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---
license: other
base_model: nvidia/segformer-b3-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-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-b3-ade-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b3-finetuned-ade-512-512) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7613
- Mean Iou: 0.7092
- Mean Accuracy: 0.8104
- Overall Accuracy: 0.8790
- Accuracy Water: 0.9352
- Accuracy Whitewater: 0.8067
- Accuracy Sediment: 0.8732
- Accuracy Other Natural Terrain: 0.5054
- Accuracy Vegetation: 0.8997
- Accuracy Development: 0.8714
- Accuracy Unknown: 0.7814
- Iou Water: 0.8677
- Iou Whitewater: 0.6795
- Iou Sediment: 0.7649
- Iou Other Natural Terrain: 0.4259
- Iou Vegetation: 0.7883
- Iou Development: 0.7211
- Iou Unknown: 0.7170
## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7642 | 0.05 | 20 | 1.6699 | 0.1741 | 0.2887 | 0.4511 | 0.3629 | 0.3020 | 0.0122 | 0.0013 | 0.8998 | 0.1317 | 0.3106 | 0.3310 | 0.0708 | 0.0112 | 0.0013 | 0.3953 | 0.1007 | 0.3084 |
| 1.6158 | 0.11 | 40 | 1.3903 | 0.1804 | 0.2783 | 0.5516 | 0.6957 | 0.0198 | 0.1032 | 0.0000 | 0.9605 | 0.1077 | 0.0616 | 0.5309 | 0.0184 | 0.0965 | 0.0000 | 0.4589 | 0.0973 | 0.0606 |
| 1.3168 | 0.16 | 60 | 1.1710 | 0.2583 | 0.3483 | 0.6425 | 0.8324 | 0.0359 | 0.0669 | 0.0 | 0.9578 | 0.1157 | 0.4296 | 0.6688 | 0.0344 | 0.0630 | 0.0 | 0.5089 | 0.1094 | 0.4233 |
| 1.1024 | 0.22 | 80 | 1.0398 | 0.3143 | 0.4032 | 0.6865 | 0.8815 | 0.1083 | 0.1413 | 0.0 | 0.9619 | 0.2673 | 0.4620 | 0.6970 | 0.1041 | 0.1261 | 0.0 | 0.5725 | 0.2452 | 0.4549 |
| 1.0384 | 0.27 | 100 | 0.9307 | 0.3388 | 0.4315 | 0.7113 | 0.8919 | 0.0379 | 0.3662 | 0.0 | 0.9582 | 0.2753 | 0.4913 | 0.7137 | 0.0374 | 0.2526 | 0.0 | 0.6316 | 0.2550 | 0.4813 |
| 0.9056 | 0.32 | 120 | 0.8649 | 0.3988 | 0.5060 | 0.7415 | 0.9191 | 0.1051 | 0.4270 | 0.0 | 0.8743 | 0.7201 | 0.4965 | 0.7159 | 0.1038 | 0.3178 | 0.0 | 0.6739 | 0.4951 | 0.4849 |
| 1.1867 | 0.38 | 140 | 0.8470 | 0.4027 | 0.5076 | 0.7418 | 0.8363 | 0.0329 | 0.6586 | 0.0 | 0.9529 | 0.5761 | 0.4960 | 0.7494 | 0.0326 | 0.4722 | 0.0 | 0.6188 | 0.4643 | 0.4815 |
| 1.2778 | 0.43 | 160 | 0.8108 | 0.4419 | 0.5491 | 0.7656 | 0.8973 | 0.1895 | 0.5864 | 0.0 | 0.9145 | 0.7679 | 0.4885 | 0.7758 | 0.1848 | 0.4732 | 0.0 | 0.6536 | 0.5269 | 0.4791 |
| 0.8217 | 0.49 | 180 | 0.7507 | 0.4544 | 0.5750 | 0.7728 | 0.8801 | 0.1928 | 0.7543 | 0.0 | 0.8893 | 0.7924 | 0.5161 | 0.7912 | 0.1858 | 0.5100 | 0.0 | 0.6678 | 0.5398 | 0.4859 |
| 0.9801 | 0.54 | 200 | 0.7149 | 0.4827 | 0.5995 | 0.7819 | 0.9016 | 0.3829 | 0.7254 | 0.0 | 0.8848 | 0.7904 | 0.5117 | 0.8007 | 0.3571 | 0.5615 | 0.0 | 0.6774 | 0.4859 | 0.4966 |
| 0.7374 | 0.59 | 220 | 0.6885 | 0.4950 | 0.6159 | 0.7894 | 0.9068 | 0.3910 | 0.8448 | 0.0 | 0.8656 | 0.7859 | 0.5169 | 0.7839 | 0.3448 | 0.5749 | 0.0 | 0.6942 | 0.5774 | 0.4895 |
| 1.0931 | 0.65 | 240 | 0.6884 | 0.4889 | 0.6134 | 0.7885 | 0.9106 | 0.3515 | 0.8590 | 0.0 | 0.8554 | 0.8118 | 0.5059 | 0.7804 | 0.3041 | 0.5561 | 0.0 | 0.7017 | 0.5858 | 0.4941 |
| 0.7106 | 0.7 | 260 | 0.8052 | 0.4413 | 0.5511 | 0.7563 | 0.9400 | 0.3677 | 0.3526 | 0.0 | 0.8507 | 0.8081 | 0.5382 | 0.7137 | 0.3061 | 0.2825 | 0.0 | 0.6967 | 0.5709 | 0.5193 |
| 0.7133 | 0.76 | 280 | 0.6507 | 0.5368 | 0.6542 | 0.8106 | 0.8931 | 0.6564 | 0.8631 | 0.0 | 0.9353 | 0.6824 | 0.5491 | 0.8105 | 0.5066 | 0.5893 | 0.0 | 0.7211 | 0.5953 | 0.5350 |
| 0.5858 | 0.81 | 300 | 0.6587 | 0.5212 | 0.6453 | 0.7979 | 0.9158 | 0.6788 | 0.6528 | 0.0 | 0.8872 | 0.8580 | 0.5241 | 0.8226 | 0.5180 | 0.5725 | 0.0 | 0.6814 | 0.5427 | 0.5113 |
| 1.9447 | 0.86 | 320 | 0.6674 | 0.5300 | 0.6268 | 0.8098 | 0.9182 | 0.4960 | 0.7161 | 0.0 | 0.9369 | 0.7516 | 0.5691 | 0.8130 | 0.4323 | 0.6061 | 0.0 | 0.6974 | 0.6098 | 0.5515 |
| 0.6724 | 0.92 | 340 | 0.6814 | 0.5191 | 0.6635 | 0.7901 | 0.8573 | 0.6785 | 0.8412 | 0.0 | 0.8680 | 0.8745 | 0.5251 | 0.7797 | 0.5249 | 0.5634 | 0.0 | 0.7007 | 0.5512 | 0.5139 |
| 0.6738 | 0.97 | 360 | 0.6131 | 0.5509 | 0.6663 | 0.8173 | 0.9235 | 0.6190 | 0.8401 | 0.0 | 0.8883 | 0.8535 | 0.5396 | 0.8125 | 0.5326 | 0.6451 | 0.0 | 0.7219 | 0.6215 | 0.5229 |
| 0.7131 | 1.03 | 380 | 0.6163 | 0.5582 | 0.6734 | 0.8172 | 0.8994 | 0.7309 | 0.8445 | 0.0 | 0.9282 | 0.7832 | 0.5272 | 0.8228 | 0.5820 | 0.6580 | 0.0 | 0.7059 | 0.6249 | 0.5137 |
| 0.8373 | 1.08 | 400 | 0.6077 | 0.5569 | 0.6737 | 0.8216 | 0.9115 | 0.7745 | 0.8120 | 0.0 | 0.9381 | 0.7219 | 0.5579 | 0.8242 | 0.5463 | 0.6524 | 0.0 | 0.7230 | 0.6089 | 0.5435 |
| 0.7344 | 1.14 | 420 | 0.6830 | 0.5195 | 0.6628 | 0.7866 | 0.9541 | 0.6517 | 0.8366 | 0.0 | 0.7106 | 0.8978 | 0.5890 | 0.7943 | 0.5367 | 0.5415 | 0.0 | 0.6433 | 0.5580 | 0.5626 |
| 0.4357 | 1.19 | 440 | 0.5908 | 0.5761 | 0.6867 | 0.8298 | 0.9183 | 0.7028 | 0.8313 | 0.0 | 0.9032 | 0.8332 | 0.6181 | 0.8259 | 0.5906 | 0.6593 | 0.0 | 0.7274 | 0.6289 | 0.6005 |
| 0.3423 | 1.24 | 460 | 0.5857 | 0.5864 | 0.7004 | 0.8332 | 0.9054 | 0.7249 | 0.8626 | 0.0 | 0.8887 | 0.8351 | 0.6862 | 0.8155 | 0.6248 | 0.6348 | 0.0 | 0.7415 | 0.6395 | 0.6484 |
| 0.5952 | 1.3 | 480 | 0.6290 | 0.5592 | 0.6560 | 0.8170 | 0.9176 | 0.7224 | 0.7925 | 0.0 | 0.9532 | 0.6852 | 0.5208 | 0.8244 | 0.6165 | 0.6594 | 0.0 | 0.7002 | 0.6048 | 0.5091 |
| 0.7312 | 1.35 | 500 | 0.6103 | 0.5637 | 0.6829 | 0.8213 | 0.9303 | 0.7779 | 0.8384 | 0.0 | 0.8961 | 0.8243 | 0.5137 | 0.8265 | 0.6301 | 0.6668 | 0.0 | 0.7254 | 0.5968 | 0.5000 |
| 0.4683 | 1.41 | 520 | 0.6372 | 0.5599 | 0.6809 | 0.8165 | 0.9056 | 0.7946 | 0.8165 | 0.0 | 0.9156 | 0.8230 | 0.5109 | 0.8273 | 0.6414 | 0.6765 | 0.0 | 0.7153 | 0.5598 | 0.4988 |
| 0.3688 | 1.46 | 540 | 0.6608 | 0.5537 | 0.6561 | 0.8129 | 0.9313 | 0.7464 | 0.6851 | 0.0005 | 0.9196 | 0.7613 | 0.5485 | 0.7956 | 0.6248 | 0.5633 | 0.0005 | 0.7172 | 0.6407 | 0.5340 |
| 0.3681 | 1.51 | 560 | 0.5841 | 0.5800 | 0.7074 | 0.8296 | 0.9114 | 0.8080 | 0.8613 | 0.0000 | 0.8767 | 0.8714 | 0.6232 | 0.8230 | 0.6089 | 0.6616 | 0.0000 | 0.7287 | 0.6480 | 0.5899 |
| 0.455 | 1.57 | 580 | 0.6379 | 0.5682 | 0.6749 | 0.8230 | 0.9313 | 0.7373 | 0.8058 | 0.0008 | 0.9130 | 0.8057 | 0.5305 | 0.8181 | 0.6047 | 0.6666 | 0.0008 | 0.7166 | 0.6519 | 0.5186 |
| 0.57 | 1.62 | 600 | 0.6002 | 0.5727 | 0.6983 | 0.8273 | 0.9134 | 0.8255 | 0.8873 | 0.0001 | 0.9089 | 0.8164 | 0.5364 | 0.8227 | 0.5932 | 0.6616 | 0.0001 | 0.7306 | 0.6692 | 0.5317 |
| 0.3516 | 1.68 | 620 | 0.5615 | 0.5862 | 0.7111 | 0.8336 | 0.9078 | 0.8340 | 0.8216 | 0.0012 | 0.8920 | 0.8649 | 0.6558 | 0.8358 | 0.5994 | 0.6911 | 0.0012 | 0.7225 | 0.6421 | 0.6113 |
| 0.4446 | 1.73 | 640 | 0.5702 | 0.5957 | 0.6972 | 0.8386 | 0.9039 | 0.7710 | 0.8483 | 0.0002 | 0.9370 | 0.7354 | 0.6850 | 0.8382 | 0.6356 | 0.6933 | 0.0002 | 0.7234 | 0.6237 | 0.6553 |
| 1.1138 | 1.78 | 660 | 0.5697 | 0.5979 | 0.7156 | 0.8434 | 0.9065 | 0.7799 | 0.8291 | 0.0001 | 0.8949 | 0.8463 | 0.7525 | 0.8289 | 0.6005 | 0.6542 | 0.0001 | 0.7518 | 0.6442 | 0.7056 |
| 0.5918 | 1.84 | 680 | 0.5167 | 0.5994 | 0.7094 | 0.8458 | 0.9394 | 0.7790 | 0.8572 | 0.0047 | 0.8996 | 0.8256 | 0.6606 | 0.8389 | 0.5879 | 0.6878 | 0.0047 | 0.7481 | 0.6835 | 0.6452 |
| 0.4778 | 1.89 | 700 | 0.5767 | 0.5960 | 0.7142 | 0.8340 | 0.8730 | 0.8111 | 0.8841 | 0.0080 | 0.9204 | 0.8301 | 0.6728 | 0.8068 | 0.6549 | 0.6153 | 0.0080 | 0.7425 | 0.6861 | 0.6583 |
| 0.6689 | 1.95 | 720 | 0.5420 | 0.6104 | 0.7221 | 0.8482 | 0.9085 | 0.8333 | 0.8307 | 0.0255 | 0.9173 | 0.7881 | 0.7511 | 0.8325 | 0.6055 | 0.7094 | 0.0254 | 0.7499 | 0.6525 | 0.6974 |
| 1.893 | 2.0 | 740 | 0.5951 | 0.5883 | 0.7054 | 0.8367 | 0.9266 | 0.7935 | 0.7975 | 0.0057 | 0.9013 | 0.9111 | 0.6018 | 0.8317 | 0.6187 | 0.6962 | 0.0057 | 0.7446 | 0.6347 | 0.5865 |
| 0.3762 | 2.05 | 760 | 0.6041 | 0.5633 | 0.6763 | 0.8229 | 0.9138 | 0.6893 | 0.8762 | 0.0087 | 0.9142 | 0.7735 | 0.5580 | 0.8233 | 0.5721 | 0.6527 | 0.0087 | 0.7272 | 0.6313 | 0.5274 |
| 0.5576 | 2.11 | 780 | 0.5651 | 0.5721 | 0.7097 | 0.8199 | 0.8804 | 0.8350 | 0.8177 | 0.0152 | 0.8769 | 0.9241 | 0.6184 | 0.8135 | 0.6197 | 0.6973 | 0.0152 | 0.7296 | 0.5934 | 0.5359 |
| 0.4714 | 2.16 | 800 | 0.4983 | 0.6253 | 0.7352 | 0.8582 | 0.9377 | 0.8134 | 0.8719 | 0.0410 | 0.8881 | 0.8385 | 0.7560 | 0.8409 | 0.6150 | 0.7200 | 0.0409 | 0.7729 | 0.6906 | 0.6967 |
| 1.2051 | 2.22 | 820 | 0.5054 | 0.6172 | 0.7256 | 0.8501 | 0.9141 | 0.7940 | 0.8392 | 0.0436 | 0.9049 | 0.8325 | 0.7506 | 0.8408 | 0.6495 | 0.7252 | 0.0435 | 0.7561 | 0.6197 | 0.6853 |
| 0.2421 | 2.27 | 840 | 0.5026 | 0.6112 | 0.7294 | 0.8491 | 0.9194 | 0.8360 | 0.8872 | 0.0346 | 0.8828 | 0.7663 | 0.7797 | 0.8333 | 0.6152 | 0.6798 | 0.0345 | 0.7621 | 0.6667 | 0.6868 |
| 0.6917 | 2.32 | 860 | 0.4947 | 0.6065 | 0.7343 | 0.8447 | 0.9111 | 0.8352 | 0.8533 | 0.0498 | 0.8766 | 0.8971 | 0.7168 | 0.8411 | 0.6384 | 0.6910 | 0.0496 | 0.7628 | 0.6024 | 0.6599 |
| 0.2269 | 2.38 | 880 | 0.4963 | 0.6099 | 0.7354 | 0.8426 | 0.9023 | 0.8730 | 0.8372 | 0.1139 | 0.9161 | 0.8633 | 0.6419 | 0.8383 | 0.6218 | 0.7367 | 0.1128 | 0.7614 | 0.5984 | 0.5996 |
| 0.6035 | 2.43 | 900 | 0.4550 | 0.6421 | 0.7362 | 0.8638 | 0.9284 | 0.7679 | 0.8624 | 0.0968 | 0.9286 | 0.8148 | 0.7544 | 0.8509 | 0.6474 | 0.7274 | 0.0964 | 0.7718 | 0.6700 | 0.7305 |
| 0.8465 | 2.49 | 920 | 0.4764 | 0.6396 | 0.7425 | 0.8606 | 0.9218 | 0.7772 | 0.8555 | 0.0980 | 0.9038 | 0.8710 | 0.7704 | 0.8516 | 0.6517 | 0.7149 | 0.0978 | 0.7614 | 0.6709 | 0.7288 |
| 0.3546 | 2.54 | 940 | 0.4636 | 0.6444 | 0.7360 | 0.8683 | 0.9343 | 0.7923 | 0.8181 | 0.0691 | 0.9320 | 0.7953 | 0.8108 | 0.8502 | 0.6426 | 0.7042 | 0.0690 | 0.7811 | 0.6783 | 0.7854 |
| 0.5057 | 2.59 | 960 | 0.4754 | 0.6315 | 0.7412 | 0.8617 | 0.9241 | 0.8575 | 0.8383 | 0.0538 | 0.9121 | 0.8026 | 0.7999 | 0.8512 | 0.6429 | 0.6996 | 0.0537 | 0.7765 | 0.6575 | 0.7393 |
| 0.2862 | 2.65 | 980 | 0.5106 | 0.6088 | 0.7152 | 0.8436 | 0.9366 | 0.7928 | 0.8561 | 0.0851 | 0.9149 | 0.8273 | 0.5938 | 0.8461 | 0.6602 | 0.7275 | 0.0849 | 0.7500 | 0.6152 | 0.5776 |
| 0.4181 | 2.7 | 1000 | 0.5597 | 0.6053 | 0.7262 | 0.8386 | 0.9201 | 0.8461 | 0.8863 | 0.1007 | 0.9030 | 0.8624 | 0.5651 | 0.8481 | 0.6616 | 0.7152 | 0.1005 | 0.7379 | 0.6313 | 0.5422 |
| 0.3954 | 2.76 | 1020 | 0.5037 | 0.6259 | 0.7259 | 0.8496 | 0.9245 | 0.8067 | 0.8656 | 0.1011 | 0.9178 | 0.7763 | 0.6895 | 0.8392 | 0.6596 | 0.7198 | 0.1007 | 0.7450 | 0.6707 | 0.6467 |
| 0.254 | 2.81 | 1040 | 0.5001 | 0.6446 | 0.7660 | 0.8607 | 0.9098 | 0.8624 | 0.8650 | 0.1116 | 0.8660 | 0.9136 | 0.8339 | 0.8409 | 0.6434 | 0.7097 | 0.1109 | 0.7618 | 0.6799 | 0.7653 |
| 0.4925 | 2.86 | 1060 | 0.5392 | 0.6221 | 0.7218 | 0.8537 | 0.9332 | 0.7817 | 0.8101 | 0.0580 | 0.9194 | 0.8478 | 0.7023 | 0.8312 | 0.6484 | 0.6910 | 0.0578 | 0.7736 | 0.6751 | 0.6773 |
| 0.3821 | 2.92 | 1080 | 0.5041 | 0.6211 | 0.7373 | 0.8515 | 0.9228 | 0.8788 | 0.8460 | 0.0918 | 0.9179 | 0.8416 | 0.6624 | 0.8409 | 0.6212 | 0.7112 | 0.0913 | 0.7629 | 0.6833 | 0.6368 |
| 0.3027 | 2.97 | 1100 | 0.4728 | 0.6427 | 0.7526 | 0.8604 | 0.9333 | 0.7614 | 0.8818 | 0.1308 | 0.8640 | 0.9228 | 0.7739 | 0.8447 | 0.6419 | 0.7208 | 0.1296 | 0.7681 | 0.6637 | 0.7300 |
| 0.3572 | 3.03 | 1120 | 0.5109 | 0.6388 | 0.7469 | 0.8545 | 0.9342 | 0.8335 | 0.9024 | 0.1647 | 0.8906 | 0.8025 | 0.7001 | 0.8405 | 0.6553 | 0.7219 | 0.1612 | 0.7568 | 0.6722 | 0.6640 |
| 0.6269 | 3.08 | 1140 | 0.4645 | 0.6641 | 0.7651 | 0.8679 | 0.9289 | 0.8038 | 0.8241 | 0.2209 | 0.9024 | 0.8788 | 0.7965 | 0.8590 | 0.6555 | 0.7373 | 0.2170 | 0.7714 | 0.6514 | 0.7571 |
| 0.6726 | 3.14 | 1160 | 0.5041 | 0.6440 | 0.7509 | 0.8537 | 0.9274 | 0.8540 | 0.8209 | 0.2448 | 0.9249 | 0.8419 | 0.6420 | 0.8467 | 0.6484 | 0.7265 | 0.2219 | 0.7558 | 0.6836 | 0.6248 |
| 0.2253 | 3.19 | 1180 | 0.4808 | 0.6661 | 0.7738 | 0.8672 | 0.9238 | 0.8341 | 0.8564 | 0.2223 | 0.8885 | 0.8999 | 0.7918 | 0.8512 | 0.6724 | 0.7252 | 0.2170 | 0.7739 | 0.6637 | 0.7590 |
| 0.1953 | 3.24 | 1200 | 0.4971 | 0.6561 | 0.7559 | 0.8637 | 0.9387 | 0.8074 | 0.8676 | 0.1940 | 0.8993 | 0.8488 | 0.7360 | 0.8437 | 0.6742 | 0.7212 | 0.1899 | 0.7770 | 0.6727 | 0.7137 |
| 0.3769 | 3.3 | 1220 | 0.4940 | 0.6666 | 0.7711 | 0.8688 | 0.9114 | 0.7625 | 0.8894 | 0.2404 | 0.8942 | 0.8456 | 0.8539 | 0.8469 | 0.6319 | 0.7291 | 0.2308 | 0.7824 | 0.6923 | 0.7527 |
| 0.2919 | 3.35 | 1240 | 0.5256 | 0.6579 | 0.7656 | 0.8620 | 0.9147 | 0.8240 | 0.8073 | 0.2330 | 0.8878 | 0.8364 | 0.8558 | 0.8452 | 0.6436 | 0.7307 | 0.2249 | 0.7696 | 0.6866 | 0.7049 |
| 0.8137 | 3.41 | 1260 | 0.4615 | 0.6636 | 0.7540 | 0.8717 | 0.9342 | 0.7923 | 0.8602 | 0.1674 | 0.9233 | 0.7903 | 0.8106 | 0.8536 | 0.6677 | 0.7304 | 0.1640 | 0.7837 | 0.6665 | 0.7792 |
| 0.5517 | 3.46 | 1280 | 0.4785 | 0.6581 | 0.7697 | 0.8593 | 0.9169 | 0.8348 | 0.9019 | 0.2548 | 0.8847 | 0.8347 | 0.7602 | 0.8331 | 0.6732 | 0.7226 | 0.2237 | 0.7744 | 0.6886 | 0.6912 |
| 0.3323 | 3.51 | 1300 | 0.4658 | 0.6783 | 0.7893 | 0.8657 | 0.8912 | 0.8488 | 0.8672 | 0.3312 | 0.9038 | 0.8458 | 0.8372 | 0.8292 | 0.6626 | 0.7546 | 0.3087 | 0.7827 | 0.6763 | 0.7342 |
| 0.2235 | 3.57 | 1320 | 0.4687 | 0.6690 | 0.7668 | 0.8669 | 0.9418 | 0.8131 | 0.8607 | 0.2613 | 0.8989 | 0.8500 | 0.7420 | 0.8448 | 0.6721 | 0.7273 | 0.2491 | 0.7778 | 0.6867 | 0.7250 |
| 0.4178 | 3.62 | 1340 | 0.5271 | 0.6617 | 0.7577 | 0.8631 | 0.9271 | 0.8110 | 0.8500 | 0.2745 | 0.9291 | 0.7756 | 0.7368 | 0.8565 | 0.6700 | 0.7388 | 0.2480 | 0.7648 | 0.6509 | 0.7031 |
| 0.1709 | 3.68 | 1360 | 0.4917 | 0.6743 | 0.7839 | 0.8666 | 0.9345 | 0.8278 | 0.8188 | 0.3626 | 0.8856 | 0.8878 | 0.7699 | 0.8586 | 0.6593 | 0.7338 | 0.3077 | 0.7715 | 0.6556 | 0.7334 |
| 0.5981 | 3.73 | 1380 | 0.5301 | 0.6598 | 0.7651 | 0.8619 | 0.9562 | 0.8015 | 0.8527 | 0.3087 | 0.8823 | 0.8672 | 0.6870 | 0.8548 | 0.6651 | 0.7469 | 0.2630 | 0.7759 | 0.6539 | 0.6593 |
| 0.3507 | 3.78 | 1400 | 0.5341 | 0.6544 | 0.7687 | 0.8543 | 0.9212 | 0.7396 | 0.8167 | 0.4255 | 0.8876 | 0.8486 | 0.7416 | 0.8517 | 0.6158 | 0.7268 | 0.3144 | 0.7615 | 0.6660 | 0.6448 |
| 0.3053 | 3.84 | 1420 | 0.5660 | 0.6511 | 0.7660 | 0.8510 | 0.9112 | 0.7759 | 0.8743 | 0.3550 | 0.8915 | 0.8701 | 0.6838 | 0.8407 | 0.6537 | 0.7418 | 0.3087 | 0.7673 | 0.6443 | 0.6014 |
| 0.4962 | 3.89 | 1440 | 0.5701 | 0.6535 | 0.7465 | 0.8620 | 0.9387 | 0.7989 | 0.8546 | 0.2405 | 0.9323 | 0.7459 | 0.7148 | 0.8556 | 0.6701 | 0.7382 | 0.2139 | 0.7709 | 0.6388 | 0.6870 |
| 0.6165 | 3.95 | 1460 | 0.4963 | 0.6711 | 0.7622 | 0.8720 | 0.9393 | 0.7786 | 0.8285 | 0.2492 | 0.9198 | 0.8354 | 0.7850 | 0.8648 | 0.6480 | 0.7461 | 0.2351 | 0.7754 | 0.6862 | 0.7418 |
| 0.2898 | 4.0 | 1480 | 0.4906 | 0.6751 | 0.7688 | 0.8691 | 0.9254 | 0.7811 | 0.8763 | 0.3229 | 0.9206 | 0.7502 | 0.8053 | 0.8583 | 0.6574 | 0.7458 | 0.2937 | 0.7713 | 0.6572 | 0.7421 |
| 0.2248 | 4.05 | 1500 | 0.5393 | 0.6627 | 0.7700 | 0.8636 | 0.9304 | 0.7995 | 0.8683 | 0.2900 | 0.8898 | 0.8543 | 0.7578 | 0.8540 | 0.6586 | 0.7258 | 0.2434 | 0.7721 | 0.6835 | 0.7014 |
| 0.2432 | 4.11 | 1520 | 0.5233 | 0.6732 | 0.7773 | 0.8627 | 0.9456 | 0.7776 | 0.8200 | 0.4175 | 0.8811 | 0.8671 | 0.7321 | 0.8384 | 0.6516 | 0.7257 | 0.3281 | 0.7739 | 0.7027 | 0.6919 |
| 0.3847 | 4.16 | 1540 | 0.5011 | 0.6842 | 0.7816 | 0.8757 | 0.9203 | 0.7606 | 0.8733 | 0.3186 | 0.9076 | 0.8372 | 0.8534 | 0.8533 | 0.6504 | 0.7369 | 0.2841 | 0.7927 | 0.6897 | 0.7826 |
| 0.3696 | 4.22 | 1560 | 0.4968 | 0.6889 | 0.7971 | 0.8767 | 0.9334 | 0.8285 | 0.8607 | 0.3609 | 0.8816 | 0.8655 | 0.8492 | 0.8566 | 0.6483 | 0.7309 | 0.3169 | 0.7953 | 0.6897 | 0.7848 |
| 0.6256 | 4.27 | 1580 | 0.5060 | 0.6920 | 0.7930 | 0.8755 | 0.9256 | 0.7798 | 0.8598 | 0.3865 | 0.8937 | 0.8652 | 0.8407 | 0.8563 | 0.6671 | 0.7406 | 0.3277 | 0.7866 | 0.6882 | 0.7773 |
| 0.123 | 4.32 | 1600 | 0.5031 | 0.6911 | 0.7886 | 0.8762 | 0.9247 | 0.7878 | 0.8605 | 0.3802 | 0.9060 | 0.7956 | 0.8651 | 0.8568 | 0.6607 | 0.7431 | 0.3339 | 0.7893 | 0.6757 | 0.7782 |
| 0.4976 | 4.38 | 1620 | 0.5683 | 0.6833 | 0.7880 | 0.8669 | 0.9163 | 0.8146 | 0.8619 | 0.4185 | 0.9166 | 0.8540 | 0.7338 | 0.8554 | 0.6671 | 0.7501 | 0.3581 | 0.7683 | 0.6807 | 0.7033 |
| 0.3203 | 4.43 | 1640 | 0.5254 | 0.6852 | 0.7749 | 0.8705 | 0.9330 | 0.7844 | 0.8444 | 0.3818 | 0.9296 | 0.8045 | 0.7469 | 0.8568 | 0.6690 | 0.7506 | 0.3494 | 0.7741 | 0.6708 | 0.7259 |
| 0.233 | 4.49 | 1660 | 0.5000 | 0.7018 | 0.8034 | 0.8800 | 0.9299 | 0.8099 | 0.8661 | 0.4532 | 0.9113 | 0.8396 | 0.8138 | 0.8593 | 0.6544 | 0.7502 | 0.3850 | 0.8005 | 0.6767 | 0.7866 |
| 0.131 | 4.54 | 1680 | 0.5944 | 0.6698 | 0.7886 | 0.8628 | 0.9372 | 0.7772 | 0.8888 | 0.4697 | 0.8819 | 0.8800 | 0.6857 | 0.8514 | 0.6482 | 0.7408 | 0.3710 | 0.7992 | 0.6191 | 0.6589 |
| 0.1867 | 4.59 | 1700 | 0.5355 | 0.6948 | 0.8107 | 0.8731 | 0.9344 | 0.7717 | 0.8889 | 0.5399 | 0.8620 | 0.8469 | 0.8311 | 0.8511 | 0.6522 | 0.7434 | 0.3764 | 0.7892 | 0.6924 | 0.7588 |
| 0.2121 | 4.65 | 1720 | 0.5226 | 0.6934 | 0.7864 | 0.8759 | 0.9256 | 0.7900 | 0.8240 | 0.3943 | 0.9170 | 0.7991 | 0.8549 | 0.8562 | 0.6568 | 0.7473 | 0.3600 | 0.7847 | 0.6623 | 0.7868 |
| 0.4442 | 4.7 | 1740 | 0.5122 | 0.7049 | 0.8078 | 0.8802 | 0.9236 | 0.8008 | 0.8868 | 0.4509 | 0.8927 | 0.8270 | 0.8730 | 0.8555 | 0.6574 | 0.7461 | 0.3940 | 0.7971 | 0.6929 | 0.7914 |
| 0.2561 | 4.76 | 1760 | 0.5097 | 0.6952 | 0.8068 | 0.8723 | 0.9096 | 0.8027 | 0.8991 | 0.4735 | 0.8852 | 0.8207 | 0.8569 | 0.8460 | 0.6619 | 0.7383 | 0.3849 | 0.7870 | 0.6949 | 0.7534 |
| 0.3744 | 4.81 | 1780 | 0.5762 | 0.6562 | 0.7702 | 0.8561 | 0.9452 | 0.7934 | 0.8702 | 0.4003 | 0.8877 | 0.8651 | 0.6295 | 0.8485 | 0.6679 | 0.7432 | 0.3079 | 0.7800 | 0.6413 | 0.6049 |
| 0.2373 | 4.86 | 1800 | 0.5477 | 0.6547 | 0.7715 | 0.8550 | 0.9341 | 0.8386 | 0.8405 | 0.4085 | 0.9097 | 0.8517 | 0.6177 | 0.8506 | 0.6647 | 0.7467 | 0.3169 | 0.7802 | 0.6353 | 0.5885 |
| 0.1851 | 4.92 | 1820 | 0.5771 | 0.6565 | 0.7735 | 0.8503 | 0.9038 | 0.8391 | 0.8573 | 0.4305 | 0.9152 | 0.7979 | 0.6707 | 0.8329 | 0.6692 | 0.7400 | 0.3561 | 0.7732 | 0.6264 | 0.5974 |
| 0.3411 | 4.97 | 1840 | 0.5119 | 0.6813 | 0.7933 | 0.8647 | 0.9168 | 0.8103 | 0.8401 | 0.4585 | 0.9003 | 0.8885 | 0.7387 | 0.8526 | 0.6616 | 0.7445 | 0.3726 | 0.7722 | 0.6832 | 0.6821 |
| 0.1627 | 5.03 | 1860 | 0.5401 | 0.6720 | 0.7865 | 0.8627 | 0.9415 | 0.7899 | 0.9051 | 0.4505 | 0.8736 | 0.8287 | 0.7158 | 0.8537 | 0.6649 | 0.7325 | 0.3189 | 0.7719 | 0.6777 | 0.6844 |
| 0.4794 | 5.08 | 1880 | 0.5325 | 0.6793 | 0.7883 | 0.8638 | 0.9325 | 0.7814 | 0.8045 | 0.5115 | 0.8987 | 0.8550 | 0.7343 | 0.8504 | 0.6476 | 0.7384 | 0.3844 | 0.7738 | 0.6850 | 0.6754 |
| 0.2968 | 5.14 | 1900 | 0.5264 | 0.6856 | 0.7945 | 0.8692 | 0.9215 | 0.8237 | 0.8716 | 0.4383 | 0.9035 | 0.8371 | 0.7659 | 0.8560 | 0.6579 | 0.7421 | 0.3546 | 0.7767 | 0.7052 | 0.7065 |
| 0.1931 | 5.19 | 1920 | 0.4982 | 0.6967 | 0.8119 | 0.8715 | 0.9218 | 0.8092 | 0.8836 | 0.5354 | 0.8854 | 0.8679 | 0.7801 | 0.8595 | 0.6635 | 0.7479 | 0.4057 | 0.7762 | 0.7074 | 0.7163 |
| 0.5028 | 5.24 | 1940 | 0.4865 | 0.7072 | 0.8092 | 0.8816 | 0.9241 | 0.8274 | 0.8591 | 0.4211 | 0.8943 | 0.8659 | 0.8723 | 0.8576 | 0.6624 | 0.7439 | 0.3886 | 0.7961 | 0.7090 | 0.7929 |
| 0.1652 | 5.3 | 1960 | 0.5541 | 0.6710 | 0.7825 | 0.8574 | 0.8865 | 0.7954 | 0.8853 | 0.3600 | 0.8946 | 0.8783 | 0.7775 | 0.8322 | 0.6733 | 0.7533 | 0.3282 | 0.7663 | 0.6931 | 0.6504 |
| 0.3028 | 5.35 | 1980 | 0.4632 | 0.6915 | 0.7915 | 0.8730 | 0.9299 | 0.8132 | 0.8737 | 0.3976 | 0.9063 | 0.8558 | 0.7641 | 0.8598 | 0.6714 | 0.7551 | 0.3663 | 0.7806 | 0.6894 | 0.7178 |
| 0.2153 | 5.41 | 2000 | 0.6220 | 0.6541 | 0.7599 | 0.8520 | 0.9176 | 0.7605 | 0.8618 | 0.3876 | 0.9163 | 0.8224 | 0.6535 | 0.8475 | 0.6598 | 0.7495 | 0.3470 | 0.7667 | 0.6098 | 0.5987 |
| 0.5976 | 5.46 | 2020 | 0.5749 | 0.6739 | 0.7944 | 0.8628 | 0.9262 | 0.8053 | 0.8888 | 0.4578 | 0.8673 | 0.8466 | 0.7687 | 0.8499 | 0.6627 | 0.7494 | 0.3538 | 0.7848 | 0.6277 | 0.6892 |
| 0.1812 | 5.51 | 2040 | 0.5282 | 0.6862 | 0.7879 | 0.8738 | 0.9364 | 0.7998 | 0.8519 | 0.3850 | 0.8983 | 0.8406 | 0.8033 | 0.8570 | 0.6632 | 0.7337 | 0.3472 | 0.7966 | 0.6566 | 0.7492 |
| 0.3064 | 5.57 | 2060 | 0.5309 | 0.6847 | 0.7931 | 0.8699 | 0.9108 | 0.8068 | 0.8459 | 0.3914 | 0.8923 | 0.8551 | 0.8496 | 0.8434 | 0.6659 | 0.7385 | 0.3538 | 0.7964 | 0.6594 | 0.7352 |
| 0.2951 | 5.62 | 2080 | 0.5739 | 0.6811 | 0.7996 | 0.8617 | 0.8914 | 0.8086 | 0.8350 | 0.5265 | 0.8970 | 0.7884 | 0.8501 | 0.8313 | 0.6658 | 0.7353 | 0.4000 | 0.7862 | 0.6409 | 0.7082 |
| 0.2031 | 5.68 | 2100 | 0.5522 | 0.6730 | 0.7927 | 0.8585 | 0.9065 | 0.8260 | 0.8216 | 0.4632 | 0.8839 | 0.8735 | 0.7741 | 0.8449 | 0.6658 | 0.7263 | 0.3915 | 0.7747 | 0.6401 | 0.6673 |
| 0.1091 | 5.73 | 2120 | 0.5696 | 0.6742 | 0.7839 | 0.8621 | 0.9269 | 0.8129 | 0.8489 | 0.4785 | 0.9088 | 0.7822 | 0.7290 | 0.8612 | 0.6758 | 0.7399 | 0.3564 | 0.7655 | 0.6399 | 0.6809 |
| 0.6339 | 5.78 | 2140 | 0.5735 | 0.6845 | 0.7946 | 0.8695 | 0.9315 | 0.8040 | 0.8301 | 0.4774 | 0.8990 | 0.8546 | 0.7657 | 0.8610 | 0.6691 | 0.7390 | 0.3747 | 0.7893 | 0.6461 | 0.7126 |
| 0.1977 | 5.84 | 2160 | 0.6636 | 0.6630 | 0.7802 | 0.8553 | 0.9485 | 0.7973 | 0.8691 | 0.4899 | 0.8769 | 0.8494 | 0.6304 | 0.8548 | 0.6756 | 0.7360 | 0.3940 | 0.7771 | 0.6022 | 0.6014 |
| 0.1821 | 5.89 | 2180 | 0.5528 | 0.6861 | 0.7945 | 0.8705 | 0.9207 | 0.8272 | 0.8640 | 0.4390 | 0.9102 | 0.8252 | 0.7750 | 0.8518 | 0.6572 | 0.7439 | 0.3868 | 0.7954 | 0.6522 | 0.7155 |
| 0.3178 | 5.95 | 2200 | 0.4989 | 0.7168 | 0.8208 | 0.8843 | 0.9219 | 0.8031 | 0.8626 | 0.5303 | 0.9022 | 0.8588 | 0.8670 | 0.8654 | 0.6787 | 0.7565 | 0.4089 | 0.7958 | 0.6937 | 0.8186 |
| 0.1903 | 6.0 | 2220 | 0.5606 | 0.6787 | 0.7902 | 0.8636 | 0.9309 | 0.8103 | 0.8611 | 0.5126 | 0.9116 | 0.8291 | 0.6759 | 0.8525 | 0.6757 | 0.7541 | 0.3701 | 0.7789 | 0.6681 | 0.6514 |
| 0.2833 | 6.05 | 2240 | 0.5620 | 0.6807 | 0.7983 | 0.8644 | 0.9268 | 0.8434 | 0.8579 | 0.5070 | 0.9044 | 0.8698 | 0.6787 | 0.8547 | 0.6758 | 0.7542 | 0.3781 | 0.7802 | 0.6688 | 0.6529 |
| 0.2418 | 6.11 | 2260 | 0.5505 | 0.6805 | 0.7898 | 0.8647 | 0.9422 | 0.7859 | 0.8901 | 0.5280 | 0.8952 | 0.7832 | 0.7041 | 0.8573 | 0.6716 | 0.7501 | 0.3849 | 0.7738 | 0.6539 | 0.6721 |
| 0.2252 | 6.16 | 2280 | 0.5652 | 0.6728 | 0.7915 | 0.8613 | 0.9286 | 0.8299 | 0.8828 | 0.4556 | 0.8881 | 0.8772 | 0.6783 | 0.8577 | 0.6723 | 0.7418 | 0.3651 | 0.7720 | 0.6520 | 0.6488 |
| 0.3011 | 6.22 | 2300 | 0.5430 | 0.6779 | 0.7898 | 0.8644 | 0.9412 | 0.8307 | 0.8624 | 0.4695 | 0.8928 | 0.8345 | 0.6974 | 0.8553 | 0.6649 | 0.7418 | 0.3685 | 0.7744 | 0.6718 | 0.6684 |
| 0.2122 | 6.27 | 2320 | 0.5227 | 0.6807 | 0.7919 | 0.8644 | 0.9413 | 0.8013 | 0.8616 | 0.5139 | 0.8971 | 0.8590 | 0.6692 | 0.8619 | 0.6775 | 0.7510 | 0.3981 | 0.7753 | 0.6577 | 0.6438 |
| 0.1844 | 6.32 | 2340 | 0.5499 | 0.6706 | 0.7838 | 0.8614 | 0.9320 | 0.7995 | 0.9013 | 0.4303 | 0.8958 | 0.8736 | 0.6541 | 0.8609 | 0.6771 | 0.7307 | 0.3629 | 0.7736 | 0.6543 | 0.6349 |
| 0.2772 | 6.38 | 2360 | 0.5676 | 0.6693 | 0.7903 | 0.8585 | 0.9294 | 0.8483 | 0.8680 | 0.4617 | 0.8903 | 0.8894 | 0.6452 | 0.8541 | 0.6733 | 0.7376 | 0.3695 | 0.7694 | 0.6555 | 0.6254 |
| 0.2566 | 6.43 | 2380 | 0.6250 | 0.6619 | 0.7766 | 0.8533 | 0.9367 | 0.8065 | 0.8631 | 0.4641 | 0.8907 | 0.8596 | 0.6153 | 0.8483 | 0.6630 | 0.7507 | 0.3953 | 0.7679 | 0.6294 | 0.5787 |
| 0.3323 | 6.49 | 2400 | 0.5067 | 0.7154 | 0.8210 | 0.8836 | 0.9223 | 0.8125 | 0.9008 | 0.4915 | 0.8880 | 0.8616 | 0.8704 | 0.8611 | 0.6731 | 0.7533 | 0.4140 | 0.7975 | 0.7088 | 0.7998 |
| 0.2489 | 6.54 | 2420 | 0.5678 | 0.7036 | 0.8133 | 0.8760 | 0.9063 | 0.8346 | 0.8668 | 0.5156 | 0.9032 | 0.7811 | 0.8853 | 0.8540 | 0.6566 | 0.7593 | 0.4189 | 0.7852 | 0.6809 | 0.7702 |
| 0.2311 | 6.59 | 2440 | 0.4916 | 0.7172 | 0.8204 | 0.8842 | 0.9310 | 0.7975 | 0.8724 | 0.5405 | 0.8926 | 0.8430 | 0.8657 | 0.8610 | 0.6657 | 0.7604 | 0.4291 | 0.8003 | 0.7109 | 0.7931 |
| 0.2477 | 6.65 | 2460 | 0.5204 | 0.7035 | 0.8050 | 0.8789 | 0.9197 | 0.7999 | 0.8689 | 0.4751 | 0.9077 | 0.7987 | 0.8651 | 0.8574 | 0.6639 | 0.7600 | 0.3805 | 0.7907 | 0.6869 | 0.7853 |
| 0.1485 | 6.7 | 2480 | 0.4915 | 0.7107 | 0.8163 | 0.8813 | 0.9236 | 0.7980 | 0.8706 | 0.5387 | 0.9014 | 0.8269 | 0.8550 | 0.8622 | 0.6579 | 0.7607 | 0.4010 | 0.7895 | 0.7009 | 0.8027 |
| 0.4349 | 6.76 | 2500 | 0.5276 | 0.7002 | 0.7970 | 0.8775 | 0.9329 | 0.7774 | 0.8702 | 0.4441 | 0.8984 | 0.8198 | 0.8364 | 0.8511 | 0.6592 | 0.7567 | 0.3786 | 0.7927 | 0.6918 | 0.7714 |
| 0.3179 | 6.81 | 2520 | 0.5154 | 0.7088 | 0.8161 | 0.8808 | 0.9203 | 0.8226 | 0.8750 | 0.4807 | 0.8934 | 0.8627 | 0.8581 | 0.8562 | 0.6544 | 0.7548 | 0.3973 | 0.7935 | 0.7139 | 0.7916 |
| 0.1755 | 6.86 | 2540 | 0.5192 | 0.7066 | 0.8041 | 0.8798 | 0.9429 | 0.7978 | 0.8730 | 0.4760 | 0.8888 | 0.8054 | 0.8447 | 0.8578 | 0.6745 | 0.7443 | 0.3984 | 0.7910 | 0.6896 | 0.7907 |
| 0.3205 | 6.92 | 2560 | 0.5411 | 0.7057 | 0.8132 | 0.8799 | 0.9279 | 0.8140 | 0.8539 | 0.4790 | 0.8854 | 0.8720 | 0.8599 | 0.8584 | 0.6575 | 0.7472 | 0.3997 | 0.7957 | 0.6975 | 0.7837 |
| 0.2455 | 6.97 | 2580 | 0.5374 | 0.7049 | 0.8050 | 0.8813 | 0.9305 | 0.8131 | 0.8690 | 0.4408 | 0.8994 | 0.8181 | 0.8642 | 0.8580 | 0.6640 | 0.7500 | 0.3693 | 0.7973 | 0.7041 | 0.7917 |
| 0.1735 | 7.03 | 2600 | 0.5765 | 0.6996 | 0.8064 | 0.8777 | 0.9328 | 0.8060 | 0.8527 | 0.4451 | 0.8809 | 0.8905 | 0.8367 | 0.8585 | 0.6614 | 0.7508 | 0.3731 | 0.7923 | 0.6896 | 0.7711 |
| 0.2041 | 7.08 | 2620 | 0.5683 | 0.6950 | 0.8024 | 0.8727 | 0.9287 | 0.7972 | 0.8557 | 0.5188 | 0.8987 | 0.8203 | 0.7976 | 0.8582 | 0.6629 | 0.7510 | 0.3927 | 0.7829 | 0.6852 | 0.7325 |
| 0.8444 | 7.14 | 2640 | 0.5634 | 0.7047 | 0.8150 | 0.8789 | 0.9227 | 0.8060 | 0.8404 | 0.5489 | 0.8972 | 0.8200 | 0.8697 | 0.8613 | 0.6505 | 0.7530 | 0.3844 | 0.7876 | 0.6964 | 0.7995 |
| 0.0665 | 7.19 | 2660 | 0.6066 | 0.6905 | 0.7964 | 0.8716 | 0.9297 | 0.8205 | 0.8462 | 0.4586 | 0.8991 | 0.8252 | 0.7952 | 0.8595 | 0.6615 | 0.7441 | 0.3687 | 0.7771 | 0.6958 | 0.7269 |
| 0.2395 | 7.24 | 2680 | 0.5959 | 0.6956 | 0.8116 | 0.8710 | 0.9214 | 0.8399 | 0.8723 | 0.5090 | 0.8846 | 0.8723 | 0.7816 | 0.8600 | 0.6627 | 0.7525 | 0.3950 | 0.7708 | 0.7096 | 0.7183 |
| 0.2261 | 7.3 | 2700 | 0.6236 | 0.6986 | 0.7994 | 0.8737 | 0.9228 | 0.8204 | 0.8664 | 0.4665 | 0.9133 | 0.8226 | 0.7837 | 0.8597 | 0.6700 | 0.7553 | 0.4027 | 0.7777 | 0.7046 | 0.7206 |
| 0.2801 | 7.35 | 2720 | 0.6171 | 0.6922 | 0.7981 | 0.8709 | 0.9289 | 0.7876 | 0.8769 | 0.5005 | 0.9021 | 0.8327 | 0.7577 | 0.8623 | 0.6730 | 0.7564 | 0.3879 | 0.7792 | 0.6906 | 0.6958 |
| 0.1989 | 7.41 | 2740 | 0.6196 | 0.6891 | 0.7930 | 0.8688 | 0.9366 | 0.8017 | 0.8474 | 0.4827 | 0.8997 | 0.8451 | 0.7376 | 0.8572 | 0.6661 | 0.7588 | 0.3950 | 0.7761 | 0.6902 | 0.6806 |
| 0.1384 | 7.46 | 2760 | 0.5358 | 0.6956 | 0.7983 | 0.8731 | 0.9348 | 0.7960 | 0.8832 | 0.4893 | 0.9028 | 0.8235 | 0.7587 | 0.8634 | 0.6720 | 0.7613 | 0.4028 | 0.7837 | 0.6886 | 0.6974 |
| 0.3099 | 7.51 | 2780 | 0.5289 | 0.6903 | 0.8027 | 0.8684 | 0.9217 | 0.8230 | 0.8747 | 0.5106 | 0.8992 | 0.8399 | 0.7498 | 0.8586 | 0.6657 | 0.7409 | 0.4050 | 0.7746 | 0.6982 | 0.6892 |
| 0.2237 | 7.57 | 2800 | 0.6377 | 0.6770 | 0.7940 | 0.8621 | 0.9389 | 0.8274 | 0.9028 | 0.4578 | 0.8726 | 0.8858 | 0.6727 | 0.8530 | 0.6822 | 0.7126 | 0.3779 | 0.7717 | 0.6929 | 0.6486 |
| 0.2499 | 7.62 | 2820 | 0.6043 | 0.6864 | 0.7913 | 0.8675 | 0.9328 | 0.8219 | 0.8395 | 0.4609 | 0.9035 | 0.8488 | 0.7320 | 0.8536 | 0.6633 | 0.7578 | 0.3877 | 0.7766 | 0.6927 | 0.6732 |
| 0.1981 | 7.68 | 2840 | 0.6478 | 0.6858 | 0.7856 | 0.8661 | 0.9310 | 0.7797 | 0.8623 | 0.4875 | 0.9099 | 0.7917 | 0.7374 | 0.8521 | 0.6655 | 0.7638 | 0.3883 | 0.7693 | 0.6831 | 0.6786 |
| 1.2055 | 7.73 | 2860 | 0.5979 | 0.6911 | 0.7992 | 0.8706 | 0.9300 | 0.8253 | 0.8816 | 0.4654 | 0.8909 | 0.8219 | 0.7795 | 0.8527 | 0.6682 | 0.7587 | 0.3706 | 0.7798 | 0.6934 | 0.7141 |
| 0.177 | 7.78 | 2880 | 0.5908 | 0.6825 | 0.7887 | 0.8733 | 0.9374 | 0.8157 | 0.8902 | 0.3178 | 0.8718 | 0.8589 | 0.8291 | 0.8494 | 0.6710 | 0.7346 | 0.2802 | 0.7931 | 0.6877 | 0.7617 |
| 0.1597 | 7.84 | 2900 | 0.5456 | 0.6964 | 0.8091 | 0.8749 | 0.9183 | 0.8190 | 0.8836 | 0.4531 | 0.8842 | 0.8753 | 0.8304 | 0.8540 | 0.6721 | 0.7388 | 0.3674 | 0.7920 | 0.6876 | 0.7632 |
| 0.0895 | 7.89 | 2920 | 0.5558 | 0.7070 | 0.8120 | 0.8793 | 0.9242 | 0.8089 | 0.8605 | 0.5186 | 0.9046 | 0.8327 | 0.8346 | 0.8596 | 0.6662 | 0.7577 | 0.4105 | 0.7944 | 0.6913 | 0.7691 |
| 1.3217 | 7.95 | 2940 | 0.6992 | 0.6776 | 0.7911 | 0.8600 | 0.9214 | 0.8120 | 0.8512 | 0.5140 | 0.8996 | 0.8351 | 0.7045 | 0.8574 | 0.6686 | 0.7577 | 0.4098 | 0.7632 | 0.6431 | 0.6432 |
| 0.1388 | 8.0 | 2960 | 0.6492 | 0.6768 | 0.7845 | 0.8607 | 0.9357 | 0.8100 | 0.8588 | 0.4899 | 0.8971 | 0.8021 | 0.6977 | 0.8596 | 0.6762 | 0.7552 | 0.4046 | 0.7614 | 0.6291 | 0.6513 |
| 0.1877 | 8.05 | 2980 | 0.6229 | 0.6875 | 0.7901 | 0.8687 | 0.9413 | 0.8166 | 0.8688 | 0.4622 | 0.9071 | 0.8412 | 0.6936 | 0.8604 | 0.6896 | 0.7563 | 0.3977 | 0.7819 | 0.6606 | 0.6663 |
| 0.3116 | 8.11 | 3000 | 0.5704 | 0.6917 | 0.7952 | 0.8714 | 0.9274 | 0.8182 | 0.8547 | 0.4501 | 0.9069 | 0.8421 | 0.7672 | 0.8611 | 0.6716 | 0.7554 | 0.3837 | 0.7788 | 0.6890 | 0.7022 |
| 0.2879 | 8.16 | 3020 | 0.5835 | 0.7101 | 0.8126 | 0.8825 | 0.9291 | 0.8085 | 0.8748 | 0.4732 | 0.8971 | 0.8594 | 0.8460 | 0.8624 | 0.6764 | 0.7618 | 0.3972 | 0.8020 | 0.6937 | 0.7770 |
| 0.5737 | 8.22 | 3040 | 0.6887 | 0.6726 | 0.7863 | 0.8600 | 0.9237 | 0.8025 | 0.8875 | 0.4794 | 0.9041 | 0.8379 | 0.6691 | 0.8562 | 0.6769 | 0.7674 | 0.3815 | 0.7770 | 0.6306 | 0.6186 |
| 0.1903 | 8.27 | 3060 | 0.6567 | 0.6771 | 0.7978 | 0.8621 | 0.9350 | 0.8183 | 0.8513 | 0.5467 | 0.8830 | 0.8406 | 0.7096 | 0.8605 | 0.6709 | 0.7651 | 0.3852 | 0.7770 | 0.6328 | 0.6483 |
| 0.2059 | 8.32 | 3080 | 0.6863 | 0.6680 | 0.7786 | 0.8598 | 0.9374 | 0.8010 | 0.8678 | 0.4307 | 0.8956 | 0.8557 | 0.6621 | 0.8551 | 0.6724 | 0.7583 | 0.3706 | 0.7836 | 0.6266 | 0.6095 |
| 0.134 | 8.38 | 3100 | 0.6730 | 0.6726 | 0.7862 | 0.8615 | 0.9281 | 0.8169 | 0.8717 | 0.4374 | 0.8947 | 0.8647 | 0.6900 | 0.8577 | 0.6701 | 0.7512 | 0.3684 | 0.7750 | 0.6505 | 0.6353 |
| 0.1744 | 8.43 | 3120 | 0.6429 | 0.6826 | 0.7952 | 0.8652 | 0.9261 | 0.8063 | 0.8860 | 0.4900 | 0.8978 | 0.8551 | 0.7051 | 0.8608 | 0.6784 | 0.7613 | 0.3879 | 0.7774 | 0.6671 | 0.6451 |
| 0.4322 | 8.49 | 3140 | 0.5696 | 0.7130 | 0.8214 | 0.8841 | 0.9220 | 0.8150 | 0.8894 | 0.5038 | 0.8975 | 0.8703 | 0.8518 | 0.8658 | 0.6691 | 0.7633 | 0.4034 | 0.8054 | 0.7030 | 0.7812 |
| 0.2194 | 8.54 | 3160 | 0.5893 | 0.7189 | 0.8264 | 0.8856 | 0.9297 | 0.8216 | 0.8633 | 0.5246 | 0.8828 | 0.8793 | 0.8839 | 0.8673 | 0.6742 | 0.7623 | 0.4170 | 0.7991 | 0.7138 | 0.7984 |
| 0.1172 | 8.59 | 3180 | 0.5640 | 0.7158 | 0.8153 | 0.8856 | 0.9243 | 0.7961 | 0.8757 | 0.4922 | 0.9074 | 0.8395 | 0.8720 | 0.8658 | 0.6747 | 0.7642 | 0.4004 | 0.8027 | 0.7061 | 0.7968 |
| 0.1652 | 8.65 | 3200 | 0.5842 | 0.6962 | 0.8040 | 0.8712 | 0.9302 | 0.8237 | 0.8609 | 0.5237 | 0.9023 | 0.8380 | 0.7494 | 0.8603 | 0.6589 | 0.7763 | 0.4185 | 0.7767 | 0.6953 | 0.6875 |
| 0.4658 | 8.7 | 3220 | 0.6697 | 0.6758 | 0.7783 | 0.8636 | 0.9338 | 0.8064 | 0.8823 | 0.4319 | 0.9122 | 0.7787 | 0.7028 | 0.8632 | 0.6699 | 0.7520 | 0.3790 | 0.7664 | 0.6411 | 0.6587 |
| 0.0752 | 8.76 | 3240 | 0.6035 | 0.7060 | 0.8125 | 0.8813 | 0.9218 | 0.8450 | 0.8659 | 0.4448 | 0.9000 | 0.8520 | 0.8579 | 0.8620 | 0.6622 | 0.7580 | 0.3709 | 0.7931 | 0.7034 | 0.7926 |
| 0.3356 | 8.81 | 3260 | 0.5770 | 0.7120 | 0.8166 | 0.8844 | 0.9343 | 0.8245 | 0.8798 | 0.4381 | 0.8787 | 0.8943 | 0.8664 | 0.8636 | 0.6692 | 0.7580 | 0.3873 | 0.7999 | 0.7092 | 0.7968 |
| 0.1724 | 8.86 | 3280 | 0.5592 | 0.7136 | 0.8141 | 0.8845 | 0.9307 | 0.8032 | 0.8869 | 0.4732 | 0.8946 | 0.8451 | 0.8653 | 0.8623 | 0.6718 | 0.7598 | 0.3997 | 0.8022 | 0.7091 | 0.7905 |
| 0.158 | 8.92 | 3300 | 0.5446 | 0.7085 | 0.8110 | 0.8828 | 0.9316 | 0.8088 | 0.8938 | 0.4891 | 0.9008 | 0.7943 | 0.8588 | 0.8628 | 0.6714 | 0.7629 | 0.3823 | 0.8021 | 0.6885 | 0.7896 |
| 0.2343 | 8.97 | 3320 | 0.5785 | 0.7095 | 0.8132 | 0.8813 | 0.9304 | 0.8096 | 0.8762 | 0.4783 | 0.8901 | 0.8654 | 0.8425 | 0.8621 | 0.6748 | 0.7569 | 0.4024 | 0.7963 | 0.7013 | 0.7725 |
| 0.2144 | 9.03 | 3340 | 0.5870 | 0.7055 | 0.8064 | 0.8802 | 0.9282 | 0.8202 | 0.8745 | 0.4448 | 0.9035 | 0.8486 | 0.8252 | 0.8576 | 0.6765 | 0.7567 | 0.3876 | 0.8005 | 0.7014 | 0.7579 |
| 0.1379 | 9.08 | 3360 | 0.5864 | 0.7083 | 0.8106 | 0.8813 | 0.9288 | 0.8241 | 0.8696 | 0.4435 | 0.8968 | 0.8834 | 0.8281 | 0.8592 | 0.6748 | 0.7617 | 0.4023 | 0.8025 | 0.6979 | 0.7600 |
| 0.335 | 9.14 | 3380 | 0.6072 | 0.6871 | 0.7925 | 0.8707 | 0.9314 | 0.8154 | 0.8720 | 0.4397 | 0.9062 | 0.8387 | 0.7444 | 0.8533 | 0.6684 | 0.7545 | 0.3940 | 0.7999 | 0.6551 | 0.6847 |
| 0.1489 | 9.19 | 3400 | 0.5636 | 0.7076 | 0.8125 | 0.8803 | 0.9247 | 0.8143 | 0.8720 | 0.4925 | 0.8996 | 0.8409 | 0.8434 | 0.8571 | 0.6642 | 0.7563 | 0.4017 | 0.7987 | 0.7074 | 0.7683 |
| 0.1118 | 9.24 | 3420 | 0.5699 | 0.7112 | 0.8188 | 0.8824 | 0.9313 | 0.7996 | 0.8835 | 0.4937 | 0.8760 | 0.8831 | 0.8648 | 0.8635 | 0.6695 | 0.7542 | 0.3980 | 0.7961 | 0.7081 | 0.7886 |
| 0.2613 | 9.3 | 3440 | 0.5491 | 0.7160 | 0.8154 | 0.8853 | 0.9373 | 0.7939 | 0.8859 | 0.5014 | 0.8951 | 0.8444 | 0.8495 | 0.8663 | 0.6746 | 0.7597 | 0.4109 | 0.8012 | 0.7032 | 0.7961 |
| 0.1139 | 9.35 | 3460 | 0.5690 | 0.7072 | 0.8052 | 0.8839 | 0.9280 | 0.7892 | 0.8610 | 0.4264 | 0.9060 | 0.8652 | 0.8606 | 0.8616 | 0.6554 | 0.7589 | 0.3670 | 0.8032 | 0.7104 | 0.7943 |
| 0.128 | 9.41 | 3480 | 0.5414 | 0.7183 | 0.8197 | 0.8861 | 0.9360 | 0.7843 | 0.8709 | 0.5102 | 0.8850 | 0.8804 | 0.8710 | 0.8629 | 0.6689 | 0.7694 | 0.4104 | 0.8038 | 0.7141 | 0.7983 |
| 0.187 | 9.46 | 3500 | 0.5634 | 0.7112 | 0.8119 | 0.8827 | 0.9281 | 0.8073 | 0.8583 | 0.5098 | 0.9113 | 0.8225 | 0.8460 | 0.8624 | 0.6713 | 0.7650 | 0.4111 | 0.8040 | 0.6927 | 0.7722 |
| 0.1191 | 9.51 | 3520 | 0.5511 | 0.7118 | 0.8156 | 0.8833 | 0.9328 | 0.8120 | 0.8616 | 0.4826 | 0.8900 | 0.8745 | 0.8556 | 0.8633 | 0.6729 | 0.7560 | 0.3983 | 0.8014 | 0.7061 | 0.7843 |
| 0.4297 | 9.57 | 3540 | 0.5802 | 0.7006 | 0.7967 | 0.8801 | 0.9276 | 0.8095 | 0.8714 | 0.4200 | 0.9130 | 0.7672 | 0.8685 | 0.8612 | 0.6770 | 0.7381 | 0.3544 | 0.7939 | 0.6826 | 0.7970 |
| 0.2728 | 9.62 | 3560 | 0.5485 | 0.7178 | 0.8280 | 0.8843 | 0.9207 | 0.8378 | 0.8643 | 0.5383 | 0.8932 | 0.8698 | 0.8720 | 0.8608 | 0.6697 | 0.7499 | 0.4192 | 0.8001 | 0.7244 | 0.8006 |
| 0.5411 | 9.68 | 3580 | 0.6300 | 0.7000 | 0.8024 | 0.8732 | 0.9223 | 0.7995 | 0.8569 | 0.5270 | 0.9113 | 0.7974 | 0.8021 | 0.8620 | 0.6733 | 0.7490 | 0.4075 | 0.7735 | 0.7035 | 0.7310 |
| 0.2359 | 9.73 | 3600 | 0.5608 | 0.6990 | 0.8111 | 0.8740 | 0.9251 | 0.8178 | 0.8712 | 0.5368 | 0.8979 | 0.8466 | 0.7821 | 0.8635 | 0.6726 | 0.7488 | 0.4263 | 0.7908 | 0.6774 | 0.7137 |
| 0.1735 | 9.78 | 3620 | 0.5859 | 0.6998 | 0.8132 | 0.8744 | 0.9253 | 0.8187 | 0.8722 | 0.5364 | 0.8913 | 0.8545 | 0.7939 | 0.8603 | 0.6693 | 0.7457 | 0.4366 | 0.7965 | 0.6678 | 0.7221 |
| 0.1954 | 9.84 | 3640 | 0.6579 | 0.6788 | 0.7805 | 0.8646 | 0.9368 | 0.7730 | 0.8630 | 0.4399 | 0.9025 | 0.8462 | 0.7018 | 0.8585 | 0.6737 | 0.7425 | 0.3960 | 0.7802 | 0.6567 | 0.6437 |
| 0.2474 | 9.89 | 3660 | 0.5547 | 0.7076 | 0.8115 | 0.8793 | 0.9328 | 0.8057 | 0.8560 | 0.5065 | 0.8919 | 0.8565 | 0.8314 | 0.8576 | 0.6795 | 0.7413 | 0.4163 | 0.8001 | 0.7013 | 0.7571 |
| 0.2478 | 9.95 | 3680 | 0.5778 | 0.6993 | 0.8030 | 0.8745 | 0.9296 | 0.8235 | 0.8403 | 0.4924 | 0.9045 | 0.8343 | 0.7963 | 0.8558 | 0.6762 | 0.7462 | 0.3948 | 0.7867 | 0.7038 | 0.7318 |
| 0.1857 | 10.0 | 3700 | 0.5824 | 0.6996 | 0.8034 | 0.8754 | 0.9331 | 0.8167 | 0.8510 | 0.4584 | 0.8921 | 0.8765 | 0.7962 | 0.8572 | 0.6699 | 0.7504 | 0.3932 | 0.7864 | 0.7060 | 0.7339 |
| 0.1102 | 10.05 | 3720 | 0.6500 | 0.6879 | 0.7825 | 0.8689 | 0.9331 | 0.7378 | 0.8607 | 0.4543 | 0.9084 | 0.8347 | 0.7483 | 0.8571 | 0.6603 | 0.7488 | 0.3909 | 0.7729 | 0.6937 | 0.6916 |
| 0.1427 | 10.11 | 3740 | 0.5802 | 0.7147 | 0.8234 | 0.8816 | 0.9328 | 0.7885 | 0.8885 | 0.5626 | 0.8761 | 0.8680 | 0.8475 | 0.8632 | 0.6756 | 0.7543 | 0.4283 | 0.7925 | 0.7077 | 0.7810 |
| 0.1652 | 10.16 | 3760 | 0.5950 | 0.7155 | 0.8094 | 0.8857 | 0.9367 | 0.7904 | 0.8237 | 0.4910 | 0.9086 | 0.8436 | 0.8716 | 0.8638 | 0.6698 | 0.7525 | 0.4112 | 0.8042 | 0.7072 | 0.8000 |
| 0.1775 | 10.22 | 3780 | 0.5329 | 0.7040 | 0.8063 | 0.8783 | 0.9256 | 0.8012 | 0.8744 | 0.4887 | 0.9103 | 0.8444 | 0.7995 | 0.8641 | 0.6837 | 0.7596 | 0.4166 | 0.7994 | 0.6632 | 0.7417 |
| 0.171 | 10.27 | 3800 | 0.5276 | 0.7048 | 0.8099 | 0.8780 | 0.9434 | 0.7878 | 0.8639 | 0.5423 | 0.8881 | 0.8459 | 0.7977 | 0.8636 | 0.6780 | 0.7581 | 0.4305 | 0.7999 | 0.6630 | 0.7404 |
| 0.1445 | 10.32 | 3820 | 0.5358 | 0.7005 | 0.8175 | 0.8752 | 0.9294 | 0.8102 | 0.8479 | 0.5871 | 0.8890 | 0.8576 | 0.8013 | 0.8623 | 0.6748 | 0.7650 | 0.4096 | 0.7985 | 0.6626 | 0.7310 |
| 0.164 | 10.38 | 3840 | 0.5509 | 0.7138 | 0.8202 | 0.8830 | 0.9317 | 0.8165 | 0.8737 | 0.5448 | 0.8952 | 0.8290 | 0.8504 | 0.8646 | 0.6748 | 0.7633 | 0.4240 | 0.8023 | 0.6916 | 0.7759 |
| 0.172 | 10.43 | 3860 | 0.5750 | 0.7131 | 0.8161 | 0.8833 | 0.9307 | 0.7920 | 0.8881 | 0.5110 | 0.8915 | 0.8344 | 0.8648 | 0.8634 | 0.6728 | 0.7570 | 0.3961 | 0.7966 | 0.7096 | 0.7961 |
| 0.9783 | 10.49 | 3880 | 0.6087 | 0.7004 | 0.8098 | 0.8772 | 0.9175 | 0.8388 | 0.8794 | 0.4381 | 0.8962 | 0.8719 | 0.8264 | 0.8535 | 0.6610 | 0.7513 | 0.3832 | 0.7953 | 0.6982 | 0.7601 |
| 0.1288 | 10.54 | 3900 | 0.5240 | 0.7195 | 0.8230 | 0.8853 | 0.9195 | 0.8076 | 0.8856 | 0.5266 | 0.9002 | 0.8372 | 0.8842 | 0.8612 | 0.6755 | 0.7584 | 0.4267 | 0.8032 | 0.7134 | 0.7981 |
| 0.1404 | 10.59 | 3920 | 0.5173 | 0.7066 | 0.8156 | 0.8777 | 0.9208 | 0.8130 | 0.8600 | 0.5573 | 0.9068 | 0.8372 | 0.8142 | 0.8564 | 0.6665 | 0.7663 | 0.4185 | 0.7969 | 0.6999 | 0.7418 |
| 0.2075 | 10.65 | 3940 | 0.5605 | 0.7054 | 0.8160 | 0.8770 | 0.9290 | 0.8152 | 0.8608 | 0.5407 | 0.8912 | 0.8797 | 0.7959 | 0.8569 | 0.6722 | 0.7550 | 0.4321 | 0.8001 | 0.6952 | 0.7262 |
| 0.0764 | 10.7 | 3960 | 0.5575 | 0.7052 | 0.8058 | 0.8787 | 0.9405 | 0.8024 | 0.8748 | 0.4783 | 0.8943 | 0.8612 | 0.7891 | 0.8576 | 0.6738 | 0.7555 | 0.4185 | 0.8013 | 0.7004 | 0.7294 |
| 0.1381 | 10.76 | 3980 | 0.6212 | 0.6932 | 0.7998 | 0.8703 | 0.9258 | 0.8209 | 0.8836 | 0.4909 | 0.9076 | 0.8328 | 0.7371 | 0.8563 | 0.6728 | 0.7648 | 0.4115 | 0.7841 | 0.6864 | 0.6766 |
| 0.1283 | 10.81 | 4000 | 0.5661 | 0.6961 | 0.8044 | 0.8710 | 0.9393 | 0.8002 | 0.8737 | 0.5322 | 0.8879 | 0.8644 | 0.7328 | 0.8558 | 0.6722 | 0.7631 | 0.4355 | 0.7882 | 0.6814 | 0.6768 |
| 0.1478 | 10.86 | 4020 | 0.5682 | 0.7079 | 0.8085 | 0.8811 | 0.9397 | 0.8064 | 0.8768 | 0.4765 | 0.8955 | 0.8540 | 0.8108 | 0.8590 | 0.6730 | 0.7612 | 0.4063 | 0.8041 | 0.6991 | 0.7529 |
| 0.2952 | 10.92 | 4040 | 0.5359 | 0.7250 | 0.8293 | 0.8888 | 0.9325 | 0.8091 | 0.8560 | 0.5720 | 0.8976 | 0.8615 | 0.8764 | 0.8724 | 0.6781 | 0.7756 | 0.4162 | 0.8019 | 0.7216 | 0.8091 |
| 0.5411 | 10.97 | 4060 | 0.5361 | 0.7190 | 0.8235 | 0.8858 | 0.9223 | 0.8110 | 0.8714 | 0.5594 | 0.9099 | 0.8197 | 0.8711 | 0.8685 | 0.6779 | 0.7689 | 0.4029 | 0.7984 | 0.7110 | 0.8057 |
| 0.2301 | 11.03 | 4080 | 0.5714 | 0.7126 | 0.8216 | 0.8823 | 0.9264 | 0.8299 | 0.8798 | 0.5285 | 0.8972 | 0.8570 | 0.8323 | 0.8606 | 0.6722 | 0.7591 | 0.4231 | 0.8066 | 0.7008 | 0.7656 |
| 0.1374 | 11.08 | 4100 | 0.6145 | 0.6982 | 0.8072 | 0.8744 | 0.9313 | 0.8243 | 0.8528 | 0.5064 | 0.8976 | 0.8603 | 0.7777 | 0.8588 | 0.6655 | 0.7586 | 0.4031 | 0.7903 | 0.6957 | 0.7157 |
| 0.0696 | 11.14 | 4120 | 0.6681 | 0.6889 | 0.7887 | 0.8713 | 0.9370 | 0.7977 | 0.8783 | 0.4220 | 0.9029 | 0.8375 | 0.7457 | 0.8601 | 0.6768 | 0.7550 | 0.3695 | 0.7831 | 0.6903 | 0.6872 |
| 0.1682 | 11.19 | 4140 | 0.6977 | 0.6822 | 0.7875 | 0.8675 | 0.9324 | 0.8060 | 0.8618 | 0.4379 | 0.9069 | 0.8523 | 0.7155 | 0.8623 | 0.6758 | 0.7521 | 0.3759 | 0.7823 | 0.6688 | 0.6581 |
| 0.094 | 11.24 | 4160 | 0.6576 | 0.6958 | 0.8044 | 0.8724 | 0.9350 | 0.8088 | 0.8627 | 0.5259 | 0.8956 | 0.8432 | 0.7598 | 0.8656 | 0.6738 | 0.7526 | 0.4046 | 0.7805 | 0.6950 | 0.6984 |
| 0.1509 | 11.3 | 4180 | 0.6880 | 0.6966 | 0.8021 | 0.8720 | 0.9248 | 0.8019 | 0.8660 | 0.5110 | 0.9091 | 0.8516 | 0.7502 | 0.8669 | 0.6753 | 0.7664 | 0.4210 | 0.7793 | 0.6824 | 0.6852 |
| 0.2837 | 11.35 | 4200 | 0.6709 | 0.6965 | 0.8002 | 0.8720 | 0.9336 | 0.7865 | 0.8636 | 0.5164 | 0.9019 | 0.8536 | 0.7456 | 0.8683 | 0.6763 | 0.7670 | 0.4232 | 0.7782 | 0.6790 | 0.6838 |
| 0.1695 | 11.41 | 4220 | 0.6810 | 0.6960 | 0.8041 | 0.8721 | 0.9325 | 0.8124 | 0.8749 | 0.5153 | 0.8988 | 0.8507 | 0.7444 | 0.8695 | 0.6771 | 0.7619 | 0.4223 | 0.7803 | 0.6784 | 0.6828 |
| 0.1717 | 11.46 | 4240 | 0.6574 | 0.6890 | 0.8055 | 0.8690 | 0.9305 | 0.8075 | 0.8640 | 0.5508 | 0.8933 | 0.8580 | 0.7346 | 0.8650 | 0.6748 | 0.7546 | 0.4148 | 0.7894 | 0.6507 | 0.6737 |
| 0.2947 | 11.51 | 4260 | 0.6866 | 0.6883 | 0.7972 | 0.8703 | 0.9338 | 0.8128 | 0.8784 | 0.4646 | 0.8942 | 0.8533 | 0.7435 | 0.8638 | 0.6768 | 0.7540 | 0.3961 | 0.7886 | 0.6586 | 0.6802 |
| 0.1125 | 11.57 | 4280 | 0.6372 | 0.6874 | 0.7962 | 0.8695 | 0.9286 | 0.7964 | 0.8834 | 0.4716 | 0.9004 | 0.8624 | 0.7303 | 0.8649 | 0.6792 | 0.7534 | 0.3993 | 0.7891 | 0.6568 | 0.6689 |
| 0.2224 | 11.62 | 4300 | 0.6711 | 0.6870 | 0.8007 | 0.8668 | 0.9369 | 0.7884 | 0.8636 | 0.5381 | 0.8829 | 0.8759 | 0.7193 | 0.8609 | 0.6738 | 0.7665 | 0.4119 | 0.7823 | 0.6553 | 0.6586 |
| 0.1141 | 11.68 | 4320 | 0.6735 | 0.6876 | 0.7964 | 0.8681 | 0.9282 | 0.7929 | 0.8708 | 0.5022 | 0.8997 | 0.8422 | 0.7391 | 0.8626 | 0.6761 | 0.7528 | 0.3917 | 0.7769 | 0.6745 | 0.6788 |
| 0.1375 | 11.73 | 4340 | 0.6837 | 0.6863 | 0.7983 | 0.8666 | 0.9258 | 0.8016 | 0.8788 | 0.5143 | 0.8961 | 0.8359 | 0.7355 | 0.8606 | 0.6774 | 0.7453 | 0.4008 | 0.7761 | 0.6699 | 0.6742 |
| 0.169 | 11.78 | 4360 | 0.6585 | 0.6925 | 0.7968 | 0.8712 | 0.9429 | 0.8017 | 0.8572 | 0.5097 | 0.9070 | 0.8599 | 0.6992 | 0.8650 | 0.6872 | 0.7562 | 0.4293 | 0.7933 | 0.6490 | 0.6676 |
| 0.1052 | 11.84 | 4380 | 0.6623 | 0.6951 | 0.8108 | 0.8711 | 0.9314 | 0.8442 | 0.8677 | 0.5472 | 0.9004 | 0.8746 | 0.7099 | 0.8670 | 0.6841 | 0.7572 | 0.4333 | 0.7878 | 0.6607 | 0.6754 |
| 0.2518 | 11.89 | 4400 | 0.6526 | 0.6826 | 0.7901 | 0.8648 | 0.9440 | 0.8438 | 0.8729 | 0.4834 | 0.9067 | 0.8347 | 0.6452 | 0.8557 | 0.6809 | 0.7546 | 0.4202 | 0.7815 | 0.6648 | 0.6201 |
| 0.1708 | 11.95 | 4420 | 0.6365 | 0.6918 | 0.8027 | 0.8692 | 0.9400 | 0.8431 | 0.8710 | 0.5182 | 0.8936 | 0.8393 | 0.7140 | 0.8647 | 0.6812 | 0.7509 | 0.4215 | 0.7762 | 0.6746 | 0.6736 |
| 0.1352 | 12.0 | 4440 | 0.5239 | 0.7166 | 0.8241 | 0.8839 | 0.9382 | 0.8144 | 0.8535 | 0.5460 | 0.8817 | 0.8874 | 0.8472 | 0.8663 | 0.6748 | 0.7577 | 0.4402 | 0.8035 | 0.6969 | 0.7769 |
| 0.2215 | 12.05 | 4460 | 0.5723 | 0.7126 | 0.8105 | 0.8812 | 0.9360 | 0.8086 | 0.8765 | 0.5050 | 0.9054 | 0.8426 | 0.7994 | 0.8729 | 0.6912 | 0.7601 | 0.4197 | 0.7850 | 0.7110 | 0.7482 |
| 0.1835 | 12.11 | 4480 | 0.5951 | 0.7038 | 0.8079 | 0.8764 | 0.9286 | 0.8200 | 0.8768 | 0.4997 | 0.9033 | 0.8435 | 0.7837 | 0.8646 | 0.6764 | 0.7581 | 0.4137 | 0.7838 | 0.7070 | 0.7228 |
| 0.2029 | 12.16 | 4500 | 0.6254 | 0.7049 | 0.8123 | 0.8756 | 0.9360 | 0.8250 | 0.8460 | 0.5341 | 0.8887 | 0.8671 | 0.7890 | 0.8630 | 0.6719 | 0.7603 | 0.4181 | 0.7786 | 0.7167 | 0.7254 |
| 0.1549 | 12.22 | 4520 | 0.6314 | 0.7073 | 0.8139 | 0.8782 | 0.9258 | 0.7967 | 0.8786 | 0.5177 | 0.8901 | 0.8628 | 0.8257 | 0.8652 | 0.6710 | 0.7511 | 0.4073 | 0.7822 | 0.7200 | 0.7542 |
| 0.2682 | 12.27 | 4540 | 0.6696 | 0.7040 | 0.8131 | 0.8745 | 0.9259 | 0.8000 | 0.8625 | 0.5390 | 0.8867 | 0.8774 | 0.8001 | 0.8650 | 0.6781 | 0.7544 | 0.4102 | 0.7729 | 0.7174 | 0.7298 |
| 0.1751 | 12.32 | 4560 | 0.6386 | 0.7053 | 0.8165 | 0.8751 | 0.9265 | 0.8053 | 0.8722 | 0.5559 | 0.8859 | 0.8757 | 0.7936 | 0.8665 | 0.6761 | 0.7562 | 0.4201 | 0.7745 | 0.7174 | 0.7264 |
| 0.0681 | 12.38 | 4580 | 0.6112 | 0.7075 | 0.8127 | 0.8770 | 0.9252 | 0.8008 | 0.8658 | 0.5365 | 0.9002 | 0.8601 | 0.8001 | 0.8671 | 0.6788 | 0.7623 | 0.4154 | 0.7788 | 0.7181 | 0.7324 |
| 0.1016 | 12.43 | 4600 | 0.6245 | 0.7053 | 0.8111 | 0.8769 | 0.9251 | 0.8187 | 0.8781 | 0.5013 | 0.8986 | 0.8562 | 0.7999 | 0.8659 | 0.6752 | 0.7600 | 0.4042 | 0.7804 | 0.7226 | 0.7289 |
| 0.1233 | 12.49 | 4620 | 0.6009 | 0.7065 | 0.8072 | 0.8787 | 0.9320 | 0.8111 | 0.8669 | 0.4872 | 0.9005 | 0.8360 | 0.8165 | 0.8679 | 0.6797 | 0.7621 | 0.3988 | 0.7836 | 0.7122 | 0.7408 |
| 0.2694 | 12.54 | 4640 | 0.6410 | 0.7066 | 0.8082 | 0.8787 | 0.9336 | 0.8113 | 0.8681 | 0.4848 | 0.8956 | 0.8512 | 0.8130 | 0.8656 | 0.6820 | 0.7604 | 0.3959 | 0.7846 | 0.7101 | 0.7476 |
| 0.167 | 12.59 | 4660 | 0.6926 | 0.6951 | 0.7996 | 0.8719 | 0.9271 | 0.8188 | 0.8598 | 0.4841 | 0.9079 | 0.8389 | 0.7609 | 0.8642 | 0.6753 | 0.7625 | 0.4034 | 0.7781 | 0.6853 | 0.6971 |
| 0.33 | 12.65 | 4680 | 0.6355 | 0.7048 | 0.8086 | 0.8789 | 0.9300 | 0.8155 | 0.8647 | 0.4891 | 0.9046 | 0.8525 | 0.8039 | 0.8676 | 0.6775 | 0.7614 | 0.4098 | 0.7950 | 0.6840 | 0.7382 |
| 0.1355 | 12.7 | 4700 | 0.5896 | 0.7248 | 0.8201 | 0.8894 | 0.9348 | 0.8012 | 0.8679 | 0.4971 | 0.9002 | 0.8607 | 0.8787 | 0.8669 | 0.6813 | 0.7594 | 0.4294 | 0.8087 | 0.7242 | 0.8034 |
| 0.2499 | 12.76 | 4720 | 0.5623 | 0.7264 | 0.8232 | 0.8898 | 0.9282 | 0.8038 | 0.8683 | 0.5214 | 0.9097 | 0.8563 | 0.8750 | 0.8676 | 0.6758 | 0.7634 | 0.4414 | 0.8102 | 0.7230 | 0.8030 |
| 0.1029 | 12.81 | 4740 | 0.6712 | 0.7012 | 0.8100 | 0.8733 | 0.9299 | 0.7999 | 0.8721 | 0.5470 | 0.8969 | 0.8772 | 0.7470 | 0.8675 | 0.6750 | 0.7622 | 0.4465 | 0.7826 | 0.6886 | 0.6863 |
| 0.1231 | 12.86 | 4760 | 0.7289 | 0.6920 | 0.8010 | 0.8693 | 0.9323 | 0.7921 | 0.8824 | 0.5139 | 0.8931 | 0.8699 | 0.7231 | 0.8641 | 0.6757 | 0.7559 | 0.4293 | 0.7811 | 0.6739 | 0.6644 |
| 0.2009 | 12.92 | 4780 | 0.7378 | 0.6887 | 0.7979 | 0.8672 | 0.9382 | 0.8301 | 0.8803 | 0.5180 | 0.9033 | 0.8375 | 0.6782 | 0.8617 | 0.6827 | 0.7636 | 0.4322 | 0.7816 | 0.6604 | 0.6385 |
| 0.1391 | 12.97 | 4800 | 0.6546 | 0.6991 | 0.7956 | 0.8739 | 0.9334 | 0.7969 | 0.8673 | 0.4618 | 0.9095 | 0.8435 | 0.7570 | 0.8628 | 0.6840 | 0.7659 | 0.4076 | 0.7813 | 0.6990 | 0.6933 |
| 0.1298 | 13.03 | 4820 | 0.6830 | 0.6940 | 0.7989 | 0.8709 | 0.9401 | 0.8336 | 0.8854 | 0.4483 | 0.8887 | 0.8719 | 0.7243 | 0.8627 | 0.6936 | 0.7557 | 0.3974 | 0.7755 | 0.6930 | 0.6803 |
| 0.1843 | 13.08 | 4840 | 0.7086 | 0.7003 | 0.8017 | 0.8742 | 0.9299 | 0.8174 | 0.8665 | 0.4689 | 0.9055 | 0.8676 | 0.7561 | 0.8648 | 0.6865 | 0.7617 | 0.4069 | 0.7793 | 0.7020 | 0.7011 |
| 0.1717 | 13.14 | 4860 | 0.7067 | 0.6857 | 0.7925 | 0.8671 | 0.9345 | 0.8209 | 0.8780 | 0.4611 | 0.8993 | 0.8443 | 0.7094 | 0.8618 | 0.6842 | 0.7541 | 0.4024 | 0.7795 | 0.6640 | 0.6537 |
| 0.1198 | 13.19 | 4880 | 0.6974 | 0.6874 | 0.7955 | 0.8660 | 0.9389 | 0.8013 | 0.8552 | 0.5258 | 0.8956 | 0.8557 | 0.6961 | 0.8599 | 0.6824 | 0.7611 | 0.4257 | 0.7790 | 0.6610 | 0.6424 |
| 0.3224 | 13.24 | 4900 | 0.7392 | 0.6852 | 0.7930 | 0.8664 | 0.9267 | 0.8058 | 0.8745 | 0.4755 | 0.9041 | 0.8543 | 0.7103 | 0.8625 | 0.6817 | 0.7580 | 0.4026 | 0.7775 | 0.6629 | 0.6512 |
| 0.0703 | 13.3 | 4920 | 0.6311 | 0.6933 | 0.8022 | 0.8709 | 0.9335 | 0.8123 | 0.8901 | 0.4878 | 0.8906 | 0.8626 | 0.7387 | 0.8660 | 0.6798 | 0.7560 | 0.4106 | 0.7802 | 0.6826 | 0.6782 |
| 0.2431 | 13.35 | 4940 | 0.6244 | 0.6827 | 0.7976 | 0.8660 | 0.9368 | 0.8237 | 0.8843 | 0.4969 | 0.8942 | 0.8755 | 0.6720 | 0.8667 | 0.6838 | 0.7580 | 0.4172 | 0.7888 | 0.6334 | 0.6315 |
| 0.2872 | 13.41 | 4960 | 0.6453 | 0.6839 | 0.8007 | 0.8661 | 0.9319 | 0.8085 | 0.8936 | 0.5322 | 0.8962 | 0.8619 | 0.6804 | 0.8669 | 0.6813 | 0.7582 | 0.4252 | 0.7899 | 0.6283 | 0.6373 |
| 0.1403 | 13.46 | 4980 | 0.6293 | 0.6834 | 0.8007 | 0.8648 | 0.9383 | 0.7919 | 0.8843 | 0.5445 | 0.8806 | 0.8801 | 0.6849 | 0.8623 | 0.6767 | 0.7656 | 0.4277 | 0.7883 | 0.6326 | 0.6307 |
| 1.0722 | 13.51 | 5000 | 0.6654 | 0.6859 | 0.7976 | 0.8675 | 0.9344 | 0.8211 | 0.8760 | 0.4980 | 0.8967 | 0.8460 | 0.7110 | 0.8603 | 0.6754 | 0.7626 | 0.4067 | 0.7873 | 0.6587 | 0.6504 |
| 0.1002 | 13.57 | 5020 | 0.7546 | 0.6814 | 0.7922 | 0.8656 | 0.9375 | 0.8112 | 0.8670 | 0.4721 | 0.8929 | 0.8712 | 0.6935 | 0.8587 | 0.6765 | 0.7573 | 0.3976 | 0.7869 | 0.6532 | 0.6392 |
| 0.1098 | 13.62 | 5040 | 0.7212 | 0.6966 | 0.8019 | 0.8733 | 0.9264 | 0.8044 | 0.8714 | 0.5056 | 0.9134 | 0.8447 | 0.7474 | 0.8680 | 0.6820 | 0.7642 | 0.4191 | 0.7892 | 0.6665 | 0.6874 |
| 0.2066 | 13.68 | 5060 | 0.6863 | 0.6966 | 0.8103 | 0.8722 | 0.9330 | 0.7999 | 0.8691 | 0.5697 | 0.8934 | 0.8613 | 0.7454 | 0.8675 | 0.6773 | 0.7620 | 0.4325 | 0.7898 | 0.6612 | 0.6862 |
| 0.1899 | 13.73 | 5080 | 0.6502 | 0.6979 | 0.8049 | 0.8732 | 0.9322 | 0.7924 | 0.8634 | 0.5399 | 0.9034 | 0.8523 | 0.7504 | 0.8681 | 0.6759 | 0.7628 | 0.4264 | 0.7855 | 0.6760 | 0.6909 |
| 0.1979 | 13.78 | 5100 | 0.7042 | 0.6964 | 0.8077 | 0.8715 | 0.9303 | 0.8046 | 0.8646 | 0.5369 | 0.8919 | 0.8739 | 0.7514 | 0.8670 | 0.6755 | 0.7604 | 0.4293 | 0.7819 | 0.6746 | 0.6859 |
| 0.101 | 13.84 | 5120 | 0.6623 | 0.6886 | 0.8036 | 0.8679 | 0.9312 | 0.8124 | 0.8591 | 0.5298 | 0.8907 | 0.8811 | 0.7211 | 0.8646 | 0.6761 | 0.7561 | 0.4335 | 0.7892 | 0.6432 | 0.6575 |
| 0.2066 | 13.89 | 5140 | 0.6422 | 0.6874 | 0.7907 | 0.8690 | 0.9376 | 0.7826 | 0.8576 | 0.4964 | 0.9090 | 0.8384 | 0.7133 | 0.8647 | 0.6808 | 0.7606 | 0.4180 | 0.7917 | 0.6439 | 0.6519 |
| 0.0987 | 13.95 | 5160 | 0.6607 | 0.6876 | 0.7963 | 0.8682 | 0.9312 | 0.8007 | 0.8677 | 0.4967 | 0.9030 | 0.8649 | 0.7095 | 0.8636 | 0.6820 | 0.7596 | 0.4225 | 0.7914 | 0.6458 | 0.6484 |
| 0.1414 | 14.0 | 5180 | 0.6363 | 0.6908 | 0.8042 | 0.8691 | 0.9303 | 0.8263 | 0.8735 | 0.5228 | 0.8961 | 0.8547 | 0.7257 | 0.8644 | 0.6784 | 0.7596 | 0.4294 | 0.7875 | 0.6550 | 0.6616 |
| 0.0547 | 14.05 | 5200 | 0.6666 | 0.6897 | 0.7980 | 0.8699 | 0.9303 | 0.8190 | 0.8796 | 0.4665 | 0.9009 | 0.8681 | 0.7216 | 0.8671 | 0.6806 | 0.7619 | 0.4074 | 0.7841 | 0.6626 | 0.6640 |
| 1.5168 | 14.11 | 5220 | 0.6171 | 0.7057 | 0.8126 | 0.8766 | 0.9272 | 0.8151 | 0.8745 | 0.5186 | 0.8966 | 0.8696 | 0.7865 | 0.8692 | 0.6786 | 0.7633 | 0.4333 | 0.7839 | 0.6968 | 0.7147 |
| 0.1673 | 14.16 | 5240 | 0.6295 | 0.6897 | 0.8097 | 0.8675 | 0.9364 | 0.8264 | 0.8935 | 0.5600 | 0.8800 | 0.8731 | 0.6989 | 0.8651 | 0.6819 | 0.7547 | 0.4471 | 0.7880 | 0.6358 | 0.6552 |
| 0.1493 | 14.22 | 5260 | 0.6006 | 0.6862 | 0.7948 | 0.8689 | 0.9385 | 0.8056 | 0.8756 | 0.4804 | 0.8975 | 0.8563 | 0.7097 | 0.8645 | 0.6757 | 0.7584 | 0.4147 | 0.7924 | 0.6424 | 0.6556 |
| 0.0582 | 14.27 | 5280 | 0.5851 | 0.7049 | 0.8050 | 0.8796 | 0.9356 | 0.8082 | 0.8594 | 0.4799 | 0.9075 | 0.8467 | 0.7975 | 0.8590 | 0.6705 | 0.7559 | 0.4123 | 0.8048 | 0.6970 | 0.7349 |
| 0.114 | 14.32 | 5300 | 0.5824 | 0.7205 | 0.8271 | 0.8869 | 0.9228 | 0.8209 | 0.8661 | 0.5326 | 0.9004 | 0.8765 | 0.8705 | 0.8676 | 0.6727 | 0.7602 | 0.4219 | 0.8059 | 0.7183 | 0.7972 |
| 0.1722 | 14.38 | 5320 | 0.6211 | 0.7146 | 0.8113 | 0.8857 | 0.9353 | 0.7938 | 0.8697 | 0.4707 | 0.9037 | 0.8576 | 0.8484 | 0.8671 | 0.6808 | 0.7568 | 0.4033 | 0.8081 | 0.7090 | 0.7771 |
| 0.0931 | 14.43 | 5340 | 0.6304 | 0.7134 | 0.8145 | 0.8833 | 0.9351 | 0.7942 | 0.8683 | 0.5071 | 0.8974 | 0.8728 | 0.8267 | 0.8641 | 0.6812 | 0.7580 | 0.4198 | 0.8058 | 0.7037 | 0.7615 |
| 0.1883 | 14.49 | 5360 | 0.6069 | 0.7148 | 0.8192 | 0.8832 | 0.9305 | 0.8042 | 0.8807 | 0.5439 | 0.9015 | 0.8448 | 0.8290 | 0.8628 | 0.6787 | 0.7639 | 0.4244 | 0.8060 | 0.7053 | 0.7625 |
| 0.1474 | 14.54 | 5380 | 0.6856 | 0.6956 | 0.8127 | 0.8697 | 0.9282 | 0.8139 | 0.8909 | 0.5721 | 0.8863 | 0.8652 | 0.7324 | 0.8595 | 0.6753 | 0.7588 | 0.4309 | 0.7811 | 0.6875 | 0.6764 |
| 0.1547 | 14.59 | 5400 | 0.7256 | 0.6997 | 0.8039 | 0.8721 | 0.9318 | 0.7957 | 0.8634 | 0.5218 | 0.8981 | 0.8713 | 0.7451 | 0.8622 | 0.6808 | 0.7673 | 0.4271 | 0.7774 | 0.6980 | 0.6855 |
| 0.1503 | 14.65 | 5420 | 0.7249 | 0.6986 | 0.8017 | 0.8730 | 0.9313 | 0.8156 | 0.8755 | 0.4876 | 0.9032 | 0.8462 | 0.7522 | 0.8629 | 0.6729 | 0.7658 | 0.4166 | 0.7789 | 0.7031 | 0.6896 |
| 0.3028 | 14.7 | 5440 | 0.7174 | 0.6935 | 0.8058 | 0.8697 | 0.9339 | 0.8206 | 0.8687 | 0.4987 | 0.8781 | 0.8941 | 0.7467 | 0.8642 | 0.6760 | 0.7566 | 0.4069 | 0.7706 | 0.6926 | 0.6874 |
| 0.161 | 14.76 | 5460 | 0.6711 | 0.6985 | 0.8020 | 0.8726 | 0.9362 | 0.8113 | 0.8586 | 0.4919 | 0.8954 | 0.8701 | 0.7504 | 0.8628 | 0.6783 | 0.7575 | 0.4173 | 0.7783 | 0.7059 | 0.6895 |
| 0.1155 | 14.81 | 5480 | 0.6929 | 0.7092 | 0.8132 | 0.8781 | 0.9297 | 0.8222 | 0.8547 | 0.5190 | 0.8997 | 0.8725 | 0.7948 | 0.8689 | 0.6824 | 0.7599 | 0.4231 | 0.7809 | 0.7219 | 0.7272 |
| 0.1656 | 14.86 | 5500 | 0.6374 | 0.7092 | 0.8154 | 0.8779 | 0.9309 | 0.8140 | 0.8666 | 0.5398 | 0.8948 | 0.8678 | 0.7936 | 0.8690 | 0.6801 | 0.7609 | 0.4255 | 0.7808 | 0.7206 | 0.7276 |
| 1.1364 | 14.92 | 5520 | 0.6663 | 0.7064 | 0.8114 | 0.8770 | 0.9361 | 0.8201 | 0.8679 | 0.5215 | 0.8919 | 0.8507 | 0.7917 | 0.8670 | 0.6756 | 0.7590 | 0.4192 | 0.7799 | 0.7176 | 0.7264 |
| 0.1626 | 14.97 | 5540 | 0.6779 | 0.7092 | 0.8143 | 0.8782 | 0.9350 | 0.8199 | 0.8622 | 0.5283 | 0.8937 | 0.8722 | 0.7886 | 0.8688 | 0.6778 | 0.7671 | 0.4223 | 0.7807 | 0.7226 | 0.7254 |
| 0.2601 | 15.03 | 5560 | 0.6393 | 0.7047 | 0.8080 | 0.8766 | 0.9358 | 0.8112 | 0.8806 | 0.5048 | 0.8977 | 0.8597 | 0.7664 | 0.8673 | 0.6785 | 0.7661 | 0.4178 | 0.7828 | 0.7132 | 0.7075 |
| 0.188 | 15.08 | 5580 | 0.6080 | 0.7148 | 0.8125 | 0.8833 | 0.9362 | 0.8070 | 0.8606 | 0.5002 | 0.9046 | 0.8576 | 0.8209 | 0.8707 | 0.6787 | 0.7652 | 0.4151 | 0.7921 | 0.7264 | 0.7551 |
| 0.1492 | 15.14 | 5600 | 0.6940 | 0.7016 | 0.7966 | 0.8765 | 0.9364 | 0.8041 | 0.8777 | 0.4570 | 0.9117 | 0.8137 | 0.7754 | 0.8678 | 0.6812 | 0.7633 | 0.4006 | 0.7813 | 0.7049 | 0.7123 |
| 0.1306 | 15.19 | 5620 | 0.7043 | 0.7040 | 0.8105 | 0.8753 | 0.9296 | 0.8196 | 0.8822 | 0.5192 | 0.8983 | 0.8576 | 0.7668 | 0.8675 | 0.6825 | 0.7640 | 0.4176 | 0.7791 | 0.7123 | 0.7048 |
| 0.0968 | 15.24 | 5640 | 0.7197 | 0.6986 | 0.8082 | 0.8724 | 0.9329 | 0.8196 | 0.8689 | 0.5488 | 0.9001 | 0.8462 | 0.7406 | 0.8669 | 0.6779 | 0.7663 | 0.4198 | 0.7789 | 0.6983 | 0.6819 |
| 0.1836 | 15.3 | 5660 | 0.7781 | 0.7031 | 0.8063 | 0.8744 | 0.9356 | 0.8022 | 0.8591 | 0.5408 | 0.9025 | 0.8474 | 0.7565 | 0.8657 | 0.6758 | 0.7670 | 0.4257 | 0.7782 | 0.7116 | 0.6975 |
| 0.0926 | 15.35 | 5680 | 0.7479 | 0.7083 | 0.8136 | 0.8773 | 0.9327 | 0.7990 | 0.8648 | 0.5458 | 0.8933 | 0.8697 | 0.7897 | 0.8696 | 0.6749 | 0.7679 | 0.4261 | 0.7771 | 0.7169 | 0.7259 |
| 0.1173 | 15.41 | 5700 | 0.7123 | 0.7082 | 0.8120 | 0.8772 | 0.9352 | 0.8126 | 0.8648 | 0.5350 | 0.8968 | 0.8624 | 0.7771 | 0.8663 | 0.6769 | 0.7659 | 0.4329 | 0.7819 | 0.7198 | 0.7139 |
| 0.1977 | 15.46 | 5720 | 0.6526 | 0.7084 | 0.8191 | 0.8770 | 0.9274 | 0.8162 | 0.8681 | 0.5519 | 0.8888 | 0.8902 | 0.7913 | 0.8688 | 0.6758 | 0.7655 | 0.4325 | 0.7797 | 0.7113 | 0.7254 |
| 0.096 | 15.51 | 5740 | 0.6237 | 0.7109 | 0.8066 | 0.8798 | 0.9396 | 0.7830 | 0.8635 | 0.4962 | 0.8994 | 0.8761 | 0.7881 | 0.8659 | 0.6775 | 0.7693 | 0.4289 | 0.7880 | 0.7227 | 0.7240 |
| 0.1514 | 15.57 | 5760 | 0.6790 | 0.7061 | 0.8115 | 0.8763 | 0.9263 | 0.8342 | 0.8704 | 0.5164 | 0.9070 | 0.8550 | 0.7710 | 0.8656 | 0.6743 | 0.7730 | 0.4308 | 0.7834 | 0.7113 | 0.7043 |
| 0.0453 | 15.62 | 5780 | 0.6741 | 0.7045 | 0.8091 | 0.8758 | 0.9345 | 0.8207 | 0.8796 | 0.5021 | 0.8957 | 0.8724 | 0.7586 | 0.8654 | 0.6798 | 0.7735 | 0.4289 | 0.7846 | 0.7038 | 0.6956 |
| 0.1224 | 15.68 | 5800 | 0.7243 | 0.6900 | 0.7975 | 0.8688 | 0.9333 | 0.7996 | 0.8867 | 0.4814 | 0.8940 | 0.8740 | 0.7132 | 0.8647 | 0.6823 | 0.7650 | 0.4163 | 0.7812 | 0.6668 | 0.6540 |
| 0.0927 | 15.73 | 5820 | 0.7237 | 0.6903 | 0.7969 | 0.8689 | 0.9342 | 0.8029 | 0.8813 | 0.4867 | 0.8985 | 0.8654 | 0.7091 | 0.8633 | 0.6819 | 0.7656 | 0.4204 | 0.7846 | 0.6672 | 0.6490 |
| 0.1154 | 15.78 | 5840 | 0.6878 | 0.6922 | 0.8016 | 0.8690 | 0.9342 | 0.7988 | 0.8671 | 0.5313 | 0.8968 | 0.8735 | 0.7098 | 0.8639 | 0.6824 | 0.7651 | 0.4400 | 0.7879 | 0.6582 | 0.6482 |
| 0.1408 | 15.84 | 5860 | 0.6410 | 0.6894 | 0.8008 | 0.8677 | 0.9385 | 0.7996 | 0.8818 | 0.5320 | 0.8902 | 0.8676 | 0.6960 | 0.8616 | 0.6827 | 0.7591 | 0.4409 | 0.7905 | 0.6497 | 0.6416 |
| 0.1614 | 15.89 | 5880 | 0.6993 | 0.6902 | 0.7988 | 0.8685 | 0.9335 | 0.8126 | 0.8511 | 0.5153 | 0.9032 | 0.8700 | 0.7061 | 0.8627 | 0.6823 | 0.7575 | 0.4358 | 0.7892 | 0.6553 | 0.6485 |
| 0.2869 | 15.95 | 5900 | 0.7689 | 0.6905 | 0.8024 | 0.8678 | 0.9301 | 0.8079 | 0.8756 | 0.5322 | 0.8979 | 0.8709 | 0.7022 | 0.8620 | 0.6833 | 0.7620 | 0.4354 | 0.7858 | 0.6595 | 0.6458 |
| 0.139 | 16.0 | 5920 | 0.7812 | 0.6913 | 0.7976 | 0.8688 | 0.9289 | 0.7985 | 0.8763 | 0.4996 | 0.9057 | 0.8696 | 0.7049 | 0.8636 | 0.6856 | 0.7627 | 0.4295 | 0.7846 | 0.6648 | 0.6482 |
| 0.0939 | 16.05 | 5940 | 0.7038 | 0.6927 | 0.8014 | 0.8701 | 0.9300 | 0.8017 | 0.8775 | 0.5124 | 0.9019 | 0.8705 | 0.7161 | 0.8671 | 0.6822 | 0.7667 | 0.4266 | 0.7854 | 0.6648 | 0.6564 |
| 0.1643 | 16.11 | 5960 | 0.7743 | 0.6922 | 0.8015 | 0.8688 | 0.9334 | 0.8147 | 0.8787 | 0.5176 | 0.8993 | 0.8662 | 0.7003 | 0.8635 | 0.6791 | 0.7618 | 0.4341 | 0.7815 | 0.6791 | 0.6466 |
| 0.1276 | 16.16 | 5980 | 0.7730 | 0.7013 | 0.8108 | 0.8735 | 0.9302 | 0.8330 | 0.8632 | 0.5387 | 0.9018 | 0.8648 | 0.7436 | 0.8659 | 0.6750 | 0.7678 | 0.4333 | 0.7818 | 0.7032 | 0.6824 |
| 0.5234 | 16.22 | 6000 | 0.7781 | 0.7015 | 0.8034 | 0.8743 | 0.9338 | 0.7904 | 0.8730 | 0.4974 | 0.8964 | 0.8727 | 0.7602 | 0.8650 | 0.6780 | 0.7626 | 0.4227 | 0.7802 | 0.7066 | 0.6952 |
| 0.153 | 16.27 | 6020 | 0.7155 | 0.7071 | 0.8094 | 0.8771 | 0.9313 | 0.8078 | 0.8710 | 0.5146 | 0.9031 | 0.8660 | 0.7716 | 0.8679 | 0.6791 | 0.7667 | 0.4346 | 0.7844 | 0.7103 | 0.7067 |
| 0.0918 | 16.32 | 6040 | 0.7164 | 0.7049 | 0.8093 | 0.8758 | 0.9283 | 0.8091 | 0.8751 | 0.5270 | 0.9064 | 0.8570 | 0.7621 | 0.8673 | 0.6792 | 0.7667 | 0.4297 | 0.7834 | 0.7079 | 0.6999 |
| 0.0636 | 16.38 | 6060 | 0.8310 | 0.6895 | 0.7941 | 0.8673 | 0.9382 | 0.7911 | 0.8637 | 0.5198 | 0.9035 | 0.8511 | 0.6912 | 0.8553 | 0.6711 | 0.7610 | 0.4239 | 0.7807 | 0.6951 | 0.6397 |
| 0.15 | 16.43 | 6080 | 0.6919 | 0.7024 | 0.8098 | 0.8751 | 0.9349 | 0.8071 | 0.8785 | 0.5362 | 0.8946 | 0.8544 | 0.7629 | 0.8661 | 0.6761 | 0.7635 | 0.4254 | 0.7848 | 0.6994 | 0.7014 |
| 0.1397 | 16.49 | 6100 | 0.7529 | 0.6905 | 0.7951 | 0.8702 | 0.9370 | 0.7902 | 0.8655 | 0.5048 | 0.9066 | 0.8432 | 0.7181 | 0.8666 | 0.6776 | 0.7660 | 0.4135 | 0.7859 | 0.6617 | 0.6622 |
| 0.0939 | 16.54 | 6120 | 0.8069 | 0.6875 | 0.7908 | 0.8694 | 0.9296 | 0.7984 | 0.8659 | 0.4716 | 0.9179 | 0.8401 | 0.7122 | 0.8665 | 0.6795 | 0.7671 | 0.4010 | 0.7860 | 0.6569 | 0.6553 |
| 0.6179 | 16.59 | 6140 | 0.7314 | 0.6876 | 0.7951 | 0.8700 | 0.9324 | 0.8198 | 0.8660 | 0.4583 | 0.9070 | 0.8694 | 0.7130 | 0.8660 | 0.6785 | 0.7674 | 0.4001 | 0.7918 | 0.6544 | 0.6551 |
| 0.1015 | 16.65 | 6160 | 0.7299 | 0.6887 | 0.8009 | 0.8696 | 0.9314 | 0.8189 | 0.8649 | 0.4977 | 0.8981 | 0.8685 | 0.7263 | 0.8675 | 0.6794 | 0.7623 | 0.4013 | 0.7864 | 0.6576 | 0.6667 |
| 0.0863 | 16.7 | 6180 | 0.6746 | 0.6980 | 0.8068 | 0.8737 | 0.9299 | 0.8224 | 0.8665 | 0.5073 | 0.9009 | 0.8643 | 0.7562 | 0.8688 | 0.6769 | 0.7616 | 0.4054 | 0.7817 | 0.6951 | 0.6965 |
| 0.1738 | 16.76 | 6200 | 0.6060 | 0.7123 | 0.8164 | 0.8813 | 0.9310 | 0.8146 | 0.8844 | 0.5084 | 0.8948 | 0.8641 | 0.8174 | 0.8694 | 0.6797 | 0.7624 | 0.4084 | 0.7880 | 0.7294 | 0.7487 |
| 0.2009 | 16.81 | 6220 | 0.6513 | 0.7078 | 0.8044 | 0.8800 | 0.9336 | 0.8120 | 0.8611 | 0.4601 | 0.9109 | 0.8631 | 0.7903 | 0.8692 | 0.6798 | 0.7673 | 0.4001 | 0.7875 | 0.7233 | 0.7272 |
| 2.6765 | 16.86 | 6240 | 0.7115 | 0.7013 | 0.7960 | 0.8786 | 0.9366 | 0.7898 | 0.8870 | 0.4108 | 0.9047 | 0.8551 | 0.7879 | 0.8672 | 0.6791 | 0.7635 | 0.3691 | 0.7866 | 0.7177 | 0.7257 |
| 0.0662 | 16.92 | 6260 | 0.6028 | 0.7107 | 0.8123 | 0.8808 | 0.9364 | 0.8211 | 0.8591 | 0.5004 | 0.8994 | 0.8649 | 0.8050 | 0.8684 | 0.6741 | 0.7666 | 0.4136 | 0.7891 | 0.7246 | 0.7387 |
| 0.1372 | 16.97 | 6280 | 0.6318 | 0.7080 | 0.8142 | 0.8778 | 0.9304 | 0.8114 | 0.8771 | 0.5371 | 0.8978 | 0.8582 | 0.7878 | 0.8656 | 0.6774 | 0.7649 | 0.4222 | 0.7862 | 0.7159 | 0.7238 |
| 0.0964 | 17.03 | 6300 | 0.6379 | 0.7076 | 0.8136 | 0.8780 | 0.9301 | 0.8130 | 0.8666 | 0.5375 | 0.9036 | 0.8663 | 0.7778 | 0.8669 | 0.6728 | 0.7716 | 0.4315 | 0.7900 | 0.7053 | 0.7149 |
| 0.1279 | 17.08 | 6320 | 0.6366 | 0.7197 | 0.8239 | 0.8860 | 0.9330 | 0.7997 | 0.8757 | 0.5572 | 0.8977 | 0.8582 | 0.8459 | 0.8667 | 0.6734 | 0.7659 | 0.4390 | 0.8092 | 0.7100 | 0.7736 |
| 0.0769 | 17.14 | 6340 | 0.6694 | 0.7059 | 0.8111 | 0.8761 | 0.9289 | 0.8014 | 0.8739 | 0.5607 | 0.9071 | 0.8316 | 0.7741 | 0.8661 | 0.6741 | 0.7654 | 0.4358 | 0.7845 | 0.7054 | 0.7097 |
| 0.2735 | 17.19 | 6360 | 0.6678 | 0.7025 | 0.8049 | 0.8746 | 0.9355 | 0.7992 | 0.8800 | 0.5124 | 0.9002 | 0.8593 | 0.7478 | 0.8642 | 0.6781 | 0.7625 | 0.4280 | 0.7832 | 0.7133 | 0.6881 |
| 1.1427 | 17.24 | 6380 | 0.7853 | 0.6887 | 0.7947 | 0.8684 | 0.9392 | 0.7967 | 0.8571 | 0.5001 | 0.9002 | 0.8685 | 0.7011 | 0.8631 | 0.6789 | 0.7582 | 0.4184 | 0.7845 | 0.6719 | 0.6461 |
| 0.1354 | 17.3 | 6400 | 0.7422 | 0.6895 | 0.8006 | 0.8688 | 0.9318 | 0.7965 | 0.8712 | 0.5213 | 0.8984 | 0.8735 | 0.7115 | 0.8640 | 0.6803 | 0.7600 | 0.4258 | 0.7916 | 0.6523 | 0.6523 |
| 0.077 | 17.35 | 6420 | 0.7529 | 0.6904 | 0.8037 | 0.8689 | 0.9321 | 0.8140 | 0.8624 | 0.5433 | 0.8997 | 0.8618 | 0.7123 | 0.8635 | 0.6777 | 0.7629 | 0.4356 | 0.7927 | 0.6489 | 0.6514 |
| 0.1084 | 17.41 | 6440 | 0.7545 | 0.6923 | 0.8042 | 0.8697 | 0.9293 | 0.8130 | 0.8644 | 0.5499 | 0.9059 | 0.8473 | 0.7197 | 0.8643 | 0.6784 | 0.7672 | 0.4362 | 0.7916 | 0.6503 | 0.6579 |
| 0.2807 | 17.46 | 6460 | 0.7531 | 0.6949 | 0.8013 | 0.8712 | 0.9289 | 0.7926 | 0.8760 | 0.5274 | 0.9083 | 0.8466 | 0.7293 | 0.8654 | 0.6809 | 0.7682 | 0.4268 | 0.7867 | 0.6682 | 0.6680 |
| 0.0654 | 17.51 | 6480 | 0.6718 | 0.7027 | 0.8091 | 0.8760 | 0.9327 | 0.7899 | 0.8828 | 0.5345 | 0.8987 | 0.8595 | 0.7658 | 0.8670 | 0.6807 | 0.7666 | 0.4298 | 0.7942 | 0.6800 | 0.7005 |
| 0.1048 | 17.57 | 6500 | 0.6738 | 0.6983 | 0.8118 | 0.8732 | 0.9331 | 0.8010 | 0.8705 | 0.5639 | 0.8910 | 0.8709 | 0.7522 | 0.8674 | 0.6803 | 0.7619 | 0.4304 | 0.7917 | 0.6662 | 0.6904 |
| 0.381 | 17.62 | 6520 | 0.7038 | 0.6981 | 0.8061 | 0.8734 | 0.9287 | 0.7951 | 0.8677 | 0.5456 | 0.9080 | 0.8519 | 0.7457 | 0.8688 | 0.6800 | 0.7643 | 0.4347 | 0.7919 | 0.6650 | 0.6817 |
| 0.1314 | 17.68 | 6540 | 0.6728 | 0.6980 | 0.8106 | 0.8735 | 0.9289 | 0.8133 | 0.8745 | 0.5446 | 0.8990 | 0.8648 | 0.7494 | 0.8688 | 0.6785 | 0.7631 | 0.4341 | 0.7936 | 0.6643 | 0.6838 |
| 0.1491 | 17.73 | 6560 | 0.6671 | 0.6977 | 0.8085 | 0.8734 | 0.9352 | 0.7997 | 0.8798 | 0.5403 | 0.8912 | 0.8621 | 0.7515 | 0.8674 | 0.6751 | 0.7670 | 0.4256 | 0.7896 | 0.6707 | 0.6883 |
| 0.1503 | 17.78 | 6580 | 0.6852 | 0.7015 | 0.8107 | 0.8753 | 0.9295 | 0.8117 | 0.8676 | 0.5280 | 0.8995 | 0.8754 | 0.7631 | 0.8684 | 0.6735 | 0.7691 | 0.4218 | 0.7877 | 0.6913 | 0.6990 |
| 0.1663 | 17.84 | 6600 | 0.7299 | 0.6919 | 0.7991 | 0.8716 | 0.9317 | 0.8027 | 0.8827 | 0.4864 | 0.9037 | 0.8546 | 0.7319 | 0.8664 | 0.6721 | 0.7591 | 0.4080 | 0.7874 | 0.6781 | 0.6723 |
| 0.3482 | 17.89 | 6620 | 0.7122 | 0.6898 | 0.8034 | 0.8694 | 0.9314 | 0.8109 | 0.8731 | 0.5298 | 0.8994 | 0.8683 | 0.7107 | 0.8663 | 0.6715 | 0.7638 | 0.4228 | 0.7885 | 0.6630 | 0.6530 |
| 0.1922 | 17.95 | 6640 | 0.6779 | 0.7056 | 0.8092 | 0.8776 | 0.9321 | 0.8065 | 0.8784 | 0.5085 | 0.9022 | 0.8615 | 0.7749 | 0.8682 | 0.6726 | 0.7645 | 0.4258 | 0.7881 | 0.7115 | 0.7086 |
| 0.1884 | 18.0 | 6660 | 0.6645 | 0.7198 | 0.8220 | 0.8866 | 0.9359 | 0.8106 | 0.8779 | 0.5209 | 0.8947 | 0.8665 | 0.8474 | 0.8658 | 0.6723 | 0.7630 | 0.4309 | 0.8081 | 0.7190 | 0.7798 |
| 0.1226 | 18.05 | 6680 | 0.6551 | 0.7183 | 0.8152 | 0.8869 | 0.9319 | 0.7956 | 0.8877 | 0.4796 | 0.9040 | 0.8558 | 0.8520 | 0.8658 | 0.6740 | 0.7626 | 0.4160 | 0.8080 | 0.7200 | 0.7819 |
| 0.0977 | 18.11 | 6700 | 0.6134 | 0.7066 | 0.8160 | 0.8774 | 0.9320 | 0.8233 | 0.8675 | 0.5421 | 0.8964 | 0.8781 | 0.7726 | 0.8663 | 0.6676 | 0.7659 | 0.4381 | 0.7908 | 0.7092 | 0.7088 |
| 0.2765 | 18.16 | 6720 | 0.6325 | 0.7017 | 0.8073 | 0.8742 | 0.9319 | 0.8028 | 0.8757 | 0.5204 | 0.8995 | 0.8725 | 0.7479 | 0.8629 | 0.6725 | 0.7594 | 0.4320 | 0.7855 | 0.7126 | 0.6869 |
| 0.1163 | 18.22 | 6740 | 0.6932 | 0.6974 | 0.8006 | 0.8713 | 0.9360 | 0.7784 | 0.8745 | 0.5415 | 0.9007 | 0.8373 | 0.7357 | 0.8616 | 0.6728 | 0.7599 | 0.4262 | 0.7782 | 0.7096 | 0.6736 |
| 0.1935 | 18.27 | 6760 | 0.6326 | 0.7070 | 0.8147 | 0.8771 | 0.9289 | 0.8066 | 0.8637 | 0.5510 | 0.8988 | 0.8701 | 0.7836 | 0.8613 | 0.6730 | 0.7613 | 0.4291 | 0.7910 | 0.7158 | 0.7178 |
| 0.1554 | 18.32 | 6780 | 0.6887 | 0.6979 | 0.8034 | 0.8722 | 0.9319 | 0.8002 | 0.8747 | 0.5152 | 0.9026 | 0.8717 | 0.7276 | 0.8616 | 0.6731 | 0.7622 | 0.4303 | 0.7850 | 0.7034 | 0.6696 |
| 0.2316 | 18.38 | 6800 | 0.6220 | 0.7078 | 0.8151 | 0.8768 | 0.9300 | 0.8078 | 0.8783 | 0.5549 | 0.8989 | 0.8694 | 0.7664 | 0.8657 | 0.6770 | 0.7652 | 0.4435 | 0.7876 | 0.7139 | 0.7019 |
| 0.1733 | 18.43 | 6820 | 0.6711 | 0.7142 | 0.8159 | 0.8810 | 0.9347 | 0.8079 | 0.8685 | 0.5294 | 0.8971 | 0.8690 | 0.8044 | 0.8676 | 0.6785 | 0.7619 | 0.4403 | 0.7905 | 0.7253 | 0.7351 |
| 0.1224 | 18.49 | 6840 | 0.6410 | 0.7059 | 0.8082 | 0.8768 | 0.9400 | 0.7931 | 0.8775 | 0.5145 | 0.8898 | 0.8697 | 0.7730 | 0.8596 | 0.6733 | 0.7573 | 0.4333 | 0.7906 | 0.7160 | 0.7113 |
| 0.1923 | 18.54 | 6860 | 0.6620 | 0.7044 | 0.8150 | 0.8766 | 0.9239 | 0.8152 | 0.8822 | 0.5231 | 0.8951 | 0.8793 | 0.7865 | 0.8678 | 0.6766 | 0.7616 | 0.4224 | 0.7881 | 0.6969 | 0.7173 |
| 0.1202 | 18.59 | 6880 | 0.7112 | 0.7034 | 0.8076 | 0.8763 | 0.9339 | 0.7943 | 0.8704 | 0.5197 | 0.8999 | 0.8672 | 0.7676 | 0.8687 | 0.6784 | 0.7652 | 0.4216 | 0.7872 | 0.6982 | 0.7043 |
| 0.1458 | 18.65 | 6900 | 0.6784 | 0.7092 | 0.8119 | 0.8786 | 0.9271 | 0.7945 | 0.8805 | 0.5373 | 0.9076 | 0.8470 | 0.7893 | 0.8697 | 0.6761 | 0.7665 | 0.4236 | 0.7841 | 0.7202 | 0.7240 |
| 0.081 | 18.7 | 6920 | 0.6600 | 0.7079 | 0.8181 | 0.8779 | 0.9298 | 0.8092 | 0.8810 | 0.5475 | 0.8891 | 0.8767 | 0.7935 | 0.8696 | 0.6776 | 0.7622 | 0.4296 | 0.7868 | 0.7054 | 0.7242 |
| 0.0973 | 18.76 | 6940 | 0.7119 | 0.7080 | 0.8144 | 0.8779 | 0.9292 | 0.8136 | 0.8725 | 0.5428 | 0.9021 | 0.8567 | 0.7840 | 0.8687 | 0.6758 | 0.7623 | 0.4331 | 0.7867 | 0.7101 | 0.7194 |
| 0.1824 | 18.81 | 6960 | 0.6751 | 0.6980 | 0.8063 | 0.8733 | 0.9315 | 0.7980 | 0.8794 | 0.5285 | 0.9009 | 0.8668 | 0.7388 | 0.8677 | 0.6747 | 0.7631 | 0.4375 | 0.7902 | 0.6740 | 0.6789 |
| 0.0786 | 18.86 | 6980 | 0.7423 | 0.6991 | 0.8076 | 0.8737 | 0.9306 | 0.8071 | 0.8693 | 0.5382 | 0.9039 | 0.8581 | 0.7459 | 0.8679 | 0.6727 | 0.7617 | 0.4393 | 0.7888 | 0.6784 | 0.6849 |
| 0.1518 | 18.92 | 7000 | 0.7237 | 0.6994 | 0.8069 | 0.8740 | 0.9324 | 0.8023 | 0.8753 | 0.5306 | 0.9024 | 0.8620 | 0.7431 | 0.8668 | 0.6725 | 0.7641 | 0.4475 | 0.7942 | 0.6693 | 0.6812 |
| 0.1411 | 18.97 | 7020 | 0.7966 | 0.6968 | 0.8090 | 0.8717 | 0.9326 | 0.7977 | 0.8739 | 0.5625 | 0.8947 | 0.8694 | 0.7322 | 0.8662 | 0.6712 | 0.7617 | 0.4444 | 0.7873 | 0.6734 | 0.6735 |
| 0.1319 | 19.03 | 7040 | 0.7241 | 0.6968 | 0.8087 | 0.8718 | 0.9274 | 0.8138 | 0.8690 | 0.5488 | 0.9029 | 0.8643 | 0.7344 | 0.8664 | 0.6683 | 0.7650 | 0.4403 | 0.7857 | 0.6774 | 0.6747 |
| 0.1517 | 19.08 | 7060 | 0.7034 | 0.6989 | 0.8102 | 0.8732 | 0.9294 | 0.7966 | 0.8792 | 0.5567 | 0.8970 | 0.8627 | 0.7498 | 0.8672 | 0.6726 | 0.7639 | 0.4376 | 0.7882 | 0.6766 | 0.6861 |
| 0.1236 | 19.14 | 7080 | 0.7254 | 0.6991 | 0.8084 | 0.8739 | 0.9297 | 0.8008 | 0.8771 | 0.5359 | 0.9011 | 0.8675 | 0.7469 | 0.8683 | 0.6720 | 0.7652 | 0.4412 | 0.7914 | 0.6715 | 0.6842 |
| 0.1812 | 19.19 | 7100 | 0.7489 | 0.6955 | 0.8048 | 0.8719 | 0.9290 | 0.7970 | 0.8700 | 0.5319 | 0.9039 | 0.8690 | 0.7328 | 0.8667 | 0.6728 | 0.7615 | 0.4412 | 0.7917 | 0.6621 | 0.6726 |
| 0.1011 | 19.24 | 7120 | 0.7168 | 0.6946 | 0.8074 | 0.8715 | 0.9343 | 0.8158 | 0.8696 | 0.5449 | 0.8974 | 0.8649 | 0.7248 | 0.8652 | 0.6718 | 0.7659 | 0.4412 | 0.7946 | 0.6574 | 0.6660 |
| 0.1236 | 19.3 | 7140 | 0.7489 | 0.6930 | 0.8047 | 0.8707 | 0.9311 | 0.8141 | 0.8826 | 0.5385 | 0.9044 | 0.8466 | 0.7155 | 0.8652 | 0.6714 | 0.7678 | 0.4405 | 0.7930 | 0.6560 | 0.6573 |
| 0.087 | 19.35 | 7160 | 0.7990 | 0.6947 | 0.8051 | 0.8714 | 0.9292 | 0.8114 | 0.8772 | 0.5299 | 0.9048 | 0.8617 | 0.7217 | 0.8665 | 0.6744 | 0.7675 | 0.4385 | 0.7908 | 0.6620 | 0.6632 |
| 0.0746 | 19.41 | 7180 | 0.7367 | 0.6960 | 0.8054 | 0.8719 | 0.9284 | 0.8010 | 0.8743 | 0.5300 | 0.9044 | 0.8740 | 0.7257 | 0.8673 | 0.6767 | 0.7663 | 0.4423 | 0.7916 | 0.6616 | 0.6662 |
| 0.1389 | 19.46 | 7200 | 0.8094 | 0.6963 | 0.8058 | 0.8721 | 0.9297 | 0.8056 | 0.8665 | 0.5318 | 0.9038 | 0.8733 | 0.7296 | 0.8664 | 0.6738 | 0.7654 | 0.4449 | 0.7929 | 0.6611 | 0.6693 |
| 0.1128 | 19.51 | 7220 | 0.7732 | 0.6950 | 0.8047 | 0.8718 | 0.9341 | 0.8098 | 0.8604 | 0.5435 | 0.9039 | 0.8530 | 0.7285 | 0.8648 | 0.6725 | 0.7671 | 0.4374 | 0.7931 | 0.6613 | 0.6688 |
| 0.0658 | 19.57 | 7240 | 0.7832 | 0.6946 | 0.8020 | 0.8713 | 0.9326 | 0.7877 | 0.8758 | 0.5404 | 0.9049 | 0.8448 | 0.7278 | 0.8652 | 0.6743 | 0.7660 | 0.4331 | 0.7886 | 0.6652 | 0.6697 |
| 0.1991 | 19.62 | 7260 | 0.7704 | 0.6952 | 0.8050 | 0.8718 | 0.9329 | 0.8080 | 0.8705 | 0.5356 | 0.9022 | 0.8591 | 0.7266 | 0.8655 | 0.6748 | 0.7656 | 0.4362 | 0.7917 | 0.6646 | 0.6680 |
| 0.0798 | 19.68 | 7280 | 0.7074 | 0.6966 | 0.8108 | 0.8723 | 0.9286 | 0.8124 | 0.8734 | 0.5565 | 0.8983 | 0.8681 | 0.7383 | 0.8671 | 0.6754 | 0.7664 | 0.4350 | 0.7925 | 0.6647 | 0.6748 |
| 0.2001 | 19.73 | 7300 | 0.6872 | 0.7027 | 0.8135 | 0.8747 | 0.9288 | 0.8011 | 0.8833 | 0.5605 | 0.8961 | 0.8659 | 0.7586 | 0.8658 | 0.6776 | 0.7633 | 0.4302 | 0.7871 | 0.6996 | 0.6953 |
| 0.1103 | 19.78 | 7320 | 0.7072 | 0.7050 | 0.8092 | 0.8756 | 0.9345 | 0.7969 | 0.8615 | 0.5538 | 0.9030 | 0.8568 | 0.7582 | 0.8635 | 0.6759 | 0.7655 | 0.4312 | 0.7858 | 0.7144 | 0.6984 |
| 1.6601 | 19.84 | 7340 | 0.7160 | 0.7033 | 0.8113 | 0.8748 | 0.9334 | 0.7963 | 0.8750 | 0.5583 | 0.8968 | 0.8674 | 0.7517 | 0.8640 | 0.6758 | 0.7652 | 0.4315 | 0.7862 | 0.7071 | 0.6933 |
| 1.7574 | 19.89 | 7360 | 0.7489 | 0.6998 | 0.8093 | 0.8728 | 0.9346 | 0.8027 | 0.8794 | 0.5533 | 0.8950 | 0.8676 | 0.7327 | 0.8615 | 0.6738 | 0.7658 | 0.4333 | 0.7860 | 0.7013 | 0.6772 |
| 0.09 | 19.95 | 7380 | 0.6577 | 0.7101 | 0.8147 | 0.8790 | 0.9325 | 0.7968 | 0.8719 | 0.5489 | 0.9002 | 0.8700 | 0.7826 | 0.8670 | 0.6763 | 0.7667 | 0.4332 | 0.7904 | 0.7189 | 0.7181 |
| 0.2354 | 20.0 | 7400 | 0.6462 | 0.7126 | 0.8219 | 0.8804 | 0.9318 | 0.8027 | 0.8722 | 0.5738 | 0.8921 | 0.8781 | 0.8026 | 0.8668 | 0.6768 | 0.7677 | 0.4277 | 0.7936 | 0.7176 | 0.7380 |
| 0.1215 | 20.05 | 7420 | 0.6418 | 0.7203 | 0.8229 | 0.8860 | 0.9304 | 0.7973 | 0.8817 | 0.5427 | 0.8999 | 0.8656 | 0.8428 | 0.8695 | 0.6778 | 0.7662 | 0.4271 | 0.8020 | 0.7261 | 0.7731 |
| 0.1326 | 20.11 | 7440 | 0.6310 | 0.7183 | 0.8203 | 0.8844 | 0.9333 | 0.8062 | 0.8694 | 0.5379 | 0.9006 | 0.8700 | 0.8247 | 0.8687 | 0.6762 | 0.7660 | 0.4323 | 0.7982 | 0.7285 | 0.7584 |
| 0.1656 | 20.16 | 7460 | 0.6689 | 0.7193 | 0.8195 | 0.8854 | 0.9294 | 0.8052 | 0.8677 | 0.5223 | 0.9054 | 0.8690 | 0.8375 | 0.8701 | 0.6762 | 0.7636 | 0.4282 | 0.7979 | 0.7330 | 0.7664 |
| 0.0915 | 20.22 | 7480 | 0.6288 | 0.7211 | 0.8199 | 0.8874 | 0.9298 | 0.8059 | 0.8792 | 0.5091 | 0.9073 | 0.8569 | 0.8508 | 0.8688 | 0.6745 | 0.7635 | 0.4236 | 0.8049 | 0.7304 | 0.7820 |
| 0.0714 | 20.27 | 7500 | 0.6200 | 0.7269 | 0.8256 | 0.8907 | 0.9311 | 0.8028 | 0.8822 | 0.5254 | 0.9037 | 0.8576 | 0.8768 | 0.8696 | 0.6752 | 0.7658 | 0.4294 | 0.8114 | 0.7320 | 0.8046 |
| 0.2675 | 20.32 | 7520 | 0.6206 | 0.7266 | 0.8236 | 0.8909 | 0.9326 | 0.7991 | 0.8770 | 0.5145 | 0.9055 | 0.8624 | 0.8741 | 0.8695 | 0.6746 | 0.7692 | 0.4282 | 0.8128 | 0.7305 | 0.8017 |
| 0.1737 | 20.38 | 7540 | 0.6122 | 0.7266 | 0.8265 | 0.8907 | 0.9259 | 0.8079 | 0.8838 | 0.5225 | 0.9088 | 0.8621 | 0.8748 | 0.8696 | 0.6746 | 0.7715 | 0.4238 | 0.8119 | 0.7315 | 0.8033 |
| 0.0829 | 20.43 | 7560 | 0.6066 | 0.7261 | 0.8264 | 0.8910 | 0.9338 | 0.8110 | 0.8824 | 0.5125 | 0.8984 | 0.8716 | 0.8754 | 0.8705 | 0.6742 | 0.7717 | 0.4179 | 0.8123 | 0.7317 | 0.8042 |
| 0.0829 | 20.49 | 7580 | 0.6349 | 0.7136 | 0.8165 | 0.8821 | 0.9343 | 0.7894 | 0.8839 | 0.5315 | 0.8964 | 0.8745 | 0.8055 | 0.8700 | 0.6760 | 0.7734 | 0.4188 | 0.7929 | 0.7238 | 0.7403 |
| 0.0523 | 20.54 | 7600 | 0.7175 | 0.7086 | 0.8114 | 0.8784 | 0.9310 | 0.8067 | 0.8763 | 0.5279 | 0.9061 | 0.8521 | 0.7794 | 0.8692 | 0.6779 | 0.7724 | 0.4220 | 0.7854 | 0.7187 | 0.7150 |
| 0.0771 | 20.59 | 7620 | 0.6773 | 0.7081 | 0.8122 | 0.8785 | 0.9365 | 0.8072 | 0.8763 | 0.5319 | 0.8996 | 0.8628 | 0.7709 | 0.8679 | 0.6774 | 0.7774 | 0.4234 | 0.7896 | 0.7127 | 0.7081 |
| 0.4593 | 20.65 | 7640 | 0.7130 | 0.7001 | 0.8051 | 0.8751 | 0.9288 | 0.8155 | 0.8759 | 0.4955 | 0.9106 | 0.8654 | 0.7442 | 0.8692 | 0.6768 | 0.7745 | 0.4197 | 0.7890 | 0.6900 | 0.6817 |
| 1.3661 | 20.7 | 7660 | 0.6997 | 0.6960 | 0.8050 | 0.8721 | 0.9350 | 0.8002 | 0.8816 | 0.5299 | 0.8996 | 0.8712 | 0.7173 | 0.8675 | 0.6771 | 0.7749 | 0.4303 | 0.7900 | 0.6738 | 0.6581 |
| 0.1361 | 20.76 | 7680 | 0.7710 | 0.6942 | 0.8043 | 0.8712 | 0.9334 | 0.8141 | 0.8666 | 0.5209 | 0.9003 | 0.8784 | 0.7168 | 0.8663 | 0.6784 | 0.7681 | 0.4296 | 0.7900 | 0.6704 | 0.6570 |
| 0.1341 | 20.81 | 7700 | 0.7353 | 0.6939 | 0.8009 | 0.8717 | 0.9340 | 0.8127 | 0.8658 | 0.4955 | 0.9043 | 0.8765 | 0.7171 | 0.8665 | 0.6786 | 0.7676 | 0.4213 | 0.7895 | 0.6759 | 0.6581 |
| 0.1385 | 20.86 | 7720 | 0.6858 | 0.6975 | 0.8045 | 0.8735 | 0.9329 | 0.8072 | 0.8827 | 0.4990 | 0.8995 | 0.8725 | 0.7377 | 0.8672 | 0.6793 | 0.7653 | 0.4218 | 0.7893 | 0.6842 | 0.6757 |
| 0.13 | 20.92 | 7740 | 0.7104 | 0.7030 | 0.8086 | 0.8756 | 0.9307 | 0.8123 | 0.8740 | 0.5147 | 0.9034 | 0.8713 | 0.7540 | 0.8664 | 0.6789 | 0.7676 | 0.4285 | 0.7894 | 0.6999 | 0.6901 |
| 0.2066 | 20.97 | 7760 | 0.7073 | 0.7038 | 0.8030 | 0.8775 | 0.9329 | 0.8014 | 0.8815 | 0.4723 | 0.9081 | 0.8576 | 0.7674 | 0.8665 | 0.6802 | 0.7683 | 0.4108 | 0.7903 | 0.7081 | 0.7024 |
| 0.1249 | 21.03 | 7780 | 0.6910 | 0.7139 | 0.8107 | 0.8829 | 0.9368 | 0.7983 | 0.8835 | 0.4947 | 0.9036 | 0.8429 | 0.8148 | 0.8669 | 0.6799 | 0.7686 | 0.4185 | 0.7969 | 0.7212 | 0.7452 |
| 0.1122 | 21.08 | 7800 | 0.6585 | 0.7111 | 0.8104 | 0.8804 | 0.9323 | 0.8005 | 0.8776 | 0.5014 | 0.9058 | 0.8675 | 0.7881 | 0.8700 | 0.6808 | 0.7677 | 0.4258 | 0.7898 | 0.7220 | 0.7219 |
| 0.1621 | 21.14 | 7820 | 0.6931 | 0.7090 | 0.8118 | 0.8783 | 0.9329 | 0.8013 | 0.8827 | 0.5265 | 0.9025 | 0.8719 | 0.7647 | 0.8706 | 0.6802 | 0.7684 | 0.4347 | 0.7855 | 0.7195 | 0.7045 |
| 0.1049 | 21.19 | 7840 | 0.6546 | 0.7197 | 0.8182 | 0.8851 | 0.9320 | 0.7959 | 0.8877 | 0.5237 | 0.9050 | 0.8595 | 0.8234 | 0.8726 | 0.6800 | 0.7687 | 0.4337 | 0.7956 | 0.7331 | 0.7542 |
| 0.1394 | 21.24 | 7860 | 0.7061 | 0.7146 | 0.8144 | 0.8814 | 0.9335 | 0.7983 | 0.8808 | 0.5293 | 0.9036 | 0.8617 | 0.7939 | 0.8714 | 0.6785 | 0.7672 | 0.4368 | 0.7876 | 0.7312 | 0.7299 |
| 0.0459 | 21.3 | 7880 | 0.7485 | 0.7120 | 0.8123 | 0.8796 | 0.9317 | 0.7955 | 0.8811 | 0.5299 | 0.9045 | 0.8590 | 0.7845 | 0.8699 | 0.6787 | 0.7655 | 0.4379 | 0.7853 | 0.7264 | 0.7205 |
| 0.1347 | 21.35 | 7900 | 0.6853 | 0.7143 | 0.8153 | 0.8816 | 0.9327 | 0.8045 | 0.8828 | 0.5189 | 0.9005 | 0.8653 | 0.8021 | 0.8700 | 0.6786 | 0.7632 | 0.4344 | 0.7897 | 0.7281 | 0.7363 |
| 0.2338 | 21.41 | 7920 | 0.6735 | 0.7206 | 0.8208 | 0.8857 | 0.9344 | 0.8137 | 0.8709 | 0.5275 | 0.9011 | 0.8640 | 0.8341 | 0.8700 | 0.6770 | 0.7663 | 0.4361 | 0.7989 | 0.7325 | 0.7635 |
| 0.1688 | 21.46 | 7940 | 0.6418 | 0.7210 | 0.8133 | 0.8872 | 0.9371 | 0.7777 | 0.8804 | 0.4946 | 0.9067 | 0.8563 | 0.8403 | 0.8695 | 0.6771 | 0.7692 | 0.4278 | 0.8027 | 0.7297 | 0.7708 |
| 0.0947 | 21.51 | 7960 | 0.6161 | 0.7283 | 0.8263 | 0.8911 | 0.9324 | 0.8138 | 0.8808 | 0.5151 | 0.9036 | 0.8694 | 0.8694 | 0.8696 | 0.6808 | 0.7728 | 0.4360 | 0.8136 | 0.7290 | 0.7964 |
| 0.1065 | 21.57 | 7980 | 0.6244 | 0.7253 | 0.8246 | 0.8891 | 0.9328 | 0.8065 | 0.8800 | 0.5268 | 0.9026 | 0.8679 | 0.8555 | 0.8686 | 0.6796 | 0.7694 | 0.4365 | 0.8107 | 0.7262 | 0.7859 |
| 0.0763 | 21.62 | 8000 | 0.7093 | 0.7007 | 0.8061 | 0.8746 | 0.9326 | 0.8029 | 0.8719 | 0.5272 | 0.9068 | 0.8615 | 0.7399 | 0.8679 | 0.6782 | 0.7684 | 0.4334 | 0.7898 | 0.6870 | 0.6800 |
| 0.13 | 21.68 | 8020 | 0.6518 | 0.7108 | 0.8161 | 0.8800 | 0.9349 | 0.8087 | 0.8773 | 0.5368 | 0.8971 | 0.8752 | 0.7830 | 0.8686 | 0.6796 | 0.7707 | 0.4403 | 0.7964 | 0.7034 | 0.7165 |
| 0.1545 | 21.73 | 8040 | 0.6582 | 0.7096 | 0.8114 | 0.8790 | 0.9321 | 0.7886 | 0.8799 | 0.5305 | 0.9037 | 0.8671 | 0.7782 | 0.8679 | 0.6783 | 0.7673 | 0.4368 | 0.7918 | 0.7128 | 0.7126 |
| 0.1939 | 21.78 | 8060 | 0.6539 | 0.7086 | 0.8130 | 0.8781 | 0.9337 | 0.8064 | 0.8771 | 0.5395 | 0.9017 | 0.8648 | 0.7680 | 0.8671 | 0.6803 | 0.7696 | 0.4366 | 0.7913 | 0.7103 | 0.7050 |
| 0.073 | 21.84 | 8080 | 0.7916 | 0.6996 | 0.8091 | 0.8734 | 0.9307 | 0.7970 | 0.8790 | 0.5424 | 0.8986 | 0.8808 | 0.7353 | 0.8675 | 0.6790 | 0.7671 | 0.4382 | 0.7892 | 0.6810 | 0.6756 |
| 0.085 | 21.89 | 8100 | 0.7277 | 0.7046 | 0.8115 | 0.8762 | 0.9299 | 0.8081 | 0.8840 | 0.5282 | 0.9001 | 0.8694 | 0.7607 | 0.8679 | 0.6804 | 0.7652 | 0.4367 | 0.7900 | 0.6957 | 0.6961 |
| 0.2033 | 21.95 | 8120 | 0.7420 | 0.6993 | 0.8078 | 0.8734 | 0.9324 | 0.7945 | 0.8860 | 0.5394 | 0.8983 | 0.8674 | 0.7368 | 0.8677 | 0.6798 | 0.7670 | 0.4328 | 0.7884 | 0.6832 | 0.6758 |
| 0.1325 | 22.0 | 8140 | 0.7304 | 0.6987 | 0.8074 | 0.8734 | 0.9329 | 0.7983 | 0.8827 | 0.5278 | 0.8955 | 0.8729 | 0.7419 | 0.8679 | 0.6799 | 0.7666 | 0.4299 | 0.7885 | 0.6804 | 0.6780 |
| 0.0975 | 22.05 | 8160 | 0.7002 | 0.6988 | 0.8116 | 0.8730 | 0.9310 | 0.8059 | 0.8824 | 0.5541 | 0.8942 | 0.8757 | 0.7382 | 0.8684 | 0.6799 | 0.7680 | 0.4371 | 0.7902 | 0.6729 | 0.6754 |
| 0.0684 | 22.11 | 8180 | 0.7231 | 0.6985 | 0.8051 | 0.8733 | 0.9328 | 0.7797 | 0.8840 | 0.5428 | 0.9023 | 0.8585 | 0.7358 | 0.8682 | 0.6782 | 0.7660 | 0.4356 | 0.7893 | 0.6779 | 0.6746 |
| 0.1832 | 22.16 | 8200 | 0.6781 | 0.6992 | 0.8090 | 0.8739 | 0.9302 | 0.8037 | 0.8828 | 0.5384 | 0.9013 | 0.8647 | 0.7418 | 0.8689 | 0.6809 | 0.7669 | 0.4350 | 0.7930 | 0.6709 | 0.6787 |
| 0.1687 | 22.22 | 8220 | 0.7406 | 0.7015 | 0.8115 | 0.8748 | 0.9284 | 0.8067 | 0.8775 | 0.5412 | 0.8996 | 0.8697 | 0.7575 | 0.8689 | 0.6792 | 0.7661 | 0.4299 | 0.7893 | 0.6838 | 0.6930 |
| 0.0902 | 22.27 | 8240 | 0.7015 | 0.7096 | 0.8115 | 0.8791 | 0.9286 | 0.8025 | 0.8744 | 0.5226 | 0.9084 | 0.8584 | 0.7857 | 0.8695 | 0.6790 | 0.7681 | 0.4297 | 0.7887 | 0.7137 | 0.7183 |
| 0.1202 | 22.32 | 8260 | 0.7481 | 0.7031 | 0.8109 | 0.8756 | 0.9331 | 0.8000 | 0.8738 | 0.5445 | 0.8988 | 0.8712 | 0.7551 | 0.8686 | 0.6789 | 0.7677 | 0.4311 | 0.7892 | 0.6932 | 0.6931 |
| 0.6745 | 22.38 | 8280 | 0.7041 | 0.6983 | 0.8084 | 0.8734 | 0.9323 | 0.8016 | 0.8815 | 0.5337 | 0.8974 | 0.8764 | 0.7356 | 0.8690 | 0.6773 | 0.7668 | 0.4315 | 0.7893 | 0.6776 | 0.6765 |
| 0.1366 | 22.43 | 8300 | 0.7009 | 0.7008 | 0.8079 | 0.8749 | 0.9292 | 0.7985 | 0.8733 | 0.5333 | 0.9063 | 0.8650 | 0.7496 | 0.8696 | 0.6777 | 0.7679 | 0.4313 | 0.7903 | 0.6831 | 0.6858 |
| 0.1055 | 22.49 | 8320 | 0.6737 | 0.7011 | 0.8084 | 0.8751 | 0.9311 | 0.8031 | 0.8851 | 0.5314 | 0.9032 | 0.8519 | 0.7531 | 0.8693 | 0.6787 | 0.7670 | 0.4311 | 0.7911 | 0.6825 | 0.6879 |
| 0.1172 | 22.54 | 8340 | 0.7570 | 0.6995 | 0.8085 | 0.8737 | 0.9312 | 0.8105 | 0.8702 | 0.5356 | 0.9011 | 0.8662 | 0.7446 | 0.8686 | 0.6787 | 0.7646 | 0.4297 | 0.7869 | 0.6859 | 0.6823 |
| 0.0575 | 22.59 | 8360 | 0.7264 | 0.7014 | 0.8089 | 0.8745 | 0.9325 | 0.8079 | 0.8722 | 0.5356 | 0.9002 | 0.8633 | 0.7506 | 0.8679 | 0.6790 | 0.7652 | 0.4312 | 0.7867 | 0.6940 | 0.6861 |
| 0.1153 | 22.65 | 8380 | 0.7527 | 0.6944 | 0.8037 | 0.8709 | 0.9330 | 0.8046 | 0.8730 | 0.5308 | 0.9012 | 0.8669 | 0.7167 | 0.8670 | 0.6785 | 0.7645 | 0.4311 | 0.7863 | 0.6753 | 0.6578 |
| 0.1594 | 22.7 | 8400 | 0.7645 | 0.7028 | 0.8075 | 0.8752 | 0.9365 | 0.8001 | 0.8687 | 0.5303 | 0.8990 | 0.8659 | 0.7518 | 0.8655 | 0.6773 | 0.7656 | 0.4298 | 0.7871 | 0.7047 | 0.6897 |
| 0.0405 | 22.76 | 8420 | 0.7033 | 0.7057 | 0.8117 | 0.8761 | 0.9295 | 0.8024 | 0.8721 | 0.5400 | 0.9015 | 0.8740 | 0.7625 | 0.8680 | 0.6787 | 0.7657 | 0.4315 | 0.7843 | 0.7127 | 0.6987 |
| 1.7524 | 22.81 | 8440 | 0.7290 | 0.7005 | 0.8068 | 0.8731 | 0.9365 | 0.8086 | 0.8835 | 0.5363 | 0.8979 | 0.8512 | 0.7335 | 0.8609 | 0.6775 | 0.7657 | 0.4288 | 0.7854 | 0.7108 | 0.6743 |
| 0.0614 | 22.86 | 8460 | 0.7010 | 0.7023 | 0.8095 | 0.8747 | 0.9353 | 0.8113 | 0.8814 | 0.5310 | 0.8956 | 0.8634 | 0.7483 | 0.8641 | 0.6771 | 0.7640 | 0.4267 | 0.7863 | 0.7124 | 0.6857 |
| 0.2336 | 22.92 | 8480 | 0.7311 | 0.7009 | 0.8066 | 0.8738 | 0.9347 | 0.8007 | 0.8797 | 0.5287 | 0.8985 | 0.8621 | 0.7420 | 0.8637 | 0.6761 | 0.7632 | 0.4252 | 0.7846 | 0.7136 | 0.6799 |
| 0.2301 | 22.97 | 8500 | 0.7148 | 0.7062 | 0.8132 | 0.8767 | 0.9332 | 0.8101 | 0.8695 | 0.5433 | 0.8980 | 0.8743 | 0.7641 | 0.8681 | 0.6786 | 0.7662 | 0.4312 | 0.7866 | 0.7127 | 0.7004 |
| 1.6015 | 23.03 | 8520 | 0.7963 | 0.7041 | 0.8103 | 0.8751 | 0.9339 | 0.8077 | 0.8721 | 0.5419 | 0.8994 | 0.8681 | 0.7486 | 0.8656 | 0.6782 | 0.7641 | 0.4308 | 0.7837 | 0.7169 | 0.6894 |
| 0.4187 | 23.08 | 8540 | 0.7661 | 0.7053 | 0.8102 | 0.8757 | 0.9312 | 0.8135 | 0.8670 | 0.5308 | 0.9034 | 0.8712 | 0.7545 | 0.8658 | 0.6785 | 0.7645 | 0.4317 | 0.7838 | 0.7189 | 0.6939 |
| 0.1823 | 23.14 | 8560 | 0.7773 | 0.6978 | 0.8045 | 0.8713 | 0.9323 | 0.7983 | 0.8697 | 0.5399 | 0.9030 | 0.8697 | 0.7185 | 0.8616 | 0.6736 | 0.7637 | 0.4306 | 0.7817 | 0.7118 | 0.6614 |
| 0.1152 | 23.19 | 8580 | 0.7167 | 0.7010 | 0.8101 | 0.8736 | 0.9318 | 0.8108 | 0.8777 | 0.5492 | 0.8997 | 0.8631 | 0.7385 | 0.8625 | 0.6747 | 0.7675 | 0.4297 | 0.7869 | 0.7090 | 0.6770 |
| 0.1159 | 23.24 | 8600 | 0.7670 | 0.7014 | 0.8082 | 0.8737 | 0.9340 | 0.8076 | 0.8658 | 0.5403 | 0.8995 | 0.8698 | 0.7407 | 0.8628 | 0.6750 | 0.7647 | 0.4303 | 0.7847 | 0.7130 | 0.6796 |
| 0.194 | 23.3 | 8620 | 0.7899 | 0.6987 | 0.7988 | 0.8731 | 0.9357 | 0.7832 | 0.8648 | 0.5035 | 0.9065 | 0.8646 | 0.7331 | 0.8614 | 0.6729 | 0.7627 | 0.4245 | 0.7849 | 0.7113 | 0.6732 |
| 0.0968 | 23.35 | 8640 | 0.7002 | 0.7083 | 0.8120 | 0.8785 | 0.9309 | 0.8076 | 0.8844 | 0.5208 | 0.9029 | 0.8603 | 0.7774 | 0.8682 | 0.6787 | 0.7664 | 0.4284 | 0.7894 | 0.7158 | 0.7113 |
| 1.4639 | 23.41 | 8660 | 0.7585 | 0.7071 | 0.8116 | 0.8774 | 0.9342 | 0.7974 | 0.8794 | 0.5378 | 0.8991 | 0.8670 | 0.7663 | 0.8678 | 0.6798 | 0.7667 | 0.4287 | 0.7874 | 0.7146 | 0.7046 |
| 0.3679 | 23.46 | 8680 | 0.7567 | 0.7070 | 0.8118 | 0.8771 | 0.9337 | 0.8019 | 0.8765 | 0.5422 | 0.9007 | 0.8639 | 0.7639 | 0.8671 | 0.6800 | 0.7672 | 0.4292 | 0.7872 | 0.7161 | 0.7022 |
| 0.2112 | 23.51 | 8700 | 0.7798 | 0.7002 | 0.8010 | 0.8733 | 0.9346 | 0.7861 | 0.8768 | 0.5191 | 0.9075 | 0.8516 | 0.7316 | 0.8612 | 0.6765 | 0.7631 | 0.4289 | 0.7846 | 0.7132 | 0.6742 |
| 0.1242 | 23.57 | 8720 | 0.8097 | 0.7044 | 0.8100 | 0.8753 | 0.9325 | 0.7957 | 0.8774 | 0.5472 | 0.9005 | 0.8631 | 0.7537 | 0.8661 | 0.6789 | 0.7632 | 0.4299 | 0.7840 | 0.7148 | 0.6939 |
| 0.1271 | 23.62 | 8740 | 0.7291 | 0.7089 | 0.8146 | 0.8785 | 0.9324 | 0.8063 | 0.8788 | 0.5404 | 0.8987 | 0.8673 | 0.7783 | 0.8689 | 0.6798 | 0.7681 | 0.4287 | 0.7886 | 0.7144 | 0.7140 |
| 0.227 | 23.68 | 8760 | 0.7247 | 0.7100 | 0.8172 | 0.8786 | 0.9300 | 0.8121 | 0.8768 | 0.5467 | 0.8971 | 0.8725 | 0.7851 | 0.8694 | 0.6788 | 0.7661 | 0.4293 | 0.7859 | 0.7208 | 0.7195 |
| 0.1366 | 23.73 | 8780 | 0.7366 | 0.7100 | 0.8178 | 0.8783 | 0.9279 | 0.8176 | 0.8717 | 0.5504 | 0.8988 | 0.8737 | 0.7849 | 0.8690 | 0.6777 | 0.7650 | 0.4302 | 0.7840 | 0.7241 | 0.7200 |
| 0.0983 | 23.78 | 8800 | 0.6922 | 0.7121 | 0.8167 | 0.8797 | 0.9298 | 0.8021 | 0.8783 | 0.5441 | 0.8989 | 0.8696 | 0.7943 | 0.8703 | 0.6800 | 0.7660 | 0.4312 | 0.7861 | 0.7253 | 0.7257 |
| 0.04 | 23.84 | 8820 | 0.7027 | 0.7118 | 0.8164 | 0.8795 | 0.9321 | 0.8111 | 0.8738 | 0.5436 | 0.8987 | 0.8643 | 0.7915 | 0.8690 | 0.6799 | 0.7668 | 0.4308 | 0.7867 | 0.7253 | 0.7241 |
| 0.0622 | 23.89 | 8840 | 0.7024 | 0.7100 | 0.8136 | 0.8787 | 0.9332 | 0.8089 | 0.8727 | 0.5359 | 0.9015 | 0.8651 | 0.7779 | 0.8687 | 0.6794 | 0.7667 | 0.4319 | 0.7868 | 0.7215 | 0.7147 |
| 0.1341 | 23.95 | 8860 | 0.6925 | 0.7084 | 0.8081 | 0.8790 | 0.9332 | 0.8001 | 0.8796 | 0.4940 | 0.9048 | 0.8682 | 0.7765 | 0.8687 | 0.6787 | 0.7658 | 0.4232 | 0.7883 | 0.7207 | 0.7131 |
| 0.1644 | 24.0 | 8880 | 0.7891 | 0.7086 | 0.8102 | 0.8781 | 0.9314 | 0.7996 | 0.8774 | 0.5160 | 0.9025 | 0.8664 | 0.7780 | 0.8682 | 0.6798 | 0.7632 | 0.4267 | 0.7845 | 0.7239 | 0.7137 |
| 1.0628 | 24.05 | 8900 | 0.7730 | 0.7101 | 0.8108 | 0.8792 | 0.9332 | 0.8048 | 0.8727 | 0.5139 | 0.9035 | 0.8645 | 0.7829 | 0.8681 | 0.6801 | 0.7653 | 0.4277 | 0.7873 | 0.7252 | 0.7171 |
| 0.1389 | 24.11 | 8920 | 0.7636 | 0.7097 | 0.8120 | 0.8790 | 0.9320 | 0.8098 | 0.8714 | 0.5149 | 0.9023 | 0.8706 | 0.7828 | 0.8685 | 0.6799 | 0.7649 | 0.4271 | 0.7870 | 0.7240 | 0.7170 |
| 0.0408 | 24.16 | 8940 | 0.7707 | 0.7100 | 0.8134 | 0.8787 | 0.9327 | 0.8057 | 0.8759 | 0.5304 | 0.8987 | 0.8672 | 0.7835 | 0.8681 | 0.6802 | 0.7641 | 0.4277 | 0.7853 | 0.7261 | 0.7186 |
| 0.1 | 24.22 | 8960 | 0.7071 | 0.7121 | 0.8173 | 0.8799 | 0.9289 | 0.8129 | 0.8731 | 0.5437 | 0.9021 | 0.8664 | 0.7940 | 0.8697 | 0.6786 | 0.7677 | 0.4310 | 0.7877 | 0.7259 | 0.7245 |
| 0.135 | 24.27 | 8980 | 0.7501 | 0.7109 | 0.8137 | 0.8791 | 0.9321 | 0.8073 | 0.8764 | 0.5357 | 0.9032 | 0.8589 | 0.7822 | 0.8686 | 0.6794 | 0.7658 | 0.4296 | 0.7862 | 0.7281 | 0.7187 |
| 0.3517 | 24.32 | 9000 | 0.7621 | 0.7114 | 0.8137 | 0.8794 | 0.9322 | 0.8088 | 0.8712 | 0.5408 | 0.9049 | 0.8486 | 0.7894 | 0.8686 | 0.6787 | 0.7670 | 0.4289 | 0.7862 | 0.7267 | 0.7233 |
| 0.0275 | 24.38 | 9020 | 0.7665 | 0.7061 | 0.8118 | 0.8769 | 0.9333 | 0.8019 | 0.8751 | 0.5371 | 0.8984 | 0.8716 | 0.7653 | 0.8685 | 0.6792 | 0.7659 | 0.4293 | 0.7863 | 0.7107 | 0.7030 |
| 0.1118 | 24.43 | 9040 | 0.7370 | 0.7108 | 0.8117 | 0.8795 | 0.9342 | 0.8043 | 0.8717 | 0.5179 | 0.9016 | 0.8657 | 0.7865 | 0.8678 | 0.6796 | 0.7660 | 0.4288 | 0.7881 | 0.7246 | 0.7205 |
| 0.1404 | 24.49 | 9060 | 0.7741 | 0.7094 | 0.8119 | 0.8784 | 0.9324 | 0.7972 | 0.8693 | 0.5348 | 0.9025 | 0.8685 | 0.7786 | 0.8688 | 0.6795 | 0.7652 | 0.4313 | 0.7860 | 0.7210 | 0.7140 |
| 0.1383 | 24.54 | 9080 | 0.7696 | 0.7102 | 0.8142 | 0.8786 | 0.9292 | 0.8074 | 0.8720 | 0.5373 | 0.9031 | 0.8665 | 0.7840 | 0.8683 | 0.6793 | 0.7649 | 0.4305 | 0.7856 | 0.7243 | 0.7187 |
| 0.0895 | 24.59 | 9100 | 0.7283 | 0.7106 | 0.8164 | 0.8790 | 0.9297 | 0.8120 | 0.8752 | 0.5472 | 0.9017 | 0.8647 | 0.7841 | 0.8695 | 0.6782 | 0.7668 | 0.4318 | 0.7866 | 0.7231 | 0.7185 |
| 0.1423 | 24.65 | 9120 | 0.7587 | 0.7101 | 0.8113 | 0.8791 | 0.9336 | 0.8059 | 0.8696 | 0.5177 | 0.9028 | 0.8689 | 0.7809 | 0.8683 | 0.6798 | 0.7654 | 0.4303 | 0.7875 | 0.7226 | 0.7164 |
| 0.2422 | 24.7 | 9140 | 0.7617 | 0.7083 | 0.8116 | 0.8777 | 0.9357 | 0.8067 | 0.8668 | 0.5347 | 0.8999 | 0.8668 | 0.7706 | 0.8672 | 0.6792 | 0.7651 | 0.4330 | 0.7865 | 0.7188 | 0.7086 |
| 0.2002 | 24.76 | 9160 | 0.8112 | 0.7090 | 0.8078 | 0.8784 | 0.9318 | 0.8020 | 0.8765 | 0.5168 | 0.9099 | 0.8361 | 0.7814 | 0.8673 | 0.6797 | 0.7645 | 0.4279 | 0.7846 | 0.7216 | 0.7176 |
| 0.0573 | 24.81 | 9180 | 0.8119 | 0.7100 | 0.8115 | 0.8790 | 0.9326 | 0.8155 | 0.8656 | 0.5155 | 0.9044 | 0.8623 | 0.7843 | 0.8677 | 0.6781 | 0.7643 | 0.4283 | 0.7864 | 0.7256 | 0.7192 |
| 0.1477 | 24.86 | 9200 | 0.7879 | 0.7094 | 0.8093 | 0.8790 | 0.9347 | 0.8030 | 0.8710 | 0.5039 | 0.9020 | 0.8678 | 0.7827 | 0.8678 | 0.6796 | 0.7638 | 0.4252 | 0.7865 | 0.7250 | 0.7183 |
| 0.085 | 24.92 | 9220 | 0.7683 | 0.7080 | 0.8095 | 0.8780 | 0.9361 | 0.8065 | 0.8634 | 0.5238 | 0.9038 | 0.8640 | 0.7689 | 0.8671 | 0.6792 | 0.7658 | 0.4320 | 0.7884 | 0.7163 | 0.7071 |
| 0.1344 | 24.97 | 9240 | 0.7613 | 0.7092 | 0.8104 | 0.8790 | 0.9352 | 0.8067 | 0.8732 | 0.5054 | 0.8997 | 0.8714 | 0.7814 | 0.8677 | 0.6795 | 0.7649 | 0.4259 | 0.7883 | 0.7211 | 0.7170 |
### Framework versions
- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.17.1
- Tokenizers 0.15.1
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