 | 0.7957 | 0.8690 | 0.6781 | 0.7642 | 0.3927 | 0.8021 | 0.7156 | 0.7418 |
| 0.0792 | 11.24 | 4160 | 0.5043 | 0.7072 | 0.8172 | 0.8798 | 0.9436 | 0.8273 | 0.8587 | 0.5521 | 0.8918 | 0.8655 | 0.7812 | 0.8713 | 0.6821 | 0.7606 | 0.3962 | 0.7943 | 0.7169 | 0.7292 |
| 0.1486 | 11.3 | 4180 | 0.5367 | 0.7052 | 0.8043 | 0.8783 | 0.9389 | 0.7943 | 0.8553 | 0.5066 | 0.9108 | 0.8652 | 0.7592 | 0.8733 | 0.6778 | 0.7633 | 0.4170 | 0.7877 | 0.7134 | 0.7040 |
| 0.2621 | 11.35 | 4200 | 0.5333 | 0.7016 | 0.8055 | 0.8770 | 0.9428 | 0.8055 | 0.8440 | 0.5177 | 0.9030 | 0.8714 | 0.7542 | 0.8717 | 0.6815 | 0.7596 | 0.3952 | 0.7884 | 0.7123 | 0.7029 |
| 0.1573 | 11.41 | 4220 | 0.5311 | 0.7036 | 0.8070 | 0.8775 | 0.9407 | 0.8258 | 0.8659 | 0.4995 | 0.9045 | 0.8626 | 0.7499 | 0.8707 | 0.6917 | 0.7638 | 0.3966 | 0.7893 | 0.7121 | 0.7007 |
| 0.1706 | 11.46 | 4240 | 0.5298 | 0.7062 | 0.8133 | 0.8774 | 0.9385 | 0.8210 | 0.8889 | 0.5300 | 0.8954 | 0.8700 | 0.7495 | 0.8715 | 0.6947 | 0.7709 | 0.4077 | 0.7856 | 0.7115 | 0.7016 |
| 0.2682 | 11.51 | 4260 | 0.5481 | 0.7082 | 0.8057 | 0.8801 | 0.9444 | 0.8204 | 0.8799 | 0.4890 | 0.9099 | 0.8406 | 0.7554 | 0.8715 | 0.6969 | 0.7734 | 0.3951 | 0.7902 | 0.7176 | 0.7128 |
| 0.1008 | 11.57 | 4280 | 0.5343 | 0.7053 | 0.8131 | 0.8770 | 0.9272 | 0.7950 | 0.8888 | 0.5527 | 0.9074 | 0.8655 | 0.7551 | 0.8723 | 0.6802 | 0.7748 | 0.4058 | 0.7848 | 0.7189 | 0.7000 |
| 0.2386 | 11.62 | 4300 | 0.5017 | 0.7097 | 0.8228 | 0.8813 | 0.9308 | 0.7722 | 0.8942 | 0.5822 | 0.8842 | 0.8695 | 0.8265 | 0.8662 | 0.6711 | 0.7772 | 0.3790 | 0.8012 | 0.7206 | 0.7526 |
| 0.1102 | 11.68 | 4320 | 0.4944 | 0.7106 | 0.8179 | 0.8823 | 0.9286 | 0.8126 | 0.8744 | 0.5304 | 0.9009 | 0.8469 | 0.8317 | 0.8592 | 0.6791 | 0.7732 | 0.3770 | 0.8077 | 0.7172 | 0.7611 |
| 0.1461 | 11.73 | 4340 | 0.5308 | 0.7016 | 0.8080 | 0.8756 | 0.9270 | 0.8166 | 0.8748 | 0.5144 | 0.9086 | 0.8492 | 0.7654 | 0.8572 | 0.6779 | 0.7672 | 0.3964 | 0.7956 | 0.7171 | 0.6998 |
| 0.1593 | 11.78 | 4360 | 0.5414 | 0.7097 | 0.8131 | 0.8799 | 0.9415 | 0.8112 | 0.8727 | 0.5428 | 0.9044 | 0.8635 | 0.7555 | 0.8653 | 0.6940 | 0.7638 | 0.4048 | 0.7962 | 0.7219 | 0.7224 |
| 0.1039 | 11.84 | 4380 | 0.5111 | 0.7156 | 0.8199 | 0.8830 | 0.9364 | 0.8319 | 0.8651 | 0.5438 | 0.9069 | 0.8736 | 0.7819 | 0.8673 | 0.6925 | 0.7635 | 0.4138 | 0.7998 | 0.7295 | 0.7431 |
| 0.3453 | 11.89 | 4400 | 0.5305 | 0.7131 | 0.8093 | 0.8818 | 0.9432 | 0.8346 | 0.8722 | 0.4977 | 0.9165 | 0.8497 | 0.7513 | 0.8652 | 0.6879 | 0.7682 | 0.4254 | 0.7981 | 0.7278 | 0.7194 |
| 0.15 | 11.95 | 4420 | 0.4693 | 0.7259 | 0.8316 | 0.8903 | 0.9435 | 0.8364 | 0.8837 | 0.5534 | 0.8908 | 0.8672 | 0.8460 | 0.8715 | 0.6885 | 0.7678 | 0.4070 | 0.8116 | 0.7273 | 0.8075 |
| 0.1132 | 12.0 | 4440 | 0.4752 | 0.7248 | 0.8355 | 0.8893 | 0.9381 | 0.8157 | 0.8643 | 0.6057 | 0.8898 | 0.8787 | 0.8560 | 0.8722 | 0.6864 | 0.7675 | 0.3969 | 0.8100 | 0.7267 | 0.8141 |
| 0.2272 | 12.05 | 4460 | 0.4776 | 0.7244 | 0.8240 | 0.8911 | 0.9364 | 0.7727 | 0.8572 | 0.5785 | 0.9150 | 0.8516 | 0.8565 | 0.8748 | 0.6708 | 0.7655 | 0.4108 | 0.8158 | 0.7212 | 0.8117 |
| 0.1862 | 12.11 | 4480 | 0.4954 | 0.7204 | 0.8241 | 0.8878 | 0.9394 | 0.8316 | 0.8658 | 0.5470 | 0.9084 | 0.8582 | 0.8186 | 0.8730 | 0.6965 | 0.7638 | 0.4046 | 0.8122 | 0.7081 | 0.7845 |
| 0.1436 | 12.16 | 4500 | 0.5070 | 0.7154 | 0.8182 | 0.8840 | 0.9417 | 0.8228 | 0.8489 | 0.5516 | 0.9087 | 0.8635 | 0.7903 | 0.8700 | 0.6895 | 0.7569 | 0.4171 | 0.8040 | 0.7163 | 0.7537 |
| 0.1581 | 12.22 | 4520 | 0.4918 | 0.7174 | 0.8263 | 0.8842 | 0.9284 | 0.8167 | 0.8722 | 0.5734 | 0.9050 | 0.8823 | 0.8058 | 0.8716 | 0.6850 | 0.7606 | 0.4183 | 0.8006 | 0.7239 | 0.7619 |
| 0.2003 | 12.27 | 4540 | 0.5508 | 0.7075 | 0.8139 | 0.8776 | 0.9303 | 0.8128 | 0.8467 | 0.5666 | 0.9128 | 0.8689 | 0.7590 | 0.8691 | 0.6917 | 0.7535 | 0.4125 | 0.7878 | 0.7209 | 0.7167 |
| 0.1785 | 12.32 | 4560 | 0.4795 | 0.7141 | 0.8262 | 0.8825 | 0.9354 | 0.8445 | 0.8594 | 0.5835 | 0.9014 | 0.8716 | 0.7876 | 0.8715 | 0.6871 | 0.7638 | 0.4103 | 0.7987 | 0.7186 | 0.7488 |
| 0.0645 | 12.38 | 4580 | 0.4897 | 0.7221 | 0.8265 | 0.8875 | 0.9328 | 0.8254 | 0.8690 | 0.5660 | 0.9127 | 0.8652 | 0.8145 | 0.8731 | 0.6958 | 0.7662 | 0.4194 | 0.8097 | 0.7179 | 0.7727 |
| 0.0784 | 12.43 | 4600 | 0.5016 | 0.7248 | 0.8310 | 0.8896 | 0.9303 | 0.8241 | 0.8822 | 0.5576 | 0.9062 | 0.8807 | 0.8362 | 0.8728 | 0.6910 | 0.7655 | 0.4182 | 0.8151 | 0.7209 | 0.7901 |
| 0.1183 | 12.49 | 4620 | 0.5362 | 0.7072 | 0.8020 | 0.8802 | 0.9433 | 0.8042 | 0.8626 | 0.4774 | 0.9161 | 0.8566 | 0.7538 | 0.8702 | 0.6923 | 0.7646 | 0.3956 | 0.7930 | 0.7202 | 0.7145 |
| 0.2538 | 12.54 | 4640 | 0.5996 | 0.7075 | 0.8150 | 0.8784 | 0.9358 | 0.8371 | 0.8669 | 0.5344 | 0.9051 | 0.8757 | 0.7496 | 0.8722 | 0.6942 | 0.7627 | 0.4062 | 0.7872 | 0.7139 | 0.7161 |
| 0.1557 | 12.59 | 4660 | 0.5350 | 0.7070 | 0.8149 | 0.8787 | 0.9377 | 0.8244 | 0.8555 | 0.5539 | 0.9038 | 0.8654 | 0.7638 | 0.8742 | 0.6887 | 0.7628 | 0.4033 | 0.7875 | 0.7079 | 0.7249 |
| 0.3497 | 12.65 | 4680 | 0.4915 | 0.7138 | 0.8195 | 0.8835 | 0.9416 | 0.8156 | 0.8645 | 0.5468 | 0.8973 | 0.8716 | 0.7994 | 0.8758 | 0.6877 | 0.7662 | 0.4042 | 0.7962 | 0.7115 | 0.7552 |
| 0.1298 | 12.7 | 4700 | 0.4880 | 0.7154 | 0.8223 | 0.8841 | 0.9379 | 0.7987 | 0.8712 | 0.5789 | 0.9026 | 0.8717 | 0.7947 | 0.8782 | 0.6819 | 0.7713 | 0.4105 | 0.7964 | 0.7150 | 0.7545 |
| 0.248 | 12.76 | 4720 | 0.5498 | 0.7106 | 0.8102 | 0.8817 | 0.9356 | 0.8214 | 0.8667 | 0.5055 | 0.9203 | 0.8617 | 0.7605 | 0.8763 | 0.6887 | 0.7685 | 0.4113 | 0.7928 | 0.7108 | 0.7255 |
| 0.0969 | 12.81 | 4740 | 0.5653 | 0.7107 | 0.8169 | 0.8805 | 0.9369 | 0.8377 | 0.8712 | 0.5441 | 0.9098 | 0.8652 | 0.7536 | 0.8739 | 0.6900 | 0.7678 | 0.4176 | 0.7918 | 0.7133 | 0.7204 |
| 0.1095 | 12.86 | 4760 | 0.5436 | 0.7105 | 0.8125 | 0.8808 | 0.9459 | 0.8153 | 0.8896 | 0.5127 | 0.8978 | 0.8735 | 0.7524 | 0.8727 | 0.6978 | 0.7675 | 0.4101 | 0.7922 | 0.7139 | 0.7190 |
| 0.1964 | 12.92 | 4780 | 0.6304 | 0.7005 | 0.8044 | 0.8752 | 0.9413 | 0.8388 | 0.8647 | 0.5172 | 0.9168 | 0.8495 | 0.7027 | 0.8674 | 0.6873 | 0.7677 | 0.4157 | 0.7904 | 0.7023 | 0.6725 |
| 0.1341 | 12.97 | 4800 | 0.5768 | 0.7055 | 0.8045 | 0.8782 | 0.9402 | 0.8154 | 0.8773 | 0.4902 | 0.9136 | 0.8653 | 0.7298 | 0.8686 | 0.6967 | 0.7681 | 0.4123 | 0.7939 | 0.7056 | 0.6930 |
| 0.1123 | 13.03 | 4820 | 0.5759 | 0.7002 | 0.8034 | 0.8755 | 0.9434 | 0.8259 | 0.8765 | 0.4800 | 0.9013 | 0.8750 | 0.7221 | 0.8651 | 0.6934 | 0.7657 | 0.3973 | 0.7897 | 0.7014 | 0.6886 |
| 0.1658 | 13.08 | 4840 | 0.5776 | 0.7006 | 0.8076 | 0.8748 | 0.9364 | 0.8288 | 0.8806 | 0.5232 | 0.9092 | 0.8625 | 0.7121 | 0.8665 | 0.6883 | 0.7674 | 0.4129 | 0.7891 | 0.7019 | 0.6778 |
| 0.1839 | 13.14 | 4860 | 0.5867 | 0.6981 | 0.8042 | 0.8744 | 0.9386 | 0.8375 | 0.8730 | 0.4946 | 0.9098 | 0.8683 | 0.7075 | 0.8647 | 0.6890 | 0.7616 | 0.4011 | 0.7914 | 0.7040 | 0.6747 |
| 0.1099 | 13.19 | 4880 | 0.6082 | 0.6983 | 0.8013 | 0.8742 | 0.9445 | 0.8159 | 0.8635 | 0.5103 | 0.9103 | 0.8655 | 0.6990 | 0.8639 | 0.6907 | 0.7644 | 0.4066 | 0.7923 | 0.7000 | 0.6699 |
| 0.3081 | 13.24 | 4900 | 0.5948 | 0.6993 | 0.8048 | 0.8745 | 0.9346 | 0.8352 | 0.8682 | 0.5033 | 0.9140 | 0.8640 | 0.7146 | 0.8655 | 0.6920 | 0.7625 | 0.4031 | 0.7891 | 0.7025 | 0.6804 |
| 0.0714 | 13.3 | 4920 | 0.5051 | 0.7049 | 0.8191 | 0.8782 | 0.9342 | 0.8449 | 0.8754 | 0.5468 | 0.8989 | 0.8811 | 0.7522 | 0.8685 | 0.6846 | 0.7704 | 0.3944 | 0.7956 | 0.7036 | 0.7175 |
| 0.2305 | 13.35 | 4940 | 0.5408 | 0.7004 | 0.8093 | 0.8756 | 0.9396 | 0.8220 | 0.8793 | 0.5384 | 0.9057 | 0.8616 | 0.7183 | 0.8691 | 0.6900 | 0.7697 | 0.3954 | 0.7909 | 0.7016 | 0.6861 |
| 0.2512 | 13.41 | 4960 | 0.5822 | 0.6990 | 0.8107 | 0.8738 | 0.9390 | 0.8140 | 0.8907 | 0.5550 | 0.8980 | 0.8683 | 0.7096 | 0.8679 | 0.6899 | 0.7657 | 0.4019 | 0.7876 | 0.7041 | 0.6757 |
| 0.1393 | 13.46 | 4980 | 0.5820 | 0.6959 | 0.8083 | 0.8723 | 0.9446 | 0.8042 | 0.8774 | 0.5541 | 0.8882 | 0.8804 | 0.7092 | 0.8667 | 0.6888 | 0.7699 | 0.3841 | 0.7838 | 0.7022 | 0.6755 |
| 0.9497 | 13.51 | 5000 | 0.5431 | 0.6950 | 0.8085 | 0.8726 | 0.9424 | 0.8437 | 0.8893 | 0.5207 | 0.8900 | 0.8553 | 0.7182 | 0.8657 | 0.6915 | 0.7660 | 0.3743 | 0.7847 | 0.7006 | 0.6824 |
| 0.0806 | 13.57 | 5020 | 0.5681 | 0.6932 | 0.8071 | 0.8730 | 0.9460 | 0.8298 | 0.8792 | 0.5086 | 0.8840 | 0.8783 | 0.7235 | 0.8651 | 0.6882 | 0.7591 | 0.3640 | 0.7898 | 0.6952 | 0.6910 |
| 0.1022 | 13.62 | 5040 | 0.6025 | 0.7020 | 0.8031 | 0.8773 | 0.9384 | 0.8149 | 0.8617 | 0.5091 | 0.9205 | 0.8461 | 0.7313 | 0.8709 | 0.6938 | 0.7583 | 0.3988 | 0.7930 | 0.7026 | 0.6969 |
| 0.184 | 13.68 | 5060 | 0.5221 | 0.7129 | 0.8152 | 0.8834 | 0.9440 | 0.8107 | 0.8484 | 0.5483 | 0.9078 | 0.8577 | 0.7891 | 0.8723 | 0.6916 | 0.7579 | 0.4009 | 0.8017 | 0.7134 | 0.7525 |
| 0.1923 | 13.73 | 5080 | 0.5278 | 0.7074 | 0.8231 | 0.8794 | 0.9363 | 0.8139 | 0.8365 | 0.6253 | 0.8986 | 0.8638 | 0.7869 | 0.8725 | 0.6876 | 0.7527 | 0.3841 | 0.7960 | 0.7094 | 0.7491 |
| 0.1851 | 13.78 | 5100 | 0.5243 | 0.7208 | 0.8293 | 0.8880 | 0.9352 | 0.8263 | 0.8504 | 0.5776 | 0.9032 | 0.8726 | 0.8400 | 0.8708 | 0.6909 | 0.7572 | 0.4059 | 0.8167 | 0.7142 | 0.7900 |
| 0.0883 | 13.84 | 5120 | 0.5024 | 0.7236 | 0.8229 | 0.8902 | 0.9409 | 0.7976 | 0.8571 | 0.5421 | 0.9083 | 0.8774 | 0.8370 | 0.8729 | 0.6898 | 0.7625 | 0.4175 | 0.8193 | 0.7105 | 0.7929 |
| 0.195 | 13.89 | 5140 | 0.4746 | 0.7218 | 0.8266 | 0.8886 | 0.9399 | 0.8212 | 0.8697 | 0.5583 | 0.9008 | 0.8562 | 0.8400 | 0.8729 | 0.6952 | 0.7671 | 0.4038 | 0.8141 | 0.7114 | 0.7878 |
| 0.0844 | 13.95 | 5160 | 0.4909 | 0.7205 | 0.8265 | 0.8880 | 0.9351 | 0.8371 | 0.8583 | 0.5528 | 0.9070 | 0.8559 | 0.8395 | 0.8718 | 0.6946 | 0.7642 | 0.3979 | 0.8136 | 0.7127 | 0.7886 |
| 0.1474 | 14.0 | 5180 | 0.4922 | 0.7258 | 0.8272 | 0.8905 | 0.9388 | 0.8234 | 0.8750 | 0.5452 | 0.9064 | 0.8615 | 0.8401 | 0.8720 | 0.6999 | 0.7722 | 0.4129 | 0.8181 | 0.7126 | 0.7933 |
| 0.0503 | 14.05 | 5200 | 0.5318 | 0.7121 | 0.8123 | 0.8824 | 0.9386 | 0.8375 | 0.8687 | 0.4913 | 0.9146 | 0.8767 | 0.7582 | 0.8721 | 0.6998 | 0.7690 | 0.4109 | 0.7996 | 0.7093 | 0.7243 |
| 1.5633 | 14.11 | 5220 | 0.5514 | 0.7080 | 0.8110 | 0.8790 | 0.9361 | 0.8298 | 0.8660 | 0.5116 | 0.9110 | 0.8762 | 0.7465 | 0.8721 | 0.6993 | 0.7625 | 0.4142 | 0.7913 | 0.7101 | 0.7068 |
| 0.1624 | 14.16 | 5240 | 0.5814 | 0.7004 | 0.8080 | 0.8748 | 0.9385 | 0.8203 | 0.8895 | 0.5267 | 0.9042 | 0.8668 | 0.7101 | 0.8666 | 0.6915 | 0.7616 | 0.4128 | 0.7906 | 0.7032 | 0.6764 |
| 0.1234 | 14.22 | 5260 | 0.5338 | 0.7057 | 0.8118 | 0.8776 | 0.9384 | 0.8265 | 0.8866 | 0.5304 | 0.9078 | 0.8708 | 0.7222 | 0.8691 | 0.6993 | 0.7745 | 0.4113 | 0.7951 | 0.7052 | 0.6853 |
| 0.0554 | 14.27 | 5280 | 0.6325 | 0.7015 | 0.8086 | 0.8754 | 0.9377 | 0.8343 | 0.8675 | 0.5338 | 0.9147 | 0.8722 | 0.6998 | 0.8688 | 0.6954 | 0.7702 | 0.4123 | 0.7921 | 0.7013 | 0.6701 |
| 0.115 | 14.32 | 5300 | 0.4993 | 0.7210 | 0.8234 | 0.8861 | 0.9333 | 0.8439 | 0.8784 | 0.5337 | 0.9141 | 0.8679 | 0.7922 | 0.8755 | 0.6996 | 0.7750 | 0.4152 | 0.7987 | 0.7285 | 0.7545 |
| 0.1561 | 14.38 | 5320 | 0.5592 | 0.7135 | 0.8152 | 0.8818 | 0.9352 | 0.8277 | 0.8701 | 0.5345 | 0.9173 | 0.8638 | 0.7574 | 0.8746 | 0.7009 | 0.7720 | 0.4173 | 0.7938 | 0.7157 | 0.7203 |
| 0.0848 | 14.43 | 5340 | 0.5579 | 0.7164 | 0.8164 | 0.8833 | 0.9436 | 0.8026 | 0.8806 | 0.5433 | 0.9054 | 0.8765 | 0.7631 | 0.8745 | 0.6958 | 0.7746 | 0.4219 | 0.7952 | 0.7242 | 0.7287 |
| 0.1941 | 14.49 | 5360 | 0.5586 | 0.7189 | 0.8199 | 0.8843 | 0.9371 | 0.8163 | 0.8892 | 0.5516 | 0.9127 | 0.8632 | 0.7692 | 0.8737 | 0.6961 | 0.7774 | 0.4221 | 0.7964 | 0.7319 | 0.7347 |
| 0.1339 | 14.54 | 5380 | 0.5690 | 0.7114 | 0.8206 | 0.8800 | 0.9383 | 0.8260 | 0.8833 | 0.5868 | 0.9054 | 0.8599 | 0.7444 | 0.8714 | 0.6967 | 0.7769 | 0.4115 | 0.7933 | 0.7164 | 0.7138 |
| 0.1054 | 14.59 | 5400 | 0.5522 | 0.7119 | 0.8216 | 0.8797 | 0.9407 | 0.8214 | 0.8717 | 0.5864 | 0.8963 | 0.8839 | 0.7510 | 0.8725 | 0.6988 | 0.7761 | 0.4120 | 0.7897 | 0.7169 | 0.7175 |
| 0.1314 | 14.65 | 5420 | 0.5695 | 0.7134 | 0.8164 | 0.8815 | 0.9420 | 0.8324 | 0.8740 | 0.5469 | 0.9087 | 0.8569 | 0.7540 | 0.8724 | 0.6957 | 0.7754 | 0.4228 | 0.7945 | 0.7145 | 0.7183 |
| 0.2918 | 14.7 | 5440 | 0.5720 | 0.7115 | 0.8167 | 0.8806 | 0.9385 | 0.8318 | 0.8726 | 0.5263 | 0.9036 | 0.8930 | 0.7509 | 0.8738 | 0.6959 | 0.7796 | 0.4111 | 0.7905 | 0.7138 | 0.7155 |
| 0.1543 | 14.76 | 5460 | 0.5569 | 0.7137 | 0.8163 | 0.8817 | 0.9396 | 0.8374 | 0.8688 | 0.5230 | 0.9078 | 0.8829 | 0.7549 | 0.8741 | 0.6978 | 0.7713 | 0.4232 | 0.7927 | 0.7180 | 0.7187 |
| 0.1186 | 14.81 | 5480 | 0.5482 | 0.7212 | 0.8233 | 0.8853 | 0.9366 | 0.8389 | 0.8538 | 0.5453 | 0.9084 | 0.8849 | 0.7954 | 0.8771 | 0.6978 | 0.7658 | 0.4222 | 0.7920 | 0.7386 | 0.7551 |
| 0.1624 | 14.86 | 5500 | 0.5372 | 0.7189 | 0.8240 | 0.8842 | 0.9355 | 0.8337 | 0.8733 | 0.5587 | 0.9046 | 0.8694 | 0.7930 | 0.8756 | 0.6953 | 0.7717 | 0.4070 | 0.7904 | 0.7386 | 0.7533 |
| 0.9141 | 14.92 | 5520 | 0.5415 | 0.7166 | 0.8202 | 0.8832 | 0.9415 | 0.8160 | 0.8734 | 0.5625 | 0.9007 | 0.8602 | 0.7873 | 0.8744 | 0.6917 | 0.7683 | 0.4067 | 0.7896 | 0.7359 | 0.7495 |
| 0.1429 | 14.97 | 5540 | 0.5310 | 0.7171 | 0.8185 | 0.8837 | 0.9397 | 0.8161 | 0.8610 | 0.5489 | 0.9098 | 0.8795 | 0.7743 | 0.8751 | 0.6908 | 0.7675 | 0.4220 | 0.7939 | 0.7309 | 0.7396 |
| 0.21 | 15.03 | 5560 | 0.4918 | 0.7230 | 0.8230 | 0.8871 | 0.9395 | 0.8298 | 0.8797 | 0.5404 | 0.9100 | 0.8671 | 0.7944 | 0.8748 | 0.6930 | 0.7726 | 0.4246 | 0.7999 | 0.7373 | 0.7586 |
| 0.1884 | 15.08 | 5580 | 0.5099 | 0.7153 | 0.8160 | 0.8831 | 0.9437 | 0.8006 | 0.8602 | 0.5582 | 0.9087 | 0.8716 | 0.7686 | 0.8741 | 0.6895 | 0.7719 | 0.4206 | 0.7963 | 0.7214 | 0.7331 |
| 0.1516 | 15.14 | 5600 | 0.5335 | 0.7137 | 0.8168 | 0.8823 | 0.9372 | 0.8281 | 0.8823 | 0.5498 | 0.9161 | 0.8459 | 0.7585 | 0.8757 | 0.6937 | 0.7763 | 0.4186 | 0.7949 | 0.7140 | 0.7230 |
| 0.1574 | 15.19 | 5620 | 0.5654 | 0.7136 | 0.8156 | 0.8818 | 0.9410 | 0.8196 | 0.8757 | 0.5507 | 0.9120 | 0.8582 | 0.7521 | 0.8756 | 0.6989 | 0.7708 | 0.4237 | 0.7942 | 0.7134 | 0.7186 |
| 0.0803 | 15.24 | 5640 | 0.5721 | 0.7136 | 0.8178 | 0.8815 | 0.9429 | 0.8285 | 0.8653 | 0.5589 | 0.9080 | 0.8754 | 0.7458 | 0.8739 | 0.6983 | 0.7693 | 0.4272 | 0.7956 | 0.7165 | 0.7142 |
| 0.1424 | 15.3 | 5660 | 0.5583 | 0.7127 | 0.8150 | 0.8812 | 0.9406 | 0.8168 | 0.8676 | 0.5656 | 0.9163 | 0.8526 | 0.7456 | 0.8734 | 0.6944 | 0.7721 | 0.4269 | 0.7956 | 0.7123 | 0.7142 |
| 0.0757 | 15.35 | 5680 | 0.5655 | 0.7106 | 0.8140 | 0.8803 | 0.9388 | 0.8168 | 0.8697 | 0.5482 | 0.9116 | 0.8631 | 0.7501 | 0.8729 | 0.6917 | 0.7703 | 0.4162 | 0.7925 | 0.7139 | 0.7164 |
| 0.1092 | 15.41 | 5700 | 0.5550 | 0.7114 | 0.8160 | 0.8808 | 0.9429 | 0.8282 | 0.8617 | 0.5558 | 0.9075 | 0.8621 | 0.7535 | 0.8742 | 0.6944 | 0.7703 | 0.4152 | 0.7926 | 0.7138 | 0.7195 |
| 0.1833 | 15.46 | 5720 | 0.4969 | 0.7304 | 0.8307 | 0.8930 | 0.9412 | 0.8311 | 0.8812 | 0.5391 | 0.9056 | 0.8764 | 0.8401 | 0.8759 | 0.6980 | 0.7712 | 0.4282 | 0.8201 | 0.7182 | 0.8013 |
| 0.0929 | 15.51 | 5740 | 0.5019 | 0.7272 | 0.8228 | 0.8918 | 0.9443 | 0.8274 | 0.8651 | 0.5131 | 0.9135 | 0.8714 | 0.8244 | 0.8757 | 0.6980 | 0.7731 | 0.4210 | 0.8170 | 0.7180 | 0.7873 |
| 0.1537 | 15.57 | 5760 | 0.5682 | 0.7139 | 0.8192 | 0.8818 | 0.9327 | 0.8587 | 0.8672 | 0.5456 | 0.9196 | 0.8503 | 0.7602 | 0.8732 | 0.6913 | 0.7723 | 0.4284 | 0.7955 | 0.7165 | 0.7204 |
| 0.0488 | 15.62 | 5780 | 0.5516 | 0.7133 | 0.8158 | 0.8819 | 0.9407 | 0.8418 | 0.8711 | 0.5235 | 0.9096 | 0.8678 | 0.7562 | 0.8725 | 0.6953 | 0.7739 | 0.4228 | 0.7961 | 0.7140 | 0.7185 |
| 0.1074 | 15.68 | 5800 | 0.5703 | 0.7111 | 0.8162 | 0.8808 | 0.9394 | 0.8297 | 0.8875 | 0.5129 | 0.8991 | 0.8886 | 0.7560 | 0.8723 | 0.6930 | 0.7699 | 0.4142 | 0.7925 | 0.7174 | 0.7185 |
| 0.0859 | 15.73 | 5820 | 0.6073 | 0.7116 | 0.8095 | 0.8817 | 0.9371 | 0.8186 | 0.8766 | 0.5036 | 0.9199 | 0.8565 | 0.7546 | 0.8715 | 0.6931 | 0.7697 | 0.4136 | 0.7964 | 0.7204 | 0.7164 |
| 0.1068 | 15.78 | 5840 | 0.5386 | 0.7113 | 0.8205 | 0.8807 | 0.9382 | 0.8395 | 0.8582 | 0.5640 | 0.9029 | 0.8745 | 0.7664 | 0.8724 | 0.6948 | 0.7691 | 0.3998 | 0.7936 | 0.7235 | 0.7259 |
| 0.1288 | 15.84 | 5860 | 0.5640 | 0.7078 | 0.8112 | 0.8790 | 0.9459 | 0.8185 | 0.8664 | 0.5460 | 0.9050 | 0.8530 | 0.7438 | 0.8705 | 0.6968 | 0.7707 | 0.3983 | 0.7905 | 0.7155 | 0.7125 |
| 0.161 | 15.89 | 5880 | 0.6023 | 0.7055 | 0.8088 | 0.8782 | 0.9439 | 0.8222 | 0.8378 | 0.5346 | 0.9084 | 0.8665 | 0.7484 | 0.8716 | 0.6953 | 0.7624 | 0.3912 | 0.7886 | 0.7156 | 0.7141 |
| 0.2896 | 15.95 | 5900 | 0.6422 | 0.7098 | 0.8131 | 0.8799 | 0.9374 | 0.8238 | 0.8658 | 0.5354 | 0.9128 | 0.8696 | 0.7469 | 0.8726 | 0.6964 | 0.7694 | 0.4089 | 0.7913 | 0.7165 | 0.7133 |
| 0.1331 | 16.0 | 5920 | 0.6165 | 0.7120 | 0.8111 | 0.8815 | 0.9381 | 0.8166 | 0.8853 | 0.5089 | 0.9154 | 0.8665 | 0.7471 | 0.8742 | 0.6978 | 0.7667 | 0.4211 | 0.7942 | 0.7162 | 0.7140 |
| 0.0851 | 16.05 | 5940 | 0.5548 | 0.7146 | 0.8151 | 0.8835 | 0.9402 | 0.8268 | 0.8766 | 0.5103 | 0.9110 | 0.8780 | 0.7630 | 0.8772 | 0.6979 | 0.7719 | 0.4141 | 0.7961 | 0.7195 | 0.7256 |
| 0.1627 | 16.11 | 5960 | 0.6263 | 0.7120 | 0.8142 | 0.8817 | 0.9388 | 0.8262 | 0.8748 | 0.5333 | 0.9158 | 0.8616 | 0.7488 | 0.8774 | 0.6959 | 0.7727 | 0.4138 | 0.7927 | 0.7140 | 0.7176 |
| 0.1197 | 16.16 | 5980 | 0.5825 | 0.7085 | 0.8212 | 0.8792 | 0.9366 | 0.8377 | 0.8605 | 0.5824 | 0.9000 | 0.8640 | 0.7672 | 0.8767 | 0.6925 | 0.7708 | 0.3867 | 0.7857 | 0.7185 | 0.7288 |
| 0.5273 | 16.22 | 6000 | 0.5988 | 0.7157 | 0.8174 | 0.8830 | 0.9368 | 0.8146 | 0.8820 | 0.5475 | 0.9120 | 0.8567 | 0.7720 | 0.8767 | 0.6938 | 0.7706 | 0.4224 | 0.7928 | 0.7219 | 0.7321 |
| 0.1381 | 16.27 | 6020 | 0.5692 | 0.7150 | 0.8190 | 0.8827 | 0.9362 | 0.8343 | 0.8639 | 0.5474 | 0.9134 | 0.8709 | 0.7665 | 0.8773 | 0.6931 | 0.7721 | 0.4248 | 0.7940 | 0.7158 | 0.7276 |
| 0.0793 | 16.32 | 6040 | 0.5893 | 0.7136 | 0.8163 | 0.8818 | 0.9345 | 0.8222 | 0.8708 | 0.5475 | 0.9168 | 0.8616 | 0.7604 | 0.8758 | 0.6929 | 0.7744 | 0.4245 | 0.7928 | 0.7118 | 0.7232 |
| 0.0582 | 16.38 | 6060 | 0.7212 | 0.7032 | 0.8038 | 0.8757 | 0.9439 | 0.8061 | 0.8635 | 0.5485 | 0.9181 | 0.8428 | 0.7036 | 0.8632 | 0.6901 | 0.7688 | 0.4265 | 0.7936 | 0.7034 | 0.6770 |
| 0.1339 | 16.43 | 6080 | 0.5848 | 0.7123 | 0.8164 | 0.8810 | 0.9412 | 0.8312 | 0.8795 | 0.5399 | 0.9070 | 0.8696 | 0.7461 | 0.8715 | 0.6968 | 0.7737 | 0.4204 | 0.7956 | 0.7149 | 0.7131 |
| 0.1311 | 16.49 | 6100 | 0.6171 | 0.7109 | 0.8072 | 0.8811 | 0.9419 | 0.8082 | 0.8586 | 0.5156 | 0.9201 | 0.8596 | 0.7466 | 0.8714 | 0.6964 | 0.7690 | 0.4151 | 0.7955 | 0.7154 | 0.7138 |
| 0.0856 | 16.54 | 6120 | 0.6195 | 0.7095 | 0.8073 | 0.8804 | 0.9374 | 0.8099 | 0.8548 | 0.5201 | 0.9239 | 0.8550 | 0.7499 | 0.8722 | 0.6938 | 0.7662 | 0.4083 | 0.7932 | 0.7162 | 0.7163 |
| 0.8163 | 16.59 | 6140 | 0.5405 | 0.7141 | 0.8122 | 0.8836 | 0.9403 | 0.8288 | 0.8689 | 0.5015 | 0.9177 | 0.8631 | 0.7647 | 0.8734 | 0.6956 | 0.7713 | 0.4100 | 0.7994 | 0.7193 | 0.7294 |
| 0.0893 | 16.65 | 6160 | 0.5658 | 0.7105 | 0.8122 | 0.8809 | 0.9414 | 0.8283 | 0.8689 | 0.5119 | 0.9088 | 0.8746 | 0.7517 | 0.8725 | 0.6944 | 0.7686 | 0.4096 | 0.7936 | 0.7184 | 0.7168 |
| 0.0869 | 16.7 | 6180 | 0.5834 | 0.7103 | 0.8113 | 0.8811 | 0.9394 | 0.8424 | 0.8676 | 0.4995 | 0.9163 | 0.8702 | 0.7437 | 0.8731 | 0.6978 | 0.7695 | 0.4088 | 0.7950 | 0.7158 | 0.7120 |
| 0.161 | 16.76 | 6200 | 0.5759 | 0.7121 | 0.8129 | 0.8817 | 0.9404 | 0.8337 | 0.8744 | 0.5100 | 0.9125 | 0.8678 | 0.7516 | 0.8738 | 0.6992 | 0.7728 | 0.4140 | 0.7951 | 0.7147 | 0.7154 |
| 0.1898 | 16.81 | 6220 | 0.5838 | 0.7121 | 0.8098 | 0.8821 | 0.9413 | 0.8366 | 0.8608 | 0.5007 | 0.9211 | 0.8593 | 0.7492 | 0.8740 | 0.6970 | 0.7721 | 0.4164 | 0.7967 | 0.7128 | 0.7156 |
| 2.3534 | 16.86 | 6240 | 0.5930 | 0.7118 | 0.8086 | 0.8822 | 0.9427 | 0.8268 | 0.8857 | 0.4846 | 0.9158 | 0.8565 | 0.7483 | 0.8732 | 0.6989 | 0.7740 | 0.4120 | 0.7968 | 0.7125 | 0.7153 |
| 0.0658 | 16.92 | 6260 | 0.5076 | 0.7169 | 0.8225 | 0.8842 | 0.9412 | 0.8316 | 0.8670 | 0.5666 | 0.9066 | 0.8665 | 0.7779 | 0.8747 | 0.6946 | 0.7772 | 0.4169 | 0.8013 | 0.7137 | 0.7397 |
| 0.1386 | 16.97 | 6280 | 0.5100 | 0.7244 | 0.8309 | 0.8893 | 0.9373 | 0.8286 | 0.8770 | 0.5876 | 0.9056 | 0.8446 | 0.8356 | 0.8735 | 0.6964 | 0.7752 | 0.4061 | 0.8133 | 0.7103 | 0.7960 |
| 0.0797 | 17.03 | 6300 | 0.4916 | 0.7254 | 0.8309 | 0.8904 | 0.9378 | 0.8263 | 0.8680 | 0.5825 | 0.9079 | 0.8548 | 0.8389 | 0.8751 | 0.6940 | 0.7768 | 0.4061 | 0.8155 | 0.7121 | 0.7983 |
| 0.1281 | 17.08 | 6320 | 0.4981 | 0.7263 | 0.8313 | 0.8909 | 0.9397 | 0.8092 | 0.8823 | 0.5861 | 0.9015 | 0.8531 | 0.8472 | 0.8762 | 0.6908 | 0.7721 | 0.4094 | 0.8148 | 0.7163 | 0.8045 |
| 0.0712 | 17.14 | 6340 | 0.5308 | 0.7242 | 0.8318 | 0.8892 | 0.9362 | 0.8222 | 0.8747 | 0.5963 | 0.9033 | 0.8473 | 0.8428 | 0.8729 | 0.6944 | 0.7704 | 0.4005 | 0.8126 | 0.7158 | 0.8030 |
| 0.1443 | 17.19 | 6360 | 0.5330 | 0.7112 | 0.8118 | 0.8815 | 0.9431 | 0.8179 | 0.8822 | 0.5203 | 0.9094 | 0.8550 | 0.7545 | 0.8727 | 0.6979 | 0.7716 | 0.4045 | 0.7951 | 0.7158 | 0.7210 |
| 0.7862 | 17.24 | 6380 | 0.6242 | 0.7111 | 0.8107 | 0.8811 | 0.9461 | 0.8333 | 0.8621 | 0.5086 | 0.9098 | 0.8705 | 0.7442 | 0.8721 | 0.7009 | 0.7679 | 0.4137 | 0.7949 | 0.7152 | 0.7128 |
| 0.1323 | 17.3 | 6400 | 0.6169 | 0.7062 | 0.8104 | 0.8782 | 0.9392 | 0.8061 | 0.8697 | 0.5477 | 0.9125 | 0.8703 | 0.7276 | 0.8739 | 0.6952 | 0.7672 | 0.4245 | 0.7943 | 0.6948 | 0.6935 |
| 0.0704 | 17.35 | 6420 | 0.6165 | 0.7112 | 0.8108 | 0.8808 | 0.9378 | 0.8084 | 0.8616 | 0.5438 | 0.9205 | 0.8516 | 0.7521 | 0.8733 | 0.6905 | 0.7665 | 0.4271 | 0.7943 | 0.7113 | 0.7151 |
| 0.1044 | 17.41 | 6440 | 0.5954 | 0.7101 | 0.8119 | 0.8807 | 0.9396 | 0.8048 | 0.8641 | 0.5539 | 0.9155 | 0.8492 | 0.7560 | 0.8735 | 0.6838 | 0.7672 | 0.4176 | 0.7936 | 0.7167 | 0.7183 |
| 0.4188 | 17.46 | 6460 | 0.6219 | 0.7138 | 0.8113 | 0.8822 | 0.9381 | 0.8040 | 0.8722 | 0.5351 | 0.9202 | 0.8501 | 0.7597 | 0.8739 | 0.6925 | 0.7673 | 0.4190 | 0.7933 | 0.7264 | 0.7242 |
| 0.0606 | 17.51 | 6480 | 0.5436 | 0.7196 | 0.8189 | 0.8850 | 0.9411 | 0.8160 | 0.8758 | 0.5394 | 0.9080 | 0.8697 | 0.7826 | 0.8745 | 0.6983 | 0.7684 | 0.4206 | 0.7967 | 0.7355 | 0.7431 |
| 0.1067 | 17.57 | 6500 | 0.5200 | 0.7233 | 0.8264 | 0.8882 | 0.9433 | 0.8147 | 0.8653 | 0.5683 | 0.9000 | 0.8729 | 0.8203 | 0.8740 | 0.6962 | 0.7670 | 0.4042 | 0.8055 | 0.7336 | 0.7828 |
| 0.3848 | 17.62 | 6520 | 0.4962 | 0.7292 | 0.8336 | 0.8920 | 0.9366 | 0.8121 | 0.8657 | 0.5910 | 0.9033 | 0.8612 | 0.8653 | 0.8755 | 0.6931 | 0.7688 | 0.3959 | 0.8123 | 0.7385 | 0.8205 |
| 0.1252 | 17.68 | 6540 | 0.5172 | 0.7192 | 0.8187 | 0.8850 | 0.9383 | 0.8123 | 0.8679 | 0.5446 | 0.9126 | 0.8695 | 0.7854 | 0.8739 | 0.6940 | 0.7705 | 0.4168 | 0.7979 | 0.7371 | 0.7439 |
| 0.1498 | 17.73 | 6560 | 0.4809 | 0.7283 | 0.8310 | 0.8920 | 0.9402 | 0.8245 | 0.8852 | 0.5427 | 0.8983 | 0.8750 | 0.8509 | 0.8728 | 0.6941 | 0.7754 | 0.4045 | 0.8164 | 0.7263 | 0.8084 |
| 0.1339 | 17.78 | 6580 | 0.4834 | 0.7283 | 0.8310 | 0.8921 | 0.9358 | 0.8345 | 0.8709 | 0.5393 | 0.9060 | 0.8791 | 0.8517 | 0.8737 | 0.6922 | 0.7721 | 0.4075 | 0.8162 | 0.7265 | 0.8096 |
| 0.155 | 17.84 | 6600 | 0.5174 | 0.7280 | 0.8253 | 0.8921 | 0.9397 | 0.8201 | 0.8806 | 0.5166 | 0.9097 | 0.8698 | 0.8405 | 0.8729 | 0.6928 | 0.7705 | 0.4115 | 0.8164 | 0.7283 | 0.8032 |
| 0.3213 | 17.89 | 6620 | 0.5081 | 0.7286 | 0.8303 | 0.8922 | 0.9377 | 0.8294 | 0.8755 | 0.5476 | 0.9070 | 0.8652 | 0.8499 | 0.8738 | 0.6948 | 0.7714 | 0.4071 | 0.8164 | 0.7258 | 0.8106 |
| 0.178 | 17.95 | 6640 | 0.5023 | 0.7329 | 0.8289 | 0.8945 | 0.9379 | 0.8278 | 0.8713 | 0.5284 | 0.9133 | 0.8571 | 0.8664 | 0.8737 | 0.6960 | 0.7717 | 0.4138 | 0.8183 | 0.7347 | 0.8219 |
| 0.1809 | 18.0 | 6660 | 0.5378 | 0.7303 | 0.8290 | 0.8932 | 0.9422 | 0.8208 | 0.8670 | 0.5306 | 0.9038 | 0.8885 | 0.8499 | 0.8736 | 0.6950 | 0.7706 | 0.4134 | 0.8182 | 0.7297 | 0.8116 |
| 0.1183 | 18.05 | 6680 | 0.5358 | 0.7305 | 0.8232 | 0.8940 | 0.9387 | 0.8151 | 0.8823 | 0.4934 | 0.9152 | 0.8635 | 0.8547 | 0.8726 | 0.6962 | 0.7696 | 0.4086 | 0.8196 | 0.7322 | 0.8144 |
| 0.0902 | 18.11 | 6700 | 0.5166 | 0.7308 | 0.8300 | 0.8935 | 0.9395 | 0.8267 | 0.8612 | 0.5466 | 0.9113 | 0.8730 | 0.8521 | 0.8743 | 0.6937 | 0.7691 | 0.4176 | 0.8206 | 0.7297 | 0.8106 |
| 0.2487 | 18.16 | 6720 | 0.5290 | 0.7296 | 0.8283 | 0.8928 | 0.9401 | 0.8130 | 0.8690 | 0.5405 | 0.9087 | 0.8849 | 0.8418 | 0.8745 | 0.6961 | 0.7675 | 0.4223 | 0.8203 | 0.7235 | 0.8032 |
| 0.1186 | 18.22 | 6740 | 0.5202 | 0.7302 | 0.8264 | 0.8933 | 0.9429 | 0.7918 | 0.8686 | 0.5522 | 0.9070 | 0.8609 | 0.8612 | 0.8746 | 0.6945 | 0.7690 | 0.4091 | 0.8174 | 0.7308 | 0.8161 |
| 0.3732 | 18.27 | 6760 | 0.5339 | 0.7253 | 0.8236 | 0.8912 | 0.9418 | 0.8295 | 0.8555 | 0.5244 | 0.9130 | 0.8635 | 0.8371 | 0.8738 | 0.7020 | 0.7671 | 0.4021 | 0.8184 | 0.7166 | 0.7974 |
| 0.155 | 18.32 | 6780 | 0.5497 | 0.7263 | 0.8239 | 0.8913 | 0.9405 | 0.8221 | 0.8754 | 0.5133 | 0.9112 | 0.8795 | 0.8255 | 0.8741 | 0.7025 | 0.7702 | 0.4144 | 0.8192 | 0.7174 | 0.7866 |
| 0.2159 | 18.38 | 6800 | 0.5251 | 0.7267 | 0.8279 | 0.8913 | 0.9412 | 0.8193 | 0.8767 | 0.5469 | 0.9052 | 0.8675 | 0.8383 | 0.8737 | 0.7002 | 0.7723 | 0.4077 | 0.8191 | 0.7180 | 0.7958 |
| 0.1727 | 18.43 | 6820 | 0.5323 | 0.7267 | 0.8290 | 0.8914 | 0.9391 | 0.8435 | 0.8636 | 0.5414 | 0.9093 | 0.8668 | 0.8397 | 0.8741 | 0.7019 | 0.7696 | 0.4110 | 0.8198 | 0.7153 | 0.7952 |
| 0.1184 | 18.49 | 6840 | 0.5390 | 0.7279 | 0.8275 | 0.8919 | 0.9443 | 0.8292 | 0.8675 | 0.5370 | 0.9058 | 0.8745 | 0.8344 | 0.8733 | 0.7014 | 0.7688 | 0.4164 | 0.8206 | 0.7187 | 0.7961 |
| 0.1718 | 18.54 | 6860 | 0.5446 | 0.7227 | 0.8228 | 0.8885 | 0.9388 | 0.8258 | 0.8711 | 0.5280 | 0.9106 | 0.8750 | 0.8106 | 0.8737 | 0.7009 | 0.7685 | 0.4147 | 0.8117 | 0.7202 | 0.7690 |
| 0.1154 | 18.59 | 6880 | 0.5651 | 0.7153 | 0.8143 | 0.8835 | 0.9458 | 0.8170 | 0.8670 | 0.5288 | 0.9084 | 0.8668 | 0.7665 | 0.8726 | 0.6994 | 0.7697 | 0.4155 | 0.7994 | 0.7197 | 0.7306 |
| 0.1404 | 18.65 | 6900 | 0.5538 | 0.7159 | 0.8190 | 0.8833 | 0.9356 | 0.8293 | 0.8771 | 0.5495 | 0.9156 | 0.8586 | 0.7676 | 0.8738 | 0.6984 | 0.7709 | 0.4208 | 0.7993 | 0.7173 | 0.7309 |
| 0.071 | 18.7 | 6920 | 0.5250 | 0.7262 | 0.8285 | 0.8901 | 0.9375 | 0.8250 | 0.8717 | 0.5567 | 0.9094 | 0.8740 | 0.8249 | 0.8751 | 0.7000 | 0.7706 | 0.4210 | 0.8148 | 0.7190 | 0.7828 |
| 0.0938 | 18.76 | 6940 | 0.5374 | 0.7237 | 0.8247 | 0.8881 | 0.9400 | 0.8258 | 0.8701 | 0.5568 | 0.9119 | 0.8683 | 0.7999 | 0.8746 | 0.7015 | 0.7696 | 0.4281 | 0.8101 | 0.7185 | 0.7633 |
| 0.1624 | 18.81 | 6960 | 0.5468 | 0.7202 | 0.8220 | 0.8855 | 0.9412 | 0.8236 | 0.8749 | 0.5559 | 0.9097 | 0.8739 | 0.7748 | 0.8744 | 0.7019 | 0.7724 | 0.4289 | 0.8040 | 0.7197 | 0.7398 |
| 0.0766 | 18.86 | 6980 | 0.5889 | 0.7146 | 0.8156 | 0.8817 | 0.9370 | 0.8305 | 0.8660 | 0.5483 | 0.9193 | 0.8562 | 0.7518 | 0.8734 | 0.7006 | 0.7685 | 0.4292 | 0.7948 | 0.7190 | 0.7164 |
| 0.1392 | 18.92 | 7000 | 0.5337 | 0.7193 | 0.8191 | 0.8855 | 0.9409 | 0.8197 | 0.8699 | 0.5424 | 0.9119 | 0.8666 | 0.7826 | 0.8728 | 0.6962 | 0.7700 | 0.4286 | 0.8044 | 0.7190 | 0.7442 |
| 0.1355 | 18.97 | 7020 | 0.5454 | 0.7258 | 0.8283 | 0.8901 | 0.9425 | 0.8168 | 0.8598 | 0.5748 | 0.9060 | 0.8705 | 0.8279 | 0.8743 | 0.6964 | 0.7664 | 0.4196 | 0.8154 | 0.7179 | 0.7909 |
| 0.1311 | 19.03 | 7040 | 0.5109 | 0.7277 | 0.8286 | 0.8915 | 0.9404 | 0.8328 | 0.8597 | 0.5547 | 0.9111 | 0.8634 | 0.8379 | 0.8740 | 0.6958 | 0.7679 | 0.4189 | 0.8177 | 0.7200 | 0.7995 |
| 0.1482 | 19.08 | 7060 | 0.5200 | 0.7294 | 0.8293 | 0.8921 | 0.9414 | 0.8118 | 0.8670 | 0.5599 | 0.9054 | 0.8759 | 0.8438 | 0.8746 | 0.6977 | 0.7689 | 0.4223 | 0.8174 | 0.7217 | 0.8031 |
| 0.1097 | 19.14 | 7080 | 0.5579 | 0.7150 | 0.8173 | 0.8821 | 0.9386 | 0.8159 | 0.8658 | 0.5675 | 0.9150 | 0.8629 | 0.7555 | 0.8742 | 0.6979 | 0.7698 | 0.4300 | 0.7960 | 0.7167 | 0.7205 |
| 0.1646 | 19.19 | 7100 | 0.5838 | 0.7139 | 0.8143 | 0.8815 | 0.9400 | 0.8129 | 0.8633 | 0.5555 | 0.9159 | 0.8606 | 0.7518 | 0.8733 | 0.6975 | 0.7666 | 0.4313 | 0.7950 | 0.7159 | 0.7175 |
| 0.0971 | 19.24 | 7120 | 0.5568 | 0.7135 | 0.8168 | 0.8816 | 0.9445 | 0.8272 | 0.8667 | 0.5603 | 0.9081 | 0.8585 | 0.7521 | 0.8726 | 0.6968 | 0.7699 | 0.4247 | 0.7961 | 0.7161 | 0.7186 |
| 0.1318 | 19.3 | 7140 | 0.6116 | 0.7129 | 0.8136 | 0.8814 | 0.9422 | 0.8247 | 0.8791 | 0.5414 | 0.9141 | 0.8462 | 0.7472 | 0.8726 | 0.6966 | 0.7730 | 0.4221 | 0.7947 | 0.7176 | 0.7139 |
| 0.0763 | 19.35 | 7160 | 0.5854 | 0.7149 | 0.8149 | 0.8826 | 0.9390 | 0.8274 | 0.8725 | 0.5344 | 0.9174 | 0.8576 | 0.7558 | 0.8733 | 0.6960 | 0.7707 | 0.4267 | 0.7965 | 0.7198 | 0.7214 |
| 0.0788 | 19.41 | 7180 | 0.5573 | 0.7174 | 0.8149 | 0.8842 | 0.9420 | 0.8117 | 0.8622 | 0.5320 | 0.9159 | 0.8796 | 0.7609 | 0.8743 | 0.6977 | 0.7706 | 0.4311 | 0.8002 | 0.7221 | 0.7262 |
| 0.1318 | 19.46 | 7200 | 0.6123 | 0.7159 | 0.8151 | 0.8830 | 0.9387 | 0.8202 | 0.8640 | 0.5288 | 0.9166 | 0.8842 | 0.7533 | 0.8745 | 0.6989 | 0.7705 | 0.4289 | 0.7975 | 0.7230 | 0.7179 |
| 0.1114 | 19.51 | 7220 | 0.5467 | 0.7182 | 0.8213 | 0.8847 | 0.9439 | 0.8315 | 0.8570 | 0.5607 | 0.9081 | 0.8738 | 0.7739 | 0.8732 | 0.6985 | 0.7708 | 0.4228 | 0.8032 | 0.7214 | 0.7373 |
| 0.07 | 19.57 | 7240 | 0.5694 | 0.7138 | 0.8176 | 0.8817 | 0.9386 | 0.8233 | 0.8625 | 0.5745 | 0.9159 | 0.8512 | 0.7575 | 0.8729 | 0.6989 | 0.7690 | 0.4191 | 0.7970 | 0.7168 | 0.7230 |
| 0.1917 | 19.62 | 7260 | 0.5537 | 0.7195 | 0.8173 | 0.8859 | 0.9437 | 0.8205 | 0.8595 | 0.5427 | 0.9160 | 0.8555 | 0.7832 | 0.8731 | 0.7001 | 0.7673 | 0.4260 | 0.8061 | 0.7163 | 0.7480 |
| 0.0786 | 19.68 | 7280 | 0.5282 | 0.7266 | 0.8297 | 0.8899 | 0.9354 | 0.8340 | 0.8717 | 0.5637 | 0.9123 | 0.8692 | 0.8213 | 0.8734 | 0.7018 | 0.7706 | 0.4258 | 0.8159 | 0.7188 | 0.7801 |
| 0.1788 | 19.73 | 7300 | 0.5386 | 0.7247 | 0.8293 | 0.8889 | 0.9368 | 0.8228 | 0.8783 | 0.5741 | 0.9068 | 0.8675 | 0.8190 | 0.8735 | 0.7034 | 0.7712 | 0.4134 | 0.8130 | 0.7181 | 0.7804 |
| 0.1096 | 19.78 | 7320 | 0.5480 | 0.7266 | 0.8267 | 0.8909 | 0.9418 | 0.8234 | 0.8574 | 0.5573 | 0.9114 | 0.8640 | 0.8312 | 0.8734 | 0.7014 | 0.7679 | 0.4138 | 0.8179 | 0.7169 | 0.7953 |
| 1.5805 | 19.84 | 7340 | 0.5748 | 0.7261 | 0.8253 | 0.8906 | 0.9431 | 0.8027 | 0.8709 | 0.5585 | 0.9086 | 0.8687 | 0.8245 | 0.8736 | 0.6984 | 0.7696 | 0.4153 | 0.8171 | 0.7187 | 0.7903 |
| 1.7115 | 19.89 | 7360 | 0.5969 | 0.7266 | 0.8303 | 0.8905 | 0.9425 | 0.8219 | 0.8725 | 0.5765 | 0.9044 | 0.8711 | 0.8233 | 0.8739 | 0.7003 | 0.7707 | 0.4141 | 0.8172 | 0.7201 | 0.7899 |
| 0.0866 | 19.95 | 7380 | 0.5321 | 0.7292 | 0.8317 | 0.8920 | 0.9398 | 0.8248 | 0.8647 | 0.5692 | 0.9078 | 0.8798 | 0.8358 | 0.8751 | 0.7000 | 0.7697 | 0.4220 | 0.8199 | 0.7211 | 0.7965 |
| 0.2194 | 20.0 | 7400 | 0.5505 | 0.7289 | 0.8303 | 0.8920 | 0.9425 | 0.8285 | 0.8649 | 0.5543 | 0.9055 | 0.8832 | 0.8333 | 0.8743 | 0.7002 | 0.7694 | 0.4222 | 0.8199 | 0.7208 | 0.7956 |
| 0.1087 | 20.05 | 7420 | 0.5341 | 0.7300 | 0.8288 | 0.8929 | 0.9402 | 0.8256 | 0.8784 | 0.5351 | 0.9097 | 0.8758 | 0.8370 | 0.8742 | 0.7021 | 0.7717 | 0.4235 | 0.8221 | 0.7200 | 0.7968 |
| 0.126 | 20.11 | 7440 | 0.5485 | 0.7276 | 0.8256 | 0.8913 | 0.9412 | 0.8205 | 0.8598 | 0.5495 | 0.9151 | 0.8677 | 0.8256 | 0.8742 | 0.7018 | 0.7672 | 0.4241 | 0.8185 | 0.7189 | 0.7885 |
| 0.1614 | 20.16 | 7460 | 0.5406 | 0.7284 | 0.8246 | 0.8922 | 0.9410 | 0.8192 | 0.8571 | 0.5357 | 0.9163 | 0.8660 | 0.8369 | 0.8741 | 0.7034 | 0.7652 | 0.4218 | 0.8208 | 0.7172 | 0.7964 |
| 0.0881 | 20.22 | 7480 | 0.5345 | 0.7282 | 0.8212 | 0.8927 | 0.9437 | 0.8140 | 0.8735 | 0.5126 | 0.9175 | 0.8540 | 0.8334 | 0.8737 | 0.7033 | 0.7695 | 0.4166 | 0.8223 | 0.7164 | 0.7957 |
| 0.0598 | 20.27 | 7500 | 0.5295 | 0.7292 | 0.8264 | 0.8926 | 0.9387 | 0.8281 | 0.8747 | 0.5295 | 0.9167 | 0.8614 | 0.8358 | 0.8739 | 0.7031 | 0.7726 | 0.4197 | 0.8219 | 0.7171 | 0.7961 |
| 0.2735 | 20.32 | 7520 | 0.5292 | 0.7294 | 0.8250 | 0.8929 | 0.9416 | 0.8190 | 0.8668 | 0.5309 | 0.9165 | 0.8646 | 0.8356 | 0.8740 | 0.7014 | 0.7724 | 0.4220 | 0.8230 | 0.7171 | 0.7958 |
| 0.1385 | 20.38 | 7540 | 0.5413 | 0.7287 | 0.8247 | 0.8924 | 0.9373 | 0.8115 | 0.8671 | 0.5391 | 0.9209 | 0.8626 | 0.8344 | 0.8739 | 0.6977 | 0.7710 | 0.4253 | 0.8216 | 0.7153 | 0.7961 |
| 0.0755 | 20.43 | 7560 | 0.5195 | 0.7286 | 0.8275 | 0.8927 | 0.9411 | 0.8251 | 0.8726 | 0.5339 | 0.9118 | 0.8729 | 0.8349 | 0.8744 | 0.6969 | 0.7717 | 0.4212 | 0.8233 | 0.7166 | 0.7965 |
| 0.0906 | 20.49 | 7580 | 0.5124 | 0.7289 | 0.8287 | 0.8927 | 0.9415 | 0.8096 | 0.8768 | 0.5495 | 0.9084 | 0.8819 | 0.8332 | 0.8749 | 0.6968 | 0.7740 | 0.4196 | 0.8234 | 0.7184 | 0.7954 |
| 0.042 | 20.54 | 7600 | 0.5236 | 0.7280 | 0.8265 | 0.8917 | 0.9388 | 0.8250 | 0.8719 | 0.5447 | 0.9173 | 0.8612 | 0.8264 | 0.8743 | 0.6990 | 0.7736 | 0.4233 | 0.8198 | 0.7185 | 0.7874 |
| 0.07 | 20.59 | 7620 | 0.5167 | 0.7294 | 0.8273 | 0.8931 | 0.9423 | 0.8160 | 0.8627 | 0.5535 | 0.9156 | 0.8655 | 0.8354 | 0.8751 | 0.6981 | 0.7748 | 0.4189 | 0.8237 | 0.7189 | 0.7963 |
| 0.3463 | 20.65 | 7640 | 0.5487 | 0.7202 | 0.8196 | 0.8867 | 0.9400 | 0.8278 | 0.8703 | 0.5256 | 0.9147 | 0.8751 | 0.7839 | 0.8750 | 0.7002 | 0.7753 | 0.4198 | 0.8069 | 0.7190 | 0.7451 |
| 1.3278 | 20.7 | 7660 | 0.5206 | 0.7261 | 0.8251 | 0.8910 | 0.9440 | 0.8036 | 0.8725 | 0.5500 | 0.9080 | 0.8751 | 0.8224 | 0.8765 | 0.6975 | 0.7747 | 0.4158 | 0.8169 | 0.7185 | 0.7830 |
| 0.0927 | 20.76 | 7680 | 0.5543 | 0.7179 | 0.8190 | 0.8849 | 0.9415 | 0.8215 | 0.8581 | 0.5538 | 0.9142 | 0.8695 | 0.7746 | 0.8764 | 0.6997 | 0.7696 | 0.4219 | 0.8024 | 0.7191 | 0.7364 |
| 0.2095 | 20.81 | 7700 | 0.5537 | 0.7187 | 0.8184 | 0.8857 | 0.9393 | 0.8291 | 0.8589 | 0.5333 | 0.9178 | 0.8714 | 0.7791 | 0.8766 | 0.7009 | 0.7684 | 0.4209 | 0.8037 | 0.7186 | 0.7416 |
| 0.1448 | 20.86 | 7720 | 0.5224 | 0.7306 | 0.8271 | 0.8936 | 0.9408 | 0.8154 | 0.8759 | 0.5356 | 0.9140 | 0.8660 | 0.8420 | 0.8764 | 0.7017 | 0.7709 | 0.4236 | 0.8226 | 0.7195 | 0.7999 |
| 0.1207 | 20.92 | 7740 | 0.5309 | 0.7301 | 0.8263 | 0.8931 | 0.9410 | 0.8200 | 0.8619 | 0.5352 | 0.9152 | 0.8713 | 0.8396 | 0.8752 | 0.7022 | 0.7691 | 0.4258 | 0.8221 | 0.7186 | 0.7977 |
| 0.1776 | 20.97 | 7760 | 0.5330 | 0.7285 | 0.8198 | 0.8934 | 0.9418 | 0.8182 | 0.8697 | 0.4839 | 0.9194 | 0.8639 | 0.8415 | 0.8740 | 0.7016 | 0.7706 | 0.4123 | 0.8227 | 0.7194 | 0.7989 |
| 0.1048 | 21.03 | 7780 | 0.5440 | 0.7290 | 0.8230 | 0.8931 | 0.9448 | 0.8097 | 0.8735 | 0.5200 | 0.9125 | 0.8580 | 0.8422 | 0.8739 | 0.6989 | 0.7721 | 0.4185 | 0.8225 | 0.7175 | 0.7992 |
| 0.1082 | 21.08 | 7800 | 0.5301 | 0.7297 | 0.8274 | 0.8932 | 0.9400 | 0.8203 | 0.8686 | 0.5293 | 0.9122 | 0.8801 | 0.8413 | 0.8759 | 0.7000 | 0.7707 | 0.4212 | 0.8222 | 0.7181 | 0.7997 |
| 0.1496 | 21.14 | 7820 | 0.5470 | 0.7287 | 0.8299 | 0.8926 | 0.9427 | 0.8256 | 0.8717 | 0.5486 | 0.9066 | 0.8808 | 0.8333 | 0.8759 | 0.6996 | 0.7722 | 0.4174 | 0.8217 | 0.7175 | 0.7969 |
| 0.0932 | 21.19 | 7840 | 0.5195 | 0.7300 | 0.8295 | 0.8933 | 0.9406 | 0.8178 | 0.8741 | 0.5493 | 0.9109 | 0.8735 | 0.8402 | 0.8766 | 0.7004 | 0.7741 | 0.4181 | 0.8228 | 0.7193 | 0.7990 |
| 0.1466 | 21.24 | 7860 | 0.5228 | 0.7288 | 0.8293 | 0.8921 | 0.9391 | 0.8230 | 0.8679 | 0.5565 | 0.9131 | 0.8748 | 0.8304 | 0.8764 | 0.6989 | 0.7710 | 0.4269 | 0.8202 | 0.7167 | 0.7915 |
| 0.0394 | 21.3 | 7880 | 0.5633 | 0.7241 | 0.8231 | 0.8886 | 0.9386 | 0.8253 | 0.8721 | 0.5429 | 0.9158 | 0.8617 | 0.8054 | 0.8757 | 0.7003 | 0.7688 | 0.4307 | 0.8103 | 0.7161 | 0.7666 |
| 0.1345 | 21.35 | 7900 | 0.5410 | 0.7306 | 0.8282 | 0.8932 | 0.9397 | 0.8250 | 0.8754 | 0.5366 | 0.9131 | 0.8665 | 0.8408 | 0.8755 | 0.7008 | 0.7683 | 0.4301 | 0.8215 | 0.7172 | 0.8007 |
| 0.1801 | 21.41 | 7920 | 0.5387 | 0.7290 | 0.8278 | 0.8923 | 0.9413 | 0.8294 | 0.8634 | 0.5482 | 0.9129 | 0.8609 | 0.8388 | 0.8738 | 0.6983 | 0.7694 | 0.4262 | 0.8216 | 0.7163 | 0.7973 |
| 0.1575 | 21.46 | 7940 | 0.5452 | 0.7284 | 0.8204 | 0.8928 | 0.9441 | 0.7959 | 0.8741 | 0.5224 | 0.9173 | 0.8516 | 0.8372 | 0.8734 | 0.6961 | 0.7709 | 0.4232 | 0.8224 | 0.7152 | 0.7974 |
| 0.0942 | 21.51 | 7960 | 0.5162 | 0.7301 | 0.8321 | 0.8932 | 0.9397 | 0.8254 | 0.8756 | 0.5561 | 0.9070 | 0.8756 | 0.8452 | 0.8771 | 0.6995 | 0.7750 | 0.4166 | 0.8214 | 0.7190 | 0.8022 |
| 0.1019 | 21.57 | 7980 | 0.5306 | 0.7286 | 0.8285 | 0.8924 | 0.9416 | 0.8238 | 0.8743 | 0.5455 | 0.9090 | 0.8676 | 0.8375 | 0.8748 | 0.7000 | 0.7735 | 0.4162 | 0.8208 | 0.7178 | 0.7974 |
| 0.0743 | 21.62 | 8000 | 0.5440 | 0.7282 | 0.8264 | 0.8921 | 0.9427 | 0.8218 | 0.8664 | 0.5419 | 0.9118 | 0.8679 | 0.8320 | 0.8748 | 0.7005 | 0.7706 | 0.4207 | 0.8202 | 0.7173 | 0.7933 |
| 0.1217 | 21.68 | 8020 | 0.5120 | 0.7295 | 0.8311 | 0.8927 | 0.9427 | 0.8248 | 0.8734 | 0.5578 | 0.9046 | 0.8748 | 0.8400 | 0.8754 | 0.7003 | 0.7741 | 0.4189 | 0.8219 | 0.7183 | 0.7975 |
| 0.1475 | 21.73 | 8040 | 0.5327 | 0.7275 | 0.8246 | 0.8919 | 0.9418 | 0.8002 | 0.8690 | 0.5502 | 0.9134 | 0.8645 | 0.8334 | 0.8755 | 0.6968 | 0.7715 | 0.4204 | 0.8197 | 0.7174 | 0.7913 |
| 0.1826 | 21.78 | 8060 | 0.5325 | 0.7262 | 0.8273 | 0.8908 | 0.9416 | 0.8221 | 0.8712 | 0.5580 | 0.9108 | 0.8645 | 0.8227 | 0.8756 | 0.6983 | 0.7754 | 0.4152 | 0.8174 | 0.7178 | 0.7840 |
| 0.0675 | 21.84 | 8080 | 0.5753 | 0.7282 | 0.8306 | 0.8921 | 0.9397 | 0.8173 | 0.8692 | 0.5628 | 0.9076 | 0.8811 | 0.8362 | 0.8760 | 0.6965 | 0.7727 | 0.4177 | 0.8204 | 0.7172 | 0.7972 |
| 0.0812 | 21.89 | 8100 | 0.5417 | 0.7295 | 0.8309 | 0.8926 | 0.9372 | 0.8265 | 0.8756 | 0.5521 | 0.9108 | 0.8727 | 0.8413 | 0.8749 | 0.6972 | 0.7732 | 0.4221 | 0.8216 | 0.7196 | 0.7983 |
| 0.1776 | 21.95 | 8120 | 0.5303 | 0.7287 | 0.8295 | 0.8921 | 0.9402 | 0.8105 | 0.8765 | 0.5650 | 0.9096 | 0.8716 | 0.8329 | 0.8756 | 0.6965 | 0.7742 | 0.4219 | 0.8203 | 0.7202 | 0.7924 |
| 0.119 | 22.0 | 8140 | 0.5318 | 0.7263 | 0.8259 | 0.8904 | 0.9404 | 0.8202 | 0.8735 | 0.5467 | 0.9111 | 0.8700 | 0.8195 | 0.8752 | 0.6995 | 0.7739 | 0.4228 | 0.8153 | 0.7206 | 0.7768 |
| 0.0873 | 22.05 | 8160 | 0.5227 | 0.7298 | 0.8328 | 0.8926 | 0.9396 | 0.8222 | 0.8697 | 0.5743 | 0.9073 | 0.8764 | 0.8402 | 0.8753 | 0.7002 | 0.7743 | 0.4176 | 0.8221 | 0.7213 | 0.7978 |
| 0.0634 | 22.11 | 8180 | 0.5273 | 0.7281 | 0.8285 | 0.8919 | 0.9413 | 0.7973 | 0.8735 | 0.5803 | 0.9108 | 0.8627 | 0.8335 | 0.8752 | 0.6951 | 0.7736 | 0.4190 | 0.8209 | 0.7190 | 0.7940 |
| 0.1767 | 22.16 | 8200 | 0.5275 | 0.7300 | 0.8306 | 0.8928 | 0.9388 | 0.8289 | 0.8729 | 0.5560 | 0.9123 | 0.8680 | 0.8378 | 0.8745 | 0.7004 | 0.7738 | 0.4224 | 0.8225 | 0.7194 | 0.7969 |
| 0.1508 | 22.22 | 8220 | 0.5532 | 0.7289 | 0.8291 | 0.8921 | 0.9385 | 0.8246 | 0.8679 | 0.5526 | 0.9118 | 0.8693 | 0.8388 | 0.8738 | 0.6998 | 0.7710 | 0.4227 | 0.8205 | 0.7178 | 0.7968 |
| 0.0866 | 22.27 | 8240 | 0.5304 | 0.7303 | 0.8280 | 0.8930 | 0.9380 | 0.8240 | 0.8680 | 0.5412 | 0.9161 | 0.8676 | 0.8415 | 0.8747 | 0.7010 | 0.7729 | 0.4240 | 0.8219 | 0.7197 | 0.7978 |
| 0.1141 | 22.32 | 8260 | 0.5599 | 0.7296 | 0.8305 | 0.8925 | 0.9413 | 0.8189 | 0.8704 | 0.5594 | 0.9070 | 0.8785 | 0.8376 | 0.8754 | 0.6997 | 0.7724 | 0.4208 | 0.8206 | 0.7200 | 0.7979 |
| 0.5142 | 22.38 | 8280 | 0.5377 | 0.7294 | 0.8281 | 0.8926 | 0.9413 | 0.8232 | 0.8723 | 0.5388 | 0.9106 | 0.8792 | 0.8310 | 0.8753 | 0.7005 | 0.7727 | 0.4233 | 0.8208 | 0.7195 | 0.7935 |
| 0.1262 | 22.43 | 8300 | 0.5415 | 0.7208 | 0.8213 | 0.8865 | 0.9406 | 0.8204 | 0.8620 | 0.5525 | 0.9135 | 0.8714 | 0.7885 | 0.8750 | 0.6993 | 0.7717 | 0.4248 | 0.8064 | 0.7194 | 0.7492 |
| 0.0996 | 22.49 | 8320 | 0.5172 | 0.7284 | 0.8277 | 0.8919 | 0.9414 | 0.8244 | 0.8787 | 0.5501 | 0.9114 | 0.8573 | 0.8309 | 0.8752 | 0.7005 | 0.7751 | 0.4204 | 0.8189 | 0.7196 | 0.7891 |
| 0.099 | 22.54 | 8340 | 0.5433 | 0.7298 | 0.8289 | 0.8927 | 0.9408 | 0.8299 | 0.8624 | 0.5486 | 0.9124 | 0.8681 | 0.8401 | 0.8751 | 0.7008 | 0.7688 | 0.4232 | 0.8205 | 0.7204 | 0.7997 |
| 0.0542 | 22.59 | 8360 | 0.5318 | 0.7291 | 0.8300 | 0.8922 | 0.9415 | 0.8288 | 0.8653 | 0.5631 | 0.9094 | 0.8622 | 0.8401 | 0.8746 | 0.6998 | 0.7707 | 0.4204 | 0.8199 | 0.7200 | 0.7983 |
| 0.107 | 22.65 | 8380 | 0.5395 | 0.7293 | 0.8302 | 0.8924 | 0.9412 | 0.8340 | 0.8674 | 0.5524 | 0.9095 | 0.8701 | 0.8367 | 0.8749 | 0.7002 | 0.7702 | 0.4215 | 0.8205 | 0.7204 | 0.7977 |
| 0.1479 | 22.7 | 8400 | 0.5555 | 0.7297 | 0.8283 | 0.8928 | 0.9433 | 0.8251 | 0.8648 | 0.5496 | 0.9110 | 0.8681 | 0.8365 | 0.8746 | 0.6999 | 0.7724 | 0.4213 | 0.8219 | 0.7201 | 0.7974 |
| 0.042 | 22.76 | 8420 | 0.5373 | 0.7259 | 0.8257 | 0.8900 | 0.9398 | 0.8162 | 0.8614 | 0.5572 | 0.9135 | 0.8759 | 0.8161 | 0.8753 | 0.6993 | 0.7712 | 0.4241 | 0.8147 | 0.7199 | 0.7769 |
| 1.2058 | 22.81 | 8440 | 0.5498 | 0.7249 | 0.8244 | 0.8896 | 0.9424 | 0.8223 | 0.8755 | 0.5537 | 0.9130 | 0.8528 | 0.8112 | 0.8738 | 0.6991 | 0.7754 | 0.4188 | 0.8148 | 0.7187 | 0.7736 |
| 0.0554 | 22.86 | 8460 | 0.5314 | 0.7270 | 0.8267 | 0.8910 | 0.9414 | 0.8247 | 0.8741 | 0.5495 | 0.9117 | 0.8640 | 0.8216 | 0.8742 | 0.6997 | 0.7747 | 0.4202 | 0.8176 | 0.7213 | 0.7815 |
| 0.171 | 22.92 | 8480 | 0.5404 | 0.7260 | 0.8255 | 0.8904 | 0.9416 | 0.8163 | 0.8787 | 0.5466 | 0.9099 | 0.8679 | 0.8173 | 0.8745 | 0.6992 | 0.7735 | 0.4193 | 0.8160 | 0.7215 | 0.7777 |
| 0.2158 | 22.97 | 8500 | 0.5370 | 0.7286 | 0.8289 | 0.8922 | 0.9415 | 0.8259 | 0.8658 | 0.5471 | 0.9091 | 0.8797 | 0.8330 | 0.8750 | 0.6999 | 0.7725 | 0.4179 | 0.8207 | 0.7215 | 0.7925 |
| 1.52 | 23.03 | 8520 | 0.5842 | 0.7270 | 0.8247 | 0.8914 | 0.9417 | 0.8265 | 0.8659 | 0.5366 | 0.9155 | 0.8610 | 0.8258 | 0.8743 | 0.6995 | 0.7703 | 0.4172 | 0.8186 | 0.7198 | 0.7890 |
| 0.529 | 23.08 | 8540 | 0.5676 | 0.7283 | 0.8253 | 0.8923 | 0.9416 | 0.8326 | 0.8613 | 0.5270 | 0.9158 | 0.8643 | 0.8343 | 0.8738 | 0.6996 | 0.7691 | 0.4192 | 0.8207 | 0.7197 | 0.7960 |
| 0.1741 | 23.14 | 8560 | 0.5727 | 0.7221 | 0.8205 | 0.8879 | 0.9415 | 0.8098 | 0.8613 | 0.5479 | 0.9152 | 0.8696 | 0.7984 | 0.8745 | 0.6984 | 0.7692 | 0.4202 | 0.8103 | 0.7188 | 0.7631 |
| 0.1051 | 23.19 | 8580 | 0.5467 | 0.7276 | 0.8296 | 0.8913 | 0.9389 | 0.8303 | 0.8751 | 0.5555 | 0.9109 | 0.8711 | 0.8250 | 0.8750 | 0.6998 | 0.7760 | 0.4177 | 0.8184 | 0.7212 | 0.7850 |
| 0.1127 | 23.24 | 8600 | 0.5468 | 0.7260 | 0.8249 | 0.8904 | 0.9407 | 0.8258 | 0.8640 | 0.5454 | 0.9146 | 0.8641 | 0.8196 | 0.8748 | 0.7002 | 0.7715 | 0.4207 | 0.8156 | 0.7195 | 0.7796 |
| 0.17 | 23.3 | 8620 | 0.5703 | 0.7214 | 0.8138 | 0.8882 | 0.9441 | 0.8009 | 0.8589 | 0.5086 | 0.9188 | 0.8665 | 0.7993 | 0.8735 | 0.6976 | 0.7684 | 0.4193 | 0.8102 | 0.7193 | 0.7613 |
| 0.0949 | 23.35 | 8640 | 0.5267 | 0.7298 | 0.8273 | 0.8934 | 0.9404 | 0.8271 | 0.8779 | 0.5269 | 0.9136 | 0.8633 | 0.8415 | 0.8755 | 0.7009 | 0.7761 | 0.4150 | 0.8221 | 0.7202 | 0.7990 |
| 1.5673 | 23.41 | 8660 | 0.5401 | 0.7268 | 0.8274 | 0.8911 | 0.9420 | 0.8186 | 0.8733 | 0.5551 | 0.9094 | 0.8699 | 0.8240 | 0.8759 | 0.6996 | 0.7749 | 0.4144 | 0.8171 | 0.7199 | 0.7859 |
| 0.5701 | 23.46 | 8680 | 0.5517 | 0.7261 | 0.8286 | 0.8905 | 0.9412 | 0.8296 | 0.8681 | 0.5617 | 0.9091 | 0.8678 | 0.8223 | 0.8753 | 0.6996 | 0.7738 | 0.4140 | 0.8161 | 0.7191 | 0.7845 |
| 0.1587 | 23.51 | 8700 | 0.5709 | 0.7235 | 0.8183 | 0.8894 | 0.9442 | 0.8075 | 0.8675 | 0.5310 | 0.9175 | 0.8494 | 0.8108 | 0.8736 | 0.6984 | 0.7708 | 0.4167 | 0.8137 | 0.7158 | 0.7756 |
| 0.1153 | 23.57 | 8720 | 0.5978 | 0.7220 | 0.8225 | 0.8878 | 0.9406 | 0.8162 | 0.8667 | 0.5568 | 0.9136 | 0.8619 | 0.8018 | 0.8750 | 0.6997 | 0.7707 | 0.4151 | 0.8095 | 0.7182 | 0.7659 |
| 0.1148 | 23.62 | 8740 | 0.5372 | 0.7284 | 0.8294 | 0.8921 | 0.9412 | 0.8239 | 0.8748 | 0.5533 | 0.9077 | 0.8684 | 0.8366 | 0.8752 | 0.6995 | 0.7751 | 0.4134 | 0.8196 | 0.7194 | 0.7963 |
| 0.2087 | 23.68 | 8760 | 0.5470 | 0.7285 | 0.8302 | 0.8920 | 0.9373 | 0.8269 | 0.8707 | 0.5554 | 0.9108 | 0.8709 | 0.8395 | 0.8751 | 0.6990 | 0.7723 | 0.4165 | 0.8190 | 0.7194 | 0.7982 |
| 0.1216 | 23.73 | 8780 | 0.5484 | 0.7280 | 0.8299 | 0.8916 | 0.9382 | 0.8336 | 0.8610 | 0.5569 | 0.9117 | 0.8697 | 0.8380 | 0.8754 | 0.6995 | 0.7699 | 0.4164 | 0.8179 | 0.7188 | 0.7979 |
| 0.098 | 23.78 | 8800 | 0.5326 | 0.7289 | 0.8286 | 0.8924 | 0.9391 | 0.8182 | 0.8663 | 0.5531 | 0.9118 | 0.8679 | 0.8436 | 0.8758 | 0.6996 | 0.7723 | 0.4154 | 0.8195 | 0.7197 | 0.8001 |
| 0.0423 | 23.84 | 8820 | 0.5410 | 0.7278 | 0.8294 | 0.8917 | 0.9413 | 0.8324 | 0.8598 | 0.5582 | 0.9090 | 0.8654 | 0.8397 | 0.8746 | 0.6993 | 0.7712 | 0.4144 | 0.8190 | 0.7185 | 0.7977 |
| 0.0599 | 23.89 | 8840 | 0.5354 | 0.7263 | 0.8275 | 0.8908 | 0.9418 | 0.8331 | 0.8599 | 0.5525 | 0.9103 | 0.8680 | 0.8272 | 0.8744 | 0.6991 | 0.7719 | 0.4149 | 0.8170 | 0.7184 | 0.7886 |
| 0.1217 | 23.95 | 8860 | 0.5390 | 0.7278 | 0.8243 | 0.8921 | 0.9395 | 0.8286 | 0.8653 | 0.5150 | 0.9166 | 0.8740 | 0.8311 | 0.8750 | 0.7013 | 0.7723 | 0.4158 | 0.8192 | 0.7193 | 0.7916 |
| 0.1271 | 24.0 | 8880 | 0.5720 | 0.7230 | 0.8223 | 0.8885 | 0.9396 | 0.8296 | 0.8644 | 0.5324 | 0.9142 | 0.8678 | 0.8078 | 0.8749 | 0.7004 | 0.7687 | 0.4200 | 0.8101 | 0.7180 | 0.7691 |
| 0.8749 | 24.05 | 8900 | 0.5618 | 0.7229 | 0.8224 | 0.8885 | 0.9406 | 0.8369 | 0.8630 | 0.5319 | 0.9148 | 0.8648 | 0.8049 | 0.8747 | 0.7003 | 0.7712 | 0.4194 | 0.8108 | 0.7179 | 0.7660 |
| 0.1267 | 24.11 | 8920 | 0.5620 | 0.7189 | 0.8196 | 0.8855 | 0.9403 | 0.8298 | 0.8642 | 0.5377 | 0.9132 | 0.8705 | 0.7815 | 0.8750 | 0.6998 | 0.7708 | 0.4212 | 0.8035 | 0.7181 | 0.7437 |
| 0.0353 | 24.16 | 8940 | 0.5602 | 0.7189 | 0.8200 | 0.8855 | 0.9423 | 0.8229 | 0.8692 | 0.5499 | 0.9107 | 0.8636 | 0.7818 | 0.8745 | 0.6997 | 0.7715 | 0.4203 | 0.8038 | 0.7180 | 0.7448 |
| 0.0954 | 24.22 | 8960 | 0.5401 | 0.7248 | 0.8285 | 0.8894 | 0.9394 | 0.8352 | 0.8624 | 0.5651 | 0.9097 | 0.8692 | 0.8182 | 0.8758 | 0.6992 | 0.7730 | 0.4175 | 0.8130 | 0.7193 | 0.7760 |
| 0.1345 | 24.27 | 8980 | 0.5673 | 0.7198 | 0.8213 | 0.8861 | 0.9410 | 0.8262 | 0.8680 | 0.5563 | 0.9134 | 0.8585 | 0.7854 | 0.8746 | 0.6991 | 0.7717 | 0.4203 | 0.8054 | 0.7180 | 0.7495 |
| 0.182 | 24.32 | 9000 | 0.5590 | 0.7199 | 0.8217 | 0.8861 | 0.9403 | 0.8270 | 0.8610 | 0.5642 | 0.9147 | 0.8526 | 0.7916 | 0.8746 | 0.6987 | 0.7706 | 0.4196 | 0.8054 | 0.7174 | 0.7530 |
| 0.0283 | 24.38 | 9020 | 0.5669 | 0.7185 | 0.8202 | 0.8851 | 0.9408 | 0.8212 | 0.8673 | 0.5536 | 0.9121 | 0.8696 | 0.7770 | 0.8747 | 0.6992 | 0.7720 | 0.4202 | 0.8031 | 0.7189 | 0.7413 |
| 0.1126 | 24.43 | 9040 | 0.5652 | 0.7233 | 0.8221 | 0.8886 | 0.9419 | 0.8274 | 0.8676 | 0.5325 | 0.9121 | 0.8682 | 0.8051 | 0.8740 | 0.7003 | 0.7725 | 0.4194 | 0.8111 | 0.7195 | 0.7659 |
| 0.1226 | 24.49 | 9060 | 0.5617 | 0.7205 | 0.8208 | 0.8866 | 0.9417 | 0.8152 | 0.8606 | 0.5532 | 0.9116 | 0.8708 | 0.7928 | 0.8749 | 0.6993 | 0.7694 | 0.4200 | 0.8063 | 0.7191 | 0.7547 |
| 0.1244 | 24.54 | 9080 | 0.5755 | 0.7207 | 0.8229 | 0.8865 | 0.9391 | 0.8244 | 0.8632 | 0.5605 | 0.9126 | 0.8655 | 0.7949 | 0.8748 | 0.6991 | 0.7693 | 0.4193 | 0.8059 | 0.7196 | 0.7567 |
| 0.0556 | 24.59 | 9100 | 0.5516 | 0.7217 | 0.8259 | 0.8872 | 0.9387 | 0.8315 | 0.8668 | 0.5669 | 0.9103 | 0.8669 | 0.8002 | 0.8752 | 0.6991 | 0.7720 | 0.4162 | 0.8079 | 0.7197 | 0.7617 |
| 0.1242 | 24.65 | 9120 | 0.5604 | 0.7243 | 0.8230 | 0.8893 | 0.9423 | 0.8217 | 0.8642 | 0.5392 | 0.9121 | 0.8700 | 0.8113 | 0.8745 | 0.6998 | 0.7707 | 0.4201 | 0.8128 | 0.7196 | 0.7727 |
| 0.2209 | 24.7 | 9140 | 0.5639 | 0.7218 | 0.8229 | 0.8876 | 0.9436 | 0.8224 | 0.8605 | 0.5561 | 0.9094 | 0.8689 | 0.7992 | 0.8741 | 0.6989 | 0.7700 | 0.4189 | 0.8094 | 0.7187 | 0.7628 |
| 0.1885 | 24.76 | 9160 | 0.5806 | 0.7212 | 0.8184 | 0.8873 | 0.9400 | 0.8232 | 0.8684 | 0.5415 | 0.9211 | 0.8368 | 0.7980 | 0.8741 | 0.6996 | 0.7702 | 0.4207 | 0.8076 | 0.7150 | 0.7609 |
| 0.0536 | 24.81 | 9180 | 0.5671 | 0.7228 | 0.8232 | 0.8883 | 0.9408 | 0.8333 | 0.8617 | 0.5446 | 0.9136 | 0.8618 | 0.8064 | 0.8742 | 0.6989 | 0.7693 | 0.4201 | 0.8104 | 0.7190 | 0.7678 |
| 0.1423 | 24.86 | 9200 | 0.5636 | 0.7233 | 0.8210 | 0.8887 | 0.9412 | 0.8229 | 0.8660 | 0.5305 | 0.9146 | 0.8657 | 0.8061 | 0.8743 | 0.7000 | 0.7699 | 0.4206 | 0.8109 | 0.7196 | 0.7676 |
| 0.0816 | 24.92 | 9220 | 0.5686 | 0.7222 | 0.8216 | 0.8880 | 0.9433 | 0.8247 | 0.8596 | 0.5472 | 0.9134 | 0.8637 | 0.7993 | 0.8741 | 0.6991 | 0.7707 | 0.4196 | 0.8104 | 0.7191 | 0.7627 |
| 0.132 | 24.97 | 9240 | 0.5503 | 0.7259 | 0.8239 | 0.8905 | 0.9420 | 0.8275 | 0.8697 | 0.5254 | 0.9118 | 0.8725 | 0.8182 | 0.8743 | 0.7005 | 0.7725 | 0.4188 | 0.8159 | 0.7204 | 0.7786 |
### Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
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