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---
license: other
base_model: nvidia/segformer-b3-finetuned-cityscapes-1024-1024
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-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-b3-cityscapes-512-512-finetuned-coastTrain
This model is a fine-tuned version of [nvidia/segformer-b3-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b3-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain_512-512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4888
- Mean Iou: 0.7304
- Mean Accuracy: 0.8267
- Overall Accuracy: 0.8944
- Accuracy Water: 0.9447
- Accuracy Whitewater: 0.8151
- Accuracy Sediment: 0.8756
- Accuracy Other Natural Terrain: 0.5243
- Accuracy Vegetation: 0.9131
- Accuracy Development: 0.8836
- Accuracy Unknown: 0.8307
- Iou Water: 0.8786
- Iou Whitewater: 0.6862
- Iou Sediment: 0.7756
- Iou Other Natural Terrain: 0.4322
- Iou Vegetation: 0.8250
- Iou Development: 0.7213
- Iou Unknown: 0.7937
## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.7904 | 0.05 | 20 | 1.6507 | 0.1961 | 0.2878 | 0.5264 | 0.6006 | 0.1414 | 0.0010 | 0.0065 | 0.9231 | 0.0433 | 0.2987 | 0.4811 | 0.1296 | 0.0010 | 0.0030 | 0.4222 | 0.0428 | 0.2927 |
| 1.6791 | 0.11 | 40 | 1.3550 | 0.1875 | 0.2867 | 0.5746 | 0.8195 | 0.0348 | 0.0106 | 0.0005 | 0.9075 | 0.2328 | 0.0014 | 0.5425 | 0.0346 | 0.0105 | 0.0005 | 0.4971 | 0.2257 | 0.0014 |
| 1.3496 | 0.16 | 60 | 1.2091 | 0.2052 | 0.3061 | 0.5861 | 0.7749 | 0.0705 | 0.0071 | 0.0000 | 0.9740 | 0.3137 | 0.0023 | 0.5667 | 0.0700 | 0.0070 | 0.0000 | 0.5004 | 0.2897 | 0.0023 |
| 1.0358 | 0.22 | 80 | 1.0742 | 0.2410 | 0.3391 | 0.6320 | 0.8877 | 0.0271 | 0.0137 | 0.0000 | 0.9316 | 0.4350 | 0.0785 | 0.5851 | 0.0270 | 0.0135 | 0.0000 | 0.5773 | 0.4053 | 0.0785 |
| 1.1266 | 0.27 | 100 | 1.0193 | 0.3300 | 0.4329 | 0.6869 | 0.8898 | 0.0645 | 0.1276 | 0.0 | 0.8862 | 0.7286 | 0.3335 | 0.6468 | 0.0639 | 0.1090 | 0.0 | 0.6005 | 0.5606 | 0.3291 |
| 0.8695 | 0.32 | 120 | 0.9362 | 0.3452 | 0.4440 | 0.7047 | 0.9120 | 0.0357 | 0.1548 | 0.0 | 0.8841 | 0.6873 | 0.4342 | 0.6616 | 0.0357 | 0.1315 | 0.0 | 0.6251 | 0.5342 | 0.4286 |
| 1.2565 | 0.38 | 140 | 0.9870 | 0.3429 | 0.4329 | 0.6869 | 0.7836 | 0.0056 | 0.3794 | 0.0 | 0.9753 | 0.4296 | 0.4567 | 0.6823 | 0.0056 | 0.3310 | 0.0 | 0.5374 | 0.3931 | 0.4507 |
| 1.3679 | 0.43 | 160 | 0.8931 | 0.3729 | 0.4897 | 0.7180 | 0.9006 | 0.0392 | 0.4117 | 0.0 | 0.8210 | 0.7848 | 0.4704 | 0.7126 | 0.0391 | 0.3469 | 0.0 | 0.5979 | 0.4507 | 0.4633 |
| 1.0609 | 0.49 | 180 | 0.8444 | 0.3897 | 0.4977 | 0.7379 | 0.8786 | 0.0116 | 0.4159 | 0.0 | 0.9101 | 0.7734 | 0.4942 | 0.7263 | 0.0116 | 0.3328 | 0.0 | 0.6344 | 0.5438 | 0.4787 |
| 0.988 | 0.54 | 200 | 0.8040 | 0.4415 | 0.5765 | 0.7508 | 0.8661 | 0.2453 | 0.7349 | 0.0 | 0.8149 | 0.8760 | 0.4987 | 0.7525 | 0.2407 | 0.5046 | 0.0 | 0.6454 | 0.4613 | 0.4858 |
| 0.859 | 0.59 | 220 | 0.7529 | 0.4587 | 0.5614 | 0.7666 | 0.8739 | 0.2374 | 0.6597 | 0.0 | 0.9230 | 0.7393 | 0.4964 | 0.7549 | 0.2312 | 0.5377 | 0.0 | 0.6432 | 0.5563 | 0.4872 |
| 1.2341 | 0.65 | 240 | 0.7440 | 0.4487 | 0.5650 | 0.7694 | 0.9095 | 0.1206 | 0.7930 | 0.0 | 0.8479 | 0.7852 | 0.4985 | 0.7466 | 0.1186 | 0.5127 | 0.0 | 0.6717 | 0.6038 | 0.4875 |
| 0.8086 | 0.7 | 260 | 0.8151 | 0.4104 | 0.5143 | 0.7408 | 0.9080 | 0.2138 | 0.2823 | 0.0 | 0.8900 | 0.7932 | 0.5127 | 0.6991 | 0.2075 | 0.2369 | 0.0 | 0.6642 | 0.5648 | 0.5000 |
| 0.9247 | 0.76 | 280 | 0.7165 | 0.4762 | 0.5819 | 0.7821 | 0.8908 | 0.3229 | 0.8226 | 0.0 | 0.9340 | 0.6057 | 0.4970 | 0.7758 | 0.3117 | 0.5261 | 0.0 | 0.6938 | 0.5396 | 0.4865 |
| 0.5895 | 0.81 | 300 | 0.6861 | 0.5050 | 0.6243 | 0.7881 | 0.8896 | 0.4884 | 0.7628 | 0.0 | 0.8836 | 0.8257 | 0.5199 | 0.7917 | 0.4211 | 0.5906 | 0.0 | 0.6710 | 0.5658 | 0.4944 |
| 1.8994 | 0.86 | 320 | 0.7095 | 0.4846 | 0.5804 | 0.7783 | 0.9031 | 0.4074 | 0.6645 | 0.0 | 0.9462 | 0.7287 | 0.4128 | 0.7652 | 0.3754 | 0.5614 | 0.0 | 0.6666 | 0.6149 | 0.4089 |
| 0.6713 | 0.92 | 340 | 0.6913 | 0.5128 | 0.6352 | 0.7967 | 0.9137 | 0.4842 | 0.8293 | 0.0 | 0.8614 | 0.8425 | 0.5156 | 0.7855 | 0.4104 | 0.6060 | 0.0 | 0.7003 | 0.5854 | 0.5020 |
| 0.5565 | 0.97 | 360 | 0.6736 | 0.5170 | 0.6240 | 0.7965 | 0.8940 | 0.4972 | 0.7566 | 0.0 | 0.9197 | 0.7734 | 0.5274 | 0.7909 | 0.4251 | 0.6095 | 0.0 | 0.6806 | 0.6044 | 0.5085 |
| 0.7905 | 1.03 | 380 | 0.6451 | 0.5314 | 0.6499 | 0.8050 | 0.8971 | 0.5923 | 0.8343 | 0.0 | 0.9074 | 0.8040 | 0.5141 | 0.8072 | 0.4899 | 0.5962 | 0.0 | 0.7007 | 0.6246 | 0.5013 |
| 0.8551 | 1.08 | 400 | 0.6445 | 0.5302 | 0.6450 | 0.8052 | 0.9162 | 0.5942 | 0.8049 | 0.0 | 0.9026 | 0.8016 | 0.4955 | 0.7930 | 0.4930 | 0.6052 | 0.0 | 0.7143 | 0.6218 | 0.4840 |
| 0.6385 | 1.14 | 420 | 0.6379 | 0.5256 | 0.6567 | 0.7998 | 0.9217 | 0.5890 | 0.8463 | 0.0 | 0.8272 | 0.8774 | 0.5352 | 0.7935 | 0.4870 | 0.6023 | 0.0 | 0.6998 | 0.5856 | 0.5113 |
| 0.4609 | 1.19 | 440 | 0.6235 | 0.5475 | 0.6669 | 0.8135 | 0.9195 | 0.6607 | 0.8375 | 0.0 | 0.8877 | 0.8438 | 0.5191 | 0.8090 | 0.5283 | 0.6509 | 0.0 | 0.7129 | 0.6362 | 0.4954 |
| 0.3534 | 1.24 | 460 | 0.6009 | 0.5578 | 0.6690 | 0.8184 | 0.9125 | 0.6689 | 0.8514 | 0.0 | 0.9085 | 0.7859 | 0.5558 | 0.8170 | 0.5672 | 0.6652 | 0.0 | 0.7179 | 0.6253 | 0.5120 |
| 0.7522 | 1.3 | 480 | 0.6468 | 0.5417 | 0.6478 | 0.8127 | 0.9309 | 0.6465 | 0.8064 | 0.0 | 0.9218 | 0.7195 | 0.5094 | 0.8088 | 0.5337 | 0.6337 | 0.0 | 0.7196 | 0.6091 | 0.4867 |
| 0.8532 | 1.35 | 500 | 0.6074 | 0.5517 | 0.6746 | 0.8168 | 0.9112 | 0.6768 | 0.8506 | 0.0 | 0.8951 | 0.8636 | 0.5247 | 0.8213 | 0.5722 | 0.6382 | 0.0 | 0.7274 | 0.5948 | 0.5080 |
| 0.5042 | 1.41 | 520 | 0.6108 | 0.5548 | 0.6795 | 0.8181 | 0.9218 | 0.7476 | 0.8080 | 0.0 | 0.8948 | 0.8704 | 0.5137 | 0.8228 | 0.5715 | 0.6629 | 0.0 | 0.7216 | 0.6029 | 0.5017 |
| 0.378 | 1.46 | 540 | 0.6197 | 0.5555 | 0.6718 | 0.8172 | 0.9172 | 0.7386 | 0.7948 | 0.0 | 0.9162 | 0.8226 | 0.5131 | 0.8142 | 0.5862 | 0.6440 | 0.0 | 0.7211 | 0.6225 | 0.5001 |
| 0.3847 | 1.51 | 560 | 0.5786 | 0.5589 | 0.6727 | 0.8206 | 0.9183 | 0.6747 | 0.8505 | 0.0 | 0.9033 | 0.8084 | 0.5535 | 0.8114 | 0.5440 | 0.6554 | 0.0 | 0.7242 | 0.6485 | 0.5285 |
| 0.4656 | 1.57 | 580 | 0.6244 | 0.5528 | 0.6646 | 0.8145 | 0.9174 | 0.6969 | 0.7974 | 0.0 | 0.9111 | 0.8084 | 0.5211 | 0.8104 | 0.5625 | 0.6425 | 0.0 | 0.7070 | 0.6395 | 0.5074 |
| 0.578 | 1.62 | 600 | 0.5941 | 0.5604 | 0.6992 | 0.8217 | 0.9167 | 0.8114 | 0.8891 | 0.0 | 0.8722 | 0.8685 | 0.5364 | 0.8296 | 0.5553 | 0.6390 | 0.0 | 0.7221 | 0.6561 | 0.5207 |
| 0.3565 | 1.68 | 620 | 0.5782 | 0.5704 | 0.7035 | 0.8239 | 0.9068 | 0.8019 | 0.8390 | 0.0 | 0.8677 | 0.8986 | 0.6108 | 0.8306 | 0.5881 | 0.6698 | 0.0 | 0.7124 | 0.6180 | 0.5740 |
| 0.3954 | 1.73 | 640 | 0.5547 | 0.5815 | 0.6894 | 0.8320 | 0.9106 | 0.7744 | 0.8182 | 0.0 | 0.9288 | 0.7536 | 0.6406 | 0.8327 | 0.6155 | 0.6686 | 0.0 | 0.7259 | 0.6266 | 0.6011 |
| 1.2455 | 1.78 | 660 | 0.5603 | 0.5786 | 0.7005 | 0.8297 | 0.9014 | 0.7581 | 0.8468 | 0.0 | 0.8944 | 0.8617 | 0.6410 | 0.8279 | 0.5835 | 0.6685 | 0.0 | 0.7210 | 0.6386 | 0.6111 |
| 0.8652 | 1.84 | 680 | 0.5378 | 0.5863 | 0.6959 | 0.8382 | 0.9391 | 0.7241 | 0.8381 | 0.0 | 0.8959 | 0.8562 | 0.6176 | 0.8313 | 0.5784 | 0.6698 | 0.0 | 0.7414 | 0.6823 | 0.6008 |
| 0.4393 | 1.89 | 700 | 0.5327 | 0.5910 | 0.7063 | 0.8370 | 0.8984 | 0.7348 | 0.8615 | 0.0 | 0.9026 | 0.8644 | 0.6825 | 0.8308 | 0.5909 | 0.6546 | 0.0 | 0.7304 | 0.6911 | 0.6391 |
| 0.7 | 1.95 | 720 | 0.5942 | 0.5673 | 0.6839 | 0.8208 | 0.8793 | 0.7467 | 0.8172 | 0.0012 | 0.9104 | 0.7195 | 0.7128 | 0.8003 | 0.5591 | 0.6482 | 0.0012 | 0.7204 | 0.6380 | 0.6037 |
| 1.746 | 2.0 | 740 | 0.7138 | 0.5278 | 0.6732 | 0.8013 | 0.9318 | 0.7955 | 0.8057 | 0.0010 | 0.8537 | 0.9250 | 0.3992 | 0.8048 | 0.5543 | 0.6416 | 0.0010 | 0.7173 | 0.5818 | 0.3940 |
| 0.4611 | 2.05 | 760 | 0.6208 | 0.5500 | 0.6593 | 0.8225 | 0.9357 | 0.7112 | 0.8183 | 0.0001 | 0.9431 | 0.6831 | 0.5236 | 0.8292 | 0.5095 | 0.6558 | 0.0001 | 0.7311 | 0.6129 | 0.5114 |
| 0.4004 | 2.11 | 780 | 0.5979 | 0.5515 | 0.6926 | 0.8163 | 0.9168 | 0.8219 | 0.8174 | 0.0 | 0.8751 | 0.9105 | 0.5068 | 0.8365 | 0.5725 | 0.6819 | 0.0 | 0.7259 | 0.5607 | 0.4830 |
| 0.5163 | 2.16 | 800 | 0.5320 | 0.5910 | 0.7065 | 0.8408 | 0.9288 | 0.7216 | 0.8485 | 0.0100 | 0.8684 | 0.8214 | 0.7465 | 0.8299 | 0.5627 | 0.6998 | 0.0100 | 0.7516 | 0.6414 | 0.6412 |
| 1.4139 | 2.22 | 820 | 0.5261 | 0.6052 | 0.7183 | 0.8477 | 0.9241 | 0.7723 | 0.8330 | 0.0437 | 0.8991 | 0.8219 | 0.7339 | 0.8359 | 0.5929 | 0.6965 | 0.0437 | 0.7671 | 0.6399 | 0.6602 |
| 0.2512 | 2.27 | 840 | 0.5899 | 0.5621 | 0.7086 | 0.8177 | 0.8722 | 0.7757 | 0.8715 | 0.0130 | 0.8373 | 0.8402 | 0.7501 | 0.8045 | 0.5341 | 0.6345 | 0.0130 | 0.7320 | 0.6304 | 0.5861 |
| 0.6579 | 2.32 | 860 | 0.5584 | 0.5662 | 0.7055 | 0.8245 | 0.9188 | 0.8300 | 0.7897 | 0.0336 | 0.8691 | 0.8952 | 0.6022 | 0.8289 | 0.5713 | 0.6508 | 0.0336 | 0.7498 | 0.5764 | 0.5530 |
| 0.2589 | 2.38 | 880 | 0.5637 | 0.5679 | 0.6975 | 0.8254 | 0.9144 | 0.8393 | 0.7848 | 0.0476 | 0.9199 | 0.8391 | 0.5375 | 0.8328 | 0.5790 | 0.6544 | 0.0475 | 0.7424 | 0.6048 | 0.5144 |
| 0.6649 | 2.43 | 900 | 0.5399 | 0.5848 | 0.6947 | 0.8347 | 0.9131 | 0.7230 | 0.8278 | 0.0293 | 0.9241 | 0.8281 | 0.6172 | 0.8401 | 0.5884 | 0.6777 | 0.0293 | 0.7333 | 0.6394 | 0.5850 |
| 1.0592 | 2.49 | 920 | 0.5233 | 0.5952 | 0.7157 | 0.8425 | 0.9191 | 0.7525 | 0.8208 | 0.0256 | 0.8782 | 0.8793 | 0.7347 | 0.8453 | 0.5799 | 0.6614 | 0.0255 | 0.7476 | 0.6589 | 0.6480 |
| 0.3802 | 2.54 | 940 | 0.5256 | 0.6019 | 0.7028 | 0.8446 | 0.9399 | 0.7763 | 0.7928 | 0.0539 | 0.9305 | 0.7856 | 0.6404 | 0.8453 | 0.6062 | 0.6787 | 0.0539 | 0.7488 | 0.6760 | 0.6041 |
| 0.4936 | 2.59 | 960 | 0.4995 | 0.6090 | 0.7202 | 0.8480 | 0.9330 | 0.8033 | 0.8208 | 0.0502 | 0.8946 | 0.8130 | 0.7266 | 0.8328 | 0.6082 | 0.6709 | 0.0501 | 0.7626 | 0.6726 | 0.6657 |
| 0.2547 | 2.65 | 980 | 0.5693 | 0.5816 | 0.7020 | 0.8355 | 0.9288 | 0.7960 | 0.8532 | 0.0162 | 0.9111 | 0.8438 | 0.5646 | 0.8466 | 0.6251 | 0.6982 | 0.0162 | 0.7551 | 0.5815 | 0.5482 |
| 0.3966 | 2.7 | 1000 | 0.5405 | 0.5989 | 0.7220 | 0.8440 | 0.9234 | 0.8325 | 0.8774 | 0.0268 | 0.9014 | 0.8649 | 0.6275 | 0.8511 | 0.6307 | 0.6899 | 0.0267 | 0.7566 | 0.6374 | 0.5999 |
| 0.3763 | 2.76 | 1020 | 0.5465 | 0.6010 | 0.7212 | 0.8412 | 0.9236 | 0.7869 | 0.8837 | 0.0277 | 0.8688 | 0.8777 | 0.6801 | 0.8198 | 0.6274 | 0.6603 | 0.0277 | 0.7591 | 0.6788 | 0.6338 |
| 0.3186 | 2.81 | 1040 | 0.6535 | 0.5532 | 0.6718 | 0.8149 | 0.8839 | 0.5667 | 0.7725 | 0.0258 | 0.8812 | 0.8928 | 0.6797 | 0.8022 | 0.4506 | 0.6641 | 0.0257 | 0.7271 | 0.6862 | 0.5168 |
| 0.4744 | 2.86 | 1060 | 0.5521 | 0.6064 | 0.7255 | 0.8447 | 0.9151 | 0.8669 | 0.8614 | 0.0306 | 0.9135 | 0.8533 | 0.6379 | 0.8321 | 0.6276 | 0.6957 | 0.0305 | 0.7567 | 0.7028 | 0.5994 |
| 0.4106 | 2.92 | 1080 | 0.5327 | 0.5828 | 0.7096 | 0.8350 | 0.9341 | 0.8627 | 0.8158 | 0.0492 | 0.9125 | 0.8563 | 0.5367 | 0.8246 | 0.5217 | 0.7029 | 0.0490 | 0.7544 | 0.7054 | 0.5218 |
| 0.3022 | 2.97 | 1100 | 0.5092 | 0.6074 | 0.7249 | 0.8388 | 0.9335 | 0.7849 | 0.8508 | 0.1168 | 0.8741 | 0.9124 | 0.6017 | 0.8311 | 0.6358 | 0.7039 | 0.1159 | 0.7440 | 0.6517 | 0.5692 |
| 0.3841 | 3.03 | 1120 | 0.5060 | 0.6195 | 0.7321 | 0.8532 | 0.9288 | 0.8132 | 0.8910 | 0.0545 | 0.9012 | 0.8518 | 0.6842 | 0.8372 | 0.6251 | 0.7079 | 0.0541 | 0.7711 | 0.6924 | 0.6488 |
| 0.5748 | 3.08 | 1140 | 0.5011 | 0.6160 | 0.7312 | 0.8502 | 0.9182 | 0.7347 | 0.8292 | 0.1173 | 0.8926 | 0.8879 | 0.7383 | 0.8378 | 0.5580 | 0.7239 | 0.1162 | 0.7707 | 0.6540 | 0.6516 |
| 0.7093 | 3.14 | 1160 | 0.5459 | 0.6043 | 0.7229 | 0.8442 | 0.9093 | 0.8401 | 0.8065 | 0.0764 | 0.9321 | 0.8534 | 0.6426 | 0.8292 | 0.5620 | 0.6926 | 0.0759 | 0.7567 | 0.6839 | 0.6302 |
| 0.2525 | 3.19 | 1180 | 0.5292 | 0.6171 | 0.7330 | 0.8468 | 0.9317 | 0.8241 | 0.8576 | 0.1023 | 0.8953 | 0.9069 | 0.6132 | 0.8421 | 0.6480 | 0.7023 | 0.1010 | 0.7519 | 0.6670 | 0.6076 |
| 0.2101 | 3.24 | 1200 | 0.4930 | 0.6471 | 0.7484 | 0.8622 | 0.9452 | 0.7725 | 0.8465 | 0.1504 | 0.8878 | 0.9129 | 0.7231 | 0.8438 | 0.6437 | 0.7259 | 0.1483 | 0.7715 | 0.6907 | 0.7056 |
| 0.3821 | 3.3 | 1220 | 0.5048 | 0.6427 | 0.7465 | 0.8597 | 0.9158 | 0.7802 | 0.8831 | 0.1459 | 0.9073 | 0.8126 | 0.7805 | 0.8444 | 0.6464 | 0.7044 | 0.1441 | 0.7691 | 0.6742 | 0.7161 |
| 0.3041 | 3.35 | 1240 | 0.4916 | 0.6479 | 0.7563 | 0.8601 | 0.9367 | 0.8092 | 0.8307 | 0.2226 | 0.8924 | 0.8646 | 0.7381 | 0.8414 | 0.6030 | 0.7230 | 0.2179 | 0.7742 | 0.6896 | 0.6863 |
| 0.877 | 3.41 | 1260 | 0.4969 | 0.6313 | 0.7306 | 0.8542 | 0.9189 | 0.7119 | 0.8496 | 0.1484 | 0.9161 | 0.8405 | 0.7288 | 0.8371 | 0.5931 | 0.6993 | 0.1376 | 0.7579 | 0.6908 | 0.7030 |
| 0.5803 | 3.46 | 1280 | 0.4857 | 0.6434 | 0.7548 | 0.8573 | 0.9361 | 0.7455 | 0.8894 | 0.2424 | 0.8761 | 0.8748 | 0.7195 | 0.8475 | 0.6043 | 0.7230 | 0.2192 | 0.7682 | 0.6573 | 0.6844 |
| 0.3577 | 3.51 | 1300 | 0.4575 | 0.6801 | 0.7878 | 0.8747 | 0.9237 | 0.8381 | 0.8561 | 0.3108 | 0.9054 | 0.8638 | 0.8165 | 0.8593 | 0.6342 | 0.7421 | 0.2855 | 0.7912 | 0.6722 | 0.7760 |
| 0.3857 | 3.57 | 1320 | 0.4992 | 0.6409 | 0.7417 | 0.8528 | 0.9494 | 0.7708 | 0.8397 | 0.2643 | 0.9080 | 0.8469 | 0.6130 | 0.8355 | 0.6430 | 0.7199 | 0.2518 | 0.7739 | 0.6631 | 0.5987 |
| 0.4317 | 3.62 | 1340 | 0.5130 | 0.6411 | 0.7393 | 0.8558 | 0.9341 | 0.7172 | 0.8395 | 0.2569 | 0.9212 | 0.8294 | 0.6772 | 0.8565 | 0.6033 | 0.7349 | 0.2306 | 0.7576 | 0.6503 | 0.6544 |
| 0.279 | 3.68 | 1360 | 0.5247 | 0.6505 | 0.7680 | 0.8544 | 0.9295 | 0.8210 | 0.8200 | 0.3374 | 0.8926 | 0.9224 | 0.6530 | 0.8584 | 0.6335 | 0.7284 | 0.3043 | 0.7591 | 0.6398 | 0.6300 |
| 0.5528 | 3.73 | 1380 | 0.5214 | 0.6524 | 0.7662 | 0.8572 | 0.9401 | 0.8184 | 0.8497 | 0.3197 | 0.8929 | 0.8971 | 0.6452 | 0.8595 | 0.6395 | 0.7348 | 0.2899 | 0.7649 | 0.6529 | 0.6253 |
| 0.3221 | 3.78 | 1400 | 0.5247 | 0.6501 | 0.7681 | 0.8528 | 0.9180 | 0.7262 | 0.8485 | 0.4457 | 0.8990 | 0.8556 | 0.6833 | 0.8564 | 0.6046 | 0.7172 | 0.3405 | 0.7634 | 0.6381 | 0.6305 |
| 0.257 | 3.84 | 1420 | 0.5622 | 0.6518 | 0.7680 | 0.8516 | 0.9312 | 0.7704 | 0.8379 | 0.4372 | 0.9002 | 0.8928 | 0.6067 | 0.8496 | 0.6256 | 0.7287 | 0.3589 | 0.7632 | 0.6507 | 0.5858 |
| 0.6232 | 3.89 | 1440 | 0.5148 | 0.6594 | 0.7713 | 0.8570 | 0.9253 | 0.8351 | 0.8465 | 0.3555 | 0.9045 | 0.8582 | 0.6740 | 0.8460 | 0.6457 | 0.7315 | 0.3327 | 0.7708 | 0.6616 | 0.6273 |
| 0.9689 | 3.95 | 1460 | 0.5393 | 0.6573 | 0.7600 | 0.8558 | 0.9216 | 0.7498 | 0.8429 | 0.3396 | 0.9090 | 0.8776 | 0.6793 | 0.8373 | 0.6220 | 0.7368 | 0.3166 | 0.7604 | 0.6821 | 0.6461 |
| 0.3059 | 4.0 | 1480 | 0.5314 | 0.6502 | 0.7583 | 0.8511 | 0.8975 | 0.7380 | 0.8691 | 0.3444 | 0.9034 | 0.7944 | 0.7617 | 0.8303 | 0.6097 | 0.7075 | 0.3169 | 0.7587 | 0.6729 | 0.6558 |
| 0.2312 | 4.05 | 1500 | 0.4809 | 0.6717 | 0.7782 | 0.8664 | 0.9312 | 0.8285 | 0.8694 | 0.3303 | 0.8959 | 0.8278 | 0.7647 | 0.8463 | 0.6506 | 0.7327 | 0.3003 | 0.7816 | 0.6732 | 0.7172 |
| 0.2505 | 4.11 | 1520 | 0.5401 | 0.6736 | 0.7759 | 0.8613 | 0.9490 | 0.7739 | 0.8114 | 0.4408 | 0.8811 | 0.8501 | 0.7251 | 0.8302 | 0.6405 | 0.7154 | 0.3682 | 0.7746 | 0.6800 | 0.7061 |
| 0.4578 | 4.16 | 1540 | 0.4937 | 0.6730 | 0.7779 | 0.8668 | 0.9160 | 0.7678 | 0.8327 | 0.3910 | 0.9177 | 0.8404 | 0.7800 | 0.8495 | 0.6076 | 0.7339 | 0.3204 | 0.7757 | 0.6750 | 0.7485 |
| 0.3604 | 4.22 | 1560 | 0.5027 | 0.6753 | 0.7973 | 0.8680 | 0.9352 | 0.8633 | 0.8587 | 0.3710 | 0.8543 | 0.8802 | 0.8181 | 0.8538 | 0.6253 | 0.7315 | 0.3190 | 0.7772 | 0.6666 | 0.7539 |
| 0.6676 | 4.27 | 1580 | 0.5017 | 0.6788 | 0.7869 | 0.8689 | 0.9267 | 0.8172 | 0.8469 | 0.3701 | 0.8987 | 0.8880 | 0.7608 | 0.8546 | 0.6521 | 0.7304 | 0.3301 | 0.7815 | 0.6783 | 0.7249 |
| 0.1231 | 4.32 | 1600 | 0.5008 | 0.6713 | 0.7710 | 0.8664 | 0.9371 | 0.8211 | 0.8457 | 0.3196 | 0.9029 | 0.7992 | 0.7716 | 0.8450 | 0.6524 | 0.7356 | 0.2952 | 0.7786 | 0.6712 | 0.7211 |
| 0.3991 | 4.38 | 1620 | 0.6165 | 0.6542 | 0.7692 | 0.8539 | 0.9096 | 0.7636 | 0.8482 | 0.3961 | 0.9117 | 0.8941 | 0.6611 | 0.8521 | 0.6223 | 0.7413 | 0.3299 | 0.7602 | 0.6441 | 0.6299 |
| 0.3374 | 4.43 | 1640 | 0.5656 | 0.6503 | 0.7579 | 0.8521 | 0.9218 | 0.7054 | 0.8495 | 0.4547 | 0.9258 | 0.8131 | 0.6349 | 0.8468 | 0.5978 | 0.7480 | 0.3540 | 0.7660 | 0.6454 | 0.5940 |
| 0.2853 | 4.49 | 1660 | 0.5989 | 0.6416 | 0.7584 | 0.8473 | 0.9182 | 0.7487 | 0.8607 | 0.4385 | 0.9187 | 0.8241 | 0.5998 | 0.8398 | 0.5995 | 0.7400 | 0.3578 | 0.7700 | 0.6089 | 0.5752 |
| 0.1362 | 4.54 | 1680 | 0.5808 | 0.6533 | 0.7805 | 0.8545 | 0.9286 | 0.8281 | 0.8796 | 0.3899 | 0.8687 | 0.8906 | 0.6777 | 0.8500 | 0.6408 | 0.7263 | 0.3331 | 0.7817 | 0.6165 | 0.6247 |
| 0.1935 | 4.59 | 1700 | 0.4929 | 0.6909 | 0.8036 | 0.8701 | 0.9285 | 0.7931 | 0.8721 | 0.4901 | 0.8679 | 0.8462 | 0.8274 | 0.8422 | 0.6501 | 0.7307 | 0.3715 | 0.7786 | 0.6794 | 0.7839 |
| 0.23 | 4.65 | 1720 | 0.5351 | 0.6558 | 0.7640 | 0.8529 | 0.9163 | 0.7330 | 0.8231 | 0.4532 | 0.9160 | 0.8160 | 0.6904 | 0.8435 | 0.5954 | 0.7369 | 0.3572 | 0.7517 | 0.6459 | 0.6602 |
| 0.4055 | 4.7 | 1740 | 0.5457 | 0.6712 | 0.7843 | 0.8613 | 0.9040 | 0.7703 | 0.8824 | 0.3972 | 0.8791 | 0.8235 | 0.8337 | 0.8272 | 0.6273 | 0.7331 | 0.3483 | 0.7824 | 0.6680 | 0.7122 |
| 0.2744 | 4.76 | 1760 | 0.6800 | 0.6233 | 0.7548 | 0.8376 | 0.9306 | 0.7361 | 0.8890 | 0.4210 | 0.8727 | 0.9083 | 0.5256 | 0.8451 | 0.6057 | 0.7186 | 0.3316 | 0.7603 | 0.5895 | 0.5122 |
| 0.469 | 4.81 | 1780 | 0.6159 | 0.6264 | 0.7628 | 0.8368 | 0.9363 | 0.7177 | 0.8547 | 0.4980 | 0.8503 | 0.9243 | 0.5585 | 0.8540 | 0.5957 | 0.7468 | 0.3247 | 0.7444 | 0.5753 | 0.5438 |
| 0.2803 | 4.86 | 1800 | 0.5012 | 0.6601 | 0.7721 | 0.8577 | 0.9490 | 0.7459 | 0.8659 | 0.4695 | 0.8950 | 0.8639 | 0.6157 | 0.8526 | 0.6117 | 0.7482 | 0.3772 | 0.7746 | 0.6526 | 0.6036 |
| 0.4582 | 4.92 | 1820 | 0.5956 | 0.6374 | 0.7729 | 0.8381 | 0.8865 | 0.7623 | 0.8605 | 0.5189 | 0.9038 | 0.8988 | 0.5799 | 0.8265 | 0.5897 | 0.7438 | 0.3813 | 0.7539 | 0.6224 | 0.5446 |
| 0.4948 | 4.97 | 1840 | 0.5011 | 0.6770 | 0.7975 | 0.8635 | 0.9280 | 0.8081 | 0.8527 | 0.5205 | 0.8942 | 0.8904 | 0.6887 | 0.8618 | 0.6385 | 0.7489 | 0.3947 | 0.7731 | 0.6590 | 0.6628 |
| 0.1456 | 5.03 | 1860 | 0.5256 | 0.6611 | 0.7731 | 0.8581 | 0.9506 | 0.7433 | 0.8696 | 0.4652 | 0.8856 | 0.8581 | 0.6394 | 0.8547 | 0.6196 | 0.7380 | 0.3663 | 0.7710 | 0.6615 | 0.6162 |
| 0.3301 | 5.08 | 1880 | 0.4919 | 0.6732 | 0.7839 | 0.8653 | 0.9438 | 0.7269 | 0.8244 | 0.5229 | 0.9012 | 0.8771 | 0.6911 | 0.8582 | 0.6066 | 0.7519 | 0.3819 | 0.7859 | 0.6633 | 0.6643 |
| 0.299 | 5.14 | 1900 | 0.4769 | 0.6853 | 0.7996 | 0.8716 | 0.9275 | 0.8343 | 0.8666 | 0.4431 | 0.8991 | 0.8692 | 0.7573 | 0.8570 | 0.6412 | 0.7570 | 0.3795 | 0.8006 | 0.6609 | 0.7008 |
| 0.2052 | 5.19 | 1920 | 0.4750 | 0.6876 | 0.8037 | 0.8716 | 0.9221 | 0.8353 | 0.8538 | 0.4640 | 0.8972 | 0.8777 | 0.7758 | 0.8599 | 0.6529 | 0.7515 | 0.3792 | 0.7950 | 0.6620 | 0.7128 |
| 0.4131 | 5.24 | 1940 | 0.4493 | 0.6933 | 0.8046 | 0.8750 | 0.9245 | 0.8567 | 0.8570 | 0.4241 | 0.8936 | 0.8566 | 0.8198 | 0.8569 | 0.6530 | 0.7519 | 0.3751 | 0.7943 | 0.6738 | 0.7478 |
| 0.1709 | 5.3 | 1960 | 0.4802 | 0.6730 | 0.7809 | 0.8673 | 0.9340 | 0.7420 | 0.8846 | 0.4231 | 0.9024 | 0.8664 | 0.7137 | 0.8563 | 0.6168 | 0.7500 | 0.3602 | 0.7925 | 0.6522 | 0.6828 |
| 0.2687 | 5.35 | 1980 | 0.4540 | 0.7021 | 0.8019 | 0.8805 | 0.9298 | 0.8179 | 0.8422 | 0.4446 | 0.9221 | 0.8621 | 0.7948 | 0.8594 | 0.6583 | 0.7534 | 0.3840 | 0.8061 | 0.6928 | 0.7607 |
| 0.2657 | 5.41 | 2000 | 0.4879 | 0.6708 | 0.7745 | 0.8669 | 0.9376 | 0.7919 | 0.8356 | 0.3863 | 0.9193 | 0.8456 | 0.7048 | 0.8660 | 0.6639 | 0.7518 | 0.3458 | 0.8004 | 0.6207 | 0.6471 |
| 0.6565 | 5.46 | 2020 | 0.4412 | 0.6847 | 0.8030 | 0.8724 | 0.9439 | 0.8229 | 0.8794 | 0.4631 | 0.8748 | 0.8805 | 0.7567 | 0.8720 | 0.6563 | 0.7589 | 0.3642 | 0.7981 | 0.6469 | 0.6965 |
| 0.1725 | 5.51 | 2040 | 0.4157 | 0.7030 | 0.8073 | 0.8813 | 0.9320 | 0.8220 | 0.8568 | 0.4515 | 0.9105 | 0.8843 | 0.7942 | 0.8642 | 0.6645 | 0.7601 | 0.3817 | 0.8085 | 0.6854 | 0.7568 |
| 0.3233 | 5.57 | 2060 | 0.4343 | 0.7010 | 0.7992 | 0.8795 | 0.9450 | 0.7840 | 0.8599 | 0.4533 | 0.8949 | 0.8431 | 0.8141 | 0.8570 | 0.6596 | 0.7507 | 0.3765 | 0.7999 | 0.6931 | 0.7701 |
| 0.2919 | 5.62 | 2080 | 0.4530 | 0.6860 | 0.7916 | 0.8724 | 0.9396 | 0.7579 | 0.8412 | 0.5087 | 0.9077 | 0.8191 | 0.7667 | 0.8646 | 0.6289 | 0.7381 | 0.3894 | 0.7896 | 0.6562 | 0.7350 |
| 0.2267 | 5.68 | 2100 | 0.4909 | 0.6791 | 0.7877 | 0.8685 | 0.9427 | 0.8439 | 0.8246 | 0.3941 | 0.8916 | 0.8745 | 0.7425 | 0.8645 | 0.6602 | 0.7295 | 0.3639 | 0.7808 | 0.6452 | 0.7097 |
| 0.1193 | 5.73 | 2120 | 0.4938 | 0.6811 | 0.7798 | 0.8706 | 0.9315 | 0.8016 | 0.8415 | 0.3974 | 0.9260 | 0.8110 | 0.7495 | 0.8626 | 0.6433 | 0.7518 | 0.3361 | 0.7774 | 0.6829 | 0.7135 |
| 0.6777 | 5.78 | 2140 | 0.5045 | 0.6750 | 0.7922 | 0.8651 | 0.9397 | 0.8520 | 0.8463 | 0.4397 | 0.8904 | 0.8903 | 0.6872 | 0.8618 | 0.6612 | 0.7530 | 0.3742 | 0.7887 | 0.6313 | 0.6546 |
| 0.1854 | 5.84 | 2160 | 0.5463 | 0.6723 | 0.7785 | 0.8636 | 0.9540 | 0.8106 | 0.8812 | 0.4216 | 0.8990 | 0.8551 | 0.6280 | 0.8494 | 0.6637 | 0.7521 | 0.3749 | 0.7919 | 0.6692 | 0.6052 |
| 0.1881 | 5.89 | 2180 | 0.4630 | 0.7064 | 0.8106 | 0.8842 | 0.9362 | 0.8576 | 0.8725 | 0.4282 | 0.9107 | 0.8702 | 0.7986 | 0.8656 | 0.6537 | 0.7518 | 0.3841 | 0.8110 | 0.7091 | 0.7692 |
| 0.3118 | 5.95 | 2200 | 0.4420 | 0.7141 | 0.8200 | 0.8850 | 0.9275 | 0.8425 | 0.8546 | 0.5110 | 0.9097 | 0.8499 | 0.8450 | 0.8650 | 0.6661 | 0.7646 | 0.3949 | 0.8043 | 0.7048 | 0.7991 |
| 0.205 | 6.0 | 2220 | 0.4587 | 0.7014 | 0.8095 | 0.8774 | 0.9392 | 0.8329 | 0.8618 | 0.4599 | 0.8808 | 0.8941 | 0.7978 | 0.8547 | 0.6674 | 0.7559 | 0.3837 | 0.7946 | 0.6877 | 0.7656 |
| 0.2836 | 6.05 | 2240 | 0.4604 | 0.7093 | 0.8103 | 0.8831 | 0.9320 | 0.8135 | 0.8549 | 0.4698 | 0.9098 | 0.8773 | 0.8147 | 0.8659 | 0.6714 | 0.7567 | 0.3899 | 0.8015 | 0.6958 | 0.7842 |
| 0.2346 | 6.11 | 2260 | 0.4548 | 0.7058 | 0.8216 | 0.8808 | 0.9392 | 0.8332 | 0.8794 | 0.5435 | 0.8801 | 0.8525 | 0.8233 | 0.8664 | 0.6634 | 0.7501 | 0.3802 | 0.7989 | 0.6977 | 0.7841 |
| 0.2304 | 6.16 | 2280 | 0.4675 | 0.6888 | 0.8025 | 0.8740 | 0.9301 | 0.8471 | 0.8687 | 0.4387 | 0.8978 | 0.8612 | 0.7741 | 0.8651 | 0.6603 | 0.7497 | 0.3576 | 0.7941 | 0.6541 | 0.7410 |
| 0.2936 | 6.22 | 2300 | 0.4553 | 0.6983 | 0.8042 | 0.8775 | 0.9405 | 0.8216 | 0.8636 | 0.4870 | 0.9001 | 0.8263 | 0.7900 | 0.8662 | 0.6602 | 0.7549 | 0.3741 | 0.7888 | 0.6826 | 0.7615 |
| 0.2135 | 6.27 | 2320 | 0.5014 | 0.6795 | 0.7885 | 0.8691 | 0.9494 | 0.7152 | 0.8402 | 0.5288 | 0.8878 | 0.8566 | 0.7418 | 0.8648 | 0.6113 | 0.7424 | 0.3808 | 0.7828 | 0.6661 | 0.7085 |
| 0.1978 | 6.32 | 2340 | 0.4746 | 0.6861 | 0.7971 | 0.8720 | 0.9345 | 0.7484 | 0.8656 | 0.5179 | 0.8988 | 0.8601 | 0.7547 | 0.8700 | 0.6211 | 0.7444 | 0.3786 | 0.7815 | 0.6872 | 0.7200 |
| 0.2561 | 6.38 | 2360 | 0.4713 | 0.7023 | 0.8146 | 0.8797 | 0.9404 | 0.8607 | 0.8609 | 0.4841 | 0.8902 | 0.8739 | 0.7918 | 0.8653 | 0.6661 | 0.7433 | 0.3860 | 0.8008 | 0.6920 | 0.7623 |
| 0.265 | 6.43 | 2380 | 0.4941 | 0.6835 | 0.8008 | 0.8641 | 0.9501 | 0.8349 | 0.8520 | 0.5194 | 0.8607 | 0.8752 | 0.7132 | 0.8551 | 0.6713 | 0.7447 | 0.3982 | 0.7650 | 0.6629 | 0.6874 |
| 0.32 | 6.49 | 2400 | 0.4610 | 0.7081 | 0.8196 | 0.8806 | 0.9286 | 0.8512 | 0.8848 | 0.4831 | 0.8865 | 0.8812 | 0.8222 | 0.8675 | 0.6692 | 0.7497 | 0.4099 | 0.7917 | 0.6843 | 0.7846 |
| 0.2377 | 6.54 | 2420 | 0.4208 | 0.7134 | 0.8183 | 0.8849 | 0.9296 | 0.8551 | 0.8574 | 0.4912 | 0.9086 | 0.8384 | 0.8476 | 0.8652 | 0.6670 | 0.7500 | 0.4035 | 0.8047 | 0.6998 | 0.8035 |
| 0.2178 | 6.59 | 2440 | 0.4318 | 0.7136 | 0.8135 | 0.8852 | 0.9364 | 0.8122 | 0.8575 | 0.5123 | 0.9121 | 0.8275 | 0.8365 | 0.8673 | 0.6648 | 0.7533 | 0.4060 | 0.8042 | 0.6988 | 0.8007 |
| 0.2994 | 6.65 | 2460 | 0.4384 | 0.7149 | 0.8159 | 0.8869 | 0.9378 | 0.8006 | 0.8743 | 0.5005 | 0.9062 | 0.8604 | 0.8313 | 0.8736 | 0.6694 | 0.7519 | 0.3945 | 0.8050 | 0.7018 | 0.8085 |
| 0.1453 | 6.7 | 2480 | 0.4681 | 0.6962 | 0.8114 | 0.8751 | 0.9301 | 0.8197 | 0.8586 | 0.5348 | 0.8980 | 0.8651 | 0.7732 | 0.8676 | 0.6482 | 0.7511 | 0.3668 | 0.7812 | 0.7043 | 0.7544 |
| 0.4144 | 6.76 | 2500 | 0.5016 | 0.6820 | 0.7871 | 0.8690 | 0.9397 | 0.8307 | 0.8773 | 0.4030 | 0.9021 | 0.8416 | 0.7150 | 0.8548 | 0.6659 | 0.7494 | 0.3477 | 0.7813 | 0.6801 | 0.6949 |
| 0.3051 | 6.81 | 2520 | 0.5708 | 0.6723 | 0.7962 | 0.8626 | 0.9274 | 0.8137 | 0.8669 | 0.4929 | 0.8884 | 0.9000 | 0.6844 | 0.8593 | 0.6439 | 0.7414 | 0.3789 | 0.7830 | 0.6388 | 0.6610 |
| 0.2012 | 6.86 | 2540 | 0.5169 | 0.6803 | 0.7907 | 0.8670 | 0.9484 | 0.8071 | 0.8554 | 0.4894 | 0.8947 | 0.8505 | 0.6896 | 0.8619 | 0.6631 | 0.7501 | 0.3867 | 0.7853 | 0.6479 | 0.6669 |
| 0.3411 | 6.92 | 2560 | 0.5019 | 0.6933 | 0.8070 | 0.8723 | 0.9314 | 0.8527 | 0.8582 | 0.4851 | 0.8966 | 0.8849 | 0.7399 | 0.8651 | 0.6719 | 0.7533 | 0.3955 | 0.7839 | 0.6745 | 0.7087 |
| 0.2627 | 6.97 | 2580 | 0.4331 | 0.7049 | 0.8045 | 0.8812 | 0.9387 | 0.8024 | 0.8698 | 0.4437 | 0.8887 | 0.8259 | 0.8626 | 0.8603 | 0.6714 | 0.7533 | 0.3689 | 0.7967 | 0.6968 | 0.7869 |
| 0.1814 | 7.03 | 2600 | 0.4798 | 0.6998 | 0.8098 | 0.8795 | 0.9294 | 0.7445 | 0.8532 | 0.5032 | 0.8831 | 0.9079 | 0.8474 | 0.8591 | 0.6135 | 0.7563 | 0.3801 | 0.7990 | 0.7132 | 0.7778 |
| 0.1949 | 7.08 | 2620 | 0.4401 | 0.7123 | 0.8125 | 0.8855 | 0.9398 | 0.7901 | 0.8464 | 0.5213 | 0.9072 | 0.8378 | 0.8449 | 0.8663 | 0.6504 | 0.7578 | 0.3933 | 0.8050 | 0.7097 | 0.8036 |
| 0.9191 | 7.14 | 2640 | 0.4283 | 0.7161 | 0.8189 | 0.8865 | 0.9349 | 0.8279 | 0.8426 | 0.5157 | 0.9032 | 0.8361 | 0.8720 | 0.8661 | 0.6628 | 0.7641 | 0.3880 | 0.8027 | 0.7075 | 0.8214 |
| 0.0697 | 7.19 | 2660 | 0.4656 | 0.6975 | 0.8059 | 0.8769 | 0.9399 | 0.7600 | 0.8618 | 0.5274 | 0.8889 | 0.8691 | 0.7939 | 0.8706 | 0.6271 | 0.7655 | 0.3677 | 0.7791 | 0.7173 | 0.7550 |
| 0.2438 | 7.24 | 2680 | 0.5148 | 0.6837 | 0.7996 | 0.8677 | 0.9298 | 0.7569 | 0.8776 | 0.5432 | 0.8950 | 0.8857 | 0.7088 | 0.8638 | 0.6286 | 0.7633 | 0.3756 | 0.7724 | 0.7030 | 0.6795 |
| 0.2386 | 7.3 | 2700 | 0.4630 | 0.7081 | 0.8087 | 0.8798 | 0.9369 | 0.8512 | 0.8502 | 0.4760 | 0.9090 | 0.8542 | 0.7834 | 0.8651 | 0.6771 | 0.7664 | 0.3964 | 0.7858 | 0.7182 | 0.7480 |
| 0.2898 | 7.35 | 2720 | 0.4967 | 0.6884 | 0.7933 | 0.8742 | 0.9363 | 0.7286 | 0.8623 | 0.5093 | 0.9109 | 0.8526 | 0.7535 | 0.8672 | 0.6216 | 0.7613 | 0.3672 | 0.7902 | 0.6913 | 0.7198 |
| 0.1998 | 7.41 | 2740 | 0.5332 | 0.6869 | 0.7992 | 0.8684 | 0.9438 | 0.8082 | 0.8374 | 0.5133 | 0.8868 | 0.8941 | 0.7107 | 0.8622 | 0.6691 | 0.7539 | 0.3912 | 0.7794 | 0.6726 | 0.6798 |
| 0.1355 | 7.46 | 2760 | 0.5049 | 0.6841 | 0.7927 | 0.8705 | 0.9357 | 0.7665 | 0.8663 | 0.5052 | 0.9105 | 0.8445 | 0.7201 | 0.8653 | 0.6366 | 0.7645 | 0.3842 | 0.7896 | 0.6629 | 0.6854 |
| 0.2999 | 7.51 | 2780 | 0.5097 | 0.6883 | 0.7943 | 0.8716 | 0.9361 | 0.8230 | 0.8818 | 0.4548 | 0.9114 | 0.8405 | 0.7125 | 0.8639 | 0.6751 | 0.7616 | 0.3841 | 0.7908 | 0.6623 | 0.6800 |
| 0.212 | 7.57 | 2800 | 0.5677 | 0.6757 | 0.7898 | 0.8670 | 0.9366 | 0.7212 | 0.8633 | 0.5259 | 0.8988 | 0.8827 | 0.7001 | 0.8637 | 0.6131 | 0.7452 | 0.3833 | 0.7886 | 0.6632 | 0.6727 |
| 0.2469 | 7.62 | 2820 | 0.5099 | 0.6742 | 0.7910 | 0.8653 | 0.9426 | 0.7490 | 0.8571 | 0.5594 | 0.8953 | 0.8319 | 0.7016 | 0.8579 | 0.6145 | 0.7567 | 0.3705 | 0.7872 | 0.6628 | 0.6694 |
| 0.1863 | 7.68 | 2840 | 0.5382 | 0.6780 | 0.7864 | 0.8671 | 0.9368 | 0.7580 | 0.8590 | 0.5191 | 0.9193 | 0.8304 | 0.6822 | 0.8572 | 0.6319 | 0.7658 | 0.3787 | 0.7916 | 0.6678 | 0.6533 |
| 1.4722 | 7.73 | 2860 | 0.5411 | 0.6839 | 0.7966 | 0.8678 | 0.9463 | 0.8245 | 0.8694 | 0.4979 | 0.8931 | 0.8657 | 0.6791 | 0.8549 | 0.6717 | 0.7682 | 0.3847 | 0.7926 | 0.6614 | 0.6541 |
| 0.1961 | 7.78 | 2880 | 0.5241 | 0.6721 | 0.7749 | 0.8664 | 0.9498 | 0.8119 | 0.8907 | 0.3502 | 0.8987 | 0.8442 | 0.6785 | 0.8474 | 0.6786 | 0.7620 | 0.3072 | 0.7955 | 0.6648 | 0.6497 |
| 0.1708 | 7.84 | 2900 | 0.5011 | 0.6829 | 0.8066 | 0.8706 | 0.9208 | 0.7905 | 0.8997 | 0.4520 | 0.8622 | 0.9016 | 0.8196 | 0.8656 | 0.6582 | 0.7350 | 0.2982 | 0.7822 | 0.6630 | 0.7781 |
| 0.0816 | 7.89 | 2920 | 0.4790 | 0.6876 | 0.8070 | 0.8732 | 0.9372 | 0.7412 | 0.8653 | 0.5503 | 0.8718 | 0.8829 | 0.8001 | 0.8681 | 0.6178 | 0.7608 | 0.3522 | 0.7870 | 0.6624 | 0.7647 |
| 1.0574 | 7.95 | 2940 | 0.5601 | 0.6821 | 0.7900 | 0.8714 | 0.9295 | 0.7559 | 0.8607 | 0.4660 | 0.9125 | 0.8635 | 0.7421 | 0.8716 | 0.6233 | 0.7560 | 0.3550 | 0.7822 | 0.6829 | 0.7035 |
| 0.1518 | 8.0 | 2960 | 0.5089 | 0.6903 | 0.8073 | 0.8720 | 0.9427 | 0.8368 | 0.8689 | 0.4881 | 0.8727 | 0.8840 | 0.7575 | 0.8659 | 0.6679 | 0.7601 | 0.3500 | 0.7790 | 0.6896 | 0.7194 |
| 0.2055 | 8.05 | 2980 | 0.5392 | 0.6919 | 0.7943 | 0.8749 | 0.9361 | 0.8005 | 0.8740 | 0.4283 | 0.9094 | 0.8710 | 0.7409 | 0.8652 | 0.6681 | 0.7604 | 0.3570 | 0.7900 | 0.6931 | 0.7096 |
| 0.3339 | 8.11 | 3000 | 0.5170 | 0.6919 | 0.7965 | 0.8740 | 0.9376 | 0.8238 | 0.8608 | 0.4697 | 0.9154 | 0.8341 | 0.7341 | 0.8698 | 0.6769 | 0.7643 | 0.3867 | 0.7921 | 0.6529 | 0.7006 |
| 0.3377 | 8.16 | 3020 | 0.5235 | 0.6924 | 0.7999 | 0.8740 | 0.9373 | 0.8454 | 0.8595 | 0.4626 | 0.9107 | 0.8540 | 0.7302 | 0.8678 | 0.6827 | 0.7586 | 0.3868 | 0.7960 | 0.6595 | 0.6952 |
| 0.4816 | 8.22 | 3040 | 0.4929 | 0.7076 | 0.8129 | 0.8814 | 0.9416 | 0.8051 | 0.8681 | 0.5256 | 0.9009 | 0.8664 | 0.7826 | 0.8620 | 0.6764 | 0.7682 | 0.3888 | 0.8077 | 0.6970 | 0.7530 |
| 0.2001 | 8.27 | 3060 | 0.4784 | 0.7010 | 0.8166 | 0.8770 | 0.9356 | 0.7887 | 0.8533 | 0.5842 | 0.8844 | 0.8617 | 0.8079 | 0.8571 | 0.6650 | 0.7477 | 0.3697 | 0.8002 | 0.6982 | 0.7693 |
| 0.2262 | 8.32 | 3080 | 0.5180 | 0.6939 | 0.7955 | 0.8739 | 0.9469 | 0.7936 | 0.8688 | 0.4765 | 0.9053 | 0.8689 | 0.7088 | 0.8611 | 0.6638 | 0.7667 | 0.4030 | 0.7947 | 0.6897 | 0.6783 |
| 0.1501 | 8.38 | 3100 | 0.5257 | 0.6937 | 0.8054 | 0.8758 | 0.9313 | 0.7568 | 0.8890 | 0.5093 | 0.8966 | 0.8981 | 0.7567 | 0.8676 | 0.6298 | 0.7535 | 0.3933 | 0.7945 | 0.6957 | 0.7212 |
| 0.1749 | 8.43 | 3120 | 0.5309 | 0.6995 | 0.8106 | 0.8755 | 0.9168 | 0.7978 | 0.8713 | 0.5126 | 0.9085 | 0.8997 | 0.7676 | 0.8622 | 0.6627 | 0.7410 | 0.4140 | 0.7943 | 0.6953 | 0.7270 |
| 0.4568 | 8.49 | 3140 | 0.4759 | 0.7176 | 0.8208 | 0.8880 | 0.9271 | 0.8391 | 0.8783 | 0.4739 | 0.9108 | 0.8718 | 0.8444 | 0.8689 | 0.6719 | 0.7635 | 0.3881 | 0.8090 | 0.7204 | 0.8015 |
| 0.2018 | 8.54 | 3160 | 0.4739 | 0.7112 | 0.8230 | 0.8829 | 0.9354 | 0.8469 | 0.8549 | 0.5386 | 0.8970 | 0.8816 | 0.8069 | 0.8688 | 0.6688 | 0.7644 | 0.3931 | 0.8009 | 0.7165 | 0.7660 |
| 0.124 | 8.59 | 3180 | 0.5135 | 0.6952 | 0.8054 | 0.8768 | 0.9337 | 0.7318 | 0.8729 | 0.5478 | 0.9010 | 0.8850 | 0.7658 | 0.8717 | 0.6264 | 0.7740 | 0.3758 | 0.7922 | 0.7036 | 0.7227 |
| 0.1762 | 8.65 | 3200 | 0.5125 | 0.6938 | 0.8049 | 0.8737 | 0.9376 | 0.7921 | 0.8716 | 0.5136 | 0.8899 | 0.8727 | 0.7572 | 0.8656 | 0.6387 | 0.7699 | 0.3977 | 0.7829 | 0.6816 | 0.7203 |
| 0.4706 | 8.7 | 3220 | 0.5122 | 0.6864 | 0.7990 | 0.8692 | 0.9415 | 0.8153 | 0.8616 | 0.4985 | 0.8870 | 0.8595 | 0.7299 | 0.8667 | 0.6729 | 0.7624 | 0.3591 | 0.7743 | 0.6714 | 0.6981 |
| 0.0903 | 8.76 | 3240 | 0.4676 | 0.7101 | 0.8193 | 0.8831 | 0.9252 | 0.8529 | 0.8545 | 0.4965 | 0.9046 | 0.8609 | 0.8406 | 0.8682 | 0.6697 | 0.7542 | 0.3777 | 0.7961 | 0.7036 | 0.8012 |
| 0.287 | 8.81 | 3260 | 0.4132 | 0.7188 | 0.8190 | 0.8883 | 0.9428 | 0.8180 | 0.8715 | 0.4571 | 0.8861 | 0.9058 | 0.8519 | 0.8730 | 0.6792 | 0.7626 | 0.4021 | 0.8041 | 0.6983 | 0.8127 |
| 0.1618 | 8.86 | 3280 | 0.4648 | 0.6883 | 0.8063 | 0.8708 | 0.9382 | 0.8018 | 0.8765 | 0.5463 | 0.8911 | 0.8772 | 0.7132 | 0.8648 | 0.6429 | 0.7636 | 0.3960 | 0.7876 | 0.6740 | 0.6891 |
| 0.1509 | 8.92 | 3300 | 0.4426 | 0.6955 | 0.8082 | 0.8766 | 0.9456 | 0.7607 | 0.8956 | 0.5559 | 0.8821 | 0.8331 | 0.7844 | 0.8641 | 0.6400 | 0.7597 | 0.3742 | 0.7970 | 0.6775 | 0.7558 |
| 0.2368 | 8.97 | 3320 | 0.4561 | 0.7039 | 0.8085 | 0.8809 | 0.9502 | 0.7863 | 0.8776 | 0.5092 | 0.8914 | 0.8650 | 0.7795 | 0.8630 | 0.6614 | 0.7638 | 0.3932 | 0.8097 | 0.6903 | 0.7458 |
| 0.2234 | 9.03 | 3340 | 0.4336 | 0.7150 | 0.8146 | 0.8878 | 0.9461 | 0.8002 | 0.8794 | 0.4864 | 0.9039 | 0.8784 | 0.8079 | 0.8682 | 0.6633 | 0.7660 | 0.3932 | 0.8165 | 0.7173 | 0.7807 |
| 0.1483 | 9.08 | 3360 | 0.4472 | 0.7188 | 0.8215 | 0.8875 | 0.9400 | 0.8120 | 0.8512 | 0.5269 | 0.9026 | 0.8936 | 0.8240 | 0.8675 | 0.6701 | 0.7645 | 0.4040 | 0.8106 | 0.7222 | 0.7925 |
| 0.2744 | 9.14 | 3380 | 0.4686 | 0.7170 | 0.8127 | 0.8867 | 0.9417 | 0.8067 | 0.8681 | 0.4995 | 0.9139 | 0.8473 | 0.8120 | 0.8616 | 0.6737 | 0.7632 | 0.4120 | 0.8150 | 0.7170 | 0.7767 |
| 0.1425 | 9.19 | 3400 | 0.4754 | 0.6980 | 0.8020 | 0.8751 | 0.9420 | 0.7846 | 0.8599 | 0.5262 | 0.9065 | 0.8656 | 0.7294 | 0.8569 | 0.6522 | 0.7604 | 0.4091 | 0.7952 | 0.7102 | 0.7021 |
| 0.1164 | 9.24 | 3420 | 0.4351 | 0.7161 | 0.8224 | 0.8879 | 0.9456 | 0.7896 | 0.8755 | 0.5458 | 0.8949 | 0.8873 | 0.8180 | 0.8689 | 0.6597 | 0.7623 | 0.3967 | 0.8195 | 0.7195 | 0.7864 |
| 0.2658 | 9.3 | 3440 | 0.4865 | 0.6946 | 0.7964 | 0.8744 | 0.9560 | 0.7853 | 0.8785 | 0.5134 | 0.9025 | 0.8364 | 0.7025 | 0.8591 | 0.6636 | 0.7638 | 0.4011 | 0.7980 | 0.6940 | 0.6827 |
| 0.116 | 9.35 | 3460 | 0.4434 | 0.7177 | 0.8206 | 0.8885 | 0.9439 | 0.8191 | 0.8659 | 0.5081 | 0.9012 | 0.8832 | 0.8226 | 0.8680 | 0.6550 | 0.7624 | 0.4064 | 0.8148 | 0.7161 | 0.8010 |
| 0.1327 | 9.41 | 3480 | 0.4668 | 0.7046 | 0.8044 | 0.8847 | 0.9492 | 0.7082 | 0.8741 | 0.5215 | 0.9005 | 0.8663 | 0.8106 | 0.8673 | 0.6195 | 0.7645 | 0.3889 | 0.8166 | 0.6993 | 0.7763 |
| 0.1944 | 9.46 | 3500 | 0.4559 | 0.7034 | 0.8089 | 0.8845 | 0.9327 | 0.7475 | 0.8475 | 0.5314 | 0.9178 | 0.8598 | 0.8258 | 0.8723 | 0.6176 | 0.7547 | 0.3800 | 0.8145 | 0.6999 | 0.7849 |
| 0.1356 | 9.51 | 3520 | 0.4541 | 0.6971 | 0.7982 | 0.8821 | 0.9441 | 0.7352 | 0.8645 | 0.4764 | 0.9098 | 0.8631 | 0.7940 | 0.8696 | 0.6183 | 0.7550 | 0.3756 | 0.8134 | 0.6906 | 0.7575 |
| 1.2019 | 9.57 | 3540 | 0.4935 | 0.6907 | 0.7890 | 0.8784 | 0.9434 | 0.7412 | 0.8817 | 0.4441 | 0.9158 | 0.8304 | 0.7665 | 0.8652 | 0.6218 | 0.7522 | 0.3705 | 0.8064 | 0.6868 | 0.7324 |
| 0.2405 | 9.62 | 3560 | 0.5145 | 0.6829 | 0.7959 | 0.8723 | 0.9352 | 0.7712 | 0.8609 | 0.5041 | 0.9129 | 0.8728 | 0.7138 | 0.8655 | 0.6181 | 0.7619 | 0.3665 | 0.8002 | 0.6860 | 0.6824 |
| 0.5129 | 9.68 | 3580 | 0.4985 | 0.6830 | 0.7955 | 0.8716 | 0.9356 | 0.7488 | 0.8668 | 0.5537 | 0.9159 | 0.8265 | 0.7216 | 0.8689 | 0.6191 | 0.7649 | 0.3678 | 0.7938 | 0.6772 | 0.6894 |
| 0.2311 | 9.73 | 3600 | 0.4891 | 0.6875 | 0.8037 | 0.8734 | 0.9314 | 0.7520 | 0.8752 | 0.5583 | 0.9085 | 0.8760 | 0.7242 | 0.8690 | 0.6255 | 0.7690 | 0.3783 | 0.8000 | 0.6797 | 0.6911 |
| 0.1726 | 9.78 | 3620 | 0.4717 | 0.6978 | 0.8147 | 0.8780 | 0.9277 | 0.7774 | 0.8944 | 0.5534 | 0.8974 | 0.8708 | 0.7822 | 0.8617 | 0.6354 | 0.7491 | 0.3916 | 0.8100 | 0.6947 | 0.7418 |
| 0.1894 | 9.84 | 3640 | 0.5919 | 0.6738 | 0.7782 | 0.8680 | 0.9416 | 0.7092 | 0.8693 | 0.4757 | 0.9179 | 0.8580 | 0.6755 | 0.8712 | 0.6179 | 0.7536 | 0.3792 | 0.7895 | 0.6551 | 0.6498 |
| 0.2567 | 9.89 | 3660 | 0.4845 | 0.6869 | 0.7998 | 0.8711 | 0.9408 | 0.7815 | 0.8661 | 0.5220 | 0.8937 | 0.8674 | 0.7268 | 0.8682 | 0.6483 | 0.7571 | 0.3976 | 0.7908 | 0.6598 | 0.6863 |
| 0.2441 | 9.95 | 3680 | 0.5265 | 0.6833 | 0.7961 | 0.8701 | 0.9425 | 0.7661 | 0.8480 | 0.5546 | 0.9054 | 0.8443 | 0.7116 | 0.8689 | 0.6380 | 0.7610 | 0.3727 | 0.7877 | 0.6715 | 0.6830 |
| 0.1955 | 10.0 | 3700 | 0.5393 | 0.6749 | 0.8018 | 0.8649 | 0.9356 | 0.7599 | 0.8614 | 0.5662 | 0.8738 | 0.8998 | 0.7156 | 0.8636 | 0.6121 | 0.7627 | 0.3686 | 0.7814 | 0.6519 | 0.6840 |
| 0.1065 | 10.05 | 3720 | 0.6142 | 0.6773 | 0.7802 | 0.8685 | 0.9430 | 0.6808 | 0.8799 | 0.5006 | 0.9059 | 0.8437 | 0.7078 | 0.8628 | 0.6052 | 0.7517 | 0.3726 | 0.7829 | 0.6885 | 0.6774 |
| 0.1503 | 10.11 | 3740 | 0.5452 | 0.6907 | 0.8022 | 0.8740 | 0.9437 | 0.7243 | 0.8874 | 0.5502 | 0.8866 | 0.8797 | 0.7437 | 0.8653 | 0.6246 | 0.7597 | 0.3886 | 0.7925 | 0.6928 | 0.7117 |
| 0.1538 | 10.16 | 3760 | 0.4948 | 0.7078 | 0.8073 | 0.8847 | 0.9471 | 0.7502 | 0.8410 | 0.5321 | 0.9113 | 0.8714 | 0.7983 | 0.8652 | 0.6315 | 0.7657 | 0.4099 | 0.8186 | 0.7021 | 0.7617 |
| 0.212 | 10.22 | 3780 | 0.4668 | 0.7134 | 0.8117 | 0.8857 | 0.9375 | 0.7837 | 0.8760 | 0.5092 | 0.9163 | 0.8569 | 0.8023 | 0.8685 | 0.6657 | 0.7673 | 0.4145 | 0.8133 | 0.6996 | 0.7649 |
| 0.1462 | 10.27 | 3800 | 0.4617 | 0.7131 | 0.8161 | 0.8850 | 0.9394 | 0.8052 | 0.8811 | 0.5202 | 0.9070 | 0.8606 | 0.7989 | 0.8678 | 0.6743 | 0.7720 | 0.3997 | 0.8112 | 0.7025 | 0.7640 |
| 0.1509 | 10.32 | 3820 | 0.4631 | 0.7024 | 0.8135 | 0.8805 | 0.9228 | 0.7383 | 0.8690 | 0.5696 | 0.9088 | 0.8719 | 0.8139 | 0.8595 | 0.6240 | 0.7740 | 0.3867 | 0.8133 | 0.7057 | 0.7534 |
| 0.1106 | 10.38 | 3840 | 0.4633 | 0.7071 | 0.8155 | 0.8838 | 0.9373 | 0.7150 | 0.8711 | 0.6031 | 0.9038 | 0.8671 | 0.8112 | 0.8671 | 0.6181 | 0.7789 | 0.3951 | 0.8137 | 0.7070 | 0.7701 |
| 0.1689 | 10.43 | 3860 | 0.4888 | 0.6998 | 0.8181 | 0.8781 | 0.9268 | 0.7344 | 0.8888 | 0.6139 | 0.8917 | 0.8683 | 0.8025 | 0.8622 | 0.6231 | 0.7600 | 0.3887 | 0.8031 | 0.7000 | 0.7614 |
| 0.986 | 10.49 | 3880 | 0.4773 | 0.7104 | 0.8218 | 0.8823 | 0.9295 | 0.8247 | 0.8756 | 0.5450 | 0.9028 | 0.8777 | 0.7973 | 0.8634 | 0.6577 | 0.7700 | 0.4167 | 0.8079 | 0.6937 | 0.7630 |
| 0.1181 | 10.54 | 3900 | 0.4418 | 0.7108 | 0.8142 | 0.8848 | 0.9372 | 0.7416 | 0.8841 | 0.5569 | 0.9061 | 0.8625 | 0.8108 | 0.8672 | 0.6415 | 0.7726 | 0.4102 | 0.8138 | 0.7070 | 0.7633 |
| 0.1374 | 10.59 | 3920 | 0.4574 | 0.7150 | 0.8165 | 0.8854 | 0.9348 | 0.7843 | 0.8685 | 0.5491 | 0.9149 | 0.8563 | 0.8074 | 0.8672 | 0.6610 | 0.7734 | 0.4235 | 0.8121 | 0.7073 | 0.7605 |
| 0.175 | 10.65 | 3940 | 0.4561 | 0.7203 | 0.8294 | 0.8877 | 0.9258 | 0.8323 | 0.8565 | 0.5547 | 0.9073 | 0.8819 | 0.8477 | 0.8695 | 0.6647 | 0.7673 | 0.4156 | 0.8108 | 0.7234 | 0.7909 |
| 0.0805 | 10.7 | 3960 | 0.4652 | 0.7141 | 0.8209 | 0.8846 | 0.9389 | 0.8305 | 0.8795 | 0.5245 | 0.8986 | 0.8705 | 0.8039 | 0.8673 | 0.6770 | 0.7708 | 0.3989 | 0.8072 | 0.7142 | 0.7632 |
| 0.1396 | 10.76 | 3980 | 0.4803 | 0.7139 | 0.8137 | 0.8853 | 0.9400 | 0.8224 | 0.8754 | 0.4965 | 0.9122 | 0.8489 | 0.8003 | 0.8652 | 0.6734 | 0.7724 | 0.4065 | 0.8117 | 0.7045 | 0.7638 |
| 0.1261 | 10.81 | 4000 | 0.4742 | 0.7103 | 0.8178 | 0.8826 | 0.9456 | 0.8078 | 0.8795 | 0.5307 | 0.8888 | 0.8855 | 0.7867 | 0.8650 | 0.6733 | 0.7680 | 0.3919 | 0.8045 | 0.7097 | 0.7599 |
| 0.1406 | 10.86 | 4020 | 0.4877 | 0.7072 | 0.8063 | 0.8838 | 0.9489 | 0.7947 | 0.8658 | 0.4710 | 0.9034 | 0.8743 | 0.7862 | 0.8621 | 0.6560 | 0.7684 | 0.3836 | 0.8130 | 0.7086 | 0.7586 |
| 0.3038 | 10.92 | 4040 | 0.4616 | 0.7243 | 0.8275 | 0.8900 | 0.9389 | 0.8352 | 0.8542 | 0.5369 | 0.9035 | 0.8803 | 0.8434 | 0.8708 | 0.6848 | 0.7717 | 0.4005 | 0.8120 | 0.7261 | 0.8044 |
| 0.9241 | 10.97 | 4060 | 0.4572 | 0.7195 | 0.8211 | 0.8880 | 0.9339 | 0.8038 | 0.8732 | 0.5411 | 0.9127 | 0.8470 | 0.8362 | 0.8725 | 0.6792 | 0.7673 | 0.3918 | 0.8072 | 0.7166 | 0.8021 |
| 0.2285 | 11.03 | 4080 | 0.4664 | 0.7163 | 0.8265 | 0.8859 | 0.9377 | 0.8312 | 0.8673 | 0.5617 | 0.8987 | 0.8708 | 0.8179 | 0.8720 | 0.6835 | 0.7639 | 0.3920 | 0.8086 | 0.7112 | 0.7827 |
| 0.1239 | 11.08 | 4100 | 0.4471 | 0.7194 | 0.8266 | 0.8893 | 0.9481 | 0.8495 | 0.8539 | 0.5465 | 0.8987 | 0.8560 | 0.8337 | 0.8761 | 0.6729 | 0.7597 | 0.3931 | 0.8125 | 0.7203 | 0.8013 |
| 0.0742 | 11.14 | 4120 | 0.4513 | 0.7231 | 0.8197 | 0.8905 | 0.9421 | 0.8260 | 0.8597 | 0.5005 | 0.9130 | 0.8609 | 0.8357 | 0.8703 | 0.6826 | 0.7677 | 0.4029 | 0.8154 | 0.7231 | 0.8001 |
| 0.1861 | 11.19 | 4140 | 0.4522 | 0.7220 | 0.8164 | 0.8913 | 0.9425 | 0.8161 | 0.8642 | 0.4633 | 0.9115 | 0.8749 | 0.8427 | 0.8718 | 0.6794 | 0.7633 | 0.3943 | 0.8167 | 0.7229 | 0.8057 |
| 0.0794 | 11.24 | 4160 | 0.4709 | 0.7219 | 0.8258 | 0.8896 | 0.9432 | 0.8393 | 0.8598 | 0.5297 | 0.9005 | 0.8669 | 0.8410 | 0.8705 | 0.6805 | 0.7621 | 0.3984 | 0.8145 | 0.7222 | 0.8049 |
| 0.1616 | 11.3 | 4180 | 0.4946 | 0.7039 | 0.8013 | 0.8809 | 0.9357 | 0.7777 | 0.8639 | 0.4778 | 0.9215 | 0.8607 | 0.7715 | 0.8702 | 0.6613 | 0.7655 | 0.3997 | 0.8007 | 0.6951 | 0.7348 |
| 0.2923 | 11.35 | 4200 | 0.4866 | 0.7009 | 0.8007 | 0.8795 | 0.9394 | 0.7483 | 0.8629 | 0.5252 | 0.9185 | 0.8486 | 0.7621 | 0.8702 | 0.6403 | 0.7659 | 0.4087 | 0.7988 | 0.6945 | 0.7279 |
| 0.1627 | 11.41 | 4220 | 0.4521 | 0.7152 | 0.8235 | 0.8888 | 0.9363 | 0.7641 | 0.8771 | 0.5685 | 0.9020 | 0.8681 | 0.8487 | 0.8729 | 0.6243 | 0.7679 | 0.3929 | 0.8161 | 0.7252 | 0.8068 |
| 0.1719 | 11.46 | 4240 | 0.4681 | 0.7174 | 0.8207 | 0.8895 | 0.9373 | 0.7653 | 0.8788 | 0.5549 | 0.9087 | 0.8545 | 0.8456 | 0.8728 | 0.6424 | 0.7709 | 0.3909 | 0.8162 | 0.7249 | 0.8037 |
| 0.2675 | 11.51 | 4260 | 0.5033 | 0.7066 | 0.8051 | 0.8813 | 0.9440 | 0.7739 | 0.8806 | 0.5025 | 0.9053 | 0.8487 | 0.7804 | 0.8710 | 0.6578 | 0.7663 | 0.4037 | 0.7939 | 0.7133 | 0.7403 |
| 0.1108 | 11.57 | 4280 | 0.4680 | 0.7138 | 0.8164 | 0.8858 | 0.9338 | 0.7772 | 0.8839 | 0.5244 | 0.9098 | 0.8779 | 0.8077 | 0.8735 | 0.6583 | 0.7645 | 0.4067 | 0.8064 | 0.7198 | 0.7676 |
| 0.2194 | 11.62 | 4300 | 0.4652 | 0.7107 | 0.8192 | 0.8855 | 0.9438 | 0.7492 | 0.8640 | 0.5798 | 0.8919 | 0.8751 | 0.8307 | 0.8733 | 0.6476 | 0.7666 | 0.3774 | 0.8109 | 0.7116 | 0.7874 |
| 0.1106 | 11.68 | 4320 | 0.4775 | 0.7096 | 0.8164 | 0.8826 | 0.9377 | 0.7927 | 0.8621 | 0.5615 | 0.9042 | 0.8516 | 0.8049 | 0.8673 | 0.6761 | 0.7588 | 0.3876 | 0.8065 | 0.7042 | 0.7667 |
| 0.158 | 11.73 | 4340 | 0.4871 | 0.7105 | 0.8172 | 0.8822 | 0.9319 | 0.8248 | 0.8622 | 0.5417 | 0.9101 | 0.8460 | 0.8038 | 0.8638 | 0.6827 | 0.7552 | 0.4001 | 0.8067 | 0.7009 | 0.7641 |
| 0.163 | 11.78 | 4360 | 0.5091 | 0.7146 | 0.8131 | 0.8850 | 0.9444 | 0.8177 | 0.8572 | 0.5094 | 0.9097 | 0.8536 | 0.7995 | 0.8650 | 0.6877 | 0.7614 | 0.4080 | 0.8119 | 0.7053 | 0.7628 |
| 0.1114 | 11.84 | 4380 | 0.4869 | 0.7161 | 0.8221 | 0.8855 | 0.9348 | 0.8450 | 0.8767 | 0.5252 | 0.9073 | 0.8548 | 0.8109 | 0.8660 | 0.6823 | 0.7646 | 0.4086 | 0.8119 | 0.7103 | 0.7688 |
| 0.2994 | 11.89 | 4400 | 0.5103 | 0.7133 | 0.8114 | 0.8838 | 0.9459 | 0.8384 | 0.8919 | 0.4736 | 0.9022 | 0.8338 | 0.7940 | 0.8593 | 0.6848 | 0.7636 | 0.4136 | 0.8095 | 0.7020 | 0.7604 |
| 0.1622 | 11.95 | 4420 | 0.4914 | 0.7122 | 0.8152 | 0.8835 | 0.9427 | 0.8549 | 0.8816 | 0.4822 | 0.9011 | 0.8503 | 0.7935 | 0.8597 | 0.6797 | 0.7615 | 0.4053 | 0.8098 | 0.7102 | 0.7595 |
| 0.1255 | 12.0 | 4440 | 0.4792 | 0.7144 | 0.8228 | 0.8836 | 0.9438 | 0.8124 | 0.8637 | 0.5545 | 0.8867 | 0.8942 | 0.8040 | 0.8662 | 0.6768 | 0.7604 | 0.4174 | 0.8055 | 0.7078 | 0.7670 |
| 0.2135 | 12.05 | 4460 | 0.4807 | 0.7121 | 0.8127 | 0.8854 | 0.9312 | 0.7552 | 0.8769 | 0.5448 | 0.9194 | 0.8410 | 0.8203 | 0.8694 | 0.6475 | 0.7606 | 0.4150 | 0.8115 | 0.7014 | 0.7793 |
| 0.1955 | 12.11 | 4480 | 0.5035 | 0.7149 | 0.8200 | 0.8846 | 0.9325 | 0.8246 | 0.8859 | 0.5171 | 0.9061 | 0.8724 | 0.8014 | 0.8604 | 0.6796 | 0.7521 | 0.4200 | 0.8161 | 0.7070 | 0.7693 |
| 0.2167 | 12.16 | 4500 | 0.4763 | 0.7194 | 0.8257 | 0.8874 | 0.9356 | 0.8337 | 0.8724 | 0.5464 | 0.9074 | 0.8682 | 0.8163 | 0.8661 | 0.6726 | 0.7668 | 0.4262 | 0.8184 | 0.7063 | 0.7796 |
| 0.1579 | 12.22 | 4520 | 0.4657 | 0.7177 | 0.8237 | 0.8867 | 0.9368 | 0.8175 | 0.8703 | 0.5574 | 0.9088 | 0.8671 | 0.8078 | 0.8697 | 0.6802 | 0.7633 | 0.4190 | 0.8173 | 0.7071 | 0.7670 |
| 0.2283 | 12.27 | 4540 | 0.5004 | 0.7110 | 0.8160 | 0.8841 | 0.9343 | 0.7661 | 0.8655 | 0.5524 | 0.9074 | 0.8792 | 0.8071 | 0.8656 | 0.6547 | 0.7625 | 0.4119 | 0.8136 | 0.7032 | 0.7658 |
| 0.1976 | 12.32 | 4560 | 0.4800 | 0.7098 | 0.8224 | 0.8840 | 0.9317 | 0.7796 | 0.8673 | 0.5767 | 0.9015 | 0.8894 | 0.8105 | 0.8676 | 0.6407 | 0.7650 | 0.4060 | 0.8137 | 0.7050 | 0.7709 |
| 0.0708 | 12.38 | 4580 | 0.4814 | 0.7175 | 0.8268 | 0.8857 | 0.9324 | 0.8030 | 0.8685 | 0.5721 | 0.8991 | 0.8922 | 0.8204 | 0.8701 | 0.6756 | 0.7664 | 0.4241 | 0.8115 | 0.6960 | 0.7787 |
| 0.083 | 12.43 | 4600 | 0.4913 | 0.7198 | 0.8250 | 0.8873 | 0.9328 | 0.8259 | 0.8798 | 0.5362 | 0.9065 | 0.8737 | 0.8204 | 0.8694 | 0.6812 | 0.7649 | 0.4283 | 0.8149 | 0.7037 | 0.7765 |
| 0.1268 | 12.49 | 4620 | 0.4745 | 0.7132 | 0.8133 | 0.8852 | 0.9426 | 0.7967 | 0.8799 | 0.5131 | 0.9059 | 0.8451 | 0.8094 | 0.8662 | 0.6782 | 0.7670 | 0.3981 | 0.8126 | 0.7009 | 0.7695 |
| 0.2728 | 12.54 | 4640 | 0.5005 | 0.7110 | 0.8214 | 0.8835 | 0.9406 | 0.8310 | 0.8646 | 0.5391 | 0.8927 | 0.8687 | 0.8133 | 0.8684 | 0.6781 | 0.7656 | 0.3807 | 0.8058 | 0.7003 | 0.7781 |
| 0.1652 | 12.59 | 4660 | 0.4490 | 0.7244 | 0.8264 | 0.8909 | 0.9373 | 0.8113 | 0.8600 | 0.5563 | 0.9068 | 0.8429 | 0.8706 | 0.8728 | 0.6780 | 0.7709 | 0.3907 | 0.8118 | 0.7160 | 0.8305 |
| 0.3775 | 12.65 | 4680 | 0.4482 | 0.7281 | 0.8263 | 0.8930 | 0.9409 | 0.8235 | 0.8679 | 0.5153 | 0.9065 | 0.8707 | 0.8595 | 0.8720 | 0.6841 | 0.7684 | 0.4080 | 0.8185 | 0.7239 | 0.8220 |
| 0.1325 | 12.7 | 4700 | 0.4561 | 0.7242 | 0.8265 | 0.8907 | 0.9427 | 0.8141 | 0.8761 | 0.5290 | 0.8979 | 0.8854 | 0.8401 | 0.8737 | 0.6823 | 0.7721 | 0.4114 | 0.8163 | 0.7142 | 0.7994 |
| 0.2477 | 12.76 | 4720 | 0.4650 | 0.7206 | 0.8196 | 0.8898 | 0.9362 | 0.8128 | 0.8657 | 0.5048 | 0.9167 | 0.8737 | 0.8272 | 0.8739 | 0.6817 | 0.7673 | 0.4077 | 0.8177 | 0.7052 | 0.7904 |
| 0.1046 | 12.81 | 4740 | 0.4666 | 0.7127 | 0.8205 | 0.8842 | 0.9393 | 0.8162 | 0.8727 | 0.5512 | 0.9008 | 0.8569 | 0.8062 | 0.8714 | 0.6797 | 0.7619 | 0.3981 | 0.8060 | 0.7003 | 0.7718 |
| 0.1242 | 12.86 | 4760 | 0.4870 | 0.7043 | 0.8156 | 0.8793 | 0.9373 | 0.8145 | 0.8804 | 0.5417 | 0.9008 | 0.8808 | 0.7539 | 0.8741 | 0.6811 | 0.7665 | 0.4029 | 0.8002 | 0.6841 | 0.7210 |
| 0.1909 | 12.92 | 4780 | 0.5522 | 0.6987 | 0.8020 | 0.8762 | 0.9426 | 0.8216 | 0.8797 | 0.5001 | 0.9145 | 0.8369 | 0.7186 | 0.8686 | 0.6810 | 0.7737 | 0.4095 | 0.7967 | 0.6737 | 0.6875 |
| 0.142 | 12.97 | 4800 | 0.5047 | 0.7038 | 0.8064 | 0.8798 | 0.9394 | 0.8153 | 0.8796 | 0.4926 | 0.9151 | 0.8588 | 0.7438 | 0.8728 | 0.6857 | 0.7735 | 0.4113 | 0.8051 | 0.6706 | 0.7077 |
| 0.1242 | 13.03 | 4820 | 0.5378 | 0.6990 | 0.8047 | 0.8773 | 0.9405 | 0.8212 | 0.8890 | 0.4726 | 0.9053 | 0.8772 | 0.7273 | 0.8691 | 0.6843 | 0.7697 | 0.4003 | 0.8026 | 0.6717 | 0.6950 |
| 0.202 | 13.08 | 4840 | 0.4988 | 0.7043 | 0.8121 | 0.8798 | 0.9348 | 0.8340 | 0.8864 | 0.5075 | 0.9107 | 0.8537 | 0.7575 | 0.8661 | 0.6832 | 0.7610 | 0.4099 | 0.8097 | 0.6741 | 0.7263 |
| 0.1793 | 13.14 | 4860 | 0.4787 | 0.7134 | 0.8156 | 0.8850 | 0.9397 | 0.8351 | 0.8804 | 0.5004 | 0.9086 | 0.8378 | 0.8070 | 0.8650 | 0.6848 | 0.7616 | 0.4041 | 0.8140 | 0.6920 | 0.7721 |
| 0.1127 | 13.19 | 4880 | 0.4951 | 0.7127 | 0.8106 | 0.8847 | 0.9419 | 0.8063 | 0.8622 | 0.4947 | 0.9118 | 0.8599 | 0.7972 | 0.8629 | 0.6821 | 0.7566 | 0.4077 | 0.8148 | 0.6976 | 0.7672 |
| 0.3186 | 13.24 | 4900 | 0.4851 | 0.7161 | 0.8143 | 0.8865 | 0.9383 | 0.8289 | 0.8699 | 0.4787 | 0.9135 | 0.8621 | 0.8087 | 0.8650 | 0.6865 | 0.7587 | 0.4097 | 0.8164 | 0.7046 | 0.7717 |
| 0.0742 | 13.3 | 4920 | 0.4537 | 0.7180 | 0.8222 | 0.8875 | 0.9384 | 0.8105 | 0.8876 | 0.5297 | 0.9011 | 0.8609 | 0.8271 | 0.8679 | 0.6756 | 0.7565 | 0.4170 | 0.8171 | 0.7015 | 0.7904 |
| 0.239 | 13.35 | 4940 | 0.4803 | 0.7176 | 0.8244 | 0.8871 | 0.9306 | 0.8286 | 0.8829 | 0.5318 | 0.9103 | 0.8682 | 0.8184 | 0.8675 | 0.6715 | 0.7636 | 0.4206 | 0.8188 | 0.6998 | 0.7814 |
| 0.313 | 13.41 | 4960 | 0.5416 | 0.6948 | 0.8065 | 0.8744 | 0.9373 | 0.7847 | 0.8905 | 0.5462 | 0.9027 | 0.8608 | 0.7231 | 0.8646 | 0.6620 | 0.7641 | 0.4123 | 0.8022 | 0.6694 | 0.6894 |
| 0.1568 | 13.46 | 4980 | 0.5448 | 0.6918 | 0.7989 | 0.8744 | 0.9489 | 0.7640 | 0.8815 | 0.5194 | 0.8978 | 0.8645 | 0.7165 | 0.8630 | 0.6564 | 0.7647 | 0.3938 | 0.8041 | 0.6744 | 0.6860 |
| 1.6999 | 13.51 | 5000 | 0.5304 | 0.6930 | 0.8041 | 0.8738 | 0.9399 | 0.8000 | 0.8815 | 0.5332 | 0.9027 | 0.8460 | 0.7254 | 0.8639 | 0.6642 | 0.7609 | 0.3986 | 0.7992 | 0.6748 | 0.6894 |
| 0.0895 | 13.57 | 5020 | 0.5758 | 0.6924 | 0.8062 | 0.8726 | 0.9397 | 0.7865 | 0.8731 | 0.5551 | 0.8960 | 0.8769 | 0.7164 | 0.8653 | 0.6623 | 0.7586 | 0.4020 | 0.7937 | 0.6763 | 0.6887 |
| 0.1111 | 13.62 | 5040 | 0.5716 | 0.7012 | 0.8049 | 0.8758 | 0.9305 | 0.8156 | 0.8741 | 0.5043 | 0.9174 | 0.8614 | 0.7307 | 0.8654 | 0.6864 | 0.7529 | 0.4294 | 0.7964 | 0.6820 | 0.6957 |
| 0.2358 | 13.68 | 5060 | 0.4927 | 0.7151 | 0.8263 | 0.8831 | 0.9372 | 0.8262 | 0.8733 | 0.5730 | 0.8905 | 0.8771 | 0.8068 | 0.8652 | 0.6864 | 0.7560 | 0.4173 | 0.8054 | 0.7038 | 0.7715 |
| 0.2064 | 13.73 | 5080 | 0.5011 | 0.7053 | 0.8176 | 0.8785 | 0.9377 | 0.8290 | 0.8680 | 0.5611 | 0.8998 | 0.8736 | 0.7541 | 0.8681 | 0.6856 | 0.7611 | 0.4249 | 0.8045 | 0.6713 | 0.7213 |
| 0.2091 | 13.78 | 5100 | 0.5034 | 0.7112 | 0.8232 | 0.8820 | 0.9343 | 0.8270 | 0.8709 | 0.5490 | 0.8943 | 0.8955 | 0.7910 | 0.8696 | 0.6850 | 0.7554 | 0.4303 | 0.8095 | 0.6797 | 0.7486 |
| 0.079 | 13.84 | 5120 | 0.5097 | 0.7037 | 0.8106 | 0.8779 | 0.9405 | 0.8260 | 0.8620 | 0.5184 | 0.9049 | 0.8890 | 0.7336 | 0.8703 | 0.6894 | 0.7646 | 0.4265 | 0.8021 | 0.6758 | 0.6975 |
| 0.205 | 13.89 | 5140 | 0.4906 | 0.7016 | 0.8057 | 0.8774 | 0.9455 | 0.8202 | 0.8718 | 0.5209 | 0.9095 | 0.8419 | 0.7298 | 0.8699 | 0.6920 | 0.7652 | 0.4171 | 0.8014 | 0.6707 | 0.6949 |
| 0.1016 | 13.95 | 5160 | 0.4983 | 0.7065 | 0.8102 | 0.8801 | 0.9412 | 0.8151 | 0.8751 | 0.5208 | 0.9114 | 0.8660 | 0.7420 | 0.8701 | 0.6917 | 0.7688 | 0.4237 | 0.8085 | 0.6751 | 0.7074 |
| 0.1474 | 14.0 | 5180 | 0.4849 | 0.7157 | 0.8210 | 0.8852 | 0.9438 | 0.8319 | 0.8696 | 0.5334 | 0.9001 | 0.8755 | 0.7927 | 0.8671 | 0.6888 | 0.7704 | 0.4120 | 0.8143 | 0.7021 | 0.7548 |
| 0.0501 | 14.05 | 5200 | 0.5273 | 0.7015 | 0.8105 | 0.8772 | 0.9407 | 0.8596 | 0.8686 | 0.5113 | 0.9120 | 0.8689 | 0.7124 | 0.8684 | 0.6905 | 0.7701 | 0.4137 | 0.8030 | 0.6788 | 0.6859 |
| 1.6024 | 14.11 | 5220 | 0.5348 | 0.7028 | 0.8118 | 0.8769 | 0.9348 | 0.8290 | 0.8883 | 0.5219 | 0.9077 | 0.8815 | 0.7194 | 0.8690 | 0.6911 | 0.7726 | 0.4222 | 0.8000 | 0.6817 | 0.6831 |
| 0.175 | 14.16 | 5240 | 0.5391 | 0.7019 | 0.8117 | 0.8769 | 0.9422 | 0.8212 | 0.9006 | 0.5242 | 0.8958 | 0.8726 | 0.7255 | 0.8662 | 0.6841 | 0.7670 | 0.4270 | 0.8036 | 0.6711 | 0.6946 |
| 0.1283 | 14.22 | 5260 | 0.5025 | 0.7047 | 0.8106 | 0.8783 | 0.9430 | 0.8315 | 0.8790 | 0.5257 | 0.9080 | 0.8610 | 0.7259 | 0.8686 | 0.6914 | 0.7715 | 0.4289 | 0.8044 | 0.6757 | 0.6926 |
| 0.055 | 14.27 | 5280 | 0.5071 | 0.7203 | 0.8201 | 0.8873 | 0.9432 | 0.8248 | 0.8695 | 0.5408 | 0.9146 | 0.8590 | 0.7886 | 0.8705 | 0.6879 | 0.7688 | 0.4319 | 0.8140 | 0.7094 | 0.7599 |
| 0.116 | 14.32 | 5300 | 0.4516 | 0.7234 | 0.8328 | 0.8891 | 0.9296 | 0.8452 | 0.8716 | 0.5655 | 0.9098 | 0.8842 | 0.8238 | 0.8742 | 0.6837 | 0.7684 | 0.4236 | 0.8154 | 0.7146 | 0.7839 |
| 0.1624 | 14.38 | 5320 | 0.4612 | 0.7211 | 0.8120 | 0.8900 | 0.9402 | 0.8069 | 0.8687 | 0.4762 | 0.9268 | 0.8489 | 0.8163 | 0.8730 | 0.6914 | 0.7692 | 0.4097 | 0.8179 | 0.7093 | 0.7772 |
| 0.0905 | 14.43 | 5340 | 0.5054 | 0.7191 | 0.8181 | 0.8875 | 0.9462 | 0.8199 | 0.8706 | 0.4929 | 0.9016 | 0.8985 | 0.7968 | 0.8682 | 0.6911 | 0.7707 | 0.4128 | 0.8151 | 0.7111 | 0.7648 |
| 0.1946 | 14.49 | 5360 | 0.4936 | 0.7200 | 0.8254 | 0.8875 | 0.9355 | 0.8464 | 0.8768 | 0.5426 | 0.9139 | 0.8623 | 0.8006 | 0.8690 | 0.6799 | 0.7769 | 0.4180 | 0.8155 | 0.7138 | 0.7668 |
| 0.1407 | 14.54 | 5380 | 0.5064 | 0.7184 | 0.8240 | 0.8857 | 0.9375 | 0.8265 | 0.8840 | 0.5519 | 0.9072 | 0.8753 | 0.7853 | 0.8680 | 0.6856 | 0.7731 | 0.4208 | 0.8112 | 0.7133 | 0.7566 |
| 0.1457 | 14.59 | 5400 | 0.4936 | 0.7182 | 0.8204 | 0.8860 | 0.9406 | 0.8197 | 0.8767 | 0.5070 | 0.8978 | 0.9005 | 0.8007 | 0.8673 | 0.6899 | 0.7715 | 0.4171 | 0.8102 | 0.7053 | 0.7661 |
| 0.1503 | 14.65 | 5420 | 0.5100 | 0.7028 | 0.8093 | 0.8787 | 0.9369 | 0.8380 | 0.8747 | 0.4937 | 0.9112 | 0.8686 | 0.7417 | 0.8708 | 0.6851 | 0.7669 | 0.4009 | 0.7993 | 0.6893 | 0.7073 |
| 0.2983 | 14.7 | 5440 | 0.5051 | 0.7028 | 0.8087 | 0.8792 | 0.9361 | 0.8354 | 0.8726 | 0.4787 | 0.9118 | 0.8844 | 0.7421 | 0.8707 | 0.6855 | 0.7640 | 0.3966 | 0.8017 | 0.6924 | 0.7092 |
| 0.168 | 14.76 | 5460 | 0.4620 | 0.7229 | 0.8271 | 0.8903 | 0.9376 | 0.8473 | 0.8669 | 0.5054 | 0.9030 | 0.8918 | 0.8374 | 0.8726 | 0.6844 | 0.7665 | 0.4008 | 0.8153 | 0.7217 | 0.7988 |
| 0.1338 | 14.81 | 5480 | 0.4887 | 0.7121 | 0.8213 | 0.8835 | 0.9331 | 0.8463 | 0.8525 | 0.5236 | 0.9070 | 0.8965 | 0.7902 | 0.8751 | 0.6859 | 0.7633 | 0.4067 | 0.8042 | 0.6973 | 0.7524 |
| 0.1672 | 14.86 | 5500 | 0.5014 | 0.7046 | 0.8138 | 0.8794 | 0.9370 | 0.8247 | 0.8690 | 0.5302 | 0.9075 | 0.8806 | 0.7476 | 0.8744 | 0.6861 | 0.7706 | 0.4044 | 0.8007 | 0.6829 | 0.7134 |
| 0.2296 | 14.92 | 5520 | 0.5313 | 0.6963 | 0.8049 | 0.8763 | 0.9432 | 0.7757 | 0.8739 | 0.5365 | 0.9029 | 0.8732 | 0.7293 | 0.8705 | 0.6613 | 0.7686 | 0.3956 | 0.7998 | 0.6819 | 0.6965 |
| 0.1513 | 14.97 | 5540 | 0.5274 | 0.6941 | 0.7987 | 0.8768 | 0.9426 | 0.7528 | 0.8702 | 0.5081 | 0.9102 | 0.8770 | 0.7299 | 0.8713 | 0.6469 | 0.7666 | 0.3939 | 0.8019 | 0.6810 | 0.6974 |
| 0.252 | 15.03 | 5560 | 0.4824 | 0.7041 | 0.8097 | 0.8837 | 0.9384 | 0.7608 | 0.8776 | 0.5197 | 0.9096 | 0.8647 | 0.7968 | 0.8746 | 0.6408 | 0.7632 | 0.3878 | 0.8126 | 0.6887 | 0.7612 |
| 0.1755 | 15.08 | 5580 | 0.4582 | 0.7146 | 0.8126 | 0.8892 | 0.9418 | 0.7445 | 0.8582 | 0.5304 | 0.9142 | 0.8574 | 0.8417 | 0.8759 | 0.6404 | 0.7661 | 0.3923 | 0.8155 | 0.7084 | 0.8036 |
| 0.1621 | 15.14 | 5600 | 0.4815 | 0.7000 | 0.7990 | 0.8802 | 0.9382 | 0.7697 | 0.8770 | 0.4916 | 0.9226 | 0.8249 | 0.7691 | 0.8716 | 0.6581 | 0.7659 | 0.3875 | 0.8030 | 0.6794 | 0.7342 |
| 0.1574 | 15.19 | 5620 | 0.5001 | 0.6989 | 0.8053 | 0.8775 | 0.9364 | 0.8046 | 0.8812 | 0.5101 | 0.9123 | 0.8438 | 0.7486 | 0.8707 | 0.6735 | 0.7652 | 0.3911 | 0.7981 | 0.6781 | 0.7156 |
| 0.0942 | 15.24 | 5640 | 0.5032 | 0.7019 | 0.8079 | 0.8786 | 0.9384 | 0.8194 | 0.8816 | 0.5162 | 0.9137 | 0.8415 | 0.7441 | 0.8737 | 0.6861 | 0.7686 | 0.3967 | 0.7989 | 0.6775 | 0.7122 |
| 0.2344 | 15.3 | 5660 | 0.4795 | 0.7205 | 0.8166 | 0.8889 | 0.9418 | 0.8047 | 0.8772 | 0.5131 | 0.9170 | 0.8514 | 0.8111 | 0.8714 | 0.6843 | 0.7691 | 0.4191 | 0.8172 | 0.7055 | 0.7771 |
| 0.09 | 15.35 | 5680 | 0.4891 | 0.7194 | 0.8227 | 0.8878 | 0.9383 | 0.7864 | 0.8629 | 0.5659 | 0.9082 | 0.8794 | 0.8174 | 0.8734 | 0.6687 | 0.7713 | 0.4229 | 0.8128 | 0.7053 | 0.7811 |
| 0.1229 | 15.41 | 5700 | 0.5433 | 0.6990 | 0.8082 | 0.8765 | 0.9409 | 0.7778 | 0.8542 | 0.5850 | 0.9119 | 0.8596 | 0.7284 | 0.8731 | 0.6594 | 0.7705 | 0.4174 | 0.7977 | 0.6785 | 0.6960 |
| 0.1885 | 15.46 | 5720 | 0.4991 | 0.7217 | 0.8241 | 0.8885 | 0.9364 | 0.8245 | 0.8705 | 0.5246 | 0.9090 | 0.8912 | 0.8123 | 0.8718 | 0.6825 | 0.7700 | 0.4259 | 0.8147 | 0.7126 | 0.7743 |
| 0.0921 | 15.51 | 5740 | 0.4973 | 0.7201 | 0.8165 | 0.8882 | 0.9431 | 0.8082 | 0.8634 | 0.5052 | 0.9124 | 0.8778 | 0.8052 | 0.8693 | 0.6841 | 0.7673 | 0.4206 | 0.8158 | 0.7145 | 0.7691 |
| 0.1609 | 15.57 | 5760 | 0.5065 | 0.7176 | 0.8145 | 0.8868 | 0.9351 | 0.8171 | 0.8477 | 0.5257 | 0.9280 | 0.8355 | 0.8124 | 0.8693 | 0.6749 | 0.7670 | 0.4226 | 0.8118 | 0.7064 | 0.7708 |
| 0.0469 | 15.62 | 5780 | 0.4886 | 0.7223 | 0.8205 | 0.8891 | 0.9431 | 0.8182 | 0.8719 | 0.5112 | 0.9095 | 0.8843 | 0.8054 | 0.8697 | 0.6838 | 0.7707 | 0.4291 | 0.8189 | 0.7142 | 0.7694 |
| 0.1541 | 15.68 | 5800 | 0.5050 | 0.7189 | 0.8215 | 0.8865 | 0.9426 | 0.8289 | 0.8893 | 0.4996 | 0.8942 | 0.8930 | 0.8031 | 0.8688 | 0.6886 | 0.7723 | 0.4235 | 0.8108 | 0.6986 | 0.7693 |
| 0.0944 | 15.73 | 5820 | 0.5343 | 0.7051 | 0.8020 | 0.8814 | 0.9445 | 0.7882 | 0.8862 | 0.4734 | 0.9174 | 0.8670 | 0.7375 | 0.8691 | 0.6804 | 0.7769 | 0.4098 | 0.8117 | 0.6828 | 0.7048 |
| 0.1106 | 15.78 | 5840 | 0.4883 | 0.7202 | 0.8240 | 0.8889 | 0.9411 | 0.7954 | 0.8744 | 0.5544 | 0.9068 | 0.8894 | 0.8066 | 0.8721 | 0.6697 | 0.7760 | 0.4254 | 0.8219 | 0.7082 | 0.7680 |
| 0.1322 | 15.84 | 5860 | 0.5120 | 0.7151 | 0.8149 | 0.8854 | 0.9485 | 0.7949 | 0.8842 | 0.5345 | 0.9070 | 0.8626 | 0.7725 | 0.8638 | 0.6774 | 0.7749 | 0.4170 | 0.8184 | 0.7093 | 0.7445 |
| 0.1645 | 15.89 | 5880 | 0.5088 | 0.7066 | 0.8086 | 0.8809 | 0.9456 | 0.7986 | 0.8496 | 0.5327 | 0.9140 | 0.8764 | 0.7432 | 0.8665 | 0.6763 | 0.7681 | 0.4188 | 0.8115 | 0.6922 | 0.7130 |
| 0.2885 | 15.95 | 5900 | 0.5200 | 0.7179 | 0.8232 | 0.8857 | 0.9407 | 0.8060 | 0.8772 | 0.5637 | 0.9043 | 0.8878 | 0.7823 | 0.8667 | 0.6839 | 0.7739 | 0.4213 | 0.8155 | 0.7131 | 0.7507 |
| 0.1412 | 16.0 | 5920 | 0.5463 | 0.7049 | 0.8077 | 0.8793 | 0.9383 | 0.7954 | 0.8787 | 0.5323 | 0.9202 | 0.8658 | 0.7232 | 0.8738 | 0.6801 | 0.7722 | 0.4312 | 0.8030 | 0.6820 | 0.6924 |
| 0.091 | 16.05 | 5940 | 0.4954 | 0.7081 | 0.8085 | 0.8832 | 0.9418 | 0.7740 | 0.8777 | 0.5227 | 0.9172 | 0.8652 | 0.7610 | 0.8729 | 0.6621 | 0.7751 | 0.4212 | 0.8131 | 0.6871 | 0.7251 |
| 0.1643 | 16.11 | 5960 | 0.5759 | 0.7020 | 0.8116 | 0.8775 | 0.9384 | 0.8081 | 0.8759 | 0.5597 | 0.9132 | 0.8721 | 0.7140 | 0.8708 | 0.6669 | 0.7745 | 0.4343 | 0.8033 | 0.6782 | 0.6861 |
| 0.1183 | 16.16 | 5980 | 0.5929 | 0.7029 | 0.8172 | 0.8762 | 0.9375 | 0.8448 | 0.8602 | 0.5840 | 0.9079 | 0.8687 | 0.7171 | 0.8702 | 0.6799 | 0.7706 | 0.4386 | 0.7982 | 0.6775 | 0.6855 |
| 0.5279 | 16.22 | 6000 | 0.5750 | 0.7054 | 0.8117 | 0.8781 | 0.9403 | 0.8191 | 0.8778 | 0.5382 | 0.9078 | 0.8725 | 0.7263 | 0.8695 | 0.6867 | 0.7687 | 0.4381 | 0.8020 | 0.6813 | 0.6916 |
| 0.1544 | 16.27 | 6020 | 0.5374 | 0.7066 | 0.8112 | 0.8791 | 0.9386 | 0.8314 | 0.8604 | 0.5393 | 0.9205 | 0.8662 | 0.7220 | 0.8714 | 0.6868 | 0.7714 | 0.4411 | 0.8042 | 0.6834 | 0.6882 |
| 0.0963 | 16.32 | 6040 | 0.5530 | 0.7029 | 0.8069 | 0.8781 | 0.9391 | 0.8075 | 0.8810 | 0.5368 | 0.9208 | 0.8469 | 0.7165 | 0.8704 | 0.6777 | 0.7733 | 0.4323 | 0.8040 | 0.6778 | 0.6846 |
| 0.0602 | 16.38 | 6060 | 0.6505 | 0.6977 | 0.8035 | 0.8752 | 0.9470 | 0.8152 | 0.8775 | 0.5288 | 0.9111 | 0.8539 | 0.6914 | 0.8644 | 0.6816 | 0.7699 | 0.4210 | 0.8034 | 0.6758 | 0.6678 |
| 0.1542 | 16.43 | 6080 | 0.5294 | 0.7021 | 0.8136 | 0.8781 | 0.9420 | 0.8220 | 0.8912 | 0.5470 | 0.9031 | 0.8654 | 0.7245 | 0.8686 | 0.6810 | 0.7690 | 0.4154 | 0.8080 | 0.6778 | 0.6949 |
| 0.137 | 16.49 | 6100 | 0.5182 | 0.7184 | 0.8156 | 0.8872 | 0.9446 | 0.7972 | 0.8600 | 0.5389 | 0.9170 | 0.8595 | 0.7924 | 0.8694 | 0.6816 | 0.7678 | 0.4274 | 0.8172 | 0.7043 | 0.7609 |
| 0.0867 | 16.54 | 6120 | 0.5216 | 0.7193 | 0.8213 | 0.8872 | 0.9388 | 0.8108 | 0.8635 | 0.5617 | 0.9165 | 0.8579 | 0.8001 | 0.8691 | 0.6825 | 0.7644 | 0.4288 | 0.8181 | 0.7050 | 0.7670 |
| 0.5929 | 16.59 | 6140 | 0.5043 | 0.7233 | 0.8254 | 0.8890 | 0.9393 | 0.8252 | 0.8775 | 0.5460 | 0.9106 | 0.8736 | 0.8058 | 0.8684 | 0.6858 | 0.7662 | 0.4400 | 0.8222 | 0.7103 | 0.7704 |
| 0.0974 | 16.65 | 6160 | 0.4912 | 0.7220 | 0.8271 | 0.8891 | 0.9368 | 0.8349 | 0.8698 | 0.5416 | 0.9072 | 0.8742 | 0.8254 | 0.8713 | 0.6870 | 0.7559 | 0.4222 | 0.8194 | 0.7094 | 0.7889 |
| 0.095 | 16.7 | 6180 | 0.4927 | 0.7230 | 0.8245 | 0.8901 | 0.9314 | 0.8442 | 0.8709 | 0.5040 | 0.9164 | 0.8689 | 0.8353 | 0.8694 | 0.6868 | 0.7518 | 0.4146 | 0.8196 | 0.7173 | 0.8015 |
| 0.1762 | 16.76 | 6200 | 0.4817 | 0.7245 | 0.8222 | 0.8917 | 0.9339 | 0.8061 | 0.8888 | 0.5058 | 0.9154 | 0.8567 | 0.8483 | 0.8709 | 0.6797 | 0.7528 | 0.4135 | 0.8218 | 0.7227 | 0.8098 |
| 0.2064 | 16.81 | 6220 | 0.4831 | 0.7223 | 0.8190 | 0.8909 | 0.9332 | 0.8165 | 0.8739 | 0.4928 | 0.9234 | 0.8572 | 0.8358 | 0.8704 | 0.6787 | 0.7542 | 0.4173 | 0.8232 | 0.7128 | 0.7996 |
| 2.5722 | 16.86 | 6240 | 0.4929 | 0.7249 | 0.8200 | 0.8922 | 0.9375 | 0.8226 | 0.8883 | 0.4654 | 0.9130 | 0.8658 | 0.8470 | 0.8692 | 0.6880 | 0.7566 | 0.4044 | 0.8224 | 0.7237 | 0.8101 |
| 0.0689 | 16.92 | 6260 | 0.4486 | 0.7294 | 0.8316 | 0.8924 | 0.9362 | 0.8250 | 0.8771 | 0.5544 | 0.9072 | 0.8705 | 0.8508 | 0.8704 | 0.6850 | 0.7599 | 0.4309 | 0.8221 | 0.7257 | 0.8117 |
| 0.1418 | 16.97 | 6280 | 0.4676 | 0.7265 | 0.8279 | 0.8918 | 0.9324 | 0.8054 | 0.8903 | 0.5608 | 0.9159 | 0.8416 | 0.8491 | 0.8702 | 0.6729 | 0.7592 | 0.4288 | 0.8226 | 0.7200 | 0.8116 |
| 0.077 | 17.03 | 6300 | 0.4762 | 0.7229 | 0.8299 | 0.8893 | 0.9258 | 0.8208 | 0.8694 | 0.5676 | 0.9126 | 0.8604 | 0.8527 | 0.8666 | 0.6730 | 0.7488 | 0.4191 | 0.8194 | 0.7247 | 0.8087 |
| 0.1309 | 17.08 | 6320 | 0.4832 | 0.7261 | 0.8323 | 0.8912 | 0.9401 | 0.8092 | 0.8773 | 0.5829 | 0.8978 | 0.8661 | 0.8528 | 0.8748 | 0.6809 | 0.7696 | 0.4021 | 0.8146 | 0.7280 | 0.8126 |
| 0.0753 | 17.14 | 6340 | 0.4893 | 0.7281 | 0.8320 | 0.8920 | 0.9401 | 0.8229 | 0.8759 | 0.5826 | 0.9065 | 0.8460 | 0.8497 | 0.8754 | 0.6857 | 0.7703 | 0.4125 | 0.8162 | 0.7253 | 0.8112 |
| 0.2753 | 17.19 | 6360 | 0.4742 | 0.7226 | 0.8235 | 0.8899 | 0.9404 | 0.8150 | 0.8837 | 0.5345 | 0.9116 | 0.8657 | 0.8138 | 0.8695 | 0.6825 | 0.7733 | 0.4140 | 0.8219 | 0.7176 | 0.7795 |
| 1.1311 | 17.24 | 6380 | 0.5416 | 0.7014 | 0.8033 | 0.8793 | 0.9505 | 0.8132 | 0.8690 | 0.5012 | 0.9163 | 0.8656 | 0.7075 | 0.8704 | 0.6818 | 0.7692 | 0.4125 | 0.8123 | 0.6849 | 0.6783 |
| 0.1347 | 17.3 | 6400 | 0.5364 | 0.7023 | 0.8065 | 0.8792 | 0.9478 | 0.8087 | 0.8736 | 0.5131 | 0.9112 | 0.8782 | 0.7131 | 0.8724 | 0.6871 | 0.7708 | 0.4117 | 0.8101 | 0.6850 | 0.6792 |
| 0.0778 | 17.35 | 6420 | 0.5326 | 0.7016 | 0.8074 | 0.8783 | 0.9428 | 0.8297 | 0.8640 | 0.5127 | 0.9151 | 0.8696 | 0.7180 | 0.8707 | 0.6858 | 0.7702 | 0.4096 | 0.8066 | 0.6851 | 0.6829 |
| 0.1207 | 17.41 | 6440 | 0.5027 | 0.7172 | 0.8179 | 0.8874 | 0.9365 | 0.8283 | 0.8666 | 0.5249 | 0.9237 | 0.8417 | 0.8035 | 0.8751 | 0.6841 | 0.7654 | 0.4160 | 0.8147 | 0.7005 | 0.7648 |
| 0.2002 | 17.46 | 6460 | 0.5099 | 0.7254 | 0.8218 | 0.8923 | 0.9356 | 0.8219 | 0.8703 | 0.5060 | 0.9239 | 0.8566 | 0.8380 | 0.8749 | 0.6876 | 0.7624 | 0.4139 | 0.8224 | 0.7185 | 0.7981 |
| 0.0712 | 17.51 | 6480 | 0.4945 | 0.7244 | 0.8203 | 0.8920 | 0.9424 | 0.8054 | 0.8736 | 0.5065 | 0.9169 | 0.8730 | 0.8239 | 0.8751 | 0.6852 | 0.7693 | 0.4161 | 0.8242 | 0.7160 | 0.7852 |
| 0.1096 | 17.57 | 6500 | 0.4888 | 0.7185 | 0.8208 | 0.8877 | 0.9443 | 0.8046 | 0.8595 | 0.5492 | 0.9082 | 0.8775 | 0.8025 | 0.8701 | 0.6775 | 0.7671 | 0.4142 | 0.8186 | 0.7162 | 0.7660 |
| 0.4782 | 17.62 | 6520 | 0.4773 | 0.7219 | 0.8221 | 0.8910 | 0.9415 | 0.7918 | 0.8712 | 0.5380 | 0.9107 | 0.8662 | 0.8355 | 0.8774 | 0.6722 | 0.7737 | 0.4023 | 0.8176 | 0.7155 | 0.7946 |
| 0.1332 | 17.68 | 6540 | 0.4696 | 0.7275 | 0.8288 | 0.8927 | 0.9381 | 0.8197 | 0.8763 | 0.5248 | 0.9049 | 0.8872 | 0.8505 | 0.8765 | 0.6833 | 0.7746 | 0.4059 | 0.8166 | 0.7283 | 0.8072 |
| 0.1496 | 17.73 | 6560 | 0.4684 | 0.7250 | 0.8240 | 0.8922 | 0.9421 | 0.8137 | 0.8870 | 0.5164 | 0.9090 | 0.8635 | 0.8366 | 0.8756 | 0.6816 | 0.7765 | 0.4090 | 0.8206 | 0.7144 | 0.7973 |
| 0.149 | 17.78 | 6580 | 0.4651 | 0.7206 | 0.8250 | 0.8907 | 0.9365 | 0.8058 | 0.8748 | 0.5337 | 0.9098 | 0.8794 | 0.8350 | 0.8761 | 0.6598 | 0.7757 | 0.4030 | 0.8186 | 0.7158 | 0.7952 |
| 0.1736 | 17.84 | 6600 | 0.5323 | 0.7061 | 0.8092 | 0.8826 | 0.9394 | 0.7930 | 0.8848 | 0.5039 | 0.9150 | 0.8698 | 0.7589 | 0.8767 | 0.6671 | 0.7703 | 0.4086 | 0.8081 | 0.6871 | 0.7249 |
| 0.3321 | 17.89 | 6620 | 0.4991 | 0.7120 | 0.8163 | 0.8852 | 0.9406 | 0.8114 | 0.8850 | 0.5254 | 0.9131 | 0.8632 | 0.7755 | 0.8760 | 0.6755 | 0.7732 | 0.4146 | 0.8142 | 0.6902 | 0.7405 |
| 0.1987 | 17.95 | 6640 | 0.4752 | 0.7305 | 0.8273 | 0.8946 | 0.9402 | 0.8406 | 0.8792 | 0.4942 | 0.9138 | 0.8805 | 0.8424 | 0.8764 | 0.6892 | 0.7750 | 0.4233 | 0.8244 | 0.7240 | 0.8009 |
| 0.1911 | 18.0 | 6660 | 0.5053 | 0.7273 | 0.8273 | 0.8925 | 0.9409 | 0.8458 | 0.8824 | 0.4997 | 0.9088 | 0.8874 | 0.8260 | 0.8740 | 0.6886 | 0.7747 | 0.4249 | 0.8238 | 0.7158 | 0.7889 |
| 0.1184 | 18.05 | 6680 | 0.4973 | 0.7249 | 0.8196 | 0.8920 | 0.9404 | 0.8141 | 0.8849 | 0.4833 | 0.9167 | 0.8745 | 0.8231 | 0.8725 | 0.6864 | 0.7727 | 0.4190 | 0.8243 | 0.7156 | 0.7835 |
| 0.1047 | 18.11 | 6700 | 0.4979 | 0.7262 | 0.8292 | 0.8912 | 0.9366 | 0.8400 | 0.8689 | 0.5451 | 0.9152 | 0.8805 | 0.8183 | 0.8729 | 0.6811 | 0.7726 | 0.4362 | 0.8231 | 0.7174 | 0.7799 |
| 0.2527 | 18.16 | 6720 | 0.5006 | 0.7240 | 0.8239 | 0.8911 | 0.9404 | 0.7979 | 0.8787 | 0.5354 | 0.9117 | 0.8840 | 0.8189 | 0.8740 | 0.6744 | 0.7696 | 0.4286 | 0.8231 | 0.7163 | 0.7821 |
| 0.1367 | 18.22 | 6740 | 0.4952 | 0.7191 | 0.8153 | 0.8893 | 0.9470 | 0.7558 | 0.8805 | 0.5440 | 0.9101 | 0.8504 | 0.8193 | 0.8725 | 0.6611 | 0.7628 | 0.4275 | 0.8197 | 0.7093 | 0.7807 |
| 0.224 | 18.27 | 6760 | 0.4985 | 0.7188 | 0.8205 | 0.8896 | 0.9382 | 0.7685 | 0.8647 | 0.5672 | 0.9173 | 0.8618 | 0.8259 | 0.8756 | 0.6472 | 0.7652 | 0.4258 | 0.8198 | 0.7112 | 0.7867 |
| 0.1453 | 18.32 | 6780 | 0.5145 | 0.7164 | 0.8207 | 0.8884 | 0.9385 | 0.7515 | 0.8721 | 0.5760 | 0.9090 | 0.8736 | 0.8240 | 0.8766 | 0.6500 | 0.7664 | 0.4069 | 0.8158 | 0.7135 | 0.7857 |
| 0.2411 | 18.38 | 6800 | 0.4901 | 0.7171 | 0.8238 | 0.8883 | 0.9409 | 0.7708 | 0.8802 | 0.5778 | 0.9017 | 0.8718 | 0.8238 | 0.8760 | 0.6602 | 0.7682 | 0.4008 | 0.8159 | 0.7143 | 0.7846 |
| 0.1758 | 18.43 | 6820 | 0.4820 | 0.7228 | 0.8262 | 0.8905 | 0.9429 | 0.8053 | 0.8721 | 0.5507 | 0.9035 | 0.8809 | 0.8281 | 0.8760 | 0.6761 | 0.7709 | 0.4159 | 0.8192 | 0.7151 | 0.7864 |
| 0.1194 | 18.49 | 6840 | 0.4806 | 0.7290 | 0.8248 | 0.8937 | 0.9461 | 0.7974 | 0.8768 | 0.5301 | 0.9081 | 0.8744 | 0.8410 | 0.8760 | 0.6793 | 0.7719 | 0.4245 | 0.8212 | 0.7262 | 0.8038 |
| 0.225 | 18.54 | 6860 | 0.4762 | 0.7296 | 0.8280 | 0.8937 | 0.9371 | 0.8040 | 0.8766 | 0.5344 | 0.9122 | 0.8834 | 0.8484 | 0.8766 | 0.6792 | 0.7710 | 0.4273 | 0.8207 | 0.7272 | 0.8054 |
| 0.1178 | 18.59 | 6880 | 0.4880 | 0.7209 | 0.8179 | 0.8913 | 0.9464 | 0.7552 | 0.8777 | 0.5302 | 0.9084 | 0.8814 | 0.8264 | 0.8757 | 0.6530 | 0.7732 | 0.4189 | 0.8221 | 0.7147 | 0.7888 |
| 0.1537 | 18.65 | 6900 | 0.4707 | 0.7277 | 0.8244 | 0.8939 | 0.9367 | 0.7855 | 0.8764 | 0.5479 | 0.9227 | 0.8518 | 0.8499 | 0.8770 | 0.6584 | 0.7744 | 0.4234 | 0.8215 | 0.7285 | 0.8105 |
| 0.0794 | 18.7 | 6920 | 0.4622 | 0.7324 | 0.8356 | 0.8943 | 0.9375 | 0.8252 | 0.8802 | 0.5589 | 0.9041 | 0.8894 | 0.8541 | 0.8777 | 0.6824 | 0.7745 | 0.4287 | 0.8195 | 0.7335 | 0.8108 |
| 0.0975 | 18.76 | 6940 | 0.4682 | 0.7333 | 0.8342 | 0.8946 | 0.9381 | 0.8358 | 0.8710 | 0.5608 | 0.9126 | 0.8713 | 0.8500 | 0.8776 | 0.6880 | 0.7731 | 0.4301 | 0.8200 | 0.7335 | 0.8106 |
| 0.1813 | 18.81 | 6960 | 0.4706 | 0.7343 | 0.8309 | 0.8955 | 0.9429 | 0.8136 | 0.8781 | 0.5481 | 0.9117 | 0.8742 | 0.8473 | 0.8787 | 0.6883 | 0.7750 | 0.4333 | 0.8214 | 0.7336 | 0.8098 |
| 0.0857 | 18.86 | 6980 | 0.4844 | 0.7328 | 0.8312 | 0.8947 | 0.9393 | 0.8289 | 0.8654 | 0.5511 | 0.9166 | 0.8695 | 0.8472 | 0.8788 | 0.6865 | 0.7727 | 0.4308 | 0.8195 | 0.7318 | 0.8096 |
| 0.1551 | 18.92 | 7000 | 0.4666 | 0.7352 | 0.8309 | 0.8960 | 0.9439 | 0.8132 | 0.8696 | 0.5473 | 0.9124 | 0.8803 | 0.8497 | 0.8788 | 0.6834 | 0.7763 | 0.4410 | 0.8228 | 0.7338 | 0.8102 |
| 0.1407 | 18.97 | 7020 | 0.4837 | 0.7310 | 0.8302 | 0.8944 | 0.9437 | 0.7943 | 0.8691 | 0.5775 | 0.9110 | 0.8691 | 0.8466 | 0.8782 | 0.6703 | 0.7739 | 0.4332 | 0.8211 | 0.7309 | 0.8097 |
| 0.1402 | 19.03 | 7040 | 0.4735 | 0.7329 | 0.8334 | 0.8946 | 0.9401 | 0.8166 | 0.8735 | 0.5754 | 0.9118 | 0.8694 | 0.8473 | 0.8783 | 0.6798 | 0.7741 | 0.4393 | 0.8206 | 0.7288 | 0.8097 |
| 0.1547 | 19.08 | 7060 | 0.4666 | 0.7314 | 0.8330 | 0.8937 | 0.9447 | 0.7889 | 0.8776 | 0.5901 | 0.8997 | 0.8806 | 0.8493 | 0.8780 | 0.6780 | 0.7745 | 0.4320 | 0.8180 | 0.7294 | 0.8099 |
| 0.1281 | 19.14 | 7080 | 0.4763 | 0.7312 | 0.8350 | 0.8935 | 0.9366 | 0.8173 | 0.8772 | 0.5880 | 0.9102 | 0.8688 | 0.8471 | 0.8781 | 0.6767 | 0.7767 | 0.4302 | 0.8172 | 0.7301 | 0.8093 |
| 0.1814 | 19.19 | 7100 | 0.4838 | 0.7289 | 0.8304 | 0.8928 | 0.9437 | 0.8016 | 0.8739 | 0.5739 | 0.9039 | 0.8732 | 0.8430 | 0.8780 | 0.6782 | 0.7742 | 0.4240 | 0.8166 | 0.7261 | 0.8054 |
| 0.0967 | 19.24 | 7120 | 0.4687 | 0.7306 | 0.8317 | 0.8936 | 0.9459 | 0.8151 | 0.8723 | 0.5706 | 0.9037 | 0.8688 | 0.8453 | 0.8772 | 0.6811 | 0.7769 | 0.4217 | 0.8181 | 0.7307 | 0.8086 |
| 0.1277 | 19.3 | 7140 | 0.5458 | 0.7056 | 0.8151 | 0.8802 | 0.9436 | 0.8211 | 0.8827 | 0.5622 | 0.9096 | 0.8530 | 0.7332 | 0.8747 | 0.6797 | 0.7771 | 0.4184 | 0.8067 | 0.6792 | 0.7032 |
| 0.0862 | 19.35 | 7160 | 0.5271 | 0.7125 | 0.8142 | 0.8846 | 0.9421 | 0.8138 | 0.8758 | 0.5210 | 0.9175 | 0.8712 | 0.7577 | 0.8773 | 0.6780 | 0.7757 | 0.4335 | 0.8123 | 0.6856 | 0.7252 |
| 0.0718 | 19.41 | 7180 | 0.4886 | 0.7280 | 0.8239 | 0.8927 | 0.9435 | 0.8049 | 0.8675 | 0.5252 | 0.9139 | 0.8914 | 0.8210 | 0.8780 | 0.6857 | 0.7738 | 0.4394 | 0.8218 | 0.7119 | 0.7851 |
| 0.148 | 19.46 | 7200 | 0.5017 | 0.7235 | 0.8215 | 0.8912 | 0.9415 | 0.8003 | 0.8630 | 0.5352 | 0.9192 | 0.8760 | 0.8150 | 0.8787 | 0.6736 | 0.7719 | 0.4328 | 0.8206 | 0.7060 | 0.7806 |
| 0.1105 | 19.51 | 7220 | 0.4812 | 0.7233 | 0.8252 | 0.8907 | 0.9455 | 0.8138 | 0.8570 | 0.5550 | 0.9092 | 0.8763 | 0.8199 | 0.8755 | 0.6731 | 0.7720 | 0.4224 | 0.8199 | 0.7142 | 0.7862 |
| 0.0709 | 19.57 | 7240 | 0.4805 | 0.7242 | 0.8228 | 0.8907 | 0.9452 | 0.8073 | 0.8717 | 0.5493 | 0.9132 | 0.8554 | 0.8177 | 0.8753 | 0.6825 | 0.7715 | 0.4256 | 0.8186 | 0.7106 | 0.7854 |
| 0.1934 | 19.62 | 7260 | 0.4811 | 0.7242 | 0.8220 | 0.8903 | 0.9461 | 0.8242 | 0.8679 | 0.5299 | 0.9131 | 0.8646 | 0.8079 | 0.8732 | 0.6894 | 0.7716 | 0.4273 | 0.8192 | 0.7127 | 0.7756 |
| 0.0762 | 19.68 | 7280 | 0.4661 | 0.7280 | 0.8291 | 0.8925 | 0.9392 | 0.8374 | 0.8738 | 0.5377 | 0.9136 | 0.8722 | 0.8299 | 0.8779 | 0.6898 | 0.7735 | 0.4265 | 0.8201 | 0.7151 | 0.7931 |
| 0.2017 | 19.73 | 7300 | 0.4777 | 0.7228 | 0.8266 | 0.8899 | 0.9402 | 0.7996 | 0.8826 | 0.5660 | 0.9077 | 0.8744 | 0.8158 | 0.8756 | 0.6788 | 0.7740 | 0.4179 | 0.8175 | 0.7159 | 0.7803 |
| 0.1173 | 19.78 | 7320 | 0.4833 | 0.7228 | 0.8261 | 0.8904 | 0.9417 | 0.7978 | 0.8614 | 0.5786 | 0.9123 | 0.8714 | 0.8195 | 0.8777 | 0.6708 | 0.7742 | 0.4182 | 0.8174 | 0.7137 | 0.7874 |
| 1.7033 | 19.84 | 7340 | 0.5097 | 0.7215 | 0.8239 | 0.8890 | 0.9449 | 0.7910 | 0.8810 | 0.5681 | 0.9059 | 0.8736 | 0.8032 | 0.8754 | 0.6774 | 0.7740 | 0.4212 | 0.8152 | 0.7143 | 0.7733 |
| 1.7523 | 19.89 | 7360 | 0.5358 | 0.7203 | 0.8238 | 0.8886 | 0.9467 | 0.7921 | 0.8760 | 0.5742 | 0.9057 | 0.8758 | 0.7962 | 0.8739 | 0.6713 | 0.7742 | 0.4207 | 0.8173 | 0.7170 | 0.7678 |
| 0.0955 | 19.95 | 7380 | 0.4843 | 0.7216 | 0.8243 | 0.8905 | 0.9399 | 0.7800 | 0.8671 | 0.5689 | 0.9132 | 0.8817 | 0.8195 | 0.8776 | 0.6589 | 0.7725 | 0.4203 | 0.8191 | 0.7195 | 0.7836 |
| 0.2175 | 20.0 | 7400 | 0.5001 | 0.7194 | 0.8288 | 0.8889 | 0.9424 | 0.7667 | 0.8775 | 0.6093 | 0.8978 | 0.8926 | 0.8152 | 0.8765 | 0.6511 | 0.7753 | 0.4154 | 0.8163 | 0.7196 | 0.7813 |
| 0.1156 | 20.05 | 7420 | 0.4869 | 0.7242 | 0.8260 | 0.8913 | 0.9425 | 0.7803 | 0.8851 | 0.5681 | 0.9082 | 0.8777 | 0.8198 | 0.8770 | 0.6640 | 0.7746 | 0.4288 | 0.8201 | 0.7213 | 0.7834 |
| 0.128 | 20.11 | 7440 | 0.5023 | 0.7210 | 0.8236 | 0.8894 | 0.9415 | 0.7794 | 0.8686 | 0.5775 | 0.9126 | 0.8808 | 0.8051 | 0.8749 | 0.6573 | 0.7718 | 0.4305 | 0.8177 | 0.7213 | 0.7731 |
| 0.1642 | 20.16 | 7460 | 0.4848 | 0.7228 | 0.8234 | 0.8907 | 0.9375 | 0.7764 | 0.8633 | 0.5613 | 0.9161 | 0.8849 | 0.8243 | 0.8774 | 0.6595 | 0.7693 | 0.4291 | 0.8180 | 0.7205 | 0.7857 |
| 0.0871 | 20.22 | 7480 | 0.4817 | 0.7226 | 0.8179 | 0.8912 | 0.9426 | 0.7800 | 0.8762 | 0.5262 | 0.9200 | 0.8666 | 0.8139 | 0.8759 | 0.6664 | 0.7724 | 0.4238 | 0.8203 | 0.7195 | 0.7797 |
| 0.0701 | 20.27 | 7500 | 0.4760 | 0.7250 | 0.8239 | 0.8924 | 0.9400 | 0.7765 | 0.8865 | 0.5526 | 0.9153 | 0.8666 | 0.8299 | 0.8780 | 0.6647 | 0.7719 | 0.4254 | 0.8215 | 0.7197 | 0.7937 |
| 0.275 | 20.32 | 7520 | 0.4720 | 0.7269 | 0.8242 | 0.8926 | 0.9443 | 0.7999 | 0.8789 | 0.5413 | 0.9147 | 0.8698 | 0.8204 | 0.8762 | 0.6776 | 0.7745 | 0.4330 | 0.8236 | 0.7189 | 0.7849 |
| 0.1521 | 20.38 | 7540 | 0.4797 | 0.7268 | 0.8258 | 0.8928 | 0.9396 | 0.7946 | 0.8817 | 0.5511 | 0.9176 | 0.8713 | 0.8249 | 0.8780 | 0.6713 | 0.7755 | 0.4297 | 0.8226 | 0.7195 | 0.7907 |
| 0.0776 | 20.43 | 7560 | 0.4675 | 0.7252 | 0.8254 | 0.8923 | 0.9413 | 0.8044 | 0.8793 | 0.5346 | 0.9129 | 0.8839 | 0.8217 | 0.8765 | 0.6697 | 0.7745 | 0.4258 | 0.8234 | 0.7197 | 0.7870 |
| 0.1081 | 20.49 | 7580 | 0.4725 | 0.7203 | 0.8214 | 0.8905 | 0.9448 | 0.7544 | 0.8850 | 0.5586 | 0.9067 | 0.8879 | 0.8127 | 0.8752 | 0.6520 | 0.7763 | 0.4180 | 0.8222 | 0.7195 | 0.7792 |
| 0.0522 | 20.54 | 7600 | 0.4875 | 0.7169 | 0.8190 | 0.8894 | 0.9400 | 0.7647 | 0.8702 | 0.5631 | 0.9187 | 0.8645 | 0.8122 | 0.8755 | 0.6415 | 0.7757 | 0.4101 | 0.8210 | 0.7160 | 0.7781 |
| 0.0807 | 20.59 | 7620 | 0.4822 | 0.7175 | 0.8196 | 0.8897 | 0.9458 | 0.7638 | 0.8635 | 0.5698 | 0.9134 | 0.8717 | 0.8093 | 0.8747 | 0.6434 | 0.7768 | 0.4102 | 0.8230 | 0.7172 | 0.7770 |
| 0.3588 | 20.65 | 7640 | 0.4908 | 0.7203 | 0.8216 | 0.8909 | 0.9419 | 0.7738 | 0.8696 | 0.5543 | 0.9154 | 0.8814 | 0.8150 | 0.8764 | 0.6487 | 0.7766 | 0.4181 | 0.8236 | 0.7183 | 0.7802 |
| 1.3304 | 20.7 | 7660 | 0.4822 | 0.7216 | 0.8231 | 0.8907 | 0.9450 | 0.7617 | 0.8726 | 0.5752 | 0.9096 | 0.8858 | 0.8121 | 0.8766 | 0.6547 | 0.7773 | 0.4245 | 0.8223 | 0.7183 | 0.7774 |
| 0.1188 | 20.76 | 7680 | 0.5012 | 0.7243 | 0.8259 | 0.8912 | 0.9419 | 0.7976 | 0.8590 | 0.5690 | 0.9142 | 0.8824 | 0.8174 | 0.8769 | 0.6689 | 0.7719 | 0.4335 | 0.8217 | 0.7169 | 0.7805 |
| 0.0712 | 20.81 | 7700 | 0.5107 | 0.7250 | 0.8234 | 0.8913 | 0.9417 | 0.8058 | 0.8690 | 0.5371 | 0.9170 | 0.8851 | 0.8082 | 0.8758 | 0.6779 | 0.7708 | 0.4356 | 0.8219 | 0.7198 | 0.7735 |
| 0.15 | 20.86 | 7720 | 0.5057 | 0.7282 | 0.8255 | 0.8923 | 0.9424 | 0.8196 | 0.8810 | 0.5270 | 0.9143 | 0.8807 | 0.8137 | 0.8764 | 0.6907 | 0.7725 | 0.4390 | 0.8220 | 0.7195 | 0.7777 |
| 0.1319 | 20.92 | 7740 | 0.4962 | 0.7290 | 0.8296 | 0.8924 | 0.9398 | 0.8344 | 0.8665 | 0.5473 | 0.9143 | 0.8823 | 0.8224 | 0.8775 | 0.6894 | 0.7717 | 0.4404 | 0.8209 | 0.7186 | 0.7843 |
| 0.2179 | 20.97 | 7760 | 0.4837 | 0.7290 | 0.8233 | 0.8936 | 0.9413 | 0.8217 | 0.8757 | 0.5049 | 0.9191 | 0.8691 | 0.8315 | 0.8777 | 0.6916 | 0.7719 | 0.4305 | 0.8226 | 0.7170 | 0.7919 |
| 0.1186 | 21.03 | 7780 | 0.5011 | 0.7276 | 0.8215 | 0.8927 | 0.9467 | 0.8186 | 0.8792 | 0.5126 | 0.9151 | 0.8528 | 0.8257 | 0.8743 | 0.6893 | 0.7729 | 0.4321 | 0.8231 | 0.7145 | 0.7872 |
| 0.121 | 21.08 | 7800 | 0.4848 | 0.7288 | 0.8248 | 0.8929 | 0.9433 | 0.8225 | 0.8702 | 0.5209 | 0.9159 | 0.8791 | 0.8214 | 0.8761 | 0.6904 | 0.7723 | 0.4377 | 0.8232 | 0.7177 | 0.7844 |
| 0.165 | 21.14 | 7820 | 0.4982 | 0.7298 | 0.8295 | 0.8931 | 0.9425 | 0.8330 | 0.8767 | 0.5448 | 0.9138 | 0.8752 | 0.8202 | 0.8770 | 0.6885 | 0.7746 | 0.4411 | 0.8233 | 0.7167 | 0.7876 |
| 0.1054 | 21.19 | 7840 | 0.4609 | 0.7374 | 0.8338 | 0.8969 | 0.9409 | 0.8280 | 0.8774 | 0.5493 | 0.9150 | 0.8719 | 0.8544 | 0.8781 | 0.6903 | 0.7767 | 0.4416 | 0.8250 | 0.7345 | 0.8155 |
| 0.1345 | 21.24 | 7860 | 0.4607 | 0.7363 | 0.8323 | 0.8963 | 0.9408 | 0.8189 | 0.8751 | 0.5512 | 0.9159 | 0.8741 | 0.8501 | 0.8781 | 0.6891 | 0.7752 | 0.4414 | 0.8238 | 0.7337 | 0.8128 |
| 0.0448 | 21.3 | 7880 | 0.5015 | 0.7322 | 0.8270 | 0.8944 | 0.9409 | 0.8056 | 0.8779 | 0.5403 | 0.9183 | 0.8708 | 0.8352 | 0.8778 | 0.6876 | 0.7735 | 0.4405 | 0.8224 | 0.7246 | 0.7986 |
| 0.1437 | 21.35 | 7900 | 0.4811 | 0.7334 | 0.8297 | 0.8956 | 0.9402 | 0.8099 | 0.8836 | 0.5408 | 0.9160 | 0.8712 | 0.8461 | 0.8787 | 0.6822 | 0.7745 | 0.4352 | 0.8234 | 0.7314 | 0.8087 |
| 0.2107 | 21.41 | 7920 | 0.4812 | 0.7352 | 0.8351 | 0.8958 | 0.9421 | 0.8290 | 0.8721 | 0.5611 | 0.9090 | 0.8812 | 0.8513 | 0.8773 | 0.6843 | 0.7756 | 0.4378 | 0.8242 | 0.7360 | 0.8108 |
| 0.1664 | 21.46 | 7940 | 0.4943 | 0.7334 | 0.8256 | 0.8957 | 0.9459 | 0.7897 | 0.8795 | 0.5299 | 0.9130 | 0.8733 | 0.8475 | 0.8760 | 0.6830 | 0.7736 | 0.4322 | 0.8247 | 0.7353 | 0.8092 |
| 0.1027 | 21.51 | 7960 | 0.4708 | 0.7351 | 0.8332 | 0.8959 | 0.9416 | 0.8249 | 0.8747 | 0.5460 | 0.9107 | 0.8855 | 0.8490 | 0.8774 | 0.6872 | 0.7758 | 0.4372 | 0.8244 | 0.7347 | 0.8092 |
| 0.1035 | 21.57 | 7980 | 0.4890 | 0.7339 | 0.8302 | 0.8955 | 0.9440 | 0.8218 | 0.8757 | 0.5384 | 0.9125 | 0.8767 | 0.8424 | 0.8771 | 0.6879 | 0.7760 | 0.4352 | 0.8249 | 0.7314 | 0.8046 |
| 0.0801 | 21.62 | 8000 | 0.5082 | 0.7255 | 0.8224 | 0.8914 | 0.9450 | 0.8059 | 0.8670 | 0.5354 | 0.9151 | 0.8770 | 0.8117 | 0.8741 | 0.6811 | 0.7730 | 0.4327 | 0.8227 | 0.7193 | 0.7756 |
| 0.1395 | 21.68 | 8020 | 0.4834 | 0.7250 | 0.8249 | 0.8914 | 0.9433 | 0.8098 | 0.8754 | 0.5362 | 0.9110 | 0.8846 | 0.8138 | 0.8743 | 0.6774 | 0.7771 | 0.4282 | 0.8233 | 0.7205 | 0.7741 |
| 0.1542 | 21.73 | 8040 | 0.5085 | 0.7223 | 0.8205 | 0.8904 | 0.9430 | 0.7801 | 0.8773 | 0.5407 | 0.9137 | 0.8802 | 0.8083 | 0.8735 | 0.6718 | 0.7751 | 0.4235 | 0.8223 | 0.7205 | 0.7696 |
| 0.1969 | 21.78 | 8060 | 0.5139 | 0.7217 | 0.8233 | 0.8899 | 0.9443 | 0.7977 | 0.8750 | 0.5524 | 0.9098 | 0.8786 | 0.8052 | 0.8724 | 0.6703 | 0.7773 | 0.4206 | 0.8221 | 0.7211 | 0.7684 |
| 0.0782 | 21.84 | 8080 | 0.5488 | 0.7194 | 0.8238 | 0.8891 | 0.9417 | 0.7647 | 0.8789 | 0.5749 | 0.9056 | 0.8937 | 0.8071 | 0.8738 | 0.6554 | 0.7756 | 0.4218 | 0.8205 | 0.7184 | 0.7704 |
| 0.0925 | 21.89 | 8100 | 0.5151 | 0.7236 | 0.8253 | 0.8910 | 0.9399 | 0.7941 | 0.8814 | 0.5522 | 0.9119 | 0.8805 | 0.8169 | 0.8744 | 0.6673 | 0.7755 | 0.4273 | 0.8231 | 0.7209 | 0.7768 |
| 0.2007 | 21.95 | 8120 | 0.5069 | 0.7241 | 0.8242 | 0.8914 | 0.9419 | 0.7844 | 0.8809 | 0.5595 | 0.9141 | 0.8731 | 0.8157 | 0.8753 | 0.6674 | 0.7771 | 0.4272 | 0.8236 | 0.7198 | 0.7779 |
| 0.1353 | 22.0 | 8140 | 0.4981 | 0.7248 | 0.8228 | 0.8927 | 0.9432 | 0.7742 | 0.8804 | 0.5458 | 0.9141 | 0.8766 | 0.8256 | 0.8767 | 0.6628 | 0.7770 | 0.4257 | 0.8258 | 0.7202 | 0.7855 |
| 0.0952 | 22.05 | 8160 | 0.4900 | 0.7222 | 0.8242 | 0.8914 | 0.9411 | 0.7676 | 0.8757 | 0.5723 | 0.9137 | 0.8774 | 0.8214 | 0.8767 | 0.6529 | 0.7776 | 0.4237 | 0.8245 | 0.7186 | 0.7817 |
| 0.0638 | 22.11 | 8180 | 0.4970 | 0.7224 | 0.8202 | 0.8915 | 0.9436 | 0.7471 | 0.8805 | 0.5671 | 0.9156 | 0.8679 | 0.8198 | 0.8762 | 0.6555 | 0.7758 | 0.4263 | 0.8240 | 0.7180 | 0.7812 |
| 0.1891 | 22.16 | 8200 | 0.4894 | 0.7260 | 0.8262 | 0.8925 | 0.9406 | 0.7966 | 0.8797 | 0.5499 | 0.9142 | 0.8777 | 0.8246 | 0.8770 | 0.6710 | 0.7758 | 0.4298 | 0.8249 | 0.7185 | 0.7848 |
| 0.1589 | 22.22 | 8220 | 0.4982 | 0.7266 | 0.8289 | 0.8925 | 0.9389 | 0.7952 | 0.8756 | 0.5674 | 0.9122 | 0.8818 | 0.8310 | 0.8776 | 0.6712 | 0.7757 | 0.4297 | 0.8239 | 0.7176 | 0.7901 |
| 0.0954 | 22.27 | 8240 | 0.4850 | 0.7296 | 0.8294 | 0.8934 | 0.9396 | 0.8139 | 0.8746 | 0.5601 | 0.9169 | 0.8702 | 0.8304 | 0.8774 | 0.6825 | 0.7764 | 0.4385 | 0.8255 | 0.7177 | 0.7889 |
| 0.122 | 22.32 | 8260 | 0.5113 | 0.7269 | 0.8307 | 0.8915 | 0.9414 | 0.8099 | 0.8763 | 0.5802 | 0.9089 | 0.8824 | 0.8161 | 0.8757 | 0.6823 | 0.7764 | 0.4350 | 0.8234 | 0.7171 | 0.7784 |
| 0.9475 | 22.38 | 8280 | 0.5083 | 0.7271 | 0.8291 | 0.8917 | 0.9419 | 0.8128 | 0.8830 | 0.5613 | 0.9101 | 0.8837 | 0.8109 | 0.8762 | 0.6829 | 0.7751 | 0.4383 | 0.8230 | 0.7175 | 0.7764 |
| 0.1368 | 22.43 | 8300 | 0.4833 | 0.7275 | 0.8255 | 0.8931 | 0.9407 | 0.7950 | 0.8759 | 0.5505 | 0.9182 | 0.8716 | 0.8262 | 0.8775 | 0.6771 | 0.7757 | 0.4342 | 0.8256 | 0.7168 | 0.7858 |
| 0.1054 | 22.49 | 8320 | 0.4837 | 0.7302 | 0.8292 | 0.8939 | 0.9416 | 0.8187 | 0.8878 | 0.5471 | 0.9141 | 0.8648 | 0.8303 | 0.8775 | 0.6858 | 0.7767 | 0.4380 | 0.8260 | 0.7179 | 0.7891 |
| 0.1031 | 22.54 | 8340 | 0.5020 | 0.7290 | 0.8293 | 0.8928 | 0.9417 | 0.8192 | 0.8727 | 0.5527 | 0.9119 | 0.8810 | 0.8257 | 0.8772 | 0.6859 | 0.7741 | 0.4378 | 0.8233 | 0.7179 | 0.7865 |
| 0.0597 | 22.59 | 8360 | 0.4823 | 0.7300 | 0.8301 | 0.8936 | 0.9436 | 0.8204 | 0.8737 | 0.5578 | 0.9106 | 0.8699 | 0.8348 | 0.8772 | 0.6843 | 0.7756 | 0.4351 | 0.8242 | 0.7203 | 0.7933 |
| 0.1235 | 22.65 | 8380 | 0.4940 | 0.7273 | 0.8267 | 0.8921 | 0.9447 | 0.8200 | 0.8729 | 0.5466 | 0.9119 | 0.8732 | 0.8176 | 0.8753 | 0.6841 | 0.7743 | 0.4349 | 0.8234 | 0.7183 | 0.7807 |
| 0.1661 | 22.7 | 8400 | 0.5082 | 0.7286 | 0.8279 | 0.8927 | 0.9464 | 0.8178 | 0.8682 | 0.5506 | 0.9087 | 0.8807 | 0.8230 | 0.8756 | 0.6850 | 0.7747 | 0.4365 | 0.8239 | 0.7187 | 0.7859 |
| 0.0454 | 22.76 | 8420 | 0.4871 | 0.7287 | 0.8282 | 0.8935 | 0.9414 | 0.7992 | 0.8663 | 0.5585 | 0.9141 | 0.8859 | 0.8318 | 0.8791 | 0.6766 | 0.7742 | 0.4349 | 0.8238 | 0.7197 | 0.7924 |
| 1.6658 | 22.81 | 8440 | 0.5005 | 0.7299 | 0.8296 | 0.8936 | 0.9432 | 0.8191 | 0.8819 | 0.5613 | 0.9142 | 0.8590 | 0.8286 | 0.8775 | 0.6844 | 0.7760 | 0.4370 | 0.8249 | 0.7177 | 0.7918 |
| 0.0592 | 22.86 | 8460 | 0.4833 | 0.7307 | 0.8297 | 0.8943 | 0.9422 | 0.8234 | 0.8804 | 0.5452 | 0.9140 | 0.8686 | 0.8340 | 0.8779 | 0.6854 | 0.7753 | 0.4354 | 0.8258 | 0.7210 | 0.7940 |
| 0.2034 | 22.92 | 8480 | 0.4816 | 0.7297 | 0.8257 | 0.8942 | 0.9430 | 0.8072 | 0.8806 | 0.5360 | 0.9178 | 0.8626 | 0.8324 | 0.8782 | 0.6843 | 0.7752 | 0.4330 | 0.8256 | 0.7187 | 0.7929 |
| 0.219 | 22.97 | 8500 | 0.4757 | 0.7320 | 0.8316 | 0.8948 | 0.9415 | 0.8203 | 0.8677 | 0.5598 | 0.9150 | 0.8788 | 0.8384 | 0.8789 | 0.6826 | 0.7760 | 0.4382 | 0.8256 | 0.7246 | 0.7985 |
| 1.6245 | 23.03 | 8520 | 0.4976 | 0.7325 | 0.8304 | 0.8949 | 0.9435 | 0.8109 | 0.8732 | 0.5627 | 0.9149 | 0.8692 | 0.8382 | 0.8784 | 0.6823 | 0.7758 | 0.4375 | 0.8245 | 0.7272 | 0.8018 |
| 0.3622 | 23.08 | 8540 | 0.5006 | 0.7335 | 0.8298 | 0.8956 | 0.9429 | 0.8151 | 0.8690 | 0.5464 | 0.9161 | 0.8760 | 0.8430 | 0.8783 | 0.6837 | 0.7750 | 0.4366 | 0.8246 | 0.7311 | 0.8054 |
| 0.1775 | 23.14 | 8560 | 0.4989 | 0.7307 | 0.8279 | 0.8944 | 0.9419 | 0.8006 | 0.8692 | 0.5572 | 0.9180 | 0.8751 | 0.8335 | 0.8791 | 0.6793 | 0.7748 | 0.4362 | 0.8239 | 0.7239 | 0.7975 |
| 0.1161 | 23.19 | 8580 | 0.4835 | 0.7354 | 0.8354 | 0.8962 | 0.9410 | 0.8242 | 0.8795 | 0.5682 | 0.9122 | 0.8730 | 0.8494 | 0.8787 | 0.6832 | 0.7784 | 0.4365 | 0.8250 | 0.7362 | 0.8096 |
| 0.115 | 23.24 | 8600 | 0.4783 | 0.7343 | 0.8324 | 0.8958 | 0.9430 | 0.8173 | 0.8665 | 0.5654 | 0.9140 | 0.8709 | 0.8497 | 0.8786 | 0.6811 | 0.7752 | 0.4366 | 0.8238 | 0.7342 | 0.8104 |
| 0.1906 | 23.3 | 8620 | 0.4966 | 0.7327 | 0.8234 | 0.8961 | 0.9468 | 0.7885 | 0.8655 | 0.5206 | 0.9170 | 0.8763 | 0.8487 | 0.8778 | 0.6789 | 0.7735 | 0.4286 | 0.8246 | 0.7345 | 0.8109 |
| 0.0925 | 23.35 | 8640 | 0.4744 | 0.7358 | 0.8315 | 0.8968 | 0.9425 | 0.8182 | 0.8856 | 0.5370 | 0.9139 | 0.8711 | 0.8520 | 0.8790 | 0.6874 | 0.7776 | 0.4333 | 0.8256 | 0.7360 | 0.8117 |
| 1.6185 | 23.41 | 8660 | 0.4855 | 0.7338 | 0.8319 | 0.8956 | 0.9453 | 0.8040 | 0.8841 | 0.5642 | 0.9091 | 0.8741 | 0.8426 | 0.8791 | 0.6829 | 0.7773 | 0.4345 | 0.8241 | 0.7318 | 0.8073 |
| 0.3196 | 23.46 | 8680 | 0.4950 | 0.7336 | 0.8319 | 0.8957 | 0.9427 | 0.8137 | 0.8765 | 0.5641 | 0.9153 | 0.8691 | 0.8418 | 0.8792 | 0.6821 | 0.7781 | 0.4344 | 0.8249 | 0.7307 | 0.8062 |
| 0.1816 | 23.51 | 8700 | 0.5101 | 0.7298 | 0.8242 | 0.8942 | 0.9456 | 0.7986 | 0.8740 | 0.5440 | 0.9197 | 0.8610 | 0.8267 | 0.8783 | 0.6820 | 0.7757 | 0.4342 | 0.8243 | 0.7197 | 0.7943 |
| 0.1225 | 23.57 | 8720 | 0.5229 | 0.7287 | 0.8285 | 0.8933 | 0.9426 | 0.7977 | 0.8747 | 0.5714 | 0.9149 | 0.8725 | 0.8258 | 0.8792 | 0.6790 | 0.7764 | 0.4321 | 0.8229 | 0.7200 | 0.7916 |
| 0.1507 | 23.62 | 8740 | 0.4819 | 0.7337 | 0.8348 | 0.8954 | 0.9437 | 0.8198 | 0.8790 | 0.5703 | 0.9077 | 0.8805 | 0.8428 | 0.8794 | 0.6835 | 0.7790 | 0.4328 | 0.8241 | 0.7311 | 0.8058 |
| 0.228 | 23.68 | 8760 | 0.4819 | 0.7348 | 0.8339 | 0.8961 | 0.9408 | 0.8189 | 0.8732 | 0.5635 | 0.9139 | 0.8778 | 0.8489 | 0.8797 | 0.6835 | 0.7775 | 0.4338 | 0.8240 | 0.7351 | 0.8102 |
| 0.1354 | 23.73 | 8780 | 0.4838 | 0.7341 | 0.8355 | 0.8955 | 0.9397 | 0.8270 | 0.8674 | 0.5729 | 0.9128 | 0.8799 | 0.8490 | 0.8793 | 0.6808 | 0.7763 | 0.4330 | 0.8225 | 0.7357 | 0.8113 |
| 0.1018 | 23.78 | 8800 | 0.4698 | 0.7351 | 0.8331 | 0.8964 | 0.9413 | 0.8098 | 0.8744 | 0.5628 | 0.9139 | 0.8773 | 0.8521 | 0.8799 | 0.6823 | 0.7775 | 0.4336 | 0.8243 | 0.7365 | 0.8117 |
| 0.0382 | 23.84 | 8820 | 0.4737 | 0.7345 | 0.8335 | 0.8960 | 0.9436 | 0.8198 | 0.8710 | 0.5671 | 0.9123 | 0.8706 | 0.8500 | 0.8793 | 0.6824 | 0.7773 | 0.4326 | 0.8241 | 0.7347 | 0.8110 |
| 0.0626 | 23.89 | 8840 | 0.4759 | 0.7320 | 0.8318 | 0.8950 | 0.9447 | 0.8173 | 0.8676 | 0.5704 | 0.9130 | 0.8702 | 0.8396 | 0.8798 | 0.6786 | 0.7773 | 0.4323 | 0.8234 | 0.7274 | 0.8049 |
| 0.133 | 23.95 | 8860 | 0.4844 | 0.7316 | 0.8273 | 0.8951 | 0.9413 | 0.8210 | 0.8741 | 0.5234 | 0.9204 | 0.8792 | 0.8315 | 0.8803 | 0.6871 | 0.7768 | 0.4341 | 0.8251 | 0.7220 | 0.7961 |
| 0.1631 | 24.0 | 8880 | 0.5030 | 0.7297 | 0.8271 | 0.8937 | 0.9441 | 0.8169 | 0.8721 | 0.5400 | 0.9149 | 0.8749 | 0.8270 | 0.8788 | 0.6863 | 0.7744 | 0.4349 | 0.8233 | 0.7189 | 0.7911 |
| 1.1022 | 24.05 | 8900 | 0.4980 | 0.7310 | 0.8303 | 0.8943 | 0.9437 | 0.8310 | 0.8688 | 0.5447 | 0.9131 | 0.8782 | 0.8326 | 0.8786 | 0.6864 | 0.7758 | 0.4353 | 0.8247 | 0.7216 | 0.7949 |
| 0.141 | 24.11 | 8920 | 0.4811 | 0.7307 | 0.8295 | 0.8944 | 0.9431 | 0.8174 | 0.8706 | 0.5475 | 0.9136 | 0.8799 | 0.8341 | 0.8793 | 0.6833 | 0.7758 | 0.4344 | 0.8243 | 0.7217 | 0.7961 |
| 0.0416 | 24.16 | 8940 | 0.4828 | 0.7298 | 0.8284 | 0.8942 | 0.9434 | 0.8018 | 0.8763 | 0.5577 | 0.9138 | 0.8718 | 0.8341 | 0.8792 | 0.6782 | 0.7767 | 0.4314 | 0.8241 | 0.7216 | 0.7970 |
| 0.0939 | 24.22 | 8960 | 0.4767 | 0.7301 | 0.8314 | 0.8942 | 0.9415 | 0.8115 | 0.8711 | 0.5720 | 0.9133 | 0.8714 | 0.8391 | 0.8794 | 0.6773 | 0.7777 | 0.4299 | 0.8240 | 0.7235 | 0.7989 |
| 0.1396 | 24.27 | 8980 | 0.4921 | 0.7295 | 0.8288 | 0.8940 | 0.9434 | 0.8037 | 0.8770 | 0.5635 | 0.9144 | 0.8655 | 0.8338 | 0.8791 | 0.6773 | 0.7766 | 0.4295 | 0.8236 | 0.7224 | 0.7983 |
| 1.2201 | 24.32 | 9000 | 0.4818 | 0.7291 | 0.8297 | 0.8937 | 0.9426 | 0.8100 | 0.8709 | 0.5747 | 0.9150 | 0.8567 | 0.8380 | 0.8791 | 0.6767 | 0.7765 | 0.4278 | 0.8226 | 0.7210 | 0.8001 |
| 0.0287 | 24.38 | 9020 | 0.4900 | 0.7288 | 0.8297 | 0.8935 | 0.9420 | 0.8038 | 0.8780 | 0.5641 | 0.9122 | 0.8790 | 0.8286 | 0.8794 | 0.6783 | 0.7764 | 0.4306 | 0.8234 | 0.7202 | 0.7934 |
| 0.1132 | 24.43 | 9040 | 0.4940 | 0.7308 | 0.8282 | 0.8944 | 0.9432 | 0.8193 | 0.8745 | 0.5367 | 0.9149 | 0.8765 | 0.8323 | 0.8784 | 0.6860 | 0.7761 | 0.4339 | 0.8250 | 0.7216 | 0.7946 |
| 0.1419 | 24.49 | 9060 | 0.4925 | 0.7294 | 0.8279 | 0.8936 | 0.9440 | 0.8011 | 0.8720 | 0.5558 | 0.9121 | 0.8808 | 0.8297 | 0.8791 | 0.6823 | 0.7745 | 0.4341 | 0.8232 | 0.7194 | 0.7929 |
| 0.1347 | 24.54 | 9080 | 0.4996 | 0.7295 | 0.8289 | 0.8936 | 0.9416 | 0.8125 | 0.8720 | 0.5588 | 0.9157 | 0.8714 | 0.8306 | 0.8791 | 0.6829 | 0.7749 | 0.4336 | 0.8231 | 0.7191 | 0.7935 |
| 0.0695 | 24.59 | 9100 | 0.4812 | 0.7295 | 0.8315 | 0.8935 | 0.9405 | 0.8235 | 0.8741 | 0.5674 | 0.9144 | 0.8697 | 0.8308 | 0.8795 | 0.6815 | 0.7766 | 0.4332 | 0.8228 | 0.7193 | 0.7936 |
| 0.1431 | 24.65 | 9120 | 0.4953 | 0.7301 | 0.8272 | 0.8941 | 0.9448 | 0.8128 | 0.8702 | 0.5408 | 0.9143 | 0.8787 | 0.8290 | 0.8788 | 0.6846 | 0.7753 | 0.4341 | 0.8243 | 0.7203 | 0.7929 |
| 0.2409 | 24.7 | 9140 | 0.4958 | 0.7297 | 0.8283 | 0.8937 | 0.9458 | 0.8127 | 0.8679 | 0.5569 | 0.9134 | 0.8756 | 0.8260 | 0.8787 | 0.6829 | 0.7756 | 0.4346 | 0.8240 | 0.7197 | 0.7922 |
| 0.2551 | 24.76 | 9160 | 0.5110 | 0.7286 | 0.8247 | 0.8935 | 0.9427 | 0.8118 | 0.8768 | 0.5444 | 0.9213 | 0.8467 | 0.8292 | 0.8786 | 0.6829 | 0.7749 | 0.4336 | 0.8226 | 0.7142 | 0.7937 |
| 0.0546 | 24.81 | 9180 | 0.4938 | 0.7298 | 0.8277 | 0.8940 | 0.9434 | 0.8217 | 0.8667 | 0.5422 | 0.9166 | 0.8716 | 0.8314 | 0.8789 | 0.6829 | 0.7742 | 0.4349 | 0.8238 | 0.7197 | 0.7944 |
| 0.1439 | 24.86 | 9200 | 0.4937 | 0.7299 | 0.8262 | 0.8942 | 0.9439 | 0.8105 | 0.8724 | 0.5322 | 0.9157 | 0.8771 | 0.8315 | 0.8789 | 0.6840 | 0.7746 | 0.4331 | 0.8242 | 0.7206 | 0.7943 |
| 0.0879 | 24.92 | 9220 | 0.5009 | 0.7298 | 0.8271 | 0.8939 | 0.9465 | 0.8115 | 0.8670 | 0.5498 | 0.9146 | 0.8747 | 0.8259 | 0.8784 | 0.6825 | 0.7761 | 0.4348 | 0.8246 | 0.7201 | 0.7919 |
| 0.1349 | 24.97 | 9240 | 0.4888 | 0.7304 | 0.8267 | 0.8944 | 0.9447 | 0.8151 | 0.8756 | 0.5243 | 0.9131 | 0.8836 | 0.8307 | 0.8786 | 0.6862 | 0.7756 | 0.4322 | 0.8250 | 0.7213 | 0.7937 |
### Framework versions
- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.17.1
- Tokenizers 0.15.1
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