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---
license: other
base_model: nvidia/segformer-b1-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b1-cityscapes-512-512-finetuned-coastTrain
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b1-cityscapes-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b1-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b1-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5086
- Mean Iou: 0.6771
- Mean Accuracy: 0.7899
- Overall Accuracy: 0.8692
- Accuracy Water: 0.9396
- Accuracy Whitewater: 0.7192
- Accuracy Sediment: 0.8602
- Accuracy Other Natural Terrain: 0.4893
- Accuracy Vegetation: 0.8863
- Accuracy Development: 0.8891
- Accuracy Unknown: 0.7453
- Iou Water: 0.8743
- Iou Whitewater: 0.6111
- Iou Sediment: 0.7312
- Iou Other Natural Terrain: 0.3814
- Iou Vegetation: 0.7853
- Iou Development: 0.6664
- Iou Unknown: 0.6897
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 25
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7833 | 0.05 | 20 | 1.7879 | 0.1419 | 0.3283 | 0.3147 | 0.2403 | 0.0035 | 0.6402 | 0.0150 | 0.1397 | 0.6060 | 0.6537 | 0.2314 | 0.0032 | 0.1836 | 0.0069 | 0.1270 | 0.2117 | 0.2297 |
| 1.7838 | 0.11 | 40 | 1.4716 | 0.2776 | 0.4365 | 0.5639 | 0.6459 | 0.0188 | 0.6544 | 0.0124 | 0.5326 | 0.6361 | 0.5554 | 0.5485 | 0.0170 | 0.2836 | 0.0101 | 0.3969 | 0.3399 | 0.3473 |
| 1.3207 | 0.16 | 60 | 1.3530 | 0.2778 | 0.4193 | 0.6006 | 0.7190 | 0.0227 | 0.6142 | 0.0037 | 0.7399 | 0.6753 | 0.1603 | 0.5667 | 0.0207 | 0.3067 | 0.0033 | 0.5163 | 0.3960 | 0.1346 |
| 1.2493 | 0.22 | 80 | 1.1657 | 0.3101 | 0.4158 | 0.6514 | 0.8203 | 0.0248 | 0.3678 | 0.0002 | 0.8330 | 0.5171 | 0.3471 | 0.6202 | 0.0240 | 0.2424 | 0.0002 | 0.5365 | 0.4152 | 0.3320 |
| 1.4569 | 0.27 | 100 | 1.0787 | 0.3327 | 0.4714 | 0.6681 | 0.8664 | 0.0324 | 0.5682 | 0.0002 | 0.6991 | 0.8054 | 0.3278 | 0.6566 | 0.0312 | 0.3498 | 0.0002 | 0.5457 | 0.4568 | 0.2888 |
| 0.9883 | 0.32 | 120 | 1.0321 | 0.3442 | 0.4645 | 0.6870 | 0.8079 | 0.0227 | 0.4348 | 0.0001 | 0.8664 | 0.6983 | 0.4212 | 0.6806 | 0.0220 | 0.3484 | 0.0001 | 0.5722 | 0.4199 | 0.3664 |
| 1.1583 | 0.38 | 140 | 0.9649 | 0.3624 | 0.4941 | 0.6990 | 0.8404 | 0.0292 | 0.6201 | 0.0003 | 0.7906 | 0.7313 | 0.4467 | 0.6709 | 0.0286 | 0.4056 | 0.0003 | 0.6029 | 0.4312 | 0.3977 |
| 1.5981 | 0.43 | 160 | 0.9504 | 0.3799 | 0.4918 | 0.7109 | 0.8049 | 0.0585 | 0.5255 | 0.0001 | 0.9056 | 0.6823 | 0.4659 | 0.6668 | 0.0572 | 0.3996 | 0.0001 | 0.6063 | 0.5181 | 0.4109 |
| 1.1484 | 0.49 | 180 | 0.9021 | 0.3767 | 0.5004 | 0.7134 | 0.8194 | 0.0280 | 0.5764 | 0.0000 | 0.8630 | 0.7351 | 0.4811 | 0.6771 | 0.0278 | 0.3995 | 0.0000 | 0.6241 | 0.4980 | 0.4105 |
| 1.2655 | 0.54 | 200 | 0.9353 | 0.3623 | 0.5124 | 0.6832 | 0.7741 | 0.1112 | 0.6530 | 0.0000 | 0.7712 | 0.8471 | 0.4305 | 0.6580 | 0.1051 | 0.3867 | 0.0000 | 0.5997 | 0.3917 | 0.3951 |
| 0.8305 | 0.59 | 220 | 0.8839 | 0.3975 | 0.5069 | 0.7196 | 0.7823 | 0.1060 | 0.6188 | 0.0 | 0.9452 | 0.6436 | 0.4523 | 0.6602 | 0.1045 | 0.4440 | 0.0 | 0.6185 | 0.5265 | 0.4292 |
| 1.5123 | 0.65 | 240 | 0.8430 | 0.3902 | 0.5250 | 0.7172 | 0.8534 | 0.0608 | 0.6691 | 0.0 | 0.7783 | 0.8502 | 0.4628 | 0.6740 | 0.0601 | 0.4756 | 0.0 | 0.6136 | 0.4758 | 0.4324 |
| 0.9996 | 0.7 | 260 | 0.8608 | 0.3757 | 0.4775 | 0.7121 | 0.8782 | 0.1402 | 0.2912 | 0.0 | 0.8831 | 0.6765 | 0.4733 | 0.6548 | 0.1346 | 0.2280 | 0.0 | 0.6414 | 0.5281 | 0.4433 |
| 0.9909 | 0.76 | 280 | 0.8172 | 0.4291 | 0.5545 | 0.7440 | 0.8263 | 0.2318 | 0.7596 | 0.0 | 0.9054 | 0.7363 | 0.4219 | 0.7128 | 0.2122 | 0.5178 | 0.0 | 0.6548 | 0.4875 | 0.4189 |
| 0.7002 | 0.81 | 300 | 0.7744 | 0.4516 | 0.5659 | 0.7592 | 0.8694 | 0.2774 | 0.7680 | 0.0 | 0.8950 | 0.6964 | 0.4553 | 0.7310 | 0.2575 | 0.5217 | 0.0 | 0.6629 | 0.5521 | 0.4361 |
| 1.7656 | 0.86 | 320 | 0.8864 | 0.4227 | 0.5272 | 0.7159 | 0.7410 | 0.3094 | 0.5361 | 0.0 | 0.9597 | 0.6123 | 0.5321 | 0.6556 | 0.2776 | 0.4545 | 0.0 | 0.5859 | 0.5128 | 0.4722 |
| 0.8531 | 0.92 | 340 | 0.7569 | 0.4701 | 0.5816 | 0.7706 | 0.9061 | 0.3233 | 0.7389 | 0.0000 | 0.8673 | 0.7594 | 0.4763 | 0.7278 | 0.3026 | 0.5458 | 0.0000 | 0.6846 | 0.5615 | 0.4683 |
| 0.7323 | 0.97 | 360 | 0.7855 | 0.4447 | 0.5625 | 0.7557 | 0.8573 | 0.1807 | 0.7383 | 0.0 | 0.8728 | 0.7895 | 0.4987 | 0.7131 | 0.1753 | 0.5450 | 0.0 | 0.6563 | 0.5650 | 0.4579 |
| 0.8552 | 1.03 | 380 | 0.7549 | 0.4656 | 0.5857 | 0.7701 | 0.8681 | 0.2906 | 0.7826 | 0.0 | 0.8960 | 0.8032 | 0.4594 | 0.7522 | 0.2777 | 0.5258 | 0.0 | 0.6754 | 0.5781 | 0.4499 |
| 0.8444 | 1.08 | 400 | 0.7084 | 0.4602 | 0.5651 | 0.7733 | 0.8821 | 0.2122 | 0.7753 | 0.0000 | 0.9224 | 0.6566 | 0.5071 | 0.7470 | 0.2069 | 0.5471 | 0.0000 | 0.6805 | 0.5564 | 0.4835 |
| 0.7175 | 1.14 | 420 | 0.6904 | 0.4768 | 0.6050 | 0.7799 | 0.8965 | 0.3162 | 0.8371 | 0.0000 | 0.8460 | 0.8234 | 0.5159 | 0.7681 | 0.2930 | 0.5312 | 0.0000 | 0.7022 | 0.5577 | 0.4852 |
| 0.6141 | 1.19 | 440 | 0.6932 | 0.4782 | 0.6098 | 0.7763 | 0.9053 | 0.3743 | 0.8092 | 0.0 | 0.8231 | 0.8610 | 0.4957 | 0.7759 | 0.3372 | 0.5589 | 0.0 | 0.6807 | 0.5357 | 0.4592 |
| 0.4936 | 1.24 | 460 | 0.6680 | 0.4800 | 0.5962 | 0.7750 | 0.9042 | 0.3591 | 0.7624 | 0.0000 | 0.8449 | 0.7623 | 0.5406 | 0.7705 | 0.3300 | 0.5855 | 0.0000 | 0.6756 | 0.5718 | 0.4267 |
| 0.6058 | 1.3 | 480 | 0.6953 | 0.4912 | 0.6144 | 0.7867 | 0.8988 | 0.3983 | 0.8362 | 0.0 | 0.8741 | 0.8000 | 0.4933 | 0.7802 | 0.3497 | 0.5556 | 0.0 | 0.6987 | 0.5825 | 0.4716 |
| 1.1279 | 1.35 | 500 | 0.6761 | 0.4951 | 0.6085 | 0.7863 | 0.9020 | 0.4554 | 0.7078 | 0.0001 | 0.8995 | 0.7898 | 0.5052 | 0.7811 | 0.3955 | 0.5496 | 0.0001 | 0.6854 | 0.5695 | 0.4849 |
| 0.5908 | 1.41 | 520 | 0.6702 | 0.5043 | 0.6249 | 0.7881 | 0.8911 | 0.4835 | 0.7965 | 0.0000 | 0.8795 | 0.8112 | 0.5123 | 0.7803 | 0.4253 | 0.5761 | 0.0000 | 0.6836 | 0.5677 | 0.4971 |
| 0.5619 | 1.46 | 540 | 0.6795 | 0.5068 | 0.6168 | 0.7953 | 0.8982 | 0.4286 | 0.8136 | 0.0000 | 0.9130 | 0.7514 | 0.5129 | 0.7990 | 0.3923 | 0.5732 | 0.0000 | 0.6878 | 0.5927 | 0.5029 |
| 0.542 | 1.51 | 560 | 0.6615 | 0.5083 | 0.6324 | 0.7891 | 0.8796 | 0.5115 | 0.8307 | 0.0000 | 0.8815 | 0.8008 | 0.5229 | 0.7694 | 0.4374 | 0.5711 | 0.0000 | 0.7034 | 0.6046 | 0.4723 |
| 0.5351 | 1.57 | 580 | 0.6603 | 0.5124 | 0.6308 | 0.7940 | 0.9082 | 0.5228 | 0.8054 | 0.0004 | 0.8829 | 0.8067 | 0.4895 | 0.7787 | 0.4395 | 0.5959 | 0.0004 | 0.6977 | 0.5971 | 0.4773 |
| 0.7767 | 1.62 | 600 | 0.6802 | 0.5108 | 0.6430 | 0.7922 | 0.8979 | 0.5737 | 0.8680 | 0.0005 | 0.8646 | 0.8102 | 0.4860 | 0.7870 | 0.4653 | 0.5432 | 0.0005 | 0.7091 | 0.5987 | 0.4720 |
| 0.4142 | 1.68 | 620 | 0.6632 | 0.5123 | 0.6604 | 0.7860 | 0.8661 | 0.6956 | 0.8274 | 0.0007 | 0.8505 | 0.8581 | 0.5245 | 0.7852 | 0.4962 | 0.5795 | 0.0007 | 0.6827 | 0.5455 | 0.4966 |
| 0.5649 | 1.73 | 640 | 0.6215 | 0.5268 | 0.6389 | 0.8050 | 0.9020 | 0.5309 | 0.8440 | 0.0029 | 0.9119 | 0.7378 | 0.5428 | 0.7913 | 0.4438 | 0.6085 | 0.0029 | 0.7136 | 0.6102 | 0.5173 |
| 1.1126 | 1.78 | 660 | 0.6710 | 0.5072 | 0.6214 | 0.7856 | 0.8710 | 0.5075 | 0.7161 | 0.0 | 0.9091 | 0.8224 | 0.5237 | 0.7825 | 0.4429 | 0.5821 | 0.0 | 0.6619 | 0.5734 | 0.5074 |
| 0.9695 | 1.84 | 680 | 0.6198 | 0.5305 | 0.6630 | 0.8004 | 0.9084 | 0.6110 | 0.8637 | 0.0011 | 0.8216 | 0.8349 | 0.6004 | 0.7829 | 0.4816 | 0.5928 | 0.0011 | 0.6994 | 0.5993 | 0.5561 |
| 0.5523 | 1.89 | 700 | 0.6441 | 0.5227 | 0.6491 | 0.7951 | 0.8706 | 0.6036 | 0.7684 | 0.0072 | 0.8922 | 0.8333 | 0.5685 | 0.7877 | 0.4882 | 0.5808 | 0.0072 | 0.6934 | 0.5828 | 0.5191 |
| 0.8006 | 1.95 | 720 | 0.6019 | 0.5348 | 0.6611 | 0.8020 | 0.8892 | 0.5983 | 0.8240 | 0.0051 | 0.8494 | 0.8173 | 0.6445 | 0.7772 | 0.4853 | 0.6089 | 0.0051 | 0.7054 | 0.6004 | 0.5611 |
| 1.6557 | 2.0 | 740 | 0.5739 | 0.5392 | 0.6624 | 0.8116 | 0.8952 | 0.6136 | 0.8470 | 0.0024 | 0.8979 | 0.7930 | 0.5875 | 0.8091 | 0.4682 | 0.6307 | 0.0024 | 0.7159 | 0.6020 | 0.5459 |
| 0.4772 | 2.05 | 760 | 0.7001 | 0.5047 | 0.6195 | 0.7793 | 0.8289 | 0.5551 | 0.8231 | 0.0007 | 0.9302 | 0.5940 | 0.6043 | 0.7435 | 0.4602 | 0.6202 | 0.0007 | 0.6870 | 0.5443 | 0.4770 |
| 0.6135 | 2.11 | 780 | 0.6414 | 0.5178 | 0.6635 | 0.7902 | 0.8637 | 0.6637 | 0.8236 | 0.0045 | 0.8499 | 0.8699 | 0.5692 | 0.7959 | 0.4827 | 0.6279 | 0.0045 | 0.6915 | 0.5276 | 0.4941 |
| 0.5883 | 2.16 | 800 | 0.5719 | 0.5373 | 0.6471 | 0.8131 | 0.9205 | 0.5466 | 0.8529 | 0.0078 | 0.9038 | 0.7275 | 0.5703 | 0.8165 | 0.4514 | 0.6144 | 0.0078 | 0.7094 | 0.6121 | 0.5496 |
| 1.5178 | 2.22 | 820 | 0.7556 | 0.4534 | 0.6071 | 0.7457 | 0.9334 | 0.6884 | 0.8198 | 0.0109 | 0.8006 | 0.8734 | 0.1228 | 0.7201 | 0.4488 | 0.6383 | 0.0109 | 0.6681 | 0.5701 | 0.1178 |
| 0.4899 | 2.27 | 840 | 0.6151 | 0.5235 | 0.6614 | 0.7937 | 0.8531 | 0.6943 | 0.8269 | 0.0151 | 0.9031 | 0.8045 | 0.5328 | 0.7822 | 0.4611 | 0.6161 | 0.0151 | 0.6892 | 0.6043 | 0.4967 |
| 0.7717 | 2.32 | 860 | 0.5694 | 0.5410 | 0.6771 | 0.8102 | 0.9023 | 0.6725 | 0.8554 | 0.0118 | 0.8576 | 0.8537 | 0.5867 | 0.8122 | 0.5123 | 0.5947 | 0.0118 | 0.7240 | 0.5941 | 0.5382 |
| 0.3124 | 2.38 | 880 | 0.5912 | 0.5308 | 0.6764 | 0.8035 | 0.8728 | 0.7280 | 0.8663 | 0.0176 | 0.8925 | 0.8320 | 0.5252 | 0.8101 | 0.4774 | 0.5993 | 0.0176 | 0.7131 | 0.5974 | 0.5011 |
| 1.0881 | 2.43 | 900 | 0.5762 | 0.5450 | 0.6645 | 0.8132 | 0.9058 | 0.6614 | 0.8226 | 0.0095 | 0.9106 | 0.8050 | 0.5362 | 0.8183 | 0.5055 | 0.6395 | 0.0095 | 0.7089 | 0.6193 | 0.5140 |
| 1.1418 | 2.49 | 920 | 0.6212 | 0.5409 | 0.6790 | 0.8073 | 0.8891 | 0.6945 | 0.8658 | 0.0135 | 0.8693 | 0.8758 | 0.5451 | 0.8050 | 0.5274 | 0.5857 | 0.0134 | 0.7164 | 0.6161 | 0.5223 |
| 0.4935 | 2.54 | 940 | 0.5831 | 0.5492 | 0.6870 | 0.8099 | 0.9066 | 0.7587 | 0.8185 | 0.0128 | 0.8430 | 0.8689 | 0.6006 | 0.8184 | 0.5442 | 0.6307 | 0.0128 | 0.6979 | 0.6119 | 0.5283 |
| 0.7153 | 2.59 | 960 | 0.5784 | 0.5527 | 0.6864 | 0.8137 | 0.9067 | 0.7290 | 0.8433 | 0.0171 | 0.8511 | 0.8346 | 0.6233 | 0.8207 | 0.5102 | 0.6319 | 0.0171 | 0.6994 | 0.6420 | 0.5472 |
| 0.4808 | 2.65 | 980 | 0.6047 | 0.5518 | 0.6716 | 0.8172 | 0.9073 | 0.6681 | 0.8479 | 0.0178 | 0.9072 | 0.7985 | 0.5541 | 0.8204 | 0.5282 | 0.6540 | 0.0178 | 0.7194 | 0.5846 | 0.5381 |
| 0.5405 | 2.7 | 1000 | 0.5798 | 0.5567 | 0.6888 | 0.8168 | 0.9112 | 0.7304 | 0.8401 | 0.0173 | 0.8620 | 0.8775 | 0.5830 | 0.8256 | 0.5653 | 0.6591 | 0.0173 | 0.7188 | 0.5628 | 0.5480 |
| 0.6905 | 2.76 | 1020 | 0.5554 | 0.5689 | 0.6973 | 0.8244 | 0.9102 | 0.7144 | 0.8725 | 0.0209 | 0.8490 | 0.8160 | 0.6984 | 0.8153 | 0.5483 | 0.6368 | 0.0209 | 0.7274 | 0.6094 | 0.6245 |
| 0.2956 | 2.81 | 1040 | 0.5439 | 0.5732 | 0.6998 | 0.8270 | 0.9022 | 0.7176 | 0.8426 | 0.0137 | 0.8652 | 0.8603 | 0.6967 | 0.8270 | 0.5666 | 0.6591 | 0.0137 | 0.7254 | 0.5932 | 0.6278 |
| 0.6673 | 2.86 | 1060 | 0.6360 | 0.5521 | 0.6563 | 0.8161 | 0.9069 | 0.5855 | 0.8413 | 0.0161 | 0.9258 | 0.7681 | 0.5503 | 0.8207 | 0.5115 | 0.6415 | 0.0161 | 0.7017 | 0.6434 | 0.5297 |
| 0.5508 | 2.92 | 1080 | 0.5958 | 0.5477 | 0.6840 | 0.8130 | 0.9085 | 0.7176 | 0.8131 | 0.0227 | 0.8676 | 0.9155 | 0.5430 | 0.8231 | 0.5035 | 0.6603 | 0.0226 | 0.7068 | 0.5900 | 0.5275 |
| 0.3581 | 2.97 | 1100 | 0.5723 | 0.5555 | 0.6838 | 0.8171 | 0.9139 | 0.7258 | 0.8684 | 0.0243 | 0.8794 | 0.8203 | 0.5546 | 0.8212 | 0.5387 | 0.6548 | 0.0243 | 0.7154 | 0.6083 | 0.5262 |
| 0.4841 | 3.03 | 1120 | 0.5942 | 0.5540 | 0.6757 | 0.8156 | 0.8956 | 0.6895 | 0.8729 | 0.0263 | 0.9085 | 0.7743 | 0.5625 | 0.8169 | 0.5370 | 0.6322 | 0.0262 | 0.7145 | 0.6168 | 0.5345 |
| 1.2171 | 3.08 | 1140 | 0.5655 | 0.5743 | 0.6854 | 0.8267 | 0.9018 | 0.7026 | 0.8219 | 0.0210 | 0.9170 | 0.8073 | 0.6264 | 0.8188 | 0.5745 | 0.6617 | 0.0209 | 0.7254 | 0.6344 | 0.5845 |
| 0.7295 | 3.14 | 1160 | 0.5892 | 0.5635 | 0.6893 | 0.8206 | 0.9051 | 0.7172 | 0.8210 | 0.0193 | 0.8819 | 0.8843 | 0.5967 | 0.8103 | 0.5722 | 0.6286 | 0.0193 | 0.7319 | 0.6104 | 0.5715 |
| 0.4304 | 3.19 | 1180 | 0.5996 | 0.5626 | 0.6676 | 0.8220 | 0.9283 | 0.6472 | 0.8038 | 0.0209 | 0.9114 | 0.8080 | 0.5539 | 0.8254 | 0.5520 | 0.6522 | 0.0209 | 0.7104 | 0.6297 | 0.5473 |
| 0.3914 | 3.24 | 1200 | 0.5846 | 0.5586 | 0.6802 | 0.8165 | 0.9289 | 0.6335 | 0.8373 | 0.0270 | 0.8397 | 0.9028 | 0.5918 | 0.8165 | 0.5484 | 0.6610 | 0.0269 | 0.7062 | 0.5918 | 0.5592 |
| 0.459 | 3.3 | 1220 | 0.5626 | 0.5697 | 0.6759 | 0.8249 | 0.9200 | 0.6211 | 0.8378 | 0.0247 | 0.8927 | 0.8096 | 0.6256 | 0.8267 | 0.5479 | 0.6707 | 0.0247 | 0.7100 | 0.6239 | 0.5844 |
| 0.4273 | 3.35 | 1240 | 0.5436 | 0.5748 | 0.6971 | 0.8261 | 0.9160 | 0.7420 | 0.8223 | 0.0284 | 0.8748 | 0.8662 | 0.6296 | 0.8349 | 0.5690 | 0.6648 | 0.0283 | 0.7073 | 0.6220 | 0.5974 |
| 0.7307 | 3.41 | 1260 | 0.5777 | 0.5740 | 0.6867 | 0.8265 | 0.9018 | 0.6797 | 0.8685 | 0.0287 | 0.9120 | 0.8129 | 0.6032 | 0.8323 | 0.5624 | 0.6609 | 0.0286 | 0.7120 | 0.6408 | 0.5811 |
| 0.8064 | 3.46 | 1280 | 0.5871 | 0.5709 | 0.7007 | 0.8195 | 0.9046 | 0.7119 | 0.8968 | 0.0283 | 0.8309 | 0.8656 | 0.6669 | 0.8063 | 0.5839 | 0.6250 | 0.0282 | 0.7109 | 0.6261 | 0.6156 |
| 0.4575 | 3.51 | 1300 | 0.5396 | 0.5813 | 0.7039 | 0.8279 | 0.8869 | 0.7134 | 0.8213 | 0.0278 | 0.8780 | 0.8872 | 0.7128 | 0.8239 | 0.5751 | 0.6786 | 0.0277 | 0.7162 | 0.6100 | 0.6374 |
| 0.8346 | 3.57 | 1320 | 0.5407 | 0.5862 | 0.6868 | 0.8356 | 0.9215 | 0.6417 | 0.8160 | 0.0303 | 0.9099 | 0.8184 | 0.6701 | 0.8282 | 0.5544 | 0.6760 | 0.0302 | 0.7313 | 0.6665 | 0.6172 |
| 0.538 | 3.62 | 1340 | 0.5798 | 0.5755 | 0.6826 | 0.8288 | 0.9249 | 0.6392 | 0.8513 | 0.0333 | 0.8881 | 0.7921 | 0.6493 | 0.8136 | 0.5373 | 0.6637 | 0.0332 | 0.7297 | 0.6494 | 0.6020 |
| 0.5 | 3.68 | 1360 | 0.5624 | 0.5740 | 0.6972 | 0.8261 | 0.9038 | 0.7564 | 0.7993 | 0.0466 | 0.9040 | 0.8654 | 0.6048 | 0.8267 | 0.5610 | 0.6471 | 0.0459 | 0.7242 | 0.6314 | 0.5817 |
| 0.7963 | 3.73 | 1380 | 0.5464 | 0.5881 | 0.7196 | 0.8327 | 0.9158 | 0.8199 | 0.8458 | 0.0977 | 0.8864 | 0.8724 | 0.5991 | 0.8307 | 0.5584 | 0.6788 | 0.0955 | 0.7413 | 0.6441 | 0.5681 |
| 0.5019 | 3.78 | 1400 | 0.5732 | 0.5641 | 0.6892 | 0.8188 | 0.8884 | 0.6861 | 0.8045 | 0.0426 | 0.8905 | 0.8966 | 0.6157 | 0.8294 | 0.5582 | 0.6449 | 0.0417 | 0.7119 | 0.5982 | 0.5647 |
| 0.3556 | 3.84 | 1420 | 0.5614 | 0.5656 | 0.6939 | 0.8221 | 0.9059 | 0.6968 | 0.8426 | 0.0388 | 0.8769 | 0.9076 | 0.5883 | 0.8286 | 0.5495 | 0.6699 | 0.0379 | 0.7255 | 0.5967 | 0.5512 |
| 1.2328 | 3.89 | 1440 | 0.5214 | 0.5834 | 0.7049 | 0.8364 | 0.9089 | 0.7927 | 0.8279 | 0.0314 | 0.9174 | 0.7945 | 0.6613 | 0.8361 | 0.5510 | 0.6667 | 0.0311 | 0.7469 | 0.6389 | 0.6130 |
| 0.6292 | 3.95 | 1460 | 0.5268 | 0.5940 | 0.7025 | 0.8370 | 0.9295 | 0.7078 | 0.7920 | 0.0505 | 0.8791 | 0.8610 | 0.6977 | 0.8302 | 0.5766 | 0.6913 | 0.0502 | 0.7273 | 0.6415 | 0.6410 |
| 0.4666 | 4.0 | 1480 | 0.5203 | 0.5982 | 0.7149 | 0.8414 | 0.8985 | 0.7237 | 0.8719 | 0.0347 | 0.8957 | 0.8460 | 0.7340 | 0.8261 | 0.5801 | 0.6709 | 0.0343 | 0.7505 | 0.6559 | 0.6697 |
| 0.3796 | 4.05 | 1500 | 0.5665 | 0.5732 | 0.6847 | 0.8278 | 0.9225 | 0.6943 | 0.8157 | 0.0277 | 0.9059 | 0.8394 | 0.5871 | 0.8228 | 0.5673 | 0.6594 | 0.0276 | 0.7330 | 0.6489 | 0.5531 |
| 0.3788 | 4.11 | 1520 | 0.5967 | 0.5710 | 0.7094 | 0.8238 | 0.9039 | 0.7587 | 0.8920 | 0.0344 | 0.8499 | 0.9073 | 0.6202 | 0.8123 | 0.5820 | 0.6207 | 0.0341 | 0.7459 | 0.6208 | 0.5810 |
| 0.5981 | 4.16 | 1540 | 0.5219 | 0.6034 | 0.7141 | 0.8464 | 0.9115 | 0.7437 | 0.8373 | 0.0402 | 0.9134 | 0.8226 | 0.7297 | 0.8375 | 0.5922 | 0.6727 | 0.0400 | 0.7600 | 0.6553 | 0.6659 |
| 0.6172 | 4.22 | 1560 | 0.5506 | 0.6019 | 0.7276 | 0.8424 | 0.9150 | 0.7922 | 0.8591 | 0.0421 | 0.8637 | 0.8910 | 0.7302 | 0.8310 | 0.6222 | 0.6465 | 0.0419 | 0.7595 | 0.6467 | 0.6653 |
| 0.9793 | 4.27 | 1580 | 0.5662 | 0.5945 | 0.7157 | 0.8315 | 0.8954 | 0.7067 | 0.8588 | 0.1124 | 0.8828 | 0.8973 | 0.6562 | 0.8274 | 0.5828 | 0.6668 | 0.1099 | 0.7263 | 0.6428 | 0.6055 |
| 0.1778 | 4.32 | 1600 | 0.5729 | 0.5887 | 0.7027 | 0.8305 | 0.9020 | 0.6804 | 0.8818 | 0.0979 | 0.8952 | 0.8093 | 0.6524 | 0.8203 | 0.5735 | 0.6227 | 0.0960 | 0.7345 | 0.6617 | 0.6122 |
| 0.5063 | 4.38 | 1620 | 0.5600 | 0.6120 | 0.7229 | 0.8389 | 0.8885 | 0.7092 | 0.8553 | 0.1859 | 0.9225 | 0.8204 | 0.6787 | 0.8280 | 0.5850 | 0.6491 | 0.1766 | 0.7422 | 0.6705 | 0.6325 |
| 0.3814 | 4.43 | 1640 | 0.5574 | 0.6034 | 0.7102 | 0.8367 | 0.8978 | 0.6917 | 0.8472 | 0.1500 | 0.9286 | 0.8116 | 0.6445 | 0.8259 | 0.5884 | 0.6513 | 0.1386 | 0.7443 | 0.6665 | 0.6089 |
| 0.519 | 4.49 | 1660 | 0.5396 | 0.6096 | 0.7251 | 0.8424 | 0.9117 | 0.7642 | 0.8589 | 0.1320 | 0.9047 | 0.8380 | 0.6662 | 0.8281 | 0.5938 | 0.6625 | 0.1257 | 0.7578 | 0.6706 | 0.6288 |
| 0.2187 | 4.54 | 1680 | 0.6028 | 0.5772 | 0.7055 | 0.8238 | 0.8965 | 0.7234 | 0.8792 | 0.0723 | 0.8685 | 0.8578 | 0.6407 | 0.8122 | 0.5735 | 0.6276 | 0.0670 | 0.7327 | 0.6279 | 0.5993 |
| 0.2743 | 4.59 | 1700 | 0.5523 | 0.5925 | 0.7134 | 0.8340 | 0.9116 | 0.7041 | 0.8633 | 0.0752 | 0.8666 | 0.9024 | 0.6703 | 0.8247 | 0.5761 | 0.6458 | 0.0702 | 0.7339 | 0.6523 | 0.6442 |
| 0.3156 | 4.65 | 1720 | 0.5467 | 0.6008 | 0.7072 | 0.8397 | 0.9288 | 0.7070 | 0.8212 | 0.1022 | 0.9079 | 0.8624 | 0.6207 | 0.8364 | 0.5710 | 0.6920 | 0.0975 | 0.7371 | 0.6732 | 0.5983 |
| 0.5023 | 4.7 | 1740 | 0.5488 | 0.6001 | 0.7166 | 0.8361 | 0.9347 | 0.7274 | 0.8471 | 0.0957 | 0.8405 | 0.8542 | 0.7168 | 0.8248 | 0.5901 | 0.6627 | 0.0909 | 0.7316 | 0.6688 | 0.6320 |
| 0.4018 | 4.76 | 1760 | 0.5632 | 0.5931 | 0.7186 | 0.8354 | 0.9207 | 0.7819 | 0.8658 | 0.0854 | 0.8792 | 0.8807 | 0.6162 | 0.8303 | 0.6058 | 0.6519 | 0.0820 | 0.7514 | 0.6402 | 0.5901 |
| 0.6518 | 4.81 | 1780 | 0.5562 | 0.6116 | 0.7399 | 0.8365 | 0.9176 | 0.7384 | 0.8397 | 0.2313 | 0.8446 | 0.9202 | 0.6874 | 0.8353 | 0.5929 | 0.6764 | 0.1943 | 0.7405 | 0.6012 | 0.6409 |
| 0.4821 | 4.86 | 1800 | 0.5385 | 0.6090 | 0.7344 | 0.8386 | 0.9156 | 0.7558 | 0.8533 | 0.2101 | 0.8750 | 0.8643 | 0.6663 | 0.8297 | 0.5646 | 0.6635 | 0.1696 | 0.7538 | 0.6649 | 0.6165 |
| 1.2351 | 4.92 | 1820 | 0.5615 | 0.6048 | 0.7211 | 0.8349 | 0.8931 | 0.7518 | 0.8394 | 0.2313 | 0.9361 | 0.7695 | 0.6264 | 0.8268 | 0.5576 | 0.6753 | 0.1981 | 0.7446 | 0.6386 | 0.5928 |
| 0.4926 | 4.97 | 1840 | 0.5058 | 0.6325 | 0.7543 | 0.8488 | 0.9236 | 0.8063 | 0.8364 | 0.2754 | 0.8900 | 0.8906 | 0.6580 | 0.8455 | 0.5986 | 0.6978 | 0.2565 | 0.7620 | 0.6363 | 0.6306 |
| 0.4371 | 5.03 | 1860 | 0.5275 | 0.6269 | 0.7513 | 0.8429 | 0.9164 | 0.7504 | 0.8757 | 0.3191 | 0.8825 | 0.8876 | 0.6275 | 0.8410 | 0.5952 | 0.7030 | 0.2756 | 0.7565 | 0.6221 | 0.5952 |
| 0.6446 | 5.08 | 1880 | 0.5330 | 0.6232 | 0.7285 | 0.8422 | 0.9206 | 0.6609 | 0.8161 | 0.2624 | 0.8956 | 0.8826 | 0.6610 | 0.8409 | 0.5665 | 0.7013 | 0.2397 | 0.7293 | 0.6589 | 0.6262 |
| 0.4632 | 5.14 | 1900 | 0.5035 | 0.6373 | 0.7409 | 0.8490 | 0.9317 | 0.7629 | 0.8298 | 0.2748 | 0.9075 | 0.8210 | 0.6584 | 0.8436 | 0.6154 | 0.7021 | 0.2513 | 0.7484 | 0.6889 | 0.6111 |
| 0.2719 | 5.19 | 1920 | 0.5557 | 0.6045 | 0.7392 | 0.8278 | 0.9006 | 0.8015 | 0.8556 | 0.2787 | 0.8798 | 0.9001 | 0.5582 | 0.8267 | 0.5779 | 0.6913 | 0.2251 | 0.7257 | 0.6632 | 0.5217 |
| 0.5509 | 5.24 | 1940 | 0.5240 | 0.6182 | 0.7483 | 0.8366 | 0.9072 | 0.7877 | 0.8543 | 0.2800 | 0.8729 | 0.9156 | 0.6203 | 0.8345 | 0.5899 | 0.6798 | 0.2451 | 0.7344 | 0.6602 | 0.5837 |
| 0.2536 | 5.3 | 1960 | 0.5593 | 0.5963 | 0.7201 | 0.8315 | 0.9170 | 0.7085 | 0.8697 | 0.2047 | 0.8921 | 0.9169 | 0.5316 | 0.8325 | 0.5605 | 0.6759 | 0.1901 | 0.7413 | 0.6639 | 0.5096 |
| 0.8791 | 5.35 | 1980 | 0.5216 | 0.6331 | 0.7435 | 0.8490 | 0.9181 | 0.7519 | 0.8773 | 0.2744 | 0.9182 | 0.8311 | 0.6334 | 0.8428 | 0.5950 | 0.6767 | 0.2585 | 0.7640 | 0.7008 | 0.5938 |
| 0.3974 | 5.41 | 2000 | 0.5192 | 0.6348 | 0.7398 | 0.8492 | 0.9059 | 0.7101 | 0.8295 | 0.2401 | 0.9108 | 0.8663 | 0.7161 | 0.8374 | 0.5943 | 0.7026 | 0.2157 | 0.7486 | 0.6957 | 0.6495 |
| 0.8084 | 5.46 | 2020 | 0.5163 | 0.6360 | 0.7581 | 0.8473 | 0.9152 | 0.7299 | 0.8619 | 0.2927 | 0.8509 | 0.9112 | 0.7450 | 0.8371 | 0.5915 | 0.6840 | 0.2432 | 0.7450 | 0.6808 | 0.6701 |
| 0.3075 | 5.51 | 2040 | 0.5009 | 0.6407 | 0.7434 | 0.8517 | 0.9225 | 0.7160 | 0.8092 | 0.2932 | 0.9131 | 0.8609 | 0.6888 | 0.8390 | 0.5821 | 0.7010 | 0.2488 | 0.7529 | 0.7127 | 0.6486 |
| 0.5226 | 5.57 | 2060 | 0.5110 | 0.6346 | 0.7520 | 0.8478 | 0.9210 | 0.6899 | 0.8547 | 0.3067 | 0.8652 | 0.9224 | 0.7044 | 0.8459 | 0.5758 | 0.6844 | 0.2571 | 0.7414 | 0.6755 | 0.6622 |
| 0.4741 | 5.62 | 2080 | 0.5233 | 0.6403 | 0.7549 | 0.8494 | 0.9124 | 0.7090 | 0.8553 | 0.3421 | 0.8948 | 0.8915 | 0.6794 | 0.8389 | 0.5849 | 0.6655 | 0.2933 | 0.7555 | 0.6866 | 0.6572 |
| 0.2684 | 5.68 | 2100 | 0.4654 | 0.6519 | 0.7736 | 0.8560 | 0.9084 | 0.7717 | 0.8285 | 0.3537 | 0.8772 | 0.8874 | 0.7882 | 0.8444 | 0.5742 | 0.6988 | 0.3008 | 0.7621 | 0.6854 | 0.6972 |
| 0.3231 | 5.73 | 2120 | 0.4797 | 0.6445 | 0.7459 | 0.8528 | 0.9128 | 0.7013 | 0.8657 | 0.3075 | 0.9186 | 0.8074 | 0.7079 | 0.8407 | 0.5867 | 0.7076 | 0.2749 | 0.7563 | 0.6986 | 0.6466 |
| 0.5908 | 5.78 | 2140 | 0.5306 | 0.6249 | 0.7441 | 0.8402 | 0.9123 | 0.7365 | 0.8036 | 0.3342 | 0.8984 | 0.9007 | 0.6229 | 0.8453 | 0.5898 | 0.7087 | 0.2755 | 0.7408 | 0.6310 | 0.5831 |
| 0.2693 | 5.84 | 2160 | 0.5787 | 0.6188 | 0.7454 | 0.8327 | 0.9288 | 0.6676 | 0.8818 | 0.3901 | 0.8385 | 0.9125 | 0.5985 | 0.8347 | 0.5758 | 0.6955 | 0.3256 | 0.7292 | 0.6057 | 0.5653 |
| 0.2409 | 5.89 | 2180 | 0.5280 | 0.6288 | 0.7509 | 0.8408 | 0.9057 | 0.7197 | 0.8782 | 0.3590 | 0.8883 | 0.8673 | 0.6380 | 0.8421 | 0.5830 | 0.6858 | 0.3098 | 0.7420 | 0.6469 | 0.5921 |
| 0.4262 | 5.95 | 2200 | 0.5102 | 0.6451 | 0.7559 | 0.8475 | 0.8884 | 0.7201 | 0.8277 | 0.3434 | 0.9061 | 0.8676 | 0.7378 | 0.8330 | 0.5913 | 0.7101 | 0.3108 | 0.7405 | 0.6695 | 0.6607 |
| 0.2629 | 6.0 | 2220 | 0.5054 | 0.6370 | 0.7511 | 0.8470 | 0.9147 | 0.7661 | 0.8445 | 0.3115 | 0.9070 | 0.8847 | 0.6291 | 0.8411 | 0.6053 | 0.6955 | 0.2879 | 0.7507 | 0.6789 | 0.5996 |
| 0.4117 | 6.05 | 2240 | 0.5191 | 0.6398 | 0.7506 | 0.8509 | 0.9153 | 0.7405 | 0.8488 | 0.3058 | 0.9114 | 0.8665 | 0.6658 | 0.8476 | 0.5981 | 0.6865 | 0.2761 | 0.7547 | 0.6760 | 0.6397 |
| 0.3589 | 6.11 | 2260 | 0.5075 | 0.6430 | 0.7573 | 0.8513 | 0.9109 | 0.7465 | 0.8552 | 0.3256 | 0.9044 | 0.8808 | 0.6775 | 0.8491 | 0.5965 | 0.6998 | 0.2919 | 0.7540 | 0.6737 | 0.6360 |
| 0.2856 | 6.16 | 2280 | 0.4786 | 0.6539 | 0.7700 | 0.8556 | 0.9285 | 0.7530 | 0.8617 | 0.3647 | 0.8685 | 0.8830 | 0.7307 | 0.8552 | 0.6203 | 0.6968 | 0.3064 | 0.7554 | 0.6733 | 0.6699 |
| 0.4254 | 6.22 | 2300 | 0.4756 | 0.6569 | 0.7665 | 0.8559 | 0.9288 | 0.7752 | 0.8378 | 0.3568 | 0.8853 | 0.8620 | 0.7194 | 0.8472 | 0.6377 | 0.7117 | 0.2956 | 0.7551 | 0.6845 | 0.6666 |
| 0.4135 | 6.27 | 2320 | 0.4881 | 0.6510 | 0.7674 | 0.8527 | 0.9381 | 0.7567 | 0.8452 | 0.3859 | 0.8675 | 0.9027 | 0.6761 | 0.8490 | 0.6065 | 0.7109 | 0.3298 | 0.7525 | 0.6700 | 0.6384 |
| 0.2908 | 6.32 | 2340 | 0.5053 | 0.6337 | 0.7471 | 0.8497 | 0.9322 | 0.7010 | 0.8776 | 0.3264 | 0.8965 | 0.8715 | 0.6248 | 0.8542 | 0.5696 | 0.6968 | 0.2772 | 0.7547 | 0.6797 | 0.6038 |
| 0.3666 | 6.38 | 2360 | 0.5248 | 0.6369 | 0.7650 | 0.8426 | 0.9087 | 0.8227 | 0.8484 | 0.3769 | 0.8875 | 0.8894 | 0.6215 | 0.8385 | 0.6237 | 0.7149 | 0.3173 | 0.7493 | 0.6272 | 0.5875 |
| 0.3551 | 6.43 | 2380 | 0.4940 | 0.6455 | 0.7620 | 0.8492 | 0.9330 | 0.7356 | 0.8266 | 0.4330 | 0.8855 | 0.8707 | 0.6494 | 0.8430 | 0.6150 | 0.7124 | 0.3404 | 0.7639 | 0.6236 | 0.6202 |
| 0.553 | 6.49 | 2400 | 0.5107 | 0.6281 | 0.7478 | 0.8404 | 0.9057 | 0.7340 | 0.8412 | 0.4025 | 0.9142 | 0.8149 | 0.6222 | 0.8356 | 0.6031 | 0.6988 | 0.3174 | 0.7634 | 0.6132 | 0.5654 |
| 0.2966 | 6.54 | 2420 | 0.4833 | 0.6533 | 0.7733 | 0.8504 | 0.8926 | 0.7734 | 0.8340 | 0.4425 | 0.9010 | 0.8100 | 0.7594 | 0.8296 | 0.5908 | 0.6986 | 0.3561 | 0.7635 | 0.6855 | 0.6488 |
| 0.3404 | 6.59 | 2440 | 0.4632 | 0.6744 | 0.7906 | 0.8668 | 0.9260 | 0.7448 | 0.8276 | 0.4473 | 0.8743 | 0.9094 | 0.8048 | 0.8534 | 0.5984 | 0.6945 | 0.3599 | 0.7796 | 0.6775 | 0.7576 |
| 0.3744 | 6.65 | 2460 | 0.4676 | 0.6668 | 0.7805 | 0.8635 | 0.9082 | 0.7284 | 0.8669 | 0.3997 | 0.8938 | 0.8722 | 0.7940 | 0.8431 | 0.5988 | 0.6811 | 0.3309 | 0.7835 | 0.6963 | 0.7338 |
| 0.2305 | 6.7 | 2480 | 0.4940 | 0.6457 | 0.7644 | 0.8503 | 0.9106 | 0.7627 | 0.8212 | 0.3682 | 0.8900 | 0.8853 | 0.7126 | 0.8483 | 0.6077 | 0.6985 | 0.3056 | 0.7507 | 0.6460 | 0.6629 |
| 0.5477 | 6.76 | 2500 | 0.4748 | 0.6434 | 0.7565 | 0.8511 | 0.9113 | 0.7199 | 0.8503 | 0.3216 | 0.8851 | 0.8649 | 0.7422 | 0.8372 | 0.6007 | 0.6964 | 0.2756 | 0.7587 | 0.6627 | 0.6722 |
| 0.4124 | 6.81 | 2520 | 0.5313 | 0.6212 | 0.7536 | 0.8363 | 0.9066 | 0.7573 | 0.8717 | 0.3575 | 0.8687 | 0.8851 | 0.6284 | 0.8396 | 0.5911 | 0.6855 | 0.2896 | 0.7408 | 0.6163 | 0.5852 |
| 0.2796 | 6.86 | 2540 | 0.5070 | 0.6298 | 0.7487 | 0.8428 | 0.9255 | 0.7156 | 0.8490 | 0.3604 | 0.8818 | 0.8853 | 0.6232 | 0.8433 | 0.5883 | 0.7088 | 0.2848 | 0.7451 | 0.6501 | 0.5884 |
| 0.4311 | 6.92 | 2560 | 0.4974 | 0.6417 | 0.7562 | 0.8498 | 0.9235 | 0.7283 | 0.8279 | 0.3363 | 0.8813 | 0.9074 | 0.6887 | 0.8402 | 0.5876 | 0.7103 | 0.2712 | 0.7493 | 0.6854 | 0.6479 |
| 0.3702 | 6.97 | 2580 | 0.4818 | 0.6476 | 0.7665 | 0.8517 | 0.9057 | 0.7407 | 0.8656 | 0.3668 | 0.8857 | 0.8679 | 0.7329 | 0.8324 | 0.5872 | 0.6917 | 0.2922 | 0.7603 | 0.6916 | 0.6779 |
| 0.2871 | 7.03 | 2600 | 0.4799 | 0.6534 | 0.7799 | 0.8545 | 0.9170 | 0.7555 | 0.8591 | 0.3950 | 0.8555 | 0.9283 | 0.7492 | 0.8397 | 0.5833 | 0.7046 | 0.3095 | 0.7598 | 0.6822 | 0.6949 |
| 0.7906 | 7.08 | 2620 | 0.4530 | 0.6682 | 0.7793 | 0.8627 | 0.9270 | 0.7177 | 0.8329 | 0.4190 | 0.8724 | 0.8894 | 0.7967 | 0.8503 | 0.6027 | 0.7201 | 0.3355 | 0.7671 | 0.6815 | 0.7202 |
| 1.0369 | 7.14 | 2640 | 0.4532 | 0.6729 | 0.7866 | 0.8650 | 0.9171 | 0.7342 | 0.8169 | 0.4682 | 0.8858 | 0.8500 | 0.8340 | 0.8486 | 0.6012 | 0.7221 | 0.3281 | 0.7735 | 0.6901 | 0.7468 |
| 0.1002 | 7.19 | 2660 | 0.4763 | 0.6475 | 0.7783 | 0.8473 | 0.9195 | 0.7371 | 0.8541 | 0.4672 | 0.8371 | 0.8830 | 0.7504 | 0.8395 | 0.5952 | 0.6829 | 0.3264 | 0.7449 | 0.6816 | 0.6620 |
| 0.421 | 7.24 | 2680 | 0.4708 | 0.6564 | 0.7725 | 0.8536 | 0.9139 | 0.7475 | 0.8448 | 0.4383 | 0.8912 | 0.8500 | 0.7218 | 0.8464 | 0.6053 | 0.6836 | 0.3438 | 0.7537 | 0.6971 | 0.6649 |
| 0.3491 | 7.3 | 2700 | 0.4797 | 0.6623 | 0.7766 | 0.8605 | 0.9196 | 0.7842 | 0.8150 | 0.3615 | 0.8825 | 0.8893 | 0.7840 | 0.8496 | 0.6198 | 0.6843 | 0.3212 | 0.7668 | 0.6709 | 0.7238 |
| 0.3251 | 7.35 | 2720 | 0.5016 | 0.6447 | 0.7619 | 0.8503 | 0.9166 | 0.7314 | 0.8473 | 0.3875 | 0.8873 | 0.8581 | 0.7048 | 0.8399 | 0.5973 | 0.6879 | 0.3038 | 0.7598 | 0.6731 | 0.6514 |
| 0.2954 | 7.41 | 2740 | 0.4827 | 0.6542 | 0.7699 | 0.8558 | 0.9325 | 0.7329 | 0.8164 | 0.4061 | 0.8711 | 0.8951 | 0.7356 | 0.8512 | 0.5979 | 0.7164 | 0.3021 | 0.7561 | 0.6740 | 0.6819 |
| 0.8119 | 7.46 | 2760 | 0.4875 | 0.6389 | 0.7475 | 0.8483 | 0.9147 | 0.7206 | 0.8252 | 0.3623 | 0.9144 | 0.8061 | 0.6892 | 0.8436 | 0.5970 | 0.7009 | 0.2852 | 0.7529 | 0.6595 | 0.6334 |
| 0.4892 | 7.51 | 2780 | 0.4884 | 0.6658 | 0.7807 | 0.8602 | 0.9198 | 0.7653 | 0.8348 | 0.4184 | 0.8825 | 0.8762 | 0.7681 | 0.8476 | 0.6314 | 0.6994 | 0.3441 | 0.7736 | 0.6672 | 0.6970 |
| 0.2375 | 7.57 | 2800 | 0.5425 | 0.6312 | 0.7496 | 0.8437 | 0.9158 | 0.7275 | 0.8471 | 0.3690 | 0.8988 | 0.8531 | 0.6356 | 0.8490 | 0.5966 | 0.6789 | 0.3052 | 0.7509 | 0.6508 | 0.5870 |
| 0.3523 | 7.62 | 2820 | 0.5090 | 0.6444 | 0.7629 | 0.8493 | 0.9150 | 0.7391 | 0.8120 | 0.4380 | 0.9014 | 0.8461 | 0.6890 | 0.8484 | 0.5877 | 0.6958 | 0.3256 | 0.7557 | 0.6702 | 0.6275 |
| 0.4111 | 7.68 | 2840 | 0.5295 | 0.6487 | 0.7482 | 0.8527 | 0.9321 | 0.6795 | 0.8419 | 0.4202 | 0.9165 | 0.7582 | 0.6893 | 0.8524 | 0.5854 | 0.6974 | 0.3443 | 0.7492 | 0.6599 | 0.6526 |
| 1.3345 | 7.73 | 2860 | 0.5312 | 0.6381 | 0.7590 | 0.8457 | 0.9285 | 0.7271 | 0.8544 | 0.3958 | 0.8676 | 0.8797 | 0.6600 | 0.8476 | 0.5921 | 0.7023 | 0.3164 | 0.7434 | 0.6464 | 0.6184 |
| 0.3067 | 7.78 | 2880 | 0.5353 | 0.6287 | 0.7515 | 0.8419 | 0.9314 | 0.7393 | 0.8338 | 0.3950 | 0.8840 | 0.8860 | 0.5910 | 0.8452 | 0.5748 | 0.6974 | 0.3258 | 0.7478 | 0.6386 | 0.5715 |
| 0.3504 | 7.84 | 2900 | 0.5089 | 0.6413 | 0.7710 | 0.8427 | 0.9042 | 0.7322 | 0.8563 | 0.4845 | 0.8789 | 0.8926 | 0.6481 | 0.8454 | 0.6037 | 0.7177 | 0.3626 | 0.7464 | 0.6088 | 0.6046 |
| 0.1571 | 7.89 | 2920 | 0.4610 | 0.6648 | 0.7848 | 0.8592 | 0.9191 | 0.7468 | 0.8439 | 0.4573 | 0.8690 | 0.8682 | 0.7891 | 0.8456 | 0.6052 | 0.7135 | 0.3473 | 0.7687 | 0.6665 | 0.7069 |
| 1.2816 | 7.95 | 2940 | 0.5114 | 0.6469 | 0.7530 | 0.8489 | 0.9106 | 0.7227 | 0.8345 | 0.4185 | 0.9284 | 0.7978 | 0.6587 | 0.8421 | 0.5930 | 0.7067 | 0.3437 | 0.7454 | 0.6614 | 0.6359 |
| 0.2313 | 8.0 | 2960 | 0.4590 | 0.6649 | 0.7950 | 0.8581 | 0.9293 | 0.7846 | 0.8195 | 0.5312 | 0.8649 | 0.9124 | 0.7234 | 0.8572 | 0.6063 | 0.7271 | 0.3717 | 0.7663 | 0.6473 | 0.6788 |
| 0.2783 | 8.05 | 2980 | 0.4880 | 0.6562 | 0.7737 | 0.8552 | 0.9206 | 0.7340 | 0.8481 | 0.4596 | 0.8959 | 0.8693 | 0.6886 | 0.8520 | 0.5964 | 0.7237 | 0.3605 | 0.7651 | 0.6440 | 0.6515 |
| 0.4596 | 8.11 | 3000 | 0.4796 | 0.6594 | 0.7734 | 0.8594 | 0.9270 | 0.7266 | 0.8638 | 0.4060 | 0.8821 | 0.8712 | 0.7373 | 0.8547 | 0.6029 | 0.7045 | 0.3383 | 0.7691 | 0.6565 | 0.6900 |
| 0.484 | 8.16 | 3020 | 0.4801 | 0.6525 | 0.7662 | 0.8567 | 0.9257 | 0.7447 | 0.8453 | 0.3708 | 0.8911 | 0.8711 | 0.7146 | 0.8497 | 0.6033 | 0.7013 | 0.3143 | 0.7701 | 0.6602 | 0.6683 |
| 0.7794 | 8.22 | 3040 | 0.5150 | 0.6351 | 0.7574 | 0.8486 | 0.9244 | 0.7055 | 0.8720 | 0.3914 | 0.8906 | 0.8891 | 0.6284 | 0.8510 | 0.5778 | 0.6924 | 0.3180 | 0.7697 | 0.6266 | 0.6100 |
| 0.2596 | 8.27 | 3060 | 0.4605 | 0.6728 | 0.8023 | 0.8643 | 0.9296 | 0.7382 | 0.8009 | 0.6057 | 0.8676 | 0.8704 | 0.8037 | 0.8590 | 0.5863 | 0.7212 | 0.3657 | 0.7786 | 0.6606 | 0.7384 |
| 0.3451 | 8.32 | 3080 | 0.4801 | 0.6533 | 0.7726 | 0.8542 | 0.9342 | 0.7089 | 0.7939 | 0.5207 | 0.8905 | 0.8810 | 0.6794 | 0.8569 | 0.5994 | 0.7048 | 0.3568 | 0.7668 | 0.6417 | 0.6465 |
| 0.178 | 8.38 | 3100 | 0.4871 | 0.6587 | 0.7753 | 0.8571 | 0.9203 | 0.7452 | 0.8595 | 0.4154 | 0.8878 | 0.8921 | 0.7068 | 0.8551 | 0.5997 | 0.7056 | 0.3496 | 0.7588 | 0.6677 | 0.6746 |
| 0.243 | 8.43 | 3120 | 0.4930 | 0.6537 | 0.7798 | 0.8525 | 0.9151 | 0.7488 | 0.8526 | 0.4782 | 0.8822 | 0.8962 | 0.6852 | 0.8542 | 0.5954 | 0.7098 | 0.3756 | 0.7604 | 0.6362 | 0.6441 |
| 1.029 | 8.49 | 3140 | 0.5020 | 0.6621 | 0.7809 | 0.8629 | 0.9217 | 0.7246 | 0.8719 | 0.4224 | 0.8814 | 0.8691 | 0.7751 | 0.8575 | 0.5908 | 0.7086 | 0.3256 | 0.7820 | 0.6544 | 0.7156 |
| 0.3411 | 8.54 | 3160 | 0.4718 | 0.6769 | 0.7942 | 0.8701 | 0.9232 | 0.7410 | 0.8480 | 0.4596 | 0.8799 | 0.8743 | 0.8331 | 0.8581 | 0.5859 | 0.7140 | 0.3461 | 0.7871 | 0.6862 | 0.7609 |
| 0.8273 | 8.59 | 3180 | 0.4833 | 0.6617 | 0.7717 | 0.8597 | 0.9258 | 0.7331 | 0.8359 | 0.4446 | 0.9110 | 0.8565 | 0.6951 | 0.8554 | 0.5947 | 0.7329 | 0.3361 | 0.7660 | 0.6866 | 0.6599 |
| 0.236 | 8.65 | 3200 | 0.5126 | 0.6623 | 0.7861 | 0.8574 | 0.9327 | 0.7244 | 0.8617 | 0.4976 | 0.8512 | 0.8806 | 0.7546 | 0.8382 | 0.5781 | 0.7337 | 0.3562 | 0.7735 | 0.6844 | 0.6723 |
| 0.5863 | 8.7 | 3220 | 0.4874 | 0.6583 | 0.7689 | 0.8561 | 0.9247 | 0.6951 | 0.8452 | 0.4707 | 0.8929 | 0.8181 | 0.7352 | 0.8566 | 0.5788 | 0.7320 | 0.3533 | 0.7514 | 0.6751 | 0.6611 |
| 0.1407 | 8.76 | 3240 | 0.4821 | 0.6631 | 0.7758 | 0.8596 | 0.9317 | 0.7305 | 0.8524 | 0.4620 | 0.8953 | 0.8645 | 0.6943 | 0.8595 | 0.6026 | 0.7289 | 0.3493 | 0.7630 | 0.6822 | 0.6560 |
| 0.37 | 8.81 | 3260 | 0.4610 | 0.6623 | 0.7918 | 0.8576 | 0.9185 | 0.7703 | 0.8591 | 0.5065 | 0.8738 | 0.8910 | 0.7236 | 0.8539 | 0.5877 | 0.7190 | 0.3750 | 0.7674 | 0.6530 | 0.6799 |
| 0.2278 | 8.86 | 3280 | 0.4558 | 0.6728 | 0.7912 | 0.8657 | 0.9346 | 0.7719 | 0.8781 | 0.4576 | 0.8707 | 0.8522 | 0.7732 | 0.8570 | 0.5979 | 0.7154 | 0.3675 | 0.7793 | 0.6837 | 0.7088 |
| 0.2162 | 8.92 | 3300 | 0.4729 | 0.6761 | 0.7877 | 0.8690 | 0.9323 | 0.7218 | 0.8599 | 0.4369 | 0.8707 | 0.8607 | 0.8314 | 0.8607 | 0.5898 | 0.7250 | 0.3628 | 0.7802 | 0.6788 | 0.7358 |
| 0.3056 | 8.97 | 3320 | 0.4642 | 0.6783 | 0.7853 | 0.8703 | 0.9315 | 0.7099 | 0.8458 | 0.4322 | 0.8781 | 0.8557 | 0.8435 | 0.8623 | 0.5979 | 0.7211 | 0.3677 | 0.7827 | 0.6799 | 0.7365 |
| 0.2559 | 9.03 | 3340 | 0.4656 | 0.6762 | 0.7912 | 0.8682 | 0.9214 | 0.7495 | 0.8704 | 0.4438 | 0.8864 | 0.8712 | 0.7955 | 0.8563 | 0.6054 | 0.7191 | 0.3629 | 0.7876 | 0.6742 | 0.7281 |
| 0.1877 | 9.08 | 3360 | 0.5040 | 0.6560 | 0.7786 | 0.8564 | 0.9296 | 0.7405 | 0.8308 | 0.4822 | 0.8828 | 0.8864 | 0.6975 | 0.8561 | 0.6038 | 0.7168 | 0.3599 | 0.7781 | 0.6268 | 0.6508 |
| 0.3642 | 9.14 | 3380 | 0.5220 | 0.6641 | 0.7750 | 0.8623 | 0.9358 | 0.7360 | 0.8271 | 0.4464 | 0.8909 | 0.8340 | 0.7550 | 0.8398 | 0.5961 | 0.7071 | 0.3322 | 0.7897 | 0.6824 | 0.7011 |
| 0.3262 | 9.19 | 3400 | 0.4821 | 0.6671 | 0.7852 | 0.8648 | 0.9371 | 0.7365 | 0.8144 | 0.4944 | 0.8846 | 0.8641 | 0.7654 | 0.8583 | 0.6014 | 0.7045 | 0.3507 | 0.7926 | 0.6536 | 0.7089 |
| 0.6146 | 9.24 | 3420 | 0.4709 | 0.6722 | 0.7968 | 0.8649 | 0.9332 | 0.7110 | 0.8408 | 0.5184 | 0.8445 | 0.8999 | 0.8298 | 0.8581 | 0.6040 | 0.6981 | 0.3546 | 0.7786 | 0.6622 | 0.7497 |
| 0.3797 | 9.3 | 3440 | 0.4913 | 0.6626 | 0.7726 | 0.8619 | 0.9379 | 0.6889 | 0.8627 | 0.4387 | 0.8827 | 0.8607 | 0.7365 | 0.8575 | 0.5929 | 0.6943 | 0.3417 | 0.7714 | 0.6731 | 0.7071 |
| 0.1604 | 9.35 | 3460 | 0.4847 | 0.6468 | 0.7515 | 0.8555 | 0.9323 | 0.6980 | 0.8215 | 0.3373 | 0.8956 | 0.8472 | 0.7284 | 0.8557 | 0.5806 | 0.7177 | 0.2842 | 0.7554 | 0.6745 | 0.6597 |
| 0.2544 | 9.41 | 3480 | 0.4657 | 0.6703 | 0.7804 | 0.8659 | 0.9461 | 0.7093 | 0.8057 | 0.4421 | 0.8614 | 0.8804 | 0.8176 | 0.8528 | 0.6011 | 0.7015 | 0.3266 | 0.7768 | 0.6791 | 0.7540 |
| 0.3071 | 9.46 | 3500 | 0.4704 | 0.6715 | 0.7864 | 0.8644 | 0.9164 | 0.7579 | 0.8338 | 0.4608 | 0.8998 | 0.8626 | 0.7732 | 0.8597 | 0.6017 | 0.7251 | 0.3381 | 0.7671 | 0.6872 | 0.7213 |
| 0.2165 | 9.51 | 3520 | 0.5137 | 0.6596 | 0.7623 | 0.8591 | 0.9293 | 0.7242 | 0.8397 | 0.3607 | 0.9003 | 0.8622 | 0.7197 | 0.8554 | 0.5980 | 0.7252 | 0.3079 | 0.7498 | 0.6979 | 0.6829 |
| 0.6251 | 9.57 | 3540 | 0.4720 | 0.6663 | 0.7775 | 0.8639 | 0.9307 | 0.7446 | 0.8561 | 0.4056 | 0.8906 | 0.8707 | 0.7441 | 0.8662 | 0.6035 | 0.7218 | 0.3113 | 0.7612 | 0.6928 | 0.7072 |
| 0.2985 | 9.62 | 3560 | 0.4701 | 0.6697 | 0.7857 | 0.8649 | 0.9248 | 0.7738 | 0.8546 | 0.4398 | 0.8962 | 0.8646 | 0.7463 | 0.8656 | 0.6034 | 0.7188 | 0.3235 | 0.7665 | 0.6982 | 0.7120 |
| 0.7024 | 9.68 | 3580 | 0.5024 | 0.6603 | 0.7762 | 0.8581 | 0.9191 | 0.7492 | 0.8497 | 0.4537 | 0.8999 | 0.8380 | 0.7236 | 0.8564 | 0.6006 | 0.7120 | 0.3222 | 0.7594 | 0.6912 | 0.6802 |
| 0.3726 | 9.73 | 3600 | 0.4899 | 0.6757 | 0.7952 | 0.8677 | 0.9149 | 0.7442 | 0.8736 | 0.4567 | 0.8779 | 0.8792 | 0.8200 | 0.8607 | 0.6072 | 0.7149 | 0.3316 | 0.7747 | 0.6743 | 0.7670 |
| 0.2052 | 9.78 | 3620 | 0.4647 | 0.6806 | 0.7999 | 0.8690 | 0.9184 | 0.7340 | 0.8675 | 0.5045 | 0.8741 | 0.8654 | 0.8355 | 0.8622 | 0.6071 | 0.7233 | 0.3590 | 0.7757 | 0.6720 | 0.7648 |
| 0.2286 | 9.84 | 3640 | 0.4740 | 0.6673 | 0.7868 | 0.8619 | 0.9139 | 0.7225 | 0.8565 | 0.5175 | 0.8994 | 0.8409 | 0.7567 | 0.8573 | 0.6091 | 0.7216 | 0.3492 | 0.7780 | 0.6534 | 0.7025 |
| 0.3024 | 9.89 | 3660 | 0.4736 | 0.6755 | 0.7984 | 0.8664 | 0.9152 | 0.7496 | 0.8430 | 0.5112 | 0.8767 | 0.8611 | 0.8322 | 0.8541 | 0.6059 | 0.7260 | 0.3414 | 0.7825 | 0.6738 | 0.7447 |
| 0.3105 | 9.95 | 3680 | 0.4792 | 0.6741 | 0.7931 | 0.8653 | 0.9184 | 0.7362 | 0.8284 | 0.5416 | 0.8915 | 0.8228 | 0.8126 | 0.8528 | 0.6042 | 0.7285 | 0.3435 | 0.7808 | 0.6681 | 0.7407 |
| 0.2934 | 10.0 | 3700 | 0.5106 | 0.6724 | 0.7975 | 0.8626 | 0.9316 | 0.7395 | 0.8395 | 0.5418 | 0.8552 | 0.8875 | 0.7875 | 0.8534 | 0.6099 | 0.7257 | 0.3640 | 0.7731 | 0.6500 | 0.7308 |
| 0.17 | 10.05 | 3720 | 0.5045 | 0.6638 | 0.7726 | 0.8624 | 0.9309 | 0.6885 | 0.8639 | 0.4334 | 0.8935 | 0.8691 | 0.7291 | 0.8580 | 0.5959 | 0.7067 | 0.3379 | 0.7705 | 0.6719 | 0.7059 |
| 0.2049 | 10.11 | 3740 | 0.4872 | 0.6727 | 0.7838 | 0.8671 | 0.9338 | 0.7025 | 0.8787 | 0.4221 | 0.8697 | 0.8904 | 0.7893 | 0.8591 | 0.6043 | 0.7121 | 0.3402 | 0.7763 | 0.6775 | 0.7397 |
| 0.2194 | 10.16 | 3760 | 0.4610 | 0.6873 | 0.8003 | 0.8724 | 0.9370 | 0.7638 | 0.8305 | 0.4971 | 0.8751 | 0.8812 | 0.8177 | 0.8588 | 0.6197 | 0.7279 | 0.3760 | 0.7854 | 0.6812 | 0.7622 |
| 0.7358 | 10.22 | 3780 | 0.4820 | 0.6644 | 0.7788 | 0.8609 | 0.9221 | 0.7534 | 0.8515 | 0.4582 | 0.9093 | 0.8576 | 0.6993 | 0.8607 | 0.6057 | 0.7157 | 0.3805 | 0.7758 | 0.6392 | 0.6728 |
| 0.2417 | 10.27 | 3800 | 0.4697 | 0.6745 | 0.7942 | 0.8646 | 0.9354 | 0.7859 | 0.8473 | 0.4847 | 0.8703 | 0.8791 | 0.7571 | 0.8608 | 0.6269 | 0.7212 | 0.3840 | 0.7779 | 0.6462 | 0.7043 |
| 0.2213 | 10.32 | 3820 | 0.4694 | 0.6856 | 0.8034 | 0.8722 | 0.9329 | 0.7281 | 0.8479 | 0.5462 | 0.8725 | 0.8668 | 0.8296 | 0.8598 | 0.6053 | 0.7289 | 0.3593 | 0.7880 | 0.6926 | 0.7653 |
| 0.2086 | 10.38 | 3840 | 0.4841 | 0.6821 | 0.8020 | 0.8697 | 0.9260 | 0.7283 | 0.8565 | 0.5346 | 0.8671 | 0.8571 | 0.8447 | 0.8593 | 0.6035 | 0.7259 | 0.3443 | 0.7779 | 0.6986 | 0.7651 |
| 0.2276 | 10.43 | 3860 | 0.4768 | 0.6778 | 0.7909 | 0.8685 | 0.9253 | 0.7345 | 0.8606 | 0.4627 | 0.8806 | 0.8534 | 0.8191 | 0.8582 | 0.6018 | 0.7140 | 0.3451 | 0.7754 | 0.6993 | 0.7512 |
| 0.9307 | 10.49 | 3880 | 0.4355 | 0.6858 | 0.8050 | 0.8737 | 0.9314 | 0.8159 | 0.8513 | 0.4519 | 0.8732 | 0.8815 | 0.8299 | 0.8701 | 0.6332 | 0.7154 | 0.3481 | 0.7861 | 0.6798 | 0.7679 |
| 0.1625 | 10.54 | 3900 | 0.4257 | 0.6836 | 0.8019 | 0.8724 | 0.9209 | 0.7324 | 0.8575 | 0.5085 | 0.8802 | 0.8673 | 0.8468 | 0.8637 | 0.6024 | 0.7254 | 0.3344 | 0.7843 | 0.6963 | 0.7790 |
| 0.1964 | 10.59 | 3920 | 0.4494 | 0.6834 | 0.7943 | 0.8718 | 0.9317 | 0.7255 | 0.8322 | 0.5191 | 0.8960 | 0.8549 | 0.8007 | 0.8636 | 0.6005 | 0.7243 | 0.3587 | 0.7830 | 0.6965 | 0.7569 |
| 0.2189 | 10.65 | 3940 | 0.4543 | 0.6863 | 0.8034 | 0.8722 | 0.9352 | 0.7300 | 0.8170 | 0.5578 | 0.8756 | 0.8838 | 0.8242 | 0.8629 | 0.6074 | 0.7227 | 0.3691 | 0.7853 | 0.6912 | 0.7653 |
| 0.1141 | 10.7 | 3960 | 0.4769 | 0.6809 | 0.8033 | 0.8666 | 0.9234 | 0.7449 | 0.8364 | 0.5728 | 0.8808 | 0.8903 | 0.7746 | 0.8605 | 0.6121 | 0.7226 | 0.3733 | 0.7706 | 0.6860 | 0.7414 |
| 0.1867 | 10.76 | 3980 | 0.4879 | 0.6746 | 0.7927 | 0.8652 | 0.9234 | 0.7417 | 0.8636 | 0.5258 | 0.8975 | 0.8616 | 0.7349 | 0.8607 | 0.6069 | 0.7269 | 0.3748 | 0.7770 | 0.6687 | 0.7071 |
| 0.156 | 10.81 | 4000 | 0.4501 | 0.6887 | 0.8135 | 0.8720 | 0.9286 | 0.7505 | 0.8476 | 0.5828 | 0.8662 | 0.8978 | 0.8206 | 0.8634 | 0.6066 | 0.7315 | 0.3842 | 0.7828 | 0.6832 | 0.7689 |
| 0.2032 | 10.86 | 4020 | 0.4532 | 0.6825 | 0.7954 | 0.8695 | 0.9331 | 0.7527 | 0.8311 | 0.5158 | 0.8869 | 0.8539 | 0.7942 | 0.8568 | 0.6037 | 0.7282 | 0.3794 | 0.7812 | 0.6931 | 0.7352 |
| 0.4218 | 10.92 | 4040 | 0.4506 | 0.6807 | 0.8026 | 0.8674 | 0.9271 | 0.7361 | 0.8379 | 0.5497 | 0.8665 | 0.8901 | 0.8106 | 0.8601 | 0.6099 | 0.7350 | 0.3613 | 0.7727 | 0.6764 | 0.7494 |
| 0.9776 | 10.97 | 4060 | 0.4304 | 0.6862 | 0.8022 | 0.8720 | 0.9257 | 0.7324 | 0.8475 | 0.5307 | 0.8827 | 0.8755 | 0.8212 | 0.8695 | 0.6107 | 0.7208 | 0.3718 | 0.7764 | 0.6820 | 0.7719 |
| 0.3795 | 11.03 | 4080 | 0.4585 | 0.6802 | 0.7907 | 0.8698 | 0.9280 | 0.7497 | 0.8484 | 0.4749 | 0.8958 | 0.8439 | 0.7942 | 0.8633 | 0.6101 | 0.7108 | 0.3685 | 0.7795 | 0.6884 | 0.7412 |
| 0.2103 | 11.08 | 4100 | 0.4643 | 0.6755 | 0.7950 | 0.8659 | 0.9326 | 0.7790 | 0.8364 | 0.4977 | 0.8790 | 0.8776 | 0.7630 | 0.8611 | 0.6004 | 0.7123 | 0.3909 | 0.7768 | 0.6742 | 0.7127 |
| 0.1525 | 11.14 | 4120 | 0.4791 | 0.6700 | 0.7758 | 0.8655 | 0.9361 | 0.7245 | 0.8489 | 0.4356 | 0.9039 | 0.8582 | 0.7233 | 0.8643 | 0.6066 | 0.7160 | 0.3642 | 0.7754 | 0.6648 | 0.6983 |
| 0.2646 | 11.19 | 4140 | 0.4628 | 0.6752 | 0.7874 | 0.8666 | 0.9362 | 0.7699 | 0.8380 | 0.4273 | 0.8745 | 0.8858 | 0.7801 | 0.8661 | 0.6313 | 0.7159 | 0.3599 | 0.7712 | 0.6584 | 0.7237 |
| 0.1286 | 11.24 | 4160 | 0.4678 | 0.6788 | 0.7937 | 0.8690 | 0.9413 | 0.7485 | 0.8311 | 0.5061 | 0.8758 | 0.8609 | 0.7923 | 0.8631 | 0.6143 | 0.7101 | 0.3646 | 0.7824 | 0.6837 | 0.7338 |
| 0.2149 | 11.3 | 4180 | 0.4582 | 0.6848 | 0.7930 | 0.8723 | 0.9235 | 0.7508 | 0.8278 | 0.4643 | 0.9009 | 0.8672 | 0.8165 | 0.8619 | 0.6145 | 0.7176 | 0.3741 | 0.7861 | 0.6884 | 0.7513 |
| 0.391 | 11.35 | 4200 | 0.4874 | 0.6623 | 0.7832 | 0.8552 | 0.8999 | 0.7433 | 0.8320 | 0.4728 | 0.8866 | 0.8795 | 0.7681 | 0.8343 | 0.6119 | 0.7044 | 0.3773 | 0.7771 | 0.6663 | 0.6645 |
| 0.2664 | 11.41 | 4220 | 0.4799 | 0.6737 | 0.7918 | 0.8657 | 0.9361 | 0.7459 | 0.8739 | 0.4683 | 0.8651 | 0.8870 | 0.7667 | 0.8652 | 0.6100 | 0.7108 | 0.3730 | 0.7737 | 0.6701 | 0.7130 |
| 0.23 | 11.46 | 4240 | 0.5239 | 0.6427 | 0.7596 | 0.8533 | 0.9379 | 0.7307 | 0.8518 | 0.4006 | 0.8979 | 0.8631 | 0.6349 | 0.8571 | 0.5795 | 0.7136 | 0.3386 | 0.7769 | 0.6293 | 0.6038 |
| 0.4212 | 11.51 | 4260 | 0.5042 | 0.6584 | 0.7805 | 0.8595 | 0.9318 | 0.7593 | 0.8501 | 0.4429 | 0.8774 | 0.8742 | 0.7275 | 0.8585 | 0.5873 | 0.7148 | 0.3501 | 0.7763 | 0.6440 | 0.6781 |
| 0.1569 | 11.57 | 4280 | 0.4734 | 0.6687 | 0.7898 | 0.8641 | 0.9320 | 0.7364 | 0.8574 | 0.4970 | 0.8798 | 0.8902 | 0.7359 | 0.8654 | 0.6042 | 0.7270 | 0.3650 | 0.7818 | 0.6402 | 0.6971 |
| 0.415 | 11.62 | 4300 | 0.4841 | 0.6853 | 0.8035 | 0.8727 | 0.9391 | 0.7068 | 0.8404 | 0.5198 | 0.8473 | 0.9012 | 0.8695 | 0.8704 | 0.6043 | 0.7227 | 0.3627 | 0.7764 | 0.6755 | 0.7854 |
| 0.1442 | 11.68 | 4320 | 0.4612 | 0.6804 | 0.7886 | 0.8708 | 0.9325 | 0.7049 | 0.8381 | 0.5004 | 0.8908 | 0.8259 | 0.8274 | 0.8673 | 0.6018 | 0.7188 | 0.3546 | 0.7787 | 0.6943 | 0.7473 |
| 0.6131 | 11.73 | 4340 | 0.4764 | 0.6762 | 0.7874 | 0.8678 | 0.9237 | 0.7302 | 0.8712 | 0.4777 | 0.8976 | 0.8227 | 0.7886 | 0.8602 | 0.6077 | 0.7075 | 0.3633 | 0.7802 | 0.6721 | 0.7423 |
| 0.2644 | 11.78 | 4360 | 0.4727 | 0.6810 | 0.7863 | 0.8704 | 0.9290 | 0.7138 | 0.8497 | 0.4646 | 0.9013 | 0.8668 | 0.7789 | 0.8599 | 0.6109 | 0.7174 | 0.3688 | 0.7830 | 0.6823 | 0.7446 |
| 0.1389 | 11.84 | 4380 | 0.4478 | 0.6936 | 0.8037 | 0.8768 | 0.9233 | 0.7726 | 0.8539 | 0.4963 | 0.9057 | 0.8561 | 0.8179 | 0.8684 | 0.6107 | 0.7246 | 0.3808 | 0.7868 | 0.7003 | 0.7834 |
| 0.3118 | 11.89 | 4400 | 0.4622 | 0.6890 | 0.7946 | 0.8748 | 0.9368 | 0.7639 | 0.8483 | 0.4676 | 0.8987 | 0.8491 | 0.7978 | 0.8630 | 0.6080 | 0.7214 | 0.3747 | 0.7854 | 0.7028 | 0.7678 |
| 0.211 | 11.95 | 4420 | 0.4530 | 0.6892 | 0.7998 | 0.8754 | 0.9340 | 0.7400 | 0.8642 | 0.4720 | 0.8800 | 0.8840 | 0.8246 | 0.8656 | 0.6095 | 0.7220 | 0.3705 | 0.7883 | 0.6950 | 0.7731 |
| 0.159 | 12.0 | 4440 | 0.4421 | 0.6961 | 0.8126 | 0.8792 | 0.9365 | 0.7613 | 0.8617 | 0.5111 | 0.8686 | 0.8909 | 0.8584 | 0.8719 | 0.6089 | 0.7293 | 0.3775 | 0.7927 | 0.6937 | 0.7990 |
| 0.2645 | 12.05 | 4460 | 0.4589 | 0.6868 | 0.7959 | 0.8729 | 0.9241 | 0.7235 | 0.8493 | 0.5106 | 0.9019 | 0.8541 | 0.8078 | 0.8631 | 0.6067 | 0.7293 | 0.3668 | 0.7830 | 0.6986 | 0.7603 |
| 0.308 | 12.11 | 4480 | 0.4609 | 0.6805 | 0.7919 | 0.8707 | 0.9318 | 0.7451 | 0.8502 | 0.4928 | 0.8941 | 0.8293 | 0.8004 | 0.8643 | 0.6031 | 0.7177 | 0.3576 | 0.7807 | 0.6866 | 0.7532 |
| 0.3428 | 12.16 | 4500 | 0.5009 | 0.6721 | 0.7860 | 0.8648 | 0.9384 | 0.7179 | 0.8500 | 0.4778 | 0.8671 | 0.8675 | 0.7830 | 0.8563 | 0.5979 | 0.7078 | 0.3514 | 0.7686 | 0.6875 | 0.7352 |
| 0.2222 | 12.22 | 4520 | 0.5077 | 0.6706 | 0.7888 | 0.8635 | 0.9086 | 0.7543 | 0.8630 | 0.4657 | 0.8999 | 0.8636 | 0.7662 | 0.8554 | 0.6036 | 0.7138 | 0.3434 | 0.7709 | 0.6835 | 0.7237 |
| 0.7624 | 12.27 | 4540 | 0.5146 | 0.6636 | 0.7830 | 0.8614 | 0.9170 | 0.7356 | 0.8559 | 0.4537 | 0.8939 | 0.8927 | 0.7323 | 0.8587 | 0.6061 | 0.7155 | 0.3474 | 0.7789 | 0.6479 | 0.6911 |
| 0.234 | 12.32 | 4560 | 0.4953 | 0.6733 | 0.7934 | 0.8644 | 0.9169 | 0.7379 | 0.8521 | 0.4947 | 0.8836 | 0.8961 | 0.7725 | 0.8562 | 0.6102 | 0.6993 | 0.3768 | 0.7790 | 0.6650 | 0.7268 |
| 0.0902 | 12.38 | 4580 | 0.4858 | 0.6805 | 0.7968 | 0.8684 | 0.9131 | 0.7343 | 0.8520 | 0.5021 | 0.8905 | 0.8703 | 0.8155 | 0.8564 | 0.6145 | 0.7085 | 0.3694 | 0.7826 | 0.6868 | 0.7454 |
| 0.1475 | 12.43 | 4600 | 0.4919 | 0.6775 | 0.7996 | 0.8667 | 0.9091 | 0.7499 | 0.8677 | 0.4746 | 0.8735 | 0.8937 | 0.8283 | 0.8557 | 0.6094 | 0.7024 | 0.3657 | 0.7786 | 0.6830 | 0.7476 |
| 0.1838 | 12.49 | 4620 | 0.4916 | 0.6786 | 0.7900 | 0.8685 | 0.9439 | 0.7235 | 0.8574 | 0.4797 | 0.8712 | 0.8881 | 0.7663 | 0.8584 | 0.6118 | 0.7189 | 0.3626 | 0.7792 | 0.6884 | 0.7310 |
| 0.3815 | 12.54 | 4640 | 0.4743 | 0.6829 | 0.7966 | 0.8713 | 0.9358 | 0.7237 | 0.8443 | 0.5101 | 0.8781 | 0.8796 | 0.8048 | 0.8658 | 0.6014 | 0.7324 | 0.3550 | 0.7785 | 0.6962 | 0.7510 |
| 0.2289 | 12.59 | 4660 | 0.4548 | 0.6839 | 0.7963 | 0.8710 | 0.9294 | 0.7121 | 0.8461 | 0.5114 | 0.8819 | 0.8822 | 0.8111 | 0.8615 | 0.6040 | 0.7366 | 0.3538 | 0.7786 | 0.7040 | 0.7491 |
| 0.4497 | 12.65 | 4680 | 0.4628 | 0.6839 | 0.7952 | 0.8713 | 0.9355 | 0.7250 | 0.8585 | 0.4895 | 0.8817 | 0.8994 | 0.7772 | 0.8641 | 0.6105 | 0.7214 | 0.3653 | 0.7779 | 0.6992 | 0.7492 |
| 0.2843 | 12.7 | 4700 | 0.4697 | 0.6840 | 0.7956 | 0.8714 | 0.9301 | 0.7067 | 0.8492 | 0.4976 | 0.8780 | 0.8881 | 0.8194 | 0.8623 | 0.6027 | 0.7360 | 0.3639 | 0.7799 | 0.6941 | 0.7489 |
| 0.302 | 12.76 | 4720 | 0.4994 | 0.6653 | 0.7847 | 0.8596 | 0.9190 | 0.7397 | 0.8459 | 0.4966 | 0.8971 | 0.8918 | 0.7027 | 0.8543 | 0.5977 | 0.7300 | 0.3753 | 0.7724 | 0.6663 | 0.6612 |
| 0.1513 | 12.81 | 4740 | 0.4992 | 0.6660 | 0.7891 | 0.8609 | 0.9310 | 0.7379 | 0.8545 | 0.5311 | 0.8829 | 0.8763 | 0.7100 | 0.8619 | 0.5988 | 0.7179 | 0.3768 | 0.7744 | 0.6645 | 0.6680 |
| 0.1849 | 12.86 | 4760 | 0.5231 | 0.6651 | 0.7820 | 0.8621 | 0.9328 | 0.7234 | 0.8556 | 0.4869 | 0.8908 | 0.8755 | 0.7091 | 0.8612 | 0.5983 | 0.7192 | 0.3612 | 0.7778 | 0.6646 | 0.6731 |
| 0.2365 | 12.92 | 4780 | 0.5766 | 0.6581 | 0.7829 | 0.8570 | 0.9295 | 0.7514 | 0.8421 | 0.5104 | 0.8890 | 0.8868 | 0.6708 | 0.8596 | 0.5882 | 0.7237 | 0.3777 | 0.7719 | 0.6459 | 0.6399 |
| 0.1911 | 12.97 | 4800 | 0.4854 | 0.6782 | 0.7898 | 0.8674 | 0.9268 | 0.7250 | 0.8526 | 0.4841 | 0.8880 | 0.8721 | 0.7800 | 0.8648 | 0.6095 | 0.7272 | 0.3711 | 0.7719 | 0.6907 | 0.7126 |
| 0.1832 | 13.03 | 4820 | 0.4758 | 0.6784 | 0.7913 | 0.8684 | 0.9369 | 0.7309 | 0.8778 | 0.4727 | 0.8751 | 0.8764 | 0.7695 | 0.8631 | 0.6097 | 0.7211 | 0.3716 | 0.7776 | 0.6827 | 0.7226 |
| 0.2468 | 13.08 | 4840 | 0.5350 | 0.6605 | 0.7856 | 0.8591 | 0.9218 | 0.7489 | 0.8800 | 0.4486 | 0.8742 | 0.9100 | 0.7154 | 0.8592 | 0.5945 | 0.7023 | 0.3667 | 0.7735 | 0.6474 | 0.6801 |
| 0.2561 | 13.14 | 4860 | 0.5189 | 0.6562 | 0.7792 | 0.8577 | 0.9241 | 0.7412 | 0.8859 | 0.4384 | 0.8796 | 0.8794 | 0.7055 | 0.8557 | 0.5842 | 0.6963 | 0.3579 | 0.7734 | 0.6548 | 0.6709 |
| 0.1709 | 13.19 | 4880 | 0.5022 | 0.6622 | 0.7780 | 0.8604 | 0.9293 | 0.7275 | 0.8568 | 0.4674 | 0.8960 | 0.8727 | 0.6965 | 0.8569 | 0.5883 | 0.7132 | 0.3747 | 0.7767 | 0.6616 | 0.6637 |
| 0.3981 | 13.24 | 4900 | 0.5008 | 0.6749 | 0.7942 | 0.8647 | 0.9228 | 0.7505 | 0.8626 | 0.4826 | 0.8754 | 0.8968 | 0.7684 | 0.8625 | 0.6148 | 0.7325 | 0.3783 | 0.7729 | 0.6677 | 0.6959 |
| 0.1245 | 13.3 | 4920 | 0.4749 | 0.6921 | 0.8090 | 0.8742 | 0.9355 | 0.7635 | 0.8638 | 0.5127 | 0.8614 | 0.8889 | 0.8370 | 0.8686 | 0.6282 | 0.7341 | 0.3908 | 0.7819 | 0.6706 | 0.7706 |
| 0.3112 | 13.35 | 4940 | 0.5104 | 0.6689 | 0.7953 | 0.8617 | 0.9164 | 0.7723 | 0.8737 | 0.5058 | 0.8841 | 0.8805 | 0.7345 | 0.8573 | 0.5902 | 0.7306 | 0.3881 | 0.7777 | 0.6673 | 0.6712 |
| 0.4289 | 13.41 | 4960 | 0.5219 | 0.6649 | 0.7876 | 0.8594 | 0.9094 | 0.7240 | 0.8878 | 0.4985 | 0.8909 | 0.8749 | 0.7277 | 0.8528 | 0.5980 | 0.7172 | 0.3781 | 0.7776 | 0.6656 | 0.6647 |
| 0.2058 | 13.46 | 4980 | 0.5227 | 0.6759 | 0.7930 | 0.8669 | 0.9435 | 0.7176 | 0.8552 | 0.5027 | 0.8605 | 0.9027 | 0.7687 | 0.8578 | 0.6024 | 0.7330 | 0.3706 | 0.7828 | 0.6722 | 0.7125 |
| 0.5839 | 13.51 | 5000 | 0.5075 | 0.6682 | 0.7884 | 0.8627 | 0.9513 | 0.7326 | 0.8487 | 0.5318 | 0.8632 | 0.8632 | 0.7278 | 0.8558 | 0.6033 | 0.7273 | 0.3575 | 0.7817 | 0.6749 | 0.6768 |
| 0.1233 | 13.57 | 5020 | 0.5305 | 0.6624 | 0.7835 | 0.8596 | 0.9296 | 0.7342 | 0.8590 | 0.5038 | 0.8875 | 0.8703 | 0.6999 | 0.8539 | 0.6089 | 0.7281 | 0.3595 | 0.7853 | 0.6540 | 0.6474 |
| 0.2409 | 13.62 | 5040 | 0.5526 | 0.6643 | 0.7865 | 0.8590 | 0.9143 | 0.7376 | 0.8545 | 0.5088 | 0.8909 | 0.8622 | 0.7369 | 0.8535 | 0.6143 | 0.7219 | 0.3644 | 0.7786 | 0.6514 | 0.6662 |
| 0.4213 | 13.68 | 5060 | 0.5389 | 0.6670 | 0.7850 | 0.8606 | 0.9288 | 0.7144 | 0.8416 | 0.5393 | 0.8892 | 0.8555 | 0.7265 | 0.8568 | 0.6081 | 0.7361 | 0.3728 | 0.7778 | 0.6542 | 0.6633 |
| 0.2416 | 13.73 | 5080 | 0.5370 | 0.6679 | 0.7892 | 0.8606 | 0.9207 | 0.7313 | 0.8550 | 0.5162 | 0.8822 | 0.8779 | 0.7415 | 0.8588 | 0.6102 | 0.7342 | 0.3676 | 0.7715 | 0.6579 | 0.6750 |
| 0.6472 | 13.78 | 5100 | 0.5285 | 0.6685 | 0.7919 | 0.8606 | 0.9298 | 0.7272 | 0.8624 | 0.5235 | 0.8621 | 0.8868 | 0.7515 | 0.8615 | 0.6080 | 0.7289 | 0.3784 | 0.7678 | 0.6530 | 0.6816 |
| 0.7657 | 13.84 | 5120 | 0.5148 | 0.6697 | 0.7884 | 0.8636 | 0.9334 | 0.7171 | 0.8642 | 0.4935 | 0.8686 | 0.8795 | 0.7629 | 0.8658 | 0.6050 | 0.7241 | 0.3698 | 0.7743 | 0.6591 | 0.6896 |
| 0.2385 | 13.89 | 5140 | 0.4964 | 0.6713 | 0.7887 | 0.8643 | 0.9251 | 0.7185 | 0.8649 | 0.5156 | 0.8924 | 0.8646 | 0.7397 | 0.8605 | 0.6091 | 0.7209 | 0.3661 | 0.7801 | 0.6690 | 0.6938 |
| 0.1648 | 13.95 | 5160 | 0.5069 | 0.6773 | 0.7953 | 0.8655 | 0.9185 | 0.7397 | 0.8457 | 0.5376 | 0.8966 | 0.8707 | 0.7582 | 0.8591 | 0.6131 | 0.7420 | 0.3609 | 0.7750 | 0.6888 | 0.7021 |
| 0.2672 | 14.0 | 5180 | 0.5107 | 0.6794 | 0.7943 | 0.8662 | 0.9331 | 0.7316 | 0.8427 | 0.5352 | 0.8796 | 0.8693 | 0.7685 | 0.8589 | 0.6089 | 0.7265 | 0.3813 | 0.7705 | 0.6964 | 0.7134 |
| 0.0874 | 14.05 | 5200 | 0.5256 | 0.6709 | 0.7988 | 0.8605 | 0.9250 | 0.7574 | 0.8671 | 0.5427 | 0.8636 | 0.9008 | 0.7353 | 0.8593 | 0.6160 | 0.7214 | 0.3903 | 0.7671 | 0.6500 | 0.6922 |
| 1.8131 | 14.11 | 5220 | 0.5220 | 0.6748 | 0.8032 | 0.8621 | 0.9015 | 0.7559 | 0.8876 | 0.5350 | 0.8759 | 0.8773 | 0.7892 | 0.8512 | 0.6119 | 0.7098 | 0.3841 | 0.7730 | 0.6839 | 0.7094 |
| 0.2457 | 14.16 | 5240 | 0.5254 | 0.6746 | 0.7956 | 0.8648 | 0.9265 | 0.7368 | 0.8868 | 0.5110 | 0.8754 | 0.8858 | 0.7465 | 0.8595 | 0.6088 | 0.7185 | 0.3877 | 0.7792 | 0.6681 | 0.7003 |
| 0.2768 | 14.22 | 5260 | 0.4932 | 0.6799 | 0.7958 | 0.8664 | 0.9272 | 0.7368 | 0.8656 | 0.5168 | 0.8791 | 0.8755 | 0.7698 | 0.8554 | 0.6150 | 0.7237 | 0.3848 | 0.7768 | 0.6957 | 0.7080 |
| 0.0822 | 14.27 | 5280 | 0.5282 | 0.6783 | 0.7965 | 0.8654 | 0.9291 | 0.7412 | 0.8635 | 0.4991 | 0.8651 | 0.9011 | 0.7766 | 0.8580 | 0.6140 | 0.7225 | 0.3893 | 0.7704 | 0.6701 | 0.7235 |
| 0.2053 | 14.32 | 5300 | 0.5090 | 0.6840 | 0.8027 | 0.8685 | 0.9244 | 0.7388 | 0.8672 | 0.5286 | 0.8694 | 0.8816 | 0.8091 | 0.8569 | 0.6139 | 0.7189 | 0.3871 | 0.7780 | 0.7011 | 0.7321 |
| 0.3327 | 14.38 | 5320 | 0.5246 | 0.6783 | 0.7848 | 0.8658 | 0.9278 | 0.7153 | 0.8424 | 0.4848 | 0.8936 | 0.8622 | 0.7675 | 0.8513 | 0.6095 | 0.7220 | 0.3875 | 0.7770 | 0.7067 | 0.6943 |
| 0.1328 | 14.43 | 5340 | 0.5043 | 0.6856 | 0.8064 | 0.8697 | 0.9265 | 0.7344 | 0.8480 | 0.5526 | 0.8656 | 0.8967 | 0.8212 | 0.8609 | 0.6168 | 0.7234 | 0.3855 | 0.7790 | 0.6835 | 0.7499 |
| 0.2624 | 14.49 | 5360 | 0.5109 | 0.6863 | 0.8074 | 0.8714 | 0.9346 | 0.7357 | 0.8667 | 0.5547 | 0.8627 | 0.8859 | 0.8115 | 0.8641 | 0.6146 | 0.7227 | 0.3810 | 0.7855 | 0.6935 | 0.7425 |
| 0.2006 | 14.54 | 5380 | 0.4980 | 0.6843 | 0.8061 | 0.8701 | 0.9343 | 0.7429 | 0.8562 | 0.5670 | 0.8722 | 0.8890 | 0.7808 | 0.8639 | 0.6174 | 0.7142 | 0.3805 | 0.7846 | 0.6899 | 0.7395 |
| 0.1824 | 14.59 | 5400 | 0.5096 | 0.6786 | 0.7923 | 0.8675 | 0.9338 | 0.7243 | 0.8290 | 0.5202 | 0.8885 | 0.8992 | 0.7508 | 0.8629 | 0.6143 | 0.7134 | 0.3900 | 0.7809 | 0.6735 | 0.7152 |
| 0.2048 | 14.65 | 5420 | 0.4913 | 0.6844 | 0.8054 | 0.8700 | 0.9245 | 0.7762 | 0.8460 | 0.5138 | 0.8725 | 0.8854 | 0.8195 | 0.8598 | 0.6171 | 0.7065 | 0.3925 | 0.7859 | 0.6857 | 0.7433 |
| 0.4006 | 14.7 | 5440 | 0.5003 | 0.6725 | 0.7905 | 0.8650 | 0.9261 | 0.7556 | 0.8507 | 0.4435 | 0.8715 | 0.9046 | 0.7814 | 0.8599 | 0.6152 | 0.7038 | 0.3600 | 0.7750 | 0.6755 | 0.7180 |
| 0.2531 | 14.76 | 5460 | 0.4879 | 0.6764 | 0.7882 | 0.8670 | 0.9288 | 0.7380 | 0.8424 | 0.4583 | 0.8833 | 0.8819 | 0.7846 | 0.8608 | 0.6130 | 0.7222 | 0.3602 | 0.7742 | 0.6867 | 0.7180 |
| 0.1882 | 14.81 | 5480 | 0.4832 | 0.6770 | 0.7953 | 0.8671 | 0.9255 | 0.7753 | 0.8370 | 0.4739 | 0.8833 | 0.8939 | 0.7778 | 0.8623 | 0.6132 | 0.7212 | 0.3605 | 0.7753 | 0.6790 | 0.7274 |
| 0.2064 | 14.86 | 5500 | 0.4735 | 0.6824 | 0.8012 | 0.8692 | 0.9312 | 0.7581 | 0.8566 | 0.5143 | 0.8731 | 0.8857 | 0.7898 | 0.8612 | 0.6140 | 0.7186 | 0.3652 | 0.7761 | 0.6899 | 0.7517 |
| 1.184 | 14.92 | 5520 | 0.4909 | 0.6796 | 0.7967 | 0.8679 | 0.9356 | 0.7664 | 0.8453 | 0.4997 | 0.8736 | 0.8738 | 0.7825 | 0.8606 | 0.6173 | 0.7067 | 0.3677 | 0.7751 | 0.6860 | 0.7439 |
| 0.2516 | 14.97 | 5540 | 0.5036 | 0.6669 | 0.7881 | 0.8611 | 0.9364 | 0.7464 | 0.8549 | 0.4775 | 0.8634 | 0.9092 | 0.7289 | 0.8627 | 0.6088 | 0.7127 | 0.3740 | 0.7672 | 0.6494 | 0.6938 |
| 0.3358 | 15.03 | 5560 | 0.4775 | 0.6868 | 0.7939 | 0.8723 | 0.9291 | 0.7258 | 0.8612 | 0.4767 | 0.8926 | 0.8796 | 0.7921 | 0.8661 | 0.6185 | 0.7262 | 0.3699 | 0.7763 | 0.7008 | 0.7496 |
| 0.2884 | 15.08 | 5580 | 0.4784 | 0.6830 | 0.7981 | 0.8694 | 0.9276 | 0.7285 | 0.8225 | 0.5186 | 0.8751 | 0.8891 | 0.8251 | 0.8636 | 0.6121 | 0.7219 | 0.3693 | 0.7725 | 0.6927 | 0.7489 |
| 0.1912 | 15.14 | 5600 | 0.4907 | 0.6810 | 0.7931 | 0.8691 | 0.9235 | 0.7514 | 0.8572 | 0.4865 | 0.8933 | 0.8373 | 0.8028 | 0.8613 | 0.6123 | 0.7265 | 0.3623 | 0.7769 | 0.6957 | 0.7319 |
| 0.2123 | 15.19 | 5620 | 0.5058 | 0.6768 | 0.7915 | 0.8675 | 0.9217 | 0.7386 | 0.8624 | 0.4891 | 0.8955 | 0.8602 | 0.7733 | 0.8646 | 0.6088 | 0.7306 | 0.3748 | 0.7818 | 0.6757 | 0.7013 |
| 0.1442 | 15.24 | 5640 | 0.4941 | 0.6725 | 0.7917 | 0.8667 | 0.9344 | 0.7281 | 0.8706 | 0.5157 | 0.8887 | 0.8789 | 0.7258 | 0.8640 | 0.5996 | 0.7236 | 0.3650 | 0.7883 | 0.6704 | 0.6964 |
| 0.3268 | 15.3 | 5660 | 0.4726 | 0.6900 | 0.8025 | 0.8746 | 0.9392 | 0.7109 | 0.8571 | 0.5436 | 0.8761 | 0.8729 | 0.8175 | 0.8676 | 0.6071 | 0.7361 | 0.3789 | 0.7863 | 0.6998 | 0.7541 |
| 0.1346 | 15.35 | 5680 | 0.5099 | 0.6762 | 0.7845 | 0.8682 | 0.9291 | 0.7056 | 0.8440 | 0.4873 | 0.9038 | 0.8617 | 0.7602 | 0.8671 | 0.5962 | 0.7343 | 0.3867 | 0.7839 | 0.6724 | 0.6924 |
| 0.1552 | 15.41 | 5700 | 0.5091 | 0.6770 | 0.7896 | 0.8675 | 0.9334 | 0.7179 | 0.8304 | 0.5079 | 0.8879 | 0.8831 | 0.7669 | 0.8674 | 0.6062 | 0.7304 | 0.3915 | 0.7816 | 0.6645 | 0.6972 |
| 0.2739 | 15.46 | 5720 | 0.4854 | 0.6818 | 0.7958 | 0.8702 | 0.9308 | 0.7345 | 0.8509 | 0.4874 | 0.8801 | 0.8946 | 0.7923 | 0.8685 | 0.6125 | 0.7309 | 0.3812 | 0.7808 | 0.6737 | 0.7253 |
| 0.2156 | 15.51 | 5740 | 0.4731 | 0.6835 | 0.7979 | 0.8710 | 0.9304 | 0.7510 | 0.8526 | 0.4908 | 0.8846 | 0.8890 | 0.7869 | 0.8675 | 0.6113 | 0.7342 | 0.3863 | 0.7842 | 0.6799 | 0.7209 |
| 0.2013 | 15.57 | 5760 | 0.4961 | 0.6882 | 0.8011 | 0.8739 | 0.9186 | 0.7628 | 0.8485 | 0.4896 | 0.8978 | 0.8555 | 0.8349 | 0.8615 | 0.6045 | 0.7156 | 0.3894 | 0.7920 | 0.6970 | 0.7572 |
| 0.1138 | 15.62 | 5780 | 0.5189 | 0.6675 | 0.7816 | 0.8632 | 0.9371 | 0.7159 | 0.8528 | 0.4915 | 0.8926 | 0.8796 | 0.7014 | 0.8604 | 0.5961 | 0.7214 | 0.3945 | 0.7862 | 0.6546 | 0.6596 |
| 0.1717 | 15.68 | 5800 | 0.4771 | 0.6812 | 0.7994 | 0.8688 | 0.9233 | 0.7309 | 0.8893 | 0.5013 | 0.8751 | 0.8847 | 0.7909 | 0.8645 | 0.6063 | 0.7145 | 0.3889 | 0.7784 | 0.6887 | 0.7271 |
| 0.145 | 15.73 | 5820 | 0.4821 | 0.6879 | 0.8018 | 0.8723 | 0.9235 | 0.7312 | 0.8697 | 0.4904 | 0.8754 | 0.8946 | 0.8276 | 0.8645 | 0.6110 | 0.7303 | 0.3846 | 0.7788 | 0.6943 | 0.7518 |
| 0.1478 | 15.78 | 5840 | 0.4487 | 0.6904 | 0.7995 | 0.8753 | 0.9353 | 0.7295 | 0.8364 | 0.4992 | 0.8838 | 0.8825 | 0.8296 | 0.8699 | 0.6110 | 0.7228 | 0.3867 | 0.7867 | 0.7015 | 0.7539 |
| 0.2065 | 15.84 | 5860 | 0.4444 | 0.6956 | 0.7982 | 0.8802 | 0.9518 | 0.7037 | 0.8404 | 0.4966 | 0.8807 | 0.8763 | 0.8380 | 0.8696 | 0.6083 | 0.7172 | 0.3907 | 0.8014 | 0.7014 | 0.7805 |
| 0.2238 | 15.89 | 5880 | 0.4495 | 0.6952 | 0.8011 | 0.8789 | 0.9417 | 0.7128 | 0.8180 | 0.5268 | 0.8907 | 0.8827 | 0.8351 | 0.8681 | 0.6068 | 0.7271 | 0.3977 | 0.8007 | 0.6982 | 0.7677 |
| 0.4265 | 15.95 | 5900 | 0.4619 | 0.6934 | 0.8080 | 0.8759 | 0.9331 | 0.7314 | 0.8722 | 0.5381 | 0.8790 | 0.8932 | 0.8093 | 0.8694 | 0.6150 | 0.7354 | 0.3971 | 0.7908 | 0.6958 | 0.7503 |
| 0.184 | 16.0 | 5920 | 0.4537 | 0.6885 | 0.7972 | 0.8727 | 0.9250 | 0.7163 | 0.8451 | 0.5246 | 0.9008 | 0.8730 | 0.7955 | 0.8670 | 0.6138 | 0.7320 | 0.3988 | 0.7847 | 0.6925 | 0.7305 |
| 0.117 | 16.05 | 5940 | 0.4749 | 0.6852 | 0.8001 | 0.8713 | 0.9247 | 0.7221 | 0.8719 | 0.5021 | 0.8786 | 0.8940 | 0.8075 | 0.8685 | 0.6100 | 0.7328 | 0.3909 | 0.7809 | 0.6802 | 0.7333 |
| 0.2419 | 16.11 | 5960 | 0.4945 | 0.6816 | 0.7971 | 0.8706 | 0.9351 | 0.7259 | 0.8734 | 0.4895 | 0.8738 | 0.9049 | 0.7771 | 0.8727 | 0.6139 | 0.7283 | 0.3879 | 0.7840 | 0.6624 | 0.7220 |
| 0.169 | 16.16 | 5980 | 0.4624 | 0.6953 | 0.8065 | 0.8768 | 0.9330 | 0.7431 | 0.8578 | 0.5194 | 0.8858 | 0.8966 | 0.8101 | 0.8724 | 0.6145 | 0.7379 | 0.3954 | 0.7833 | 0.6916 | 0.7721 |
| 0.8402 | 16.22 | 6000 | 0.4915 | 0.6863 | 0.7946 | 0.8717 | 0.9411 | 0.7182 | 0.8662 | 0.5007 | 0.8852 | 0.9008 | 0.7499 | 0.8645 | 0.6069 | 0.7359 | 0.3976 | 0.7805 | 0.6958 | 0.7230 |
| 0.1921 | 16.27 | 6020 | 0.4983 | 0.6774 | 0.7943 | 0.8655 | 0.9330 | 0.7389 | 0.8524 | 0.5452 | 0.8925 | 0.8915 | 0.7067 | 0.8620 | 0.5967 | 0.7429 | 0.4068 | 0.7745 | 0.6789 | 0.6800 |
| 0.1016 | 16.32 | 6040 | 0.5132 | 0.6827 | 0.7929 | 0.8676 | 0.9337 | 0.7171 | 0.8531 | 0.5350 | 0.8927 | 0.8880 | 0.7308 | 0.8602 | 0.6087 | 0.7406 | 0.3948 | 0.7705 | 0.7007 | 0.7033 |
| 0.1321 | 16.38 | 6060 | 0.5703 | 0.6799 | 0.7838 | 0.8673 | 0.9375 | 0.7166 | 0.8419 | 0.5102 | 0.9107 | 0.8677 | 0.7023 | 0.8563 | 0.6045 | 0.7403 | 0.3986 | 0.7776 | 0.6987 | 0.6835 |
| 0.2588 | 16.43 | 6080 | 0.5038 | 0.6789 | 0.7921 | 0.8679 | 0.9409 | 0.7241 | 0.8702 | 0.5235 | 0.8874 | 0.8805 | 0.7180 | 0.8599 | 0.6080 | 0.7334 | 0.3892 | 0.7838 | 0.6834 | 0.6946 |
| 0.1616 | 16.49 | 6100 | 0.5008 | 0.6786 | 0.7817 | 0.8693 | 0.9425 | 0.7019 | 0.8361 | 0.4896 | 0.9078 | 0.8767 | 0.7174 | 0.8608 | 0.6008 | 0.7287 | 0.3979 | 0.7891 | 0.6841 | 0.6890 |
| 0.1174 | 16.54 | 6120 | 0.5136 | 0.6788 | 0.7847 | 0.8676 | 0.9282 | 0.7261 | 0.8527 | 0.4666 | 0.9034 | 0.8697 | 0.7461 | 0.8618 | 0.6112 | 0.7263 | 0.3941 | 0.7783 | 0.6869 | 0.6928 |
| 0.8829 | 16.59 | 6140 | 0.5435 | 0.6658 | 0.7803 | 0.8609 | 0.9335 | 0.7219 | 0.8690 | 0.4571 | 0.8802 | 0.8912 | 0.7093 | 0.8585 | 0.5971 | 0.7269 | 0.3926 | 0.7756 | 0.6506 | 0.6590 |
| 0.1366 | 16.65 | 6160 | 0.5220 | 0.6651 | 0.7877 | 0.8611 | 0.9316 | 0.7367 | 0.8599 | 0.5083 | 0.8806 | 0.8891 | 0.7073 | 0.8642 | 0.5871 | 0.7303 | 0.3922 | 0.7774 | 0.6486 | 0.6558 |
| 0.1399 | 16.7 | 6180 | 0.5332 | 0.6649 | 0.7904 | 0.8606 | 0.9308 | 0.7560 | 0.8570 | 0.5150 | 0.8799 | 0.8936 | 0.7005 | 0.8631 | 0.5878 | 0.7308 | 0.3925 | 0.7783 | 0.6487 | 0.6527 |
| 0.266 | 16.76 | 6200 | 0.5124 | 0.6742 | 0.7956 | 0.8654 | 0.9316 | 0.7323 | 0.8586 | 0.5206 | 0.8727 | 0.9015 | 0.7522 | 0.8684 | 0.6032 | 0.7330 | 0.3861 | 0.7765 | 0.6560 | 0.6963 |
| 0.2649 | 16.81 | 6220 | 0.5171 | 0.6725 | 0.7852 | 0.8663 | 0.9347 | 0.7277 | 0.8480 | 0.4835 | 0.8970 | 0.8849 | 0.7209 | 0.8695 | 0.6000 | 0.7310 | 0.3904 | 0.7823 | 0.6594 | 0.6751 |
| 2.2747 | 16.86 | 6240 | 0.5286 | 0.6687 | 0.7812 | 0.8665 | 0.9317 | 0.7407 | 0.8781 | 0.4345 | 0.9044 | 0.8685 | 0.7106 | 0.8681 | 0.5999 | 0.7045 | 0.3671 | 0.7879 | 0.6804 | 0.6732 |
| 0.1122 | 16.92 | 6260 | 0.4876 | 0.6884 | 0.8043 | 0.8722 | 0.9329 | 0.7668 | 0.8413 | 0.5248 | 0.8815 | 0.8900 | 0.7927 | 0.8648 | 0.6196 | 0.7319 | 0.3912 | 0.7845 | 0.6951 | 0.7317 |
| 0.2894 | 16.97 | 6280 | 0.5100 | 0.6860 | 0.7993 | 0.8707 | 0.9320 | 0.7503 | 0.8545 | 0.5291 | 0.8886 | 0.8604 | 0.7802 | 0.8606 | 0.6155 | 0.7410 | 0.3827 | 0.7826 | 0.6966 | 0.7231 |
| 0.1169 | 17.03 | 6300 | 0.5046 | 0.6815 | 0.8032 | 0.8676 | 0.9283 | 0.7455 | 0.8495 | 0.5613 | 0.8758 | 0.8846 | 0.7773 | 0.8608 | 0.6071 | 0.7506 | 0.3785 | 0.7773 | 0.6805 | 0.7160 |
| 0.2227 | 17.08 | 6320 | 0.5002 | 0.6814 | 0.8028 | 0.8680 | 0.9301 | 0.7329 | 0.8725 | 0.5459 | 0.8674 | 0.8878 | 0.7832 | 0.8623 | 0.6103 | 0.7470 | 0.3782 | 0.7787 | 0.6770 | 0.7161 |
| 0.1101 | 17.14 | 6340 | 0.4999 | 0.6758 | 0.7907 | 0.8667 | 0.9315 | 0.7144 | 0.8719 | 0.5299 | 0.8909 | 0.8479 | 0.7486 | 0.8619 | 0.6019 | 0.7417 | 0.3779 | 0.7832 | 0.6762 | 0.6879 |
| 0.1437 | 17.19 | 6360 | 0.5290 | 0.6673 | 0.7899 | 0.8631 | 0.9377 | 0.7547 | 0.8732 | 0.5188 | 0.8884 | 0.8779 | 0.6791 | 0.8575 | 0.5889 | 0.7352 | 0.3865 | 0.7897 | 0.6619 | 0.6513 |
| 0.7185 | 17.24 | 6380 | 0.5790 | 0.6682 | 0.7805 | 0.8639 | 0.9411 | 0.7334 | 0.8508 | 0.4772 | 0.8999 | 0.8882 | 0.6731 | 0.8590 | 0.5941 | 0.7330 | 0.3891 | 0.7858 | 0.6616 | 0.6545 |
| 0.3752 | 17.3 | 6400 | 0.5241 | 0.6768 | 0.7824 | 0.8701 | 0.9385 | 0.7039 | 0.8697 | 0.4734 | 0.9097 | 0.8628 | 0.7186 | 0.8677 | 0.5918 | 0.7389 | 0.3852 | 0.7882 | 0.6722 | 0.6938 |
| 0.101 | 17.35 | 6420 | 0.5049 | 0.6820 | 0.7883 | 0.8719 | 0.9314 | 0.7332 | 0.8491 | 0.5022 | 0.9208 | 0.8349 | 0.7465 | 0.8685 | 0.5986 | 0.7431 | 0.3875 | 0.7886 | 0.6731 | 0.7144 |
| 0.4648 | 17.41 | 6440 | 0.5267 | 0.6766 | 0.8002 | 0.8671 | 0.9242 | 0.7590 | 0.8573 | 0.5398 | 0.8887 | 0.8778 | 0.7548 | 0.8669 | 0.5976 | 0.7437 | 0.3816 | 0.7840 | 0.6692 | 0.6931 |
| 0.5598 | 17.46 | 6460 | 0.5149 | 0.6740 | 0.7945 | 0.8666 | 0.9288 | 0.7208 | 0.8709 | 0.5463 | 0.8908 | 0.8628 | 0.7414 | 0.8689 | 0.5913 | 0.7395 | 0.3863 | 0.7849 | 0.6647 | 0.6823 |
| 0.0913 | 17.51 | 6480 | 0.5095 | 0.6764 | 0.7965 | 0.8685 | 0.9310 | 0.7228 | 0.8837 | 0.5317 | 0.8892 | 0.8834 | 0.7336 | 0.8715 | 0.5949 | 0.7359 | 0.3874 | 0.7868 | 0.6595 | 0.6988 |
| 0.1733 | 17.57 | 6500 | 0.5256 | 0.6716 | 0.7921 | 0.8653 | 0.9297 | 0.7368 | 0.8625 | 0.5225 | 0.8949 | 0.8936 | 0.7049 | 0.8687 | 0.6039 | 0.7238 | 0.3840 | 0.7833 | 0.6579 | 0.6798 |
| 0.7268 | 17.62 | 6520 | 0.4883 | 0.6747 | 0.7932 | 0.8688 | 0.9317 | 0.7246 | 0.8573 | 0.5250 | 0.8981 | 0.8793 | 0.7362 | 0.8733 | 0.5938 | 0.7345 | 0.3736 | 0.7891 | 0.6568 | 0.7019 |
| 0.2392 | 17.68 | 6540 | 0.4983 | 0.6666 | 0.7928 | 0.8632 | 0.9244 | 0.7257 | 0.8657 | 0.5250 | 0.8802 | 0.8837 | 0.7445 | 0.8673 | 0.5872 | 0.7311 | 0.3645 | 0.7822 | 0.6515 | 0.6821 |
| 0.1811 | 17.73 | 6560 | 0.5077 | 0.6626 | 0.7896 | 0.8596 | 0.9255 | 0.7218 | 0.8771 | 0.5201 | 0.8716 | 0.8853 | 0.7257 | 0.8601 | 0.5912 | 0.7290 | 0.3689 | 0.7789 | 0.6489 | 0.6610 |
| 0.2697 | 17.78 | 6580 | 0.5188 | 0.6660 | 0.7872 | 0.8638 | 0.9206 | 0.7355 | 0.8661 | 0.4757 | 0.8947 | 0.8859 | 0.7322 | 0.8631 | 0.5895 | 0.7234 | 0.3580 | 0.7850 | 0.6570 | 0.6856 |
| 0.2092 | 17.84 | 6600 | 0.5315 | 0.6624 | 0.7773 | 0.8644 | 0.9377 | 0.7148 | 0.8839 | 0.4149 | 0.8829 | 0.8823 | 0.7249 | 0.8670 | 0.5864 | 0.7235 | 0.3363 | 0.7820 | 0.6631 | 0.6784 |
| 0.398 | 17.89 | 6620 | 0.5081 | 0.6737 | 0.7919 | 0.8690 | 0.9337 | 0.7491 | 0.8786 | 0.4616 | 0.8882 | 0.8941 | 0.7377 | 0.8725 | 0.5942 | 0.7292 | 0.3660 | 0.7871 | 0.6626 | 0.7044 |
| 0.3194 | 17.95 | 6640 | 0.4716 | 0.6859 | 0.7981 | 0.8741 | 0.9285 | 0.7433 | 0.8710 | 0.4712 | 0.8930 | 0.8892 | 0.7903 | 0.8727 | 0.6026 | 0.7407 | 0.3823 | 0.7891 | 0.6850 | 0.7286 |
| 0.2433 | 18.0 | 6660 | 0.4902 | 0.6914 | 0.8036 | 0.8760 | 0.9318 | 0.7383 | 0.8735 | 0.4998 | 0.8872 | 0.8944 | 0.7999 | 0.8716 | 0.6073 | 0.7360 | 0.3931 | 0.7898 | 0.6931 | 0.7490 |
| 0.1648 | 18.05 | 6680 | 0.4797 | 0.6898 | 0.7959 | 0.8760 | 0.9243 | 0.7241 | 0.8808 | 0.4618 | 0.9013 | 0.8655 | 0.8135 | 0.8672 | 0.6111 | 0.7216 | 0.3737 | 0.7907 | 0.7048 | 0.7595 |
| 0.1684 | 18.11 | 6700 | 0.4691 | 0.6936 | 0.8063 | 0.8770 | 0.9272 | 0.7503 | 0.8499 | 0.5170 | 0.8959 | 0.8905 | 0.8132 | 0.8714 | 0.6087 | 0.7342 | 0.3881 | 0.7903 | 0.6978 | 0.7648 |
| 0.4593 | 18.16 | 6720 | 0.4752 | 0.6897 | 0.8013 | 0.8753 | 0.9295 | 0.7261 | 0.8724 | 0.5019 | 0.8917 | 0.8933 | 0.7941 | 0.8690 | 0.6072 | 0.7277 | 0.3847 | 0.7899 | 0.6932 | 0.7562 |
| 0.217 | 18.22 | 6740 | 0.4584 | 0.6936 | 0.8007 | 0.8775 | 0.9300 | 0.7042 | 0.8778 | 0.5180 | 0.8981 | 0.8637 | 0.8132 | 0.8705 | 0.6094 | 0.7351 | 0.3823 | 0.7914 | 0.7045 | 0.7623 |
| 0.5066 | 18.27 | 6760 | 0.4653 | 0.6879 | 0.7997 | 0.8745 | 0.9274 | 0.7379 | 0.8540 | 0.5139 | 0.9032 | 0.8761 | 0.7852 | 0.8711 | 0.6087 | 0.7330 | 0.3891 | 0.7921 | 0.6871 | 0.7341 |
| 0.2053 | 18.32 | 6780 | 0.4726 | 0.6925 | 0.8045 | 0.8777 | 0.9298 | 0.7446 | 0.8693 | 0.4990 | 0.8920 | 0.8742 | 0.8226 | 0.8739 | 0.6127 | 0.7349 | 0.3867 | 0.7974 | 0.6933 | 0.7486 |
| 0.4129 | 18.38 | 6800 | 0.4768 | 0.6978 | 0.8085 | 0.8801 | 0.9418 | 0.7218 | 0.8670 | 0.5094 | 0.8666 | 0.8905 | 0.8623 | 0.8759 | 0.6187 | 0.7339 | 0.3836 | 0.7929 | 0.6987 | 0.7807 |
| 0.2414 | 18.43 | 6820 | 0.4853 | 0.6974 | 0.8091 | 0.8796 | 0.9323 | 0.7369 | 0.8549 | 0.5041 | 0.8765 | 0.8935 | 0.8656 | 0.8722 | 0.6181 | 0.7342 | 0.3866 | 0.7964 | 0.7011 | 0.7734 |
| 0.2057 | 18.49 | 6840 | 0.4845 | 0.6937 | 0.8025 | 0.8768 | 0.9332 | 0.7181 | 0.8599 | 0.5064 | 0.8842 | 0.8906 | 0.8250 | 0.8675 | 0.6146 | 0.7339 | 0.3905 | 0.7920 | 0.7020 | 0.7558 |
| 0.5205 | 18.54 | 6860 | 0.4946 | 0.6853 | 0.7987 | 0.8727 | 0.9293 | 0.7190 | 0.8716 | 0.5031 | 0.8847 | 0.8857 | 0.7974 | 0.8711 | 0.6133 | 0.7321 | 0.3810 | 0.7872 | 0.6872 | 0.7255 |
| 0.1792 | 18.59 | 6880 | 0.4973 | 0.6730 | 0.7836 | 0.8672 | 0.9357 | 0.7035 | 0.8645 | 0.4709 | 0.8905 | 0.8777 | 0.7426 | 0.8644 | 0.6014 | 0.7341 | 0.3724 | 0.7867 | 0.6692 | 0.6831 |
| 0.2469 | 18.65 | 6900 | 0.5070 | 0.6733 | 0.7917 | 0.8661 | 0.9268 | 0.7284 | 0.8730 | 0.5105 | 0.8932 | 0.8800 | 0.7303 | 0.8654 | 0.5962 | 0.7379 | 0.3813 | 0.7847 | 0.6711 | 0.6761 |
| 0.121 | 18.7 | 6920 | 0.4979 | 0.6719 | 0.7963 | 0.8649 | 0.9239 | 0.7379 | 0.8748 | 0.5208 | 0.8795 | 0.8870 | 0.7499 | 0.8681 | 0.5890 | 0.7402 | 0.3822 | 0.7795 | 0.6672 | 0.6771 |
| 0.1563 | 18.76 | 6940 | 0.4967 | 0.6730 | 0.7933 | 0.8667 | 0.9250 | 0.7491 | 0.8569 | 0.5207 | 0.9009 | 0.8640 | 0.7368 | 0.8689 | 0.5884 | 0.7399 | 0.3817 | 0.7866 | 0.6668 | 0.6787 |
| 0.2343 | 18.81 | 6960 | 0.4936 | 0.6793 | 0.7915 | 0.8704 | 0.9295 | 0.7238 | 0.8565 | 0.4964 | 0.9008 | 0.8730 | 0.7604 | 0.8696 | 0.6038 | 0.7387 | 0.3774 | 0.7893 | 0.6745 | 0.7017 |
| 0.1376 | 18.86 | 6980 | 0.5142 | 0.6753 | 0.7924 | 0.8683 | 0.9289 | 0.7285 | 0.8713 | 0.5054 | 0.8976 | 0.8839 | 0.7309 | 0.8687 | 0.5949 | 0.7384 | 0.3835 | 0.7889 | 0.6630 | 0.6897 |
| 0.2083 | 18.92 | 7000 | 0.5195 | 0.6759 | 0.7958 | 0.8676 | 0.9339 | 0.7296 | 0.8727 | 0.5400 | 0.8889 | 0.8783 | 0.7272 | 0.8680 | 0.5947 | 0.7409 | 0.3936 | 0.7878 | 0.6568 | 0.6896 |
| 0.1786 | 18.97 | 7020 | 0.5023 | 0.6787 | 0.7978 | 0.8671 | 0.9339 | 0.7409 | 0.8547 | 0.5385 | 0.8800 | 0.8896 | 0.7467 | 0.8673 | 0.6178 | 0.7436 | 0.3939 | 0.7835 | 0.6596 | 0.6852 |
| 0.1673 | 19.03 | 7040 | 0.5260 | 0.6756 | 0.7945 | 0.8652 | 0.9332 | 0.7680 | 0.8618 | 0.5078 | 0.8845 | 0.8876 | 0.7188 | 0.8675 | 0.6249 | 0.7469 | 0.3920 | 0.7802 | 0.6528 | 0.6651 |
| 0.2254 | 19.08 | 7060 | 0.5240 | 0.6706 | 0.7900 | 0.8640 | 0.9306 | 0.7045 | 0.8670 | 0.5283 | 0.8810 | 0.8821 | 0.7363 | 0.8658 | 0.5950 | 0.7366 | 0.3927 | 0.7820 | 0.6504 | 0.6715 |
| 0.2038 | 19.14 | 7080 | 0.5257 | 0.6761 | 0.7948 | 0.8674 | 0.9280 | 0.7311 | 0.8631 | 0.5331 | 0.8954 | 0.8774 | 0.7351 | 0.8683 | 0.6026 | 0.7370 | 0.3963 | 0.7888 | 0.6533 | 0.6862 |
| 0.2925 | 19.19 | 7100 | 0.5166 | 0.6740 | 0.7887 | 0.8663 | 0.9289 | 0.7246 | 0.8511 | 0.5130 | 0.8975 | 0.8619 | 0.7439 | 0.8687 | 0.6084 | 0.7321 | 0.3892 | 0.7841 | 0.6540 | 0.6817 |
| 0.1445 | 19.24 | 7120 | 0.4984 | 0.6781 | 0.7947 | 0.8677 | 0.9389 | 0.7432 | 0.8513 | 0.5214 | 0.8795 | 0.8744 | 0.7545 | 0.8679 | 0.6184 | 0.7336 | 0.3872 | 0.7840 | 0.6616 | 0.6938 |
| 0.2232 | 19.3 | 7140 | 0.5119 | 0.6790 | 0.7977 | 0.8684 | 0.9381 | 0.7644 | 0.8663 | 0.5223 | 0.8830 | 0.8705 | 0.7396 | 0.8708 | 0.6217 | 0.7404 | 0.3890 | 0.7854 | 0.6553 | 0.6901 |
| 0.1221 | 19.35 | 7160 | 0.4848 | 0.6841 | 0.7982 | 0.8704 | 0.9323 | 0.7526 | 0.8690 | 0.4965 | 0.8847 | 0.8897 | 0.7628 | 0.8701 | 0.6311 | 0.7414 | 0.3924 | 0.7851 | 0.6636 | 0.7048 |
| 0.1109 | 19.41 | 7180 | 0.5155 | 0.6769 | 0.7898 | 0.8682 | 0.9302 | 0.7215 | 0.8500 | 0.5056 | 0.9010 | 0.8859 | 0.7346 | 0.8693 | 0.6091 | 0.7354 | 0.3899 | 0.7869 | 0.6535 | 0.6941 |
| 0.1974 | 19.46 | 7200 | 0.5345 | 0.6743 | 0.7930 | 0.8656 | 0.9272 | 0.7396 | 0.8417 | 0.5285 | 0.8926 | 0.8780 | 0.7436 | 0.8685 | 0.6057 | 0.7366 | 0.3898 | 0.7805 | 0.6552 | 0.6839 |
| 0.1654 | 19.51 | 7220 | 0.5000 | 0.6864 | 0.8025 | 0.8726 | 0.9369 | 0.7333 | 0.8370 | 0.5406 | 0.8763 | 0.8840 | 0.8095 | 0.8691 | 0.6061 | 0.7386 | 0.3891 | 0.7867 | 0.6779 | 0.7376 |
| 0.1334 | 19.57 | 7240 | 0.5047 | 0.6852 | 0.7975 | 0.8716 | 0.9325 | 0.7230 | 0.8542 | 0.5253 | 0.8885 | 0.8737 | 0.7851 | 0.8695 | 0.6096 | 0.7357 | 0.3955 | 0.7839 | 0.6805 | 0.7214 |
| 0.341 | 19.62 | 7260 | 0.5075 | 0.6820 | 0.7910 | 0.8709 | 0.9375 | 0.6995 | 0.8525 | 0.5021 | 0.8868 | 0.8828 | 0.7761 | 0.8704 | 0.6041 | 0.7345 | 0.3944 | 0.7840 | 0.6729 | 0.7136 |
| 0.1156 | 19.68 | 7280 | 0.5026 | 0.6868 | 0.7984 | 0.8727 | 0.9301 | 0.7176 | 0.8696 | 0.5196 | 0.8890 | 0.8691 | 0.7940 | 0.8723 | 0.6087 | 0.7372 | 0.3998 | 0.7841 | 0.6834 | 0.7222 |
| 0.3066 | 19.73 | 7300 | 0.5020 | 0.6932 | 0.8067 | 0.8752 | 0.9263 | 0.7316 | 0.8810 | 0.5265 | 0.8803 | 0.8676 | 0.8337 | 0.8716 | 0.6139 | 0.7351 | 0.3987 | 0.7831 | 0.7003 | 0.7497 |
| 0.1444 | 19.78 | 7320 | 0.5167 | 0.6839 | 0.8013 | 0.8704 | 0.9346 | 0.7326 | 0.8579 | 0.5480 | 0.8801 | 0.8823 | 0.7738 | 0.8711 | 0.6064 | 0.7351 | 0.3994 | 0.7808 | 0.6806 | 0.7141 |
| 1.95 | 19.84 | 7340 | 0.5440 | 0.6768 | 0.7930 | 0.8676 | 0.9344 | 0.7220 | 0.8757 | 0.5189 | 0.8860 | 0.8754 | 0.7389 | 0.8715 | 0.6039 | 0.7322 | 0.3970 | 0.7814 | 0.6645 | 0.6873 |
| 1.7888 | 19.89 | 7360 | 0.5679 | 0.6691 | 0.7877 | 0.8623 | 0.9381 | 0.7295 | 0.8693 | 0.5271 | 0.8838 | 0.8738 | 0.6925 | 0.8615 | 0.5999 | 0.7336 | 0.3975 | 0.7792 | 0.6646 | 0.6472 |
| 0.154 | 19.95 | 7380 | 0.5072 | 0.6861 | 0.8004 | 0.8719 | 0.9345 | 0.7361 | 0.8560 | 0.5171 | 0.8805 | 0.8948 | 0.7841 | 0.8724 | 0.6143 | 0.7300 | 0.3928 | 0.7804 | 0.6856 | 0.7269 |
| 0.3593 | 20.0 | 7400 | 0.5257 | 0.6800 | 0.8007 | 0.8677 | 0.9346 | 0.7409 | 0.8535 | 0.5490 | 0.8740 | 0.8923 | 0.7604 | 0.8705 | 0.6091 | 0.7297 | 0.3919 | 0.7742 | 0.6760 | 0.7086 |
| 0.1941 | 20.05 | 7420 | 0.5089 | 0.6874 | 0.8040 | 0.8726 | 0.9337 | 0.7357 | 0.8694 | 0.5349 | 0.8768 | 0.8820 | 0.7956 | 0.8717 | 0.6105 | 0.7294 | 0.3906 | 0.7813 | 0.6909 | 0.7371 |
| 0.1581 | 20.11 | 7440 | 0.5325 | 0.6737 | 0.7884 | 0.8647 | 0.9332 | 0.7304 | 0.8395 | 0.5166 | 0.8906 | 0.8767 | 0.7315 | 0.8641 | 0.6095 | 0.7185 | 0.3931 | 0.7767 | 0.6738 | 0.6802 |
| 0.2148 | 20.16 | 7460 | 0.5160 | 0.6796 | 0.7909 | 0.8679 | 0.9294 | 0.7184 | 0.8309 | 0.5173 | 0.8956 | 0.8835 | 0.7614 | 0.8691 | 0.6119 | 0.7220 | 0.3967 | 0.7767 | 0.6781 | 0.7026 |
| 0.1271 | 20.22 | 7480 | 0.5087 | 0.6798 | 0.7889 | 0.8693 | 0.9360 | 0.7072 | 0.8544 | 0.5089 | 0.8977 | 0.8785 | 0.7394 | 0.8677 | 0.6087 | 0.7257 | 0.3957 | 0.7841 | 0.6786 | 0.6979 |
| 0.1316 | 20.27 | 7500 | 0.5033 | 0.6880 | 0.7962 | 0.8725 | 0.9331 | 0.7151 | 0.8572 | 0.5077 | 0.8874 | 0.8805 | 0.7922 | 0.8651 | 0.6153 | 0.7255 | 0.3913 | 0.7825 | 0.7059 | 0.7299 |
| 0.4032 | 20.32 | 7520 | 0.5064 | 0.6880 | 0.7929 | 0.8731 | 0.9350 | 0.7051 | 0.8463 | 0.4888 | 0.8889 | 0.8885 | 0.7977 | 0.8632 | 0.6112 | 0.7282 | 0.3911 | 0.7848 | 0.7061 | 0.7318 |
| 0.207 | 20.38 | 7540 | 0.5199 | 0.6817 | 0.7902 | 0.8691 | 0.9254 | 0.7202 | 0.8681 | 0.4813 | 0.8979 | 0.8785 | 0.7598 | 0.8629 | 0.6149 | 0.7332 | 0.3876 | 0.7804 | 0.6941 | 0.6991 |
| 0.1099 | 20.43 | 7560 | 0.5195 | 0.6835 | 0.7912 | 0.8705 | 0.9321 | 0.7222 | 0.8641 | 0.4706 | 0.8883 | 0.8883 | 0.7731 | 0.8642 | 0.6120 | 0.7367 | 0.3850 | 0.7806 | 0.6999 | 0.7060 |
| 0.1801 | 20.49 | 7580 | 0.5230 | 0.6800 | 0.7905 | 0.8692 | 0.9367 | 0.7052 | 0.8734 | 0.4894 | 0.8820 | 0.8902 | 0.7568 | 0.8667 | 0.6076 | 0.7391 | 0.3878 | 0.7819 | 0.6827 | 0.6942 |
| 0.0809 | 20.54 | 7600 | 0.5215 | 0.6806 | 0.7954 | 0.8674 | 0.9233 | 0.7404 | 0.8733 | 0.5074 | 0.8911 | 0.8789 | 0.7535 | 0.8619 | 0.6113 | 0.7408 | 0.3907 | 0.7767 | 0.6894 | 0.6935 |
| 0.0992 | 20.59 | 7620 | 0.5121 | 0.6866 | 0.7953 | 0.8724 | 0.9391 | 0.7167 | 0.8623 | 0.5051 | 0.8841 | 0.8797 | 0.7797 | 0.8671 | 0.6087 | 0.7405 | 0.3871 | 0.7826 | 0.7048 | 0.7155 |
| 0.6249 | 20.65 | 7640 | 0.5238 | 0.6816 | 0.7949 | 0.8697 | 0.9376 | 0.7324 | 0.8611 | 0.5039 | 0.8811 | 0.8871 | 0.7609 | 0.8683 | 0.6124 | 0.7366 | 0.3913 | 0.7822 | 0.6824 | 0.6982 |
| 1.5679 | 20.7 | 7660 | 0.5109 | 0.6792 | 0.7927 | 0.8688 | 0.9389 | 0.7168 | 0.8616 | 0.5110 | 0.8824 | 0.8913 | 0.7467 | 0.8705 | 0.6104 | 0.7370 | 0.3943 | 0.7836 | 0.6706 | 0.6880 |
| 0.1715 | 20.76 | 7680 | 0.5076 | 0.6869 | 0.7986 | 0.8727 | 0.9374 | 0.7230 | 0.8495 | 0.5173 | 0.8820 | 0.8947 | 0.7863 | 0.8703 | 0.6118 | 0.7321 | 0.3967 | 0.7855 | 0.6919 | 0.7198 |
| 0.6711 | 20.81 | 7700 | 0.5382 | 0.6744 | 0.7886 | 0.8651 | 0.9281 | 0.7354 | 0.8442 | 0.4929 | 0.8924 | 0.8941 | 0.7333 | 0.8664 | 0.6076 | 0.7321 | 0.3965 | 0.7762 | 0.6660 | 0.6759 |
| 0.2482 | 20.86 | 7720 | 0.5224 | 0.6740 | 0.7894 | 0.8654 | 0.9317 | 0.7294 | 0.8639 | 0.4960 | 0.8866 | 0.8881 | 0.7303 | 0.8655 | 0.6106 | 0.7320 | 0.3921 | 0.7811 | 0.6632 | 0.6734 |
| 0.2083 | 20.92 | 7740 | 0.5170 | 0.6784 | 0.7959 | 0.8669 | 0.9288 | 0.7479 | 0.8550 | 0.5201 | 0.8869 | 0.8836 | 0.7491 | 0.8648 | 0.6140 | 0.7363 | 0.3923 | 0.7809 | 0.6723 | 0.6880 |
| 0.3701 | 20.97 | 7760 | 0.5037 | 0.6839 | 0.7902 | 0.8728 | 0.9381 | 0.7243 | 0.8621 | 0.4892 | 0.9016 | 0.8499 | 0.7661 | 0.8699 | 0.6120 | 0.7381 | 0.3855 | 0.7917 | 0.6860 | 0.7041 |
| 0.2443 | 21.03 | 7780 | 0.5069 | 0.6859 | 0.7902 | 0.8746 | 0.9473 | 0.7138 | 0.8655 | 0.4929 | 0.8942 | 0.8377 | 0.7800 | 0.8687 | 0.6069 | 0.7391 | 0.3792 | 0.7947 | 0.6943 | 0.7184 |
| 0.2176 | 21.08 | 7800 | 0.5088 | 0.6823 | 0.7950 | 0.8713 | 0.9406 | 0.7203 | 0.8628 | 0.5135 | 0.8852 | 0.8855 | 0.7568 | 0.8710 | 0.6161 | 0.7394 | 0.3833 | 0.7903 | 0.6790 | 0.6969 |
| 0.2942 | 21.14 | 7820 | 0.5356 | 0.6779 | 0.7908 | 0.8690 | 0.9404 | 0.7272 | 0.8603 | 0.5145 | 0.8942 | 0.8714 | 0.7276 | 0.8696 | 0.6142 | 0.7381 | 0.3848 | 0.7905 | 0.6731 | 0.6749 |
| 0.142 | 21.19 | 7840 | 0.4776 | 0.6901 | 0.7998 | 0.8744 | 0.9381 | 0.7156 | 0.8709 | 0.5212 | 0.8836 | 0.8771 | 0.7918 | 0.8671 | 0.6170 | 0.7377 | 0.3865 | 0.7894 | 0.7061 | 0.7271 |
| 0.2145 | 21.24 | 7860 | 0.4926 | 0.6790 | 0.7936 | 0.8690 | 0.9391 | 0.7207 | 0.8682 | 0.5182 | 0.8860 | 0.8904 | 0.7327 | 0.8709 | 0.6172 | 0.7381 | 0.3890 | 0.7885 | 0.6703 | 0.6789 |
| 0.0617 | 21.3 | 7880 | 0.5276 | 0.6789 | 0.7894 | 0.8691 | 0.9364 | 0.7242 | 0.8753 | 0.4917 | 0.8966 | 0.8764 | 0.7251 | 0.8702 | 0.6186 | 0.7359 | 0.3878 | 0.7861 | 0.6776 | 0.6759 |
| 0.2212 | 21.35 | 7900 | 0.5370 | 0.6763 | 0.7908 | 0.8673 | 0.9365 | 0.7370 | 0.8749 | 0.4863 | 0.8865 | 0.8933 | 0.7212 | 0.8702 | 0.6181 | 0.7348 | 0.3838 | 0.7822 | 0.6748 | 0.6700 |
| 0.312 | 21.41 | 7920 | 0.5227 | 0.6796 | 0.7919 | 0.8691 | 0.9405 | 0.7370 | 0.8502 | 0.5056 | 0.8885 | 0.8779 | 0.7435 | 0.8703 | 0.6153 | 0.7371 | 0.3811 | 0.7821 | 0.6862 | 0.6850 |
| 0.2125 | 21.46 | 7940 | 0.5185 | 0.6748 | 0.7795 | 0.8672 | 0.9387 | 0.6971 | 0.8642 | 0.4716 | 0.9002 | 0.8588 | 0.7259 | 0.8667 | 0.6117 | 0.7354 | 0.3788 | 0.7802 | 0.6743 | 0.6764 |
| 0.1527 | 21.51 | 7960 | 0.5007 | 0.6814 | 0.7908 | 0.8698 | 0.9380 | 0.7251 | 0.8498 | 0.4966 | 0.8898 | 0.8788 | 0.7575 | 0.8722 | 0.6200 | 0.7344 | 0.3876 | 0.7794 | 0.6762 | 0.6998 |
| 0.2243 | 21.57 | 7980 | 0.5211 | 0.6778 | 0.7900 | 0.8682 | 0.9412 | 0.7306 | 0.8567 | 0.4932 | 0.8847 | 0.8883 | 0.7354 | 0.8708 | 0.6193 | 0.7294 | 0.3886 | 0.7823 | 0.6717 | 0.6825 |
| 0.1433 | 21.62 | 8000 | 0.5342 | 0.6745 | 0.7874 | 0.8667 | 0.9416 | 0.7228 | 0.8484 | 0.5006 | 0.8879 | 0.8916 | 0.7191 | 0.8695 | 0.6156 | 0.7281 | 0.3869 | 0.7838 | 0.6677 | 0.6702 |
| 0.1678 | 21.68 | 8020 | 0.4974 | 0.6824 | 0.7918 | 0.8719 | 0.9476 | 0.7247 | 0.8512 | 0.5012 | 0.8892 | 0.8878 | 0.7411 | 0.8708 | 0.6138 | 0.7301 | 0.3864 | 0.7900 | 0.6810 | 0.7045 |
| 0.2466 | 21.73 | 8040 | 0.5197 | 0.6810 | 0.7877 | 0.8716 | 0.9422 | 0.7214 | 0.8512 | 0.4944 | 0.9074 | 0.8750 | 0.7220 | 0.8725 | 0.6105 | 0.7324 | 0.3874 | 0.7891 | 0.6808 | 0.6946 |
| 0.4098 | 21.78 | 8060 | 0.5223 | 0.6811 | 0.7909 | 0.8715 | 0.9437 | 0.7399 | 0.8536 | 0.5059 | 0.9040 | 0.8698 | 0.7195 | 0.8730 | 0.6084 | 0.7306 | 0.3888 | 0.7888 | 0.6824 | 0.6957 |
| 0.094 | 21.84 | 8080 | 0.5396 | 0.6818 | 0.7980 | 0.8712 | 0.9365 | 0.7391 | 0.8514 | 0.5281 | 0.8945 | 0.9010 | 0.7353 | 0.8777 | 0.6117 | 0.7312 | 0.3915 | 0.7862 | 0.6676 | 0.7069 |
| 0.2217 | 21.89 | 8100 | 0.5046 | 0.6842 | 0.7971 | 0.8728 | 0.9371 | 0.7306 | 0.8655 | 0.5055 | 0.8908 | 0.8913 | 0.7590 | 0.8770 | 0.6120 | 0.7310 | 0.3859 | 0.7862 | 0.6794 | 0.7176 |
| 0.294 | 21.95 | 8120 | 0.5143 | 0.6807 | 0.7934 | 0.8700 | 0.9327 | 0.7232 | 0.8667 | 0.5107 | 0.8963 | 0.8823 | 0.7418 | 0.8719 | 0.6126 | 0.7328 | 0.3855 | 0.7832 | 0.6741 | 0.7044 |
| 0.1934 | 22.0 | 8140 | 0.5112 | 0.6770 | 0.7917 | 0.8687 | 0.9369 | 0.7239 | 0.8610 | 0.4937 | 0.8836 | 0.8916 | 0.7510 | 0.8735 | 0.6097 | 0.7321 | 0.3832 | 0.7840 | 0.6657 | 0.6909 |
| 0.1342 | 22.05 | 8160 | 0.5057 | 0.6763 | 0.7952 | 0.8675 | 0.9345 | 0.7419 | 0.8468 | 0.5223 | 0.8844 | 0.8913 | 0.7454 | 0.8721 | 0.6117 | 0.7314 | 0.3840 | 0.7832 | 0.6631 | 0.6887 |
| 0.1506 | 22.11 | 8180 | 0.5229 | 0.6771 | 0.7903 | 0.8687 | 0.9375 | 0.7146 | 0.8613 | 0.5122 | 0.8926 | 0.8790 | 0.7349 | 0.8730 | 0.6080 | 0.7313 | 0.3842 | 0.7842 | 0.6692 | 0.6895 |
| 0.3276 | 22.16 | 8200 | 0.5271 | 0.6768 | 0.7940 | 0.8680 | 0.9344 | 0.7460 | 0.8659 | 0.5031 | 0.8880 | 0.8864 | 0.7341 | 0.8718 | 0.6101 | 0.7318 | 0.3833 | 0.7820 | 0.6681 | 0.6903 |
| 0.2339 | 22.22 | 8220 | 0.5234 | 0.6779 | 0.7931 | 0.8686 | 0.9317 | 0.7349 | 0.8636 | 0.5048 | 0.8935 | 0.8831 | 0.7398 | 0.8725 | 0.6110 | 0.7340 | 0.3818 | 0.7816 | 0.6730 | 0.6915 |
| 0.2097 | 22.27 | 8240 | 0.5019 | 0.6783 | 0.7936 | 0.8680 | 0.9236 | 0.7483 | 0.8591 | 0.5027 | 0.8999 | 0.8705 | 0.7510 | 0.8677 | 0.6109 | 0.7357 | 0.3831 | 0.7817 | 0.6783 | 0.6906 |
| 0.1459 | 22.32 | 8260 | 0.5357 | 0.6805 | 0.7948 | 0.8711 | 0.9403 | 0.7397 | 0.8561 | 0.5113 | 0.8944 | 0.8894 | 0.7325 | 0.8777 | 0.6121 | 0.7327 | 0.3846 | 0.7865 | 0.6702 | 0.7000 |
| 0.7437 | 22.38 | 8280 | 0.5471 | 0.6814 | 0.7941 | 0.8718 | 0.9367 | 0.7416 | 0.8692 | 0.4944 | 0.9013 | 0.8907 | 0.7248 | 0.8779 | 0.6129 | 0.7334 | 0.3860 | 0.7874 | 0.6713 | 0.7008 |
| 0.1763 | 22.43 | 8300 | 0.5147 | 0.6815 | 0.7935 | 0.8709 | 0.9348 | 0.7316 | 0.8594 | 0.5087 | 0.9002 | 0.8828 | 0.7369 | 0.8726 | 0.6142 | 0.7353 | 0.3853 | 0.7866 | 0.6766 | 0.6999 |
| 0.1461 | 22.49 | 8320 | 0.5001 | 0.6816 | 0.7929 | 0.8718 | 0.9381 | 0.7340 | 0.8738 | 0.4993 | 0.8986 | 0.8619 | 0.7444 | 0.8733 | 0.6119 | 0.7342 | 0.3798 | 0.7890 | 0.6794 | 0.7040 |
| 0.1624 | 22.54 | 8340 | 0.5144 | 0.6805 | 0.7950 | 0.8703 | 0.9305 | 0.7476 | 0.8503 | 0.5124 | 0.9036 | 0.8828 | 0.7379 | 0.8729 | 0.6147 | 0.7343 | 0.3833 | 0.7871 | 0.6743 | 0.6972 |
| 0.1166 | 22.59 | 8360 | 0.4920 | 0.6822 | 0.7980 | 0.8715 | 0.9370 | 0.7486 | 0.8534 | 0.5222 | 0.8937 | 0.8821 | 0.7487 | 0.8741 | 0.6120 | 0.7346 | 0.3826 | 0.7889 | 0.6788 | 0.7043 |
| 0.2406 | 22.65 | 8380 | 0.5113 | 0.6810 | 0.7951 | 0.8713 | 0.9419 | 0.7427 | 0.8513 | 0.5138 | 0.8940 | 0.8895 | 0.7328 | 0.8756 | 0.6114 | 0.7331 | 0.3815 | 0.7875 | 0.6739 | 0.7037 |
| 0.2164 | 22.7 | 8400 | 0.5197 | 0.6801 | 0.7932 | 0.8714 | 0.9479 | 0.7313 | 0.8516 | 0.5113 | 0.8880 | 0.8874 | 0.7349 | 0.8754 | 0.6080 | 0.7325 | 0.3817 | 0.7887 | 0.6717 | 0.7027 |
| 0.0711 | 22.76 | 8420 | 0.5145 | 0.6792 | 0.7937 | 0.8700 | 0.9376 | 0.7308 | 0.8514 | 0.5097 | 0.8923 | 0.8977 | 0.7365 | 0.8730 | 0.6087 | 0.7326 | 0.3827 | 0.7858 | 0.6700 | 0.7018 |
| 1.7284 | 22.81 | 8440 | 0.5197 | 0.6780 | 0.7927 | 0.8701 | 0.9451 | 0.7356 | 0.8626 | 0.5069 | 0.8860 | 0.8777 | 0.7351 | 0.8738 | 0.6066 | 0.7315 | 0.3805 | 0.7879 | 0.6726 | 0.6928 |
| 0.0839 | 22.86 | 8460 | 0.5006 | 0.6780 | 0.7944 | 0.8689 | 0.9356 | 0.7455 | 0.8606 | 0.5022 | 0.8865 | 0.8807 | 0.7495 | 0.8699 | 0.6097 | 0.7310 | 0.3795 | 0.7857 | 0.6784 | 0.6916 |
| 0.4294 | 22.92 | 8480 | 0.4983 | 0.6785 | 0.7904 | 0.8700 | 0.9367 | 0.7301 | 0.8637 | 0.4983 | 0.8979 | 0.8649 | 0.7412 | 0.8708 | 0.6093 | 0.7308 | 0.3800 | 0.7884 | 0.6763 | 0.6938 |
| 0.3384 | 22.97 | 8500 | 0.5029 | 0.6773 | 0.7943 | 0.8686 | 0.9358 | 0.7419 | 0.8512 | 0.5113 | 0.8883 | 0.8888 | 0.7425 | 0.8709 | 0.6106 | 0.7324 | 0.3817 | 0.7865 | 0.6680 | 0.6914 |
| 1.8569 | 23.03 | 8520 | 0.5310 | 0.6761 | 0.7908 | 0.8679 | 0.9350 | 0.7399 | 0.8547 | 0.5020 | 0.8947 | 0.8770 | 0.7324 | 0.8696 | 0.6102 | 0.7327 | 0.3823 | 0.7853 | 0.6695 | 0.6833 |
| 0.6043 | 23.08 | 8540 | 0.5251 | 0.6743 | 0.7893 | 0.8664 | 0.9281 | 0.7420 | 0.8484 | 0.4935 | 0.8980 | 0.8791 | 0.7363 | 0.8669 | 0.6085 | 0.7338 | 0.3828 | 0.7840 | 0.6679 | 0.6761 |
| 0.2202 | 23.14 | 8560 | 0.5358 | 0.6746 | 0.7881 | 0.8665 | 0.9273 | 0.7239 | 0.8534 | 0.5002 | 0.9014 | 0.8795 | 0.7308 | 0.8674 | 0.6093 | 0.7336 | 0.3859 | 0.7844 | 0.6669 | 0.6743 |
| 0.1846 | 23.19 | 8580 | 0.5119 | 0.6752 | 0.7932 | 0.8665 | 0.9309 | 0.7311 | 0.8660 | 0.5129 | 0.8839 | 0.8793 | 0.7479 | 0.8671 | 0.6080 | 0.7341 | 0.3809 | 0.7821 | 0.6722 | 0.6823 |
| 0.1721 | 23.24 | 8600 | 0.5122 | 0.6763 | 0.7928 | 0.8674 | 0.9292 | 0.7419 | 0.8553 | 0.5101 | 0.8954 | 0.8783 | 0.7395 | 0.8679 | 0.6091 | 0.7343 | 0.3823 | 0.7846 | 0.6710 | 0.6846 |
| 0.2801 | 23.3 | 8620 | 0.5276 | 0.6734 | 0.7828 | 0.8671 | 0.9348 | 0.7094 | 0.8500 | 0.4708 | 0.8972 | 0.8815 | 0.7357 | 0.8663 | 0.6035 | 0.7325 | 0.3789 | 0.7856 | 0.6680 | 0.6790 |
| 0.1638 | 23.35 | 8640 | 0.5123 | 0.6732 | 0.7905 | 0.8659 | 0.9308 | 0.7345 | 0.8750 | 0.4869 | 0.8823 | 0.8773 | 0.7469 | 0.8665 | 0.6065 | 0.7315 | 0.3782 | 0.7822 | 0.6698 | 0.6777 |
| 1.9128 | 23.41 | 8660 | 0.5345 | 0.6739 | 0.7923 | 0.8662 | 0.9331 | 0.7188 | 0.8765 | 0.5143 | 0.8812 | 0.8869 | 0.7355 | 0.8676 | 0.6062 | 0.7314 | 0.3830 | 0.7832 | 0.6650 | 0.6811 |
| 1.0489 | 23.46 | 8680 | 0.5446 | 0.6751 | 0.7933 | 0.8667 | 0.9340 | 0.7323 | 0.8690 | 0.5165 | 0.8845 | 0.8831 | 0.7335 | 0.8679 | 0.6081 | 0.7333 | 0.3835 | 0.7829 | 0.6659 | 0.6840 |
| 0.2933 | 23.51 | 8700 | 0.5513 | 0.6768 | 0.7860 | 0.8688 | 0.9337 | 0.7175 | 0.8653 | 0.4820 | 0.9029 | 0.8707 | 0.7301 | 0.8684 | 0.6077 | 0.7338 | 0.3842 | 0.7862 | 0.6687 | 0.6883 |
| 0.2841 | 23.57 | 8720 | 0.5662 | 0.6760 | 0.7908 | 0.8673 | 0.9281 | 0.7269 | 0.8629 | 0.5086 | 0.8984 | 0.8762 | 0.7344 | 0.8683 | 0.6097 | 0.7335 | 0.3868 | 0.7846 | 0.6679 | 0.6814 |
| 0.3192 | 23.62 | 8740 | 0.5151 | 0.6740 | 0.7950 | 0.8652 | 0.9322 | 0.7345 | 0.8646 | 0.5196 | 0.8732 | 0.8906 | 0.7504 | 0.8673 | 0.6108 | 0.7345 | 0.3823 | 0.7796 | 0.6628 | 0.6810 |
| 0.2945 | 23.68 | 8760 | 0.5218 | 0.6741 | 0.7933 | 0.8653 | 0.9237 | 0.7304 | 0.8675 | 0.5127 | 0.8870 | 0.8842 | 0.7473 | 0.8674 | 0.6110 | 0.7339 | 0.3810 | 0.7798 | 0.6681 | 0.6775 |
| 0.173 | 23.73 | 8780 | 0.5260 | 0.6744 | 0.7940 | 0.8654 | 0.9224 | 0.7374 | 0.8668 | 0.5129 | 0.8897 | 0.8845 | 0.7440 | 0.8677 | 0.6105 | 0.7350 | 0.3815 | 0.7795 | 0.6688 | 0.6777 |
| 0.1498 | 23.78 | 8800 | 0.5042 | 0.6765 | 0.7926 | 0.8667 | 0.9257 | 0.7174 | 0.8679 | 0.5159 | 0.8885 | 0.8748 | 0.7580 | 0.8681 | 0.6123 | 0.7354 | 0.3806 | 0.7800 | 0.6742 | 0.6849 |
| 0.0628 | 23.84 | 8820 | 0.5065 | 0.6765 | 0.7942 | 0.8672 | 0.9338 | 0.7344 | 0.8609 | 0.5171 | 0.8822 | 0.8789 | 0.7521 | 0.8706 | 0.6099 | 0.7347 | 0.3810 | 0.7800 | 0.6713 | 0.6879 |
| 0.12 | 23.89 | 8840 | 0.5175 | 0.6765 | 0.7917 | 0.8677 | 0.9342 | 0.7372 | 0.8551 | 0.5112 | 0.8924 | 0.8728 | 0.7390 | 0.8720 | 0.6096 | 0.7340 | 0.3847 | 0.7809 | 0.6696 | 0.6846 |
| 0.1828 | 23.95 | 8860 | 0.5272 | 0.6766 | 0.7877 | 0.8687 | 0.9318 | 0.7333 | 0.8644 | 0.4636 | 0.8971 | 0.8824 | 0.7412 | 0.8723 | 0.6122 | 0.7335 | 0.3785 | 0.7828 | 0.6711 | 0.6858 |
| 0.2761 | 24.0 | 8880 | 0.5269 | 0.6771 | 0.7879 | 0.8688 | 0.9301 | 0.7261 | 0.8656 | 0.4762 | 0.9007 | 0.8750 | 0.7413 | 0.8722 | 0.6117 | 0.7335 | 0.3798 | 0.7829 | 0.6717 | 0.6877 |
| 1.1097 | 24.05 | 8900 | 0.5176 | 0.6770 | 0.7889 | 0.8686 | 0.9362 | 0.7309 | 0.8588 | 0.4816 | 0.8917 | 0.8785 | 0.7443 | 0.8715 | 0.6105 | 0.7336 | 0.3806 | 0.7824 | 0.6723 | 0.6882 |
| 0.2759 | 24.11 | 8920 | 0.5111 | 0.6767 | 0.7891 | 0.8682 | 0.9339 | 0.7259 | 0.8572 | 0.4883 | 0.8929 | 0.8823 | 0.7432 | 0.8718 | 0.6111 | 0.7340 | 0.3823 | 0.7823 | 0.6685 | 0.6867 |
| 0.0643 | 24.16 | 8940 | 0.5087 | 0.6755 | 0.7897 | 0.8675 | 0.9370 | 0.7159 | 0.8666 | 0.4982 | 0.8844 | 0.8843 | 0.7412 | 0.8713 | 0.6100 | 0.7323 | 0.3821 | 0.7823 | 0.6660 | 0.6847 |
| 0.1467 | 24.22 | 8960 | 0.5046 | 0.6763 | 0.7950 | 0.8670 | 0.9327 | 0.7317 | 0.8564 | 0.5256 | 0.8815 | 0.8848 | 0.7527 | 0.8704 | 0.6121 | 0.7336 | 0.3829 | 0.7815 | 0.6657 | 0.6877 |
| 0.1865 | 24.27 | 8980 | 0.5241 | 0.6766 | 0.7899 | 0.8681 | 0.9364 | 0.7199 | 0.8659 | 0.5070 | 0.8911 | 0.8708 | 0.7380 | 0.8715 | 0.6113 | 0.7323 | 0.3834 | 0.7827 | 0.6686 | 0.6866 |
| 0.1842 | 24.32 | 9000 | 0.4979 | 0.6790 | 0.7927 | 0.8690 | 0.9341 | 0.7321 | 0.8550 | 0.5174 | 0.8934 | 0.8620 | 0.7551 | 0.8709 | 0.6113 | 0.7331 | 0.3830 | 0.7828 | 0.6750 | 0.6970 |
| 0.0528 | 24.38 | 9020 | 0.5193 | 0.6771 | 0.7908 | 0.8683 | 0.9345 | 0.7213 | 0.8616 | 0.5022 | 0.8902 | 0.8840 | 0.7419 | 0.8717 | 0.6124 | 0.7323 | 0.3834 | 0.7829 | 0.6675 | 0.6895 |
| 0.1893 | 24.43 | 9040 | 0.5173 | 0.6782 | 0.7907 | 0.8694 | 0.9399 | 0.7252 | 0.8570 | 0.4868 | 0.8838 | 0.8877 | 0.7543 | 0.8727 | 0.6125 | 0.7311 | 0.3811 | 0.7840 | 0.6709 | 0.6950 |
| 0.1759 | 24.49 | 9060 | 0.5155 | 0.6764 | 0.7921 | 0.8674 | 0.9334 | 0.7182 | 0.8567 | 0.5086 | 0.8845 | 0.8965 | 0.7469 | 0.8720 | 0.6139 | 0.7314 | 0.3844 | 0.7817 | 0.6627 | 0.6885 |
| 0.1896 | 24.54 | 9080 | 0.5121 | 0.6775 | 0.7925 | 0.8680 | 0.9311 | 0.7251 | 0.8606 | 0.5117 | 0.8911 | 0.8795 | 0.7487 | 0.8717 | 0.6131 | 0.7323 | 0.3834 | 0.7820 | 0.6701 | 0.6897 |
| 0.097 | 24.59 | 9100 | 0.5051 | 0.6765 | 0.7968 | 0.8670 | 0.9281 | 0.7450 | 0.8606 | 0.5272 | 0.8877 | 0.8834 | 0.7455 | 0.8715 | 0.6118 | 0.7327 | 0.3834 | 0.7810 | 0.6668 | 0.6881 |
| 0.1805 | 24.65 | 9120 | 0.5159 | 0.6772 | 0.7903 | 0.8691 | 0.9392 | 0.7236 | 0.8545 | 0.4952 | 0.8883 | 0.8882 | 0.7431 | 0.8739 | 0.6115 | 0.7316 | 0.3833 | 0.7853 | 0.6660 | 0.6889 |
| 0.3628 | 24.7 | 9140 | 0.5198 | 0.6775 | 0.7916 | 0.8694 | 0.9440 | 0.7249 | 0.8512 | 0.5123 | 0.8869 | 0.8867 | 0.7350 | 0.8752 | 0.6109 | 0.7319 | 0.3835 | 0.7862 | 0.6653 | 0.6897 |
| 0.3653 | 24.76 | 9160 | 0.5124 | 0.6776 | 0.7880 | 0.8690 | 0.9339 | 0.7247 | 0.8638 | 0.4948 | 0.9016 | 0.8566 | 0.7407 | 0.8719 | 0.6108 | 0.7320 | 0.3820 | 0.7838 | 0.6716 | 0.6908 |
| 0.1246 | 24.81 | 9180 | 0.5082 | 0.6775 | 0.7904 | 0.8687 | 0.9335 | 0.7318 | 0.8510 | 0.5031 | 0.8974 | 0.8716 | 0.7442 | 0.8721 | 0.6109 | 0.7316 | 0.3828 | 0.7831 | 0.6710 | 0.6913 |
| 0.2485 | 24.86 | 9200 | 0.5061 | 0.6776 | 0.7883 | 0.8692 | 0.9368 | 0.7151 | 0.8535 | 0.4924 | 0.8944 | 0.8808 | 0.7454 | 0.8729 | 0.6106 | 0.7320 | 0.3827 | 0.7847 | 0.6695 | 0.6910 |
| 0.1355 | 24.92 | 9220 | 0.5291 | 0.6771 | 0.7901 | 0.8697 | 0.9456 | 0.7281 | 0.8457 | 0.5011 | 0.8880 | 0.8874 | 0.7350 | 0.8753 | 0.6097 | 0.7304 | 0.3820 | 0.7876 | 0.6642 | 0.6902 |
| 0.1582 | 24.97 | 9240 | 0.5086 | 0.6771 | 0.7899 | 0.8692 | 0.9396 | 0.7192 | 0.8602 | 0.4893 | 0.8863 | 0.8891 | 0.7453 | 0.8743 | 0.6111 | 0.7312 | 0.3814 | 0.7853 | 0.6664 | 0.6897 |
### Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.17.1
- Tokenizers 0.13.3
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