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---
license: other
base_model: nvidia/segformer-b0-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer_finetuned_coasts
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_finetuned_coasts
This model is a fine-tuned version of [nvidia/segformer-b0-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512) on the peldrak/coast dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3304
- Mean Iou: 0.4794
- Mean Accuracy: 0.6650
- Overall Accuracy: 0.9144
- Accuracy Water: nan
- Accuracy Whitewater: 0.4315
- Accuracy Sediment: 0.8895
- Accuracy Other Natural Terrain: 0.0
- Accuracy Vegetation: 0.8740
- Accuracy Development: 0.8271
- Accuracy Unknown: 0.9678
- Iou Water: 0.0
- Iou Whitewater: 0.2745
- Iou Sediment: 0.7784
- Iou Other Natural Terrain: 0.0
- Iou Vegetation: 0.7930
- Iou Development: 0.5438
- Iou Unknown: 0.9658
## 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: 3
### 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.5565 | 0.01 | 20 | 1.3796 | 0.2430 | 0.3551 | 0.7951 | nan | 0.0097 | 0.1349 | 0.0623 | 0.8407 | 0.1406 | 0.9421 | 0.0 | 0.0051 | 0.1067 | 0.0232 | 0.5193 | 0.1049 | 0.9414 |
| 1.7203 | 0.02 | 40 | 1.0580 | 0.2474 | 0.3601 | 0.8312 | nan | 0.0000 | 0.1687 | 0.0012 | 0.9812 | 0.0552 | 0.9541 | 0.0 | 0.0000 | 0.1594 | 0.0010 | 0.5662 | 0.0518 | 0.9534 |
| 1.5577 | 0.04 | 60 | 0.9417 | 0.2218 | 0.3312 | 0.8179 | nan | 0.0000 | 0.0330 | 0.0001 | 0.9915 | 0.0100 | 0.9525 | 0.0 | 0.0000 | 0.0323 | 0.0001 | 0.5585 | 0.0099 | 0.9517 |
| 0.8823 | 0.05 | 80 | 0.7899 | 0.2293 | 0.3345 | 0.8217 | nan | 0.0000 | 0.0599 | 0.0 | 0.9906 | 0.0011 | 0.9553 | 0.0 | 0.0000 | 0.0596 | 0.0 | 0.5903 | 0.0011 | 0.9538 |
| 1.2586 | 0.06 | 100 | 0.6372 | 0.2532 | 0.3440 | 0.8300 | nan | 0.0000 | 0.0981 | 0.0000 | 0.9697 | 0.0284 | 0.9679 | 0.0 | 0.0000 | 0.0971 | 0.0000 | 0.6818 | 0.0284 | 0.9653 |
| 1.5022 | 0.07 | 120 | 0.6110 | 0.2431 | 0.3372 | 0.8258 | nan | 0.0 | 0.0759 | 0.0 | 0.9823 | 0.0029 | 0.9619 | 0.0 | 0.0 | 0.0757 | 0.0 | 0.6633 | 0.0029 | 0.9599 |
| 0.7693 | 0.08 | 140 | 0.5468 | 0.2613 | 0.3416 | 0.8125 | nan | 0.0 | 0.2451 | 0.0 | 0.8389 | 0.0027 | 0.9628 | 0.0 | 0.0 | 0.2372 | 0.0 | 0.6285 | 0.0027 | 0.9606 |
| 1.6587 | 0.1 | 160 | 0.5876 | 0.2717 | 0.3736 | 0.8444 | nan | 0.0 | 0.3158 | 0.0 | 0.9600 | 0.0029 | 0.9628 | 0.0 | 0.0 | 0.3106 | 0.0 | 0.6272 | 0.0029 | 0.9609 |
| 1.259 | 0.11 | 180 | 0.5015 | 0.2883 | 0.3752 | 0.8292 | nan | 0.0 | 0.4727 | 0.0 | 0.7987 | 0.0120 | 0.9679 | 0.0 | 0.0 | 0.4317 | 0.0 | 0.6105 | 0.0120 | 0.9642 |
| 1.1834 | 0.12 | 200 | 0.5206 | 0.3021 | 0.4047 | 0.8628 | nan | 0.0 | 0.4986 | 0.0 | 0.9598 | 0.0051 | 0.9646 | 0.0 | 0.0 | 0.4515 | 0.0 | 0.6958 | 0.0051 | 0.9620 |
| 1.1998 | 0.13 | 220 | 0.5969 | 0.3095 | 0.4198 | 0.8740 | nan | 0.0 | 0.5619 | 0.0 | 0.9853 | 0.0075 | 0.9642 | 0.0 | 0.0 | 0.5167 | 0.0 | 0.6803 | 0.0075 | 0.9620 |
| 1.2329 | 0.15 | 240 | 0.4667 | 0.3146 | 0.4176 | 0.8629 | nan | 0.0 | 0.5946 | 0.0 | 0.9102 | 0.0359 | 0.9649 | 0.0 | 0.0 | 0.5137 | 0.0 | 0.6915 | 0.0348 | 0.9622 |
| 0.4256 | 0.16 | 260 | 0.4695 | 0.3513 | 0.4674 | 0.8878 | nan | 0.0 | 0.7239 | 0.0 | 0.9465 | 0.1678 | 0.9660 | 0.0 | 0.0 | 0.6265 | 0.0 | 0.7136 | 0.1548 | 0.9639 |
| 0.6354 | 0.17 | 280 | 0.4582 | 0.3651 | 0.4836 | 0.8773 | nan | 0.0 | 0.6636 | 0.0 | 0.8840 | 0.3866 | 0.9674 | 0.0 | 0.0 | 0.5882 | 0.0 | 0.6976 | 0.3052 | 0.9648 |
| 0.7103 | 0.18 | 300 | 0.4466 | 0.3736 | 0.5041 | 0.8699 | nan | 0.0 | 0.7149 | 0.0 | 0.8020 | 0.5409 | 0.9668 | 0.0 | 0.0 | 0.6068 | 0.0 | 0.6750 | 0.3693 | 0.9639 |
| 0.7022 | 0.19 | 320 | 0.4621 | 0.3560 | 0.4756 | 0.8796 | nan | 0.0 | 0.6003 | 0.0 | 0.9246 | 0.3601 | 0.9685 | 0.0 | 0.0 | 0.5370 | 0.0 | 0.7056 | 0.2843 | 0.9653 |
| 0.8337 | 0.21 | 340 | 0.4500 | 0.3678 | 0.4897 | 0.8754 | nan | 0.0 | 0.6673 | 0.0 | 0.8694 | 0.4355 | 0.9660 | 0.0 | 0.0 | 0.5735 | 0.0 | 0.7075 | 0.3300 | 0.9634 |
| 0.3512 | 0.22 | 360 | 0.4664 | 0.3630 | 0.4910 | 0.8783 | nan | 0.0 | 0.5888 | 0.0 | 0.8998 | 0.4880 | 0.9696 | 0.0 | 0.0 | 0.5302 | 0.0 | 0.7033 | 0.3433 | 0.9645 |
| 1.3383 | 0.23 | 380 | 0.5411 | 0.3447 | 0.4592 | 0.8802 | nan | 0.0 | 0.5990 | 0.0 | 0.9552 | 0.2349 | 0.9663 | 0.0 | 0.0 | 0.5463 | 0.0 | 0.7003 | 0.2027 | 0.9633 |
| 1.421 | 0.24 | 400 | 0.4386 | 0.3646 | 0.4884 | 0.8661 | nan | 0.0 | 0.6447 | 0.0 | 0.8233 | 0.4958 | 0.9668 | 0.0 | 0.0 | 0.5597 | 0.0 | 0.6861 | 0.3435 | 0.9631 |
| 0.5563 | 0.25 | 420 | 0.4313 | 0.3801 | 0.5625 | 0.8797 | nan | 0.0 | 0.7973 | 0.0 | 0.7520 | 0.8561 | 0.9697 | 0.0 | 0.0 | 0.6663 | 0.0 | 0.6742 | 0.3552 | 0.9652 |
| 0.6055 | 0.27 | 440 | 0.4203 | 0.3731 | 0.5480 | 0.8733 | nan | 0.0 | 0.7083 | 0.0 | 0.7656 | 0.8454 | 0.9690 | 0.0 | 0.0 | 0.6071 | 0.0 | 0.6947 | 0.3457 | 0.9645 |
| 1.0955 | 0.28 | 460 | 0.4412 | 0.3664 | 0.5119 | 0.8665 | nan | 0.0 | 0.6004 | 0.0 | 0.8418 | 0.6706 | 0.9587 | 0.0 | 0.0 | 0.5408 | 0.0 | 0.7123 | 0.3561 | 0.9554 |
| 0.9308 | 0.29 | 480 | 0.4208 | 0.3845 | 0.5381 | 0.8852 | nan | 0.0 | 0.7242 | 0.0 | 0.8578 | 0.6826 | 0.9637 | 0.0 | 0.0 | 0.6415 | 0.0 | 0.7161 | 0.3737 | 0.9600 |
| 0.3463 | 0.3 | 500 | 0.4321 | 0.3713 | 0.5160 | 0.8621 | nan | 0.0 | 0.6749 | 0.0 | 0.7632 | 0.6930 | 0.9652 | 0.0 | 0.0 | 0.5896 | 0.0 | 0.6635 | 0.3833 | 0.9627 |
| 0.8166 | 0.32 | 520 | 0.4851 | 0.3999 | 0.5399 | 0.8955 | nan | 0.0 | 0.7876 | 0.0 | 0.8940 | 0.5942 | 0.9633 | 0.0 | 0.0 | 0.7062 | 0.0 | 0.7290 | 0.4032 | 0.9609 |
| 0.5054 | 0.33 | 540 | 0.4328 | 0.3951 | 0.5256 | 0.8936 | nan | 0.0 | 0.7356 | 0.0 | 0.9243 | 0.5325 | 0.9614 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.7262 | 0.3955 | 0.9579 |
| 0.316 | 0.34 | 560 | 0.3850 | 0.3985 | 0.5660 | 0.8957 | nan | 0.0 | 0.8014 | 0.0 | 0.8400 | 0.7855 | 0.9691 | 0.0 | 0.0 | 0.7180 | 0.0 | 0.7286 | 0.3782 | 0.9647 |
| 0.2616 | 0.35 | 580 | 0.3974 | 0.3831 | 0.5087 | 0.8852 | nan | 0.0 | 0.6365 | 0.0 | 0.9089 | 0.5391 | 0.9677 | 0.0 | 0.0 | 0.5653 | 0.0 | 0.7531 | 0.3995 | 0.9640 |
| 0.4969 | 0.36 | 600 | 0.4115 | 0.3849 | 0.5209 | 0.8738 | nan | 0.0 | 0.7301 | 0.0 | 0.8064 | 0.6238 | 0.9650 | 0.0 | 0.0 | 0.6141 | 0.0 | 0.7030 | 0.4155 | 0.9618 |
| 0.6554 | 0.38 | 620 | 0.3927 | 0.3997 | 0.5634 | 0.8927 | nan | 0.0 | 0.8489 | 0.0 | 0.8074 | 0.7544 | 0.9698 | 0.0 | 0.0 | 0.7254 | 0.0 | 0.7077 | 0.4004 | 0.9641 |
| 0.5096 | 0.39 | 640 | 0.4265 | 0.3833 | 0.5554 | 0.8772 | nan | 0.0 | 0.8562 | 0.0 | 0.7283 | 0.7792 | 0.9688 | 0.0 | 0.0 | 0.6714 | 0.0 | 0.6556 | 0.3905 | 0.9655 |
| 0.5453 | 0.4 | 660 | 0.4163 | 0.3830 | 0.5356 | 0.8763 | nan | 0.0 | 0.7352 | 0.0 | 0.8036 | 0.7106 | 0.9644 | 0.0 | 0.0 | 0.6194 | 0.0 | 0.6953 | 0.4040 | 0.9625 |
| 0.8522 | 0.41 | 680 | 0.3850 | 0.3859 | 0.5522 | 0.8779 | nan | 0.0 | 0.8238 | 0.0 | 0.7533 | 0.7690 | 0.9672 | 0.0 | 0.0 | 0.6587 | 0.0 | 0.6785 | 0.4009 | 0.9634 |
| 0.324 | 0.42 | 700 | 0.3980 | 0.3957 | 0.5386 | 0.8933 | nan | 0.0 | 0.7033 | 0.0 | 0.8982 | 0.6630 | 0.9674 | 0.0 | 0.0 | 0.6302 | 0.0 | 0.7372 | 0.4384 | 0.9644 |
| 0.6783 | 0.44 | 720 | 0.4155 | 0.3798 | 0.5332 | 0.8771 | nan | 0.0 | 0.6873 | 0.0 | 0.8122 | 0.7309 | 0.9689 | 0.0 | 0.0 | 0.5793 | 0.0 | 0.7058 | 0.4079 | 0.9656 |
| 0.6283 | 0.45 | 740 | 0.4053 | 0.3875 | 0.5179 | 0.8917 | nan | 0.0 | 0.6808 | 0.0 | 0.9207 | 0.5386 | 0.9674 | 0.0 | 0.0 | 0.6077 | 0.0 | 0.7409 | 0.3986 | 0.9649 |
| 0.831 | 0.46 | 760 | 0.3984 | 0.3850 | 0.5178 | 0.8838 | nan | 0.0 | 0.7712 | 0.0 | 0.8476 | 0.5216 | 0.9664 | 0.0 | 0.0 | 0.5900 | 0.0 | 0.7380 | 0.4044 | 0.9629 |
| 0.5993 | 0.47 | 780 | 0.4069 | 0.3891 | 0.5129 | 0.8961 | nan | 0.0 | 0.7348 | 0.0 | 0.9287 | 0.4453 | 0.9687 | 0.0 | 0.0 | 0.6417 | 0.0 | 0.7532 | 0.3632 | 0.9658 |
| 0.719 | 0.49 | 800 | 0.3856 | 0.4053 | 0.5597 | 0.9006 | nan | 0.0 | 0.8377 | 0.0 | 0.8641 | 0.6875 | 0.9688 | 0.0 | 0.0 | 0.7007 | 0.0 | 0.7423 | 0.4286 | 0.9657 |
| 0.4896 | 0.5 | 820 | 0.3741 | 0.4033 | 0.5511 | 0.8982 | nan | 0.0 | 0.7926 | 0.0 | 0.8730 | 0.6715 | 0.9697 | 0.0 | 0.0 | 0.6861 | 0.0 | 0.7405 | 0.4302 | 0.9662 |
| 0.5632 | 0.51 | 840 | 0.4503 | 0.4085 | 0.5607 | 0.9069 | nan | 0.0 | 0.8602 | 0.0 | 0.8788 | 0.6530 | 0.9724 | 0.0 | 0.0 | 0.7133 | 0.0 | 0.7441 | 0.4355 | 0.9664 |
| 0.2878 | 0.52 | 860 | 0.4594 | 0.3772 | 0.4928 | 0.8637 | nan | 0.0 | 0.5859 | 0.0 | 0.8246 | 0.5792 | 0.9668 | 0.0 | 0.0 | 0.5066 | 0.0 | 0.7162 | 0.4538 | 0.9639 |
| 0.5433 | 0.53 | 880 | 0.3916 | 0.3899 | 0.5519 | 0.8832 | nan | 0.0 | 0.7655 | 0.0 | 0.8304 | 0.7561 | 0.9596 | 0.0 | 0.0 | 0.6246 | 0.0 | 0.7277 | 0.4197 | 0.9571 |
| 1.1254 | 0.55 | 900 | 0.3724 | 0.4012 | 0.5588 | 0.8989 | nan | 0.0 | 0.8798 | 0.0 | 0.8445 | 0.6612 | 0.9676 | 0.0 | 0.0 | 0.6859 | 0.0 | 0.7355 | 0.4222 | 0.9645 |
| 0.3224 | 0.56 | 920 | 0.3896 | 0.3832 | 0.5236 | 0.8848 | nan | 0.0 | 0.6800 | 0.0 | 0.8722 | 0.6211 | 0.9682 | 0.0 | 0.0 | 0.5748 | 0.0 | 0.7403 | 0.4029 | 0.9642 |
| 0.5332 | 0.57 | 940 | 0.4089 | 0.3939 | 0.5357 | 0.9015 | nan | 0.0 | 0.7886 | 0.0 | 0.9190 | 0.5394 | 0.9673 | 0.0 | 0.0 | 0.6730 | 0.0 | 0.7391 | 0.3803 | 0.9647 |
| 0.5894 | 0.58 | 960 | 0.3700 | 0.3927 | 0.5405 | 0.8839 | nan | 0.0 | 0.7708 | 0.0 | 0.8235 | 0.6824 | 0.9660 | 0.0 | 0.0 | 0.6556 | 0.0 | 0.7161 | 0.4163 | 0.9612 |
| 1.036 | 0.59 | 980 | 0.3671 | 0.3944 | 0.5432 | 0.8837 | nan | 0.0 | 0.7763 | 0.0 | 0.8179 | 0.6990 | 0.9658 | 0.0 | 0.0 | 0.6802 | 0.0 | 0.7127 | 0.4058 | 0.9623 |
| 1.5145 | 0.61 | 1000 | 0.3916 | 0.3965 | 0.5456 | 0.8958 | nan | 0.0 | 0.7867 | 0.0 | 0.8846 | 0.6375 | 0.9647 | 0.0 | 0.0 | 0.7018 | 0.0 | 0.7190 | 0.3925 | 0.9624 |
| 0.4625 | 0.62 | 1020 | 0.3603 | 0.4067 | 0.5496 | 0.9010 | nan | 0.0 | 0.8180 | 0.0 | 0.8992 | 0.6160 | 0.9646 | 0.0 | 0.0 | 0.7095 | 0.0 | 0.7525 | 0.4239 | 0.9608 |
| 0.3804 | 0.63 | 1040 | 0.4219 | 0.3928 | 0.5328 | 0.8789 | nan | 0.0 | 0.8239 | 0.0 | 0.7882 | 0.6196 | 0.9652 | 0.0 | 0.0 | 0.6778 | 0.0 | 0.6963 | 0.4115 | 0.9637 |
| 0.1372 | 0.64 | 1060 | 0.3774 | 0.4034 | 0.5582 | 0.8978 | nan | 0.0 | 0.8729 | 0.0 | 0.8348 | 0.6721 | 0.9696 | 0.0 | 0.0 | 0.7169 | 0.0 | 0.7231 | 0.4186 | 0.9653 |
| 0.4438 | 0.65 | 1080 | 0.3409 | 0.4042 | 0.5501 | 0.8971 | nan | 0.0 | 0.7877 | 0.0 | 0.8704 | 0.6733 | 0.9694 | 0.0 | 0.0 | 0.6900 | 0.0 | 0.7509 | 0.4241 | 0.9648 |
| 0.3661 | 0.67 | 1100 | 0.3662 | 0.3994 | 0.5728 | 0.8936 | nan | 0.0039 | 0.8665 | 0.0 | 0.7975 | 0.7998 | 0.9693 | 0.0 | 0.0039 | 0.7029 | 0.0 | 0.7202 | 0.4038 | 0.9651 |
| 0.3783 | 0.68 | 1120 | 0.3625 | 0.4003 | 0.5673 | 0.8893 | nan | 0.0 | 0.8860 | 0.0 | 0.7856 | 0.7669 | 0.9654 | 0.0 | 0.0 | 0.7155 | 0.0 | 0.7166 | 0.4074 | 0.9628 |
| 0.3344 | 0.69 | 1140 | 0.3889 | 0.4142 | 0.5535 | 0.9062 | nan | 0.0 | 0.8531 | 0.0 | 0.9107 | 0.5919 | 0.9651 | 0.0 | 0.0 | 0.7437 | 0.0 | 0.7598 | 0.4330 | 0.9628 |
| 0.448 | 0.7 | 1160 | 0.3701 | 0.3875 | 0.5226 | 0.8774 | nan | 0.0 | 0.6806 | 0.0 | 0.8287 | 0.6578 | 0.9688 | 0.0 | 0.0 | 0.5996 | 0.0 | 0.7207 | 0.4273 | 0.9648 |
| 0.5724 | 0.72 | 1180 | 0.3466 | 0.4074 | 0.5587 | 0.8998 | nan | 0.0000 | 0.8195 | 0.0 | 0.8653 | 0.6982 | 0.9692 | 0.0 | 0.0000 | 0.7289 | 0.0 | 0.7380 | 0.4198 | 0.9648 |
| 0.2868 | 0.73 | 1200 | 0.3369 | 0.4088 | 0.5653 | 0.8956 | nan | 0.0005 | 0.8380 | 0.0 | 0.8254 | 0.7584 | 0.9697 | 0.0 | 0.0005 | 0.7145 | 0.0 | 0.7399 | 0.4414 | 0.9652 |
| 1.2485 | 0.74 | 1220 | 0.3480 | 0.4120 | 0.5639 | 0.9023 | nan | 0.0079 | 0.8643 | 0.0 | 0.8543 | 0.6865 | 0.9706 | 0.0 | 0.0079 | 0.7086 | 0.0 | 0.7548 | 0.4469 | 0.9659 |
| 0.6551 | 0.75 | 1240 | 0.3791 | 0.4219 | 0.5591 | 0.9145 | nan | 0.0048 | 0.8977 | 0.0 | 0.9139 | 0.5662 | 0.9718 | 0.0 | 0.0048 | 0.7367 | 0.0 | 0.7844 | 0.4620 | 0.9651 |
| 0.2599 | 0.76 | 1260 | 0.4596 | 0.3694 | 0.5736 | 0.8698 | nan | 0.0001 | 0.9234 | 0.0 | 0.6502 | 0.9018 | 0.9664 | 0.0 | 0.0001 | 0.6060 | 0.0 | 0.6179 | 0.3974 | 0.9644 |
| 0.4005 | 0.78 | 1280 | 0.3520 | 0.4018 | 0.5566 | 0.8965 | nan | 0.0076 | 0.7654 | 0.0 | 0.8698 | 0.7278 | 0.9690 | 0.0 | 0.0076 | 0.6936 | 0.0 | 0.7161 | 0.4306 | 0.9648 |
| 0.4001 | 0.79 | 1300 | 0.3456 | 0.4070 | 0.5543 | 0.8977 | nan | 0.0001 | 0.7549 | 0.0 | 0.8813 | 0.7203 | 0.9692 | 0.0 | 0.0001 | 0.6933 | 0.0 | 0.7277 | 0.4620 | 0.9658 |
| 0.9039 | 0.8 | 1320 | 0.3889 | 0.4112 | 0.5790 | 0.8984 | nan | 0.0006 | 0.8918 | 0.0 | 0.8236 | 0.7933 | 0.9650 | 0.0 | 0.0006 | 0.7323 | 0.0 | 0.7349 | 0.4479 | 0.9626 |
| 0.6388 | 0.81 | 1340 | 0.4108 | 0.4121 | 0.5752 | 0.9051 | nan | 0.0001 | 0.8354 | 0.0 | 0.8712 | 0.7752 | 0.9692 | 0.0 | 0.0001 | 0.7325 | 0.0 | 0.7351 | 0.4512 | 0.9655 |
| 0.3616 | 0.82 | 1360 | 0.4138 | 0.4221 | 0.5638 | 0.9099 | nan | 0.0 | 0.8630 | 0.0 | 0.9119 | 0.6414 | 0.9664 | 0.0 | 0.0 | 0.7581 | 0.0 | 0.7689 | 0.4631 | 0.9646 |
| 0.2287 | 0.84 | 1380 | 0.3833 | 0.4229 | 0.5762 | 0.9055 | nan | 0.0000 | 0.8940 | 0.0 | 0.8637 | 0.7335 | 0.9658 | 0.0 | 0.0000 | 0.7658 | 0.0 | 0.7545 | 0.4779 | 0.9620 |
| 0.2687 | 0.85 | 1400 | 0.3732 | 0.4287 | 0.5666 | 0.9118 | nan | 0.0000 | 0.8972 | 0.0 | 0.9157 | 0.6226 | 0.9641 | 0.0 | 0.0000 | 0.7764 | 0.0 | 0.7815 | 0.4814 | 0.9618 |
| 0.3827 | 0.86 | 1420 | 0.3344 | 0.4176 | 0.5816 | 0.9030 | nan | 0.0 | 0.8511 | 0.0 | 0.8537 | 0.8177 | 0.9671 | 0.0 | 0.0 | 0.7452 | 0.0 | 0.7485 | 0.4653 | 0.9641 |
| 1.1798 | 0.87 | 1440 | 0.3485 | 0.4198 | 0.5742 | 0.9089 | nan | 0.0002 | 0.8352 | 0.0 | 0.8893 | 0.7500 | 0.9705 | 0.0 | 0.0002 | 0.7491 | 0.0 | 0.7514 | 0.4729 | 0.9653 |
| 0.5062 | 0.89 | 1460 | 0.3882 | 0.4145 | 0.5766 | 0.9028 | nan | 0.0013 | 0.8817 | 0.0 | 0.8337 | 0.7717 | 0.9712 | 0.0 | 0.0013 | 0.7656 | 0.0 | 0.7303 | 0.4389 | 0.9656 |
| 0.2002 | 0.9 | 1480 | 0.3677 | 0.4167 | 0.5785 | 0.9005 | nan | 0.0001 | 0.8674 | 0.0 | 0.8450 | 0.7934 | 0.9649 | 0.0 | 0.0001 | 0.7513 | 0.0 | 0.7391 | 0.4645 | 0.9620 |
| 0.1993 | 0.91 | 1500 | 0.3801 | 0.4240 | 0.5584 | 0.9134 | nan | 0.0000 | 0.8673 | 0.0 | 0.9311 | 0.5842 | 0.9680 | 0.0 | 0.0000 | 0.7626 | 0.0 | 0.7714 | 0.4687 | 0.9653 |
| 0.2609 | 0.92 | 1520 | 0.3489 | 0.4199 | 0.5475 | 0.9084 | nan | 0.0001 | 0.8222 | 0.0 | 0.9304 | 0.5642 | 0.9682 | 0.0 | 0.0001 | 0.7412 | 0.0 | 0.7755 | 0.4568 | 0.9657 |
| 0.4571 | 0.93 | 1540 | 0.3767 | 0.4218 | 0.5832 | 0.9040 | nan | 0.0372 | 0.8298 | 0.0 | 0.8774 | 0.7894 | 0.9651 | 0.0 | 0.0365 | 0.7505 | 0.0 | 0.7451 | 0.4583 | 0.9621 |
| 0.5643 | 0.95 | 1560 | 0.3707 | 0.4220 | 0.5848 | 0.9027 | nan | 0.0187 | 0.8455 | 0.0 | 0.8446 | 0.8307 | 0.9695 | 0.0 | 0.0186 | 0.7506 | 0.0 | 0.7459 | 0.4715 | 0.9670 |
| 0.2607 | 0.96 | 1580 | 0.3601 | 0.4304 | 0.5782 | 0.9099 | nan | 0.0119 | 0.8665 | 0.0 | 0.8921 | 0.7312 | 0.9675 | 0.0 | 0.0118 | 0.7565 | 0.0 | 0.7761 | 0.5029 | 0.9652 |
| 0.2481 | 0.97 | 1600 | 0.3817 | 0.4281 | 0.5952 | 0.9043 | nan | 0.0346 | 0.8954 | 0.0 | 0.8582 | 0.8225 | 0.9604 | 0.0 | 0.0342 | 0.7426 | 0.0 | 0.7691 | 0.4917 | 0.9589 |
| 0.1986 | 0.98 | 1620 | 0.3817 | 0.4475 | 0.5988 | 0.9135 | nan | 0.1260 | 0.8537 | 0.0 | 0.9194 | 0.7288 | 0.9651 | 0.0 | 0.1246 | 0.7532 | 0.0 | 0.7756 | 0.5166 | 0.9626 |
| 0.455 | 0.99 | 1640 | 0.3812 | 0.4526 | 0.5958 | 0.9144 | nan | 0.1518 | 0.8918 | 0.0 | 0.9239 | 0.6439 | 0.9636 | 0.0 | 0.1467 | 0.7665 | 0.0 | 0.7888 | 0.5058 | 0.9602 |
| 0.4941 | 1.01 | 1660 | 0.3751 | 0.4389 | 0.6153 | 0.9094 | nan | 0.1142 | 0.9261 | 0.0 | 0.8391 | 0.8440 | 0.9682 | 0.0 | 0.1110 | 0.7601 | 0.0 | 0.7621 | 0.4737 | 0.9652 |
| 0.2446 | 1.02 | 1680 | 0.3794 | 0.4389 | 0.5817 | 0.9136 | nan | 0.0160 | 0.9137 | 0.0 | 0.8883 | 0.7034 | 0.9689 | 0.0 | 0.0160 | 0.7765 | 0.0 | 0.7870 | 0.5264 | 0.9664 |
| 0.3996 | 1.03 | 1700 | 0.3408 | 0.4193 | 0.5478 | 0.9004 | nan | 0.0060 | 0.7699 | 0.0 | 0.8999 | 0.6419 | 0.9691 | 0.0 | 0.0060 | 0.6761 | 0.0 | 0.7813 | 0.5054 | 0.9660 |
| 0.6762 | 1.04 | 1720 | 0.3653 | 0.4203 | 0.5646 | 0.8983 | nan | 0.0554 | 0.7069 | 0.0 | 0.8982 | 0.7581 | 0.9691 | 0.0 | 0.0550 | 0.6118 | 0.0 | 0.7905 | 0.5192 | 0.9658 |
| 0.3445 | 1.06 | 1740 | 0.3179 | 0.4460 | 0.6063 | 0.9131 | nan | 0.1284 | 0.8453 | 0.0 | 0.8960 | 0.7983 | 0.9697 | 0.0 | 0.1275 | 0.7422 | 0.0 | 0.7797 | 0.5068 | 0.9658 |
| 0.5238 | 1.07 | 1760 | 0.3420 | 0.4456 | 0.6022 | 0.9178 | nan | 0.0626 | 0.9129 | 0.0 | 0.8955 | 0.7732 | 0.9692 | 0.0 | 0.0616 | 0.7810 | 0.0 | 0.7931 | 0.5180 | 0.9658 |
| 0.4666 | 1.08 | 1780 | 0.3410 | 0.4379 | 0.5994 | 0.9099 | nan | 0.0695 | 0.8674 | 0.0 | 0.8796 | 0.8136 | 0.9666 | 0.0 | 0.0678 | 0.7510 | 0.0 | 0.7786 | 0.5035 | 0.9645 |
| 0.1126 | 1.09 | 1800 | 0.3464 | 0.4383 | 0.6157 | 0.9101 | nan | 0.1208 | 0.8865 | 0.0 | 0.8516 | 0.8653 | 0.9700 | 0.0 | 0.1180 | 0.7454 | 0.0 | 0.7670 | 0.4711 | 0.9664 |
| 0.7935 | 1.1 | 1820 | 0.3999 | 0.4382 | 0.5737 | 0.9179 | nan | 0.0529 | 0.8790 | 0.0 | 0.9439 | 0.5984 | 0.9679 | 0.0 | 0.0528 | 0.7719 | 0.0 | 0.7874 | 0.4906 | 0.9650 |
| 0.6014 | 1.12 | 1840 | 0.3176 | 0.4707 | 0.6222 | 0.9193 | nan | 0.2149 | 0.8795 | 0.0 | 0.9128 | 0.7558 | 0.9702 | 0.0 | 0.2033 | 0.7731 | 0.0 | 0.7938 | 0.5591 | 0.9653 |
| 1.1728 | 1.13 | 1860 | 0.3165 | 0.4715 | 0.6205 | 0.9205 | nan | 0.2344 | 0.8965 | 0.0 | 0.9165 | 0.7044 | 0.9709 | 0.0 | 0.2151 | 0.7453 | 0.0 | 0.8097 | 0.5650 | 0.9654 |
| 0.1275 | 1.14 | 1880 | 0.3705 | 0.4586 | 0.5965 | 0.9140 | nan | 0.2139 | 0.8187 | 0.0 | 0.9455 | 0.6344 | 0.9666 | 0.0 | 0.2070 | 0.7223 | 0.0 | 0.7887 | 0.5277 | 0.9649 |
| 0.2179 | 1.15 | 1900 | 0.3268 | 0.4608 | 0.6240 | 0.9126 | nan | 0.2176 | 0.8507 | 0.0 | 0.8910 | 0.8165 | 0.9679 | 0.0 | 0.2054 | 0.7202 | 0.0 | 0.7888 | 0.5454 | 0.9656 |
| 0.1725 | 1.16 | 1920 | 0.3277 | 0.4655 | 0.6146 | 0.9203 | nan | 0.1809 | 0.8656 | 0.0 | 0.9297 | 0.7422 | 0.9693 | 0.0 | 0.1753 | 0.7456 | 0.0 | 0.8099 | 0.5610 | 0.9667 |
| 0.3003 | 1.18 | 1940 | 0.3347 | 0.4741 | 0.6311 | 0.9203 | nan | 0.2239 | 0.8903 | 0.0 | 0.9079 | 0.7951 | 0.9696 | 0.0 | 0.2144 | 0.7493 | 0.0 | 0.8067 | 0.5815 | 0.9669 |
| 0.4764 | 1.19 | 1960 | 0.3413 | 0.4478 | 0.6279 | 0.9079 | nan | 0.1854 | 0.9016 | 0.0 | 0.8339 | 0.8779 | 0.9687 | 0.0 | 0.1690 | 0.7441 | 0.0 | 0.7655 | 0.4897 | 0.9663 |
| 0.1679 | 1.2 | 1980 | 0.3516 | 0.4473 | 0.5798 | 0.9191 | nan | 0.0754 | 0.8674 | 0.0 | 0.9466 | 0.6204 | 0.9692 | 0.0 | 0.0724 | 0.7752 | 0.0 | 0.7993 | 0.5181 | 0.9660 |
| 0.1999 | 1.21 | 2000 | 0.3341 | 0.4721 | 0.6457 | 0.9175 | nan | 0.2688 | 0.8973 | 0.0 | 0.8822 | 0.8568 | 0.9688 | 0.0 | 0.2286 | 0.7781 | 0.0 | 0.7962 | 0.5359 | 0.9662 |
| 0.8992 | 1.22 | 2020 | 0.3121 | 0.4757 | 0.6409 | 0.9179 | nan | 0.2915 | 0.8910 | 0.0 | 0.8935 | 0.8000 | 0.9695 | 0.0 | 0.2634 | 0.7798 | 0.0 | 0.7856 | 0.5347 | 0.9661 |
| 0.7007 | 1.24 | 2040 | 0.3041 | 0.4618 | 0.6127 | 0.9128 | nan | 0.1999 | 0.8653 | 0.0 | 0.8950 | 0.7474 | 0.9685 | 0.0 | 0.1702 | 0.7512 | 0.0 | 0.7931 | 0.5532 | 0.9647 |
| 0.5711 | 1.25 | 2060 | 0.3104 | 0.4758 | 0.6277 | 0.9190 | nan | 0.2760 | 0.8877 | 0.0 | 0.9128 | 0.7196 | 0.9699 | 0.0 | 0.2357 | 0.7700 | 0.0 | 0.8006 | 0.5579 | 0.9666 |
| 0.7925 | 1.26 | 2080 | 0.3465 | 0.4605 | 0.6418 | 0.9091 | nan | 0.2878 | 0.8570 | 0.0 | 0.8532 | 0.8831 | 0.9696 | 0.0 | 0.2437 | 0.7217 | 0.0 | 0.7779 | 0.5136 | 0.9670 |
| 0.1759 | 1.27 | 2100 | 0.3406 | 0.4619 | 0.6235 | 0.9078 | nan | 0.2492 | 0.8230 | 0.0 | 0.8719 | 0.8272 | 0.9698 | 0.0 | 0.2157 | 0.6976 | 0.0 | 0.7884 | 0.5655 | 0.9663 |
| 0.6914 | 1.29 | 2120 | 0.3209 | 0.4694 | 0.6229 | 0.9168 | nan | 0.2340 | 0.8629 | 0.0 | 0.9024 | 0.7665 | 0.9713 | 0.0 | 0.2126 | 0.7390 | 0.0 | 0.8017 | 0.5650 | 0.9672 |
| 0.1292 | 1.3 | 2140 | 0.3151 | 0.4735 | 0.6349 | 0.9147 | nan | 0.2670 | 0.8724 | 0.0 | 0.8983 | 0.8062 | 0.9657 | 0.0 | 0.2358 | 0.7487 | 0.0 | 0.8011 | 0.5662 | 0.9625 |
| 0.5439 | 1.31 | 2160 | 0.3343 | 0.4617 | 0.6058 | 0.9133 | nan | 0.2228 | 0.7989 | 0.0 | 0.9340 | 0.7110 | 0.9681 | 0.0 | 0.2091 | 0.7154 | 0.0 | 0.7958 | 0.5458 | 0.9660 |
| 0.5949 | 1.32 | 2180 | 0.3260 | 0.4561 | 0.6419 | 0.9072 | nan | 0.3080 | 0.8721 | 0.0 | 0.8355 | 0.8650 | 0.9709 | 0.0 | 0.2166 | 0.7527 | 0.0 | 0.7632 | 0.4930 | 0.9670 |
| 0.9366 | 1.33 | 2200 | 0.3182 | 0.4748 | 0.6430 | 0.9190 | nan | 0.2967 | 0.9100 | 0.0 | 0.8864 | 0.7941 | 0.9710 | 0.0 | 0.2381 | 0.7813 | 0.0 | 0.7926 | 0.5446 | 0.9669 |
| 0.4478 | 1.35 | 2220 | 0.3531 | 0.4596 | 0.5997 | 0.9223 | nan | 0.1622 | 0.8843 | 0.0 | 0.9456 | 0.6361 | 0.9703 | 0.0 | 0.1565 | 0.7919 | 0.0 | 0.7921 | 0.5099 | 0.9670 |
| 0.2858 | 1.36 | 2240 | 0.3627 | 0.4607 | 0.6228 | 0.9173 | nan | 0.1578 | 0.8976 | 0.0 | 0.8883 | 0.8239 | 0.9694 | 0.0 | 0.1500 | 0.7902 | 0.0 | 0.7738 | 0.5443 | 0.9666 |
| 0.4923 | 1.37 | 2260 | 0.3367 | 0.4498 | 0.6047 | 0.9082 | nan | 0.1380 | 0.8348 | 0.0 | 0.8814 | 0.8063 | 0.9678 | 0.0 | 0.1299 | 0.7364 | 0.0 | 0.7740 | 0.5442 | 0.9638 |
| 0.1323 | 1.38 | 2280 | 0.3380 | 0.4515 | 0.6301 | 0.9084 | nan | 0.1971 | 0.8926 | 0.0 | 0.8345 | 0.8863 | 0.9700 | 0.0 | 0.1751 | 0.7494 | 0.0 | 0.7577 | 0.5118 | 0.9668 |
| 0.3126 | 1.39 | 2300 | 0.3519 | 0.4753 | 0.6187 | 0.9234 | nan | 0.2345 | 0.8849 | 0.0 | 0.9471 | 0.6770 | 0.9686 | 0.0 | 0.2226 | 0.7876 | 0.0 | 0.7971 | 0.5533 | 0.9662 |
| 1.8741 | 1.41 | 2320 | 0.3483 | 0.4766 | 0.6352 | 0.9194 | nan | 0.2550 | 0.8999 | 0.0 | 0.9013 | 0.7856 | 0.9691 | 0.0 | 0.2242 | 0.7747 | 0.0 | 0.7957 | 0.5761 | 0.9656 |
| 0.3519 | 1.42 | 2340 | 0.3390 | 0.4794 | 0.6391 | 0.9205 | nan | 0.2594 | 0.8966 | 0.0 | 0.9017 | 0.8068 | 0.9700 | 0.0 | 0.2378 | 0.7732 | 0.0 | 0.7951 | 0.5829 | 0.9671 |
| 0.4777 | 1.43 | 2360 | 0.3234 | 0.4707 | 0.6410 | 0.9149 | nan | 0.2605 | 0.8687 | 0.0 | 0.8787 | 0.8681 | 0.9698 | 0.0 | 0.2422 | 0.7715 | 0.0 | 0.7784 | 0.5358 | 0.9670 |
| 0.7156 | 1.44 | 2380 | 0.3451 | 0.4794 | 0.6418 | 0.9201 | nan | 0.2929 | 0.8798 | 0.0 | 0.9094 | 0.7995 | 0.9694 | 0.0 | 0.2575 | 0.7733 | 0.0 | 0.7918 | 0.5663 | 0.9670 |
| 0.3765 | 1.46 | 2400 | 0.3339 | 0.4639 | 0.6238 | 0.9133 | nan | 0.2550 | 0.8921 | 0.0 | 0.8805 | 0.7455 | 0.9696 | 0.0 | 0.1751 | 0.7569 | 0.0 | 0.7919 | 0.5564 | 0.9669 |
| 0.4343 | 1.47 | 2420 | 0.3374 | 0.4630 | 0.6168 | 0.9135 | nan | 0.2179 | 0.8541 | 0.0 | 0.9035 | 0.7576 | 0.9678 | 0.0 | 0.1775 | 0.7531 | 0.0 | 0.7934 | 0.5515 | 0.9658 |
| 0.2178 | 1.48 | 2440 | 0.3254 | 0.4825 | 0.6499 | 0.9219 | nan | 0.3424 | 0.8816 | 0.0 | 0.9140 | 0.7912 | 0.9704 | 0.0 | 0.2639 | 0.7733 | 0.0 | 0.8027 | 0.5707 | 0.9669 |
| 0.1439 | 1.49 | 2460 | 0.3176 | 0.4752 | 0.6409 | 0.9175 | nan | 0.2942 | 0.8787 | 0.0 | 0.8935 | 0.8089 | 0.9702 | 0.0 | 0.2160 | 0.7786 | 0.0 | 0.7978 | 0.5673 | 0.9664 |
| 0.2481 | 1.5 | 2480 | 0.3195 | 0.4773 | 0.6265 | 0.9190 | nan | 0.2645 | 0.8625 | 0.0 | 0.9263 | 0.7376 | 0.9683 | 0.0 | 0.2089 | 0.7689 | 0.0 | 0.8083 | 0.5890 | 0.9658 |
| 0.9347 | 1.52 | 2500 | 0.3430 | 0.4789 | 0.6464 | 0.9207 | nan | 0.3009 | 0.8885 | 0.0 | 0.9029 | 0.8159 | 0.9702 | 0.0 | 0.2626 | 0.7724 | 0.0 | 0.7975 | 0.5528 | 0.9670 |
| 0.1827 | 1.53 | 2520 | 0.3459 | 0.4726 | 0.6328 | 0.9181 | nan | 0.2484 | 0.9093 | 0.0 | 0.8921 | 0.7775 | 0.9692 | 0.0 | 0.2042 | 0.7741 | 0.0 | 0.7998 | 0.5643 | 0.9662 |
| 0.3971 | 1.54 | 2540 | 0.3276 | 0.4661 | 0.6353 | 0.9144 | nan | 0.2600 | 0.8791 | 0.0 | 0.8777 | 0.8247 | 0.9700 | 0.0 | 0.2198 | 0.7730 | 0.0 | 0.7785 | 0.5249 | 0.9663 |
| 0.173 | 1.55 | 2560 | 0.3109 | 0.4591 | 0.6419 | 0.9093 | nan | 0.2986 | 0.8694 | 0.0 | 0.8536 | 0.8611 | 0.9690 | 0.0 | 0.2176 | 0.7731 | 0.0 | 0.7626 | 0.4941 | 0.9662 |
| 0.2705 | 1.56 | 2580 | 0.3112 | 0.4632 | 0.6178 | 0.9101 | nan | 0.2942 | 0.8141 | 0.0 | 0.9057 | 0.7240 | 0.9687 | 0.0 | 0.2203 | 0.7423 | 0.0 | 0.7818 | 0.5318 | 0.9661 |
| 0.2656 | 1.58 | 2600 | 0.3331 | 0.4806 | 0.6427 | 0.9202 | nan | 0.3186 | 0.8837 | 0.0 | 0.9166 | 0.7691 | 0.9680 | 0.0 | 0.2634 | 0.7761 | 0.0 | 0.7986 | 0.5600 | 0.9661 |
| 0.9206 | 1.59 | 2620 | 0.3247 | 0.4688 | 0.6290 | 0.9162 | nan | 0.3530 | 0.8646 | 0.0 | 0.9130 | 0.6725 | 0.9706 | 0.0 | 0.2167 | 0.7747 | 0.0 | 0.7877 | 0.5357 | 0.9667 |
| 0.6181 | 1.6 | 2640 | 0.4032 | 0.4888 | 0.6638 | 0.9239 | nan | 0.3722 | 0.9134 | 0.0 | 0.9041 | 0.8231 | 0.9701 | 0.0 | 0.3080 | 0.7774 | 0.0 | 0.8039 | 0.5652 | 0.9668 |
| 0.3185 | 1.61 | 2660 | 0.3383 | 0.4705 | 0.6598 | 0.9145 | nan | 0.3341 | 0.9161 | 0.0 | 0.8448 | 0.8926 | 0.9711 | 0.0 | 0.2860 | 0.7681 | 0.0 | 0.7732 | 0.4997 | 0.9667 |
| 0.2155 | 1.63 | 2680 | 0.3389 | 0.4639 | 0.6447 | 0.9109 | nan | 0.3037 | 0.8741 | 0.0 | 0.8593 | 0.8625 | 0.9689 | 0.0 | 0.2608 | 0.7573 | 0.0 | 0.7696 | 0.4933 | 0.9664 |
| 0.2003 | 1.64 | 2700 | 0.3230 | 0.4649 | 0.6588 | 0.9112 | nan | 0.3442 | 0.8983 | 0.0 | 0.8350 | 0.9045 | 0.9710 | 0.0 | 0.2818 | 0.7704 | 0.0 | 0.7626 | 0.4723 | 0.9672 |
| 0.1279 | 1.65 | 2720 | 0.3241 | 0.4747 | 0.6489 | 0.9163 | nan | 0.3240 | 0.8760 | 0.0 | 0.8863 | 0.8379 | 0.9693 | 0.0 | 0.2713 | 0.7729 | 0.0 | 0.7876 | 0.5243 | 0.9666 |
| 1.5163 | 1.66 | 2740 | 0.3286 | 0.4822 | 0.6409 | 0.9182 | nan | 0.3422 | 0.8431 | 0.0 | 0.9203 | 0.7703 | 0.9694 | 0.0 | 0.2859 | 0.7533 | 0.0 | 0.7992 | 0.5702 | 0.9667 |
| 0.5542 | 1.67 | 2760 | 0.3147 | 0.4774 | 0.6336 | 0.9157 | nan | 0.3563 | 0.8646 | 0.0 | 0.9065 | 0.7039 | 0.9702 | 0.0 | 0.2631 | 0.7649 | 0.0 | 0.7932 | 0.5544 | 0.9664 |
| 0.343 | 1.69 | 2780 | 0.3632 | 0.4858 | 0.6494 | 0.9212 | nan | 0.3345 | 0.8857 | 0.0 | 0.9134 | 0.7937 | 0.9689 | 0.0 | 0.2855 | 0.7758 | 0.0 | 0.7975 | 0.5756 | 0.9665 |
| 0.4835 | 1.7 | 2800 | 0.3339 | 0.4753 | 0.6437 | 0.9181 | nan | 0.2891 | 0.8746 | 0.0 | 0.8945 | 0.8339 | 0.9703 | 0.0 | 0.2399 | 0.7766 | 0.0 | 0.7894 | 0.5538 | 0.9670 |
| 0.1818 | 1.71 | 2820 | 0.3292 | 0.4655 | 0.6247 | 0.9133 | nan | 0.2390 | 0.8420 | 0.0 | 0.8972 | 0.8010 | 0.9688 | 0.0 | 0.1741 | 0.7599 | 0.0 | 0.7941 | 0.5642 | 0.9664 |
| 0.9569 | 1.72 | 2840 | 0.3529 | 0.4755 | 0.6446 | 0.9220 | nan | 0.2926 | 0.8872 | 0.0 | 0.9090 | 0.8079 | 0.9709 | 0.0 | 0.2297 | 0.7690 | 0.0 | 0.8052 | 0.5572 | 0.9672 |
| 0.1522 | 1.73 | 2860 | 0.3493 | 0.4606 | 0.6375 | 0.9130 | nan | 0.2946 | 0.8384 | 0.0 | 0.8860 | 0.8360 | 0.9702 | 0.0 | 0.2283 | 0.7457 | 0.0 | 0.7715 | 0.5112 | 0.9675 |
| 0.1661 | 1.75 | 2880 | 0.3477 | 0.4546 | 0.6333 | 0.9095 | nan | 0.2724 | 0.8481 | 0.0 | 0.8671 | 0.8428 | 0.9693 | 0.0 | 0.2106 | 0.7487 | 0.0 | 0.7711 | 0.4853 | 0.9667 |
| 0.2484 | 1.76 | 2900 | 0.3435 | 0.4515 | 0.6292 | 0.9050 | nan | 0.2757 | 0.8926 | 0.0 | 0.8347 | 0.8039 | 0.9683 | 0.0 | 0.1935 | 0.7419 | 0.0 | 0.7619 | 0.4975 | 0.9658 |
| 0.1391 | 1.77 | 2920 | 0.3083 | 0.4621 | 0.6332 | 0.9138 | nan | 0.3116 | 0.8488 | 0.0 | 0.8965 | 0.7730 | 0.9696 | 0.0 | 0.2033 | 0.7516 | 0.0 | 0.7920 | 0.5213 | 0.9666 |
| 0.1363 | 1.78 | 2940 | 0.3371 | 0.4638 | 0.6463 | 0.9110 | nan | 0.3354 | 0.8500 | 0.0 | 0.8745 | 0.8501 | 0.9679 | 0.0 | 0.2511 | 0.7327 | 0.0 | 0.7852 | 0.5121 | 0.9656 |
| 0.3563 | 1.8 | 2960 | 0.3271 | 0.4584 | 0.6325 | 0.9096 | nan | 0.2815 | 0.8248 | 0.0 | 0.8714 | 0.8465 | 0.9711 | 0.0 | 0.2268 | 0.7214 | 0.0 | 0.7805 | 0.5133 | 0.9670 |
| 0.7689 | 1.81 | 2980 | 0.3054 | 0.4593 | 0.6192 | 0.9096 | nan | 0.2350 | 0.8486 | 0.0 | 0.8729 | 0.7878 | 0.9708 | 0.0 | 0.1854 | 0.7343 | 0.0 | 0.7904 | 0.5387 | 0.9664 |
| 0.333 | 1.82 | 3000 | 0.3318 | 0.4715 | 0.6438 | 0.9178 | nan | 0.2849 | 0.8976 | 0.0 | 0.8858 | 0.8248 | 0.9698 | 0.0 | 0.2529 | 0.7470 | 0.0 | 0.7938 | 0.5400 | 0.9669 |
| 0.0664 | 1.83 | 3020 | 0.3174 | 0.4616 | 0.6548 | 0.9101 | nan | 0.3318 | 0.8963 | 0.0 | 0.8294 | 0.8993 | 0.9718 | 0.0 | 0.2594 | 0.7513 | 0.0 | 0.7654 | 0.4884 | 0.9670 |
| 0.5802 | 1.84 | 3040 | 0.3003 | 0.4694 | 0.6533 | 0.9138 | nan | 0.3512 | 0.8930 | 0.0 | 0.8604 | 0.8446 | 0.9707 | 0.0 | 0.2368 | 0.7722 | 0.0 | 0.7820 | 0.5277 | 0.9668 |
| 0.158 | 1.86 | 3060 | 0.2986 | 0.4762 | 0.6403 | 0.9197 | nan | 0.3481 | 0.8854 | 0.0 | 0.9133 | 0.7247 | 0.9701 | 0.0 | 0.2633 | 0.7703 | 0.0 | 0.7969 | 0.5362 | 0.9669 |
| 0.1517 | 1.87 | 3080 | 0.3548 | 0.4843 | 0.6427 | 0.9240 | nan | 0.4025 | 0.8833 | 0.0 | 0.9451 | 0.6554 | 0.9699 | 0.0 | 0.3066 | 0.7910 | 0.0 | 0.7953 | 0.5295 | 0.9675 |
| 0.5864 | 1.88 | 3100 | 0.3026 | 0.4797 | 0.6438 | 0.9193 | nan | 0.3682 | 0.8682 | 0.0 | 0.9130 | 0.7426 | 0.9709 | 0.0 | 0.2850 | 0.7875 | 0.0 | 0.7846 | 0.5333 | 0.9676 |
| 0.4852 | 1.89 | 3120 | 0.3118 | 0.4811 | 0.6588 | 0.9188 | nan | 0.3660 | 0.8840 | 0.0 | 0.8897 | 0.8429 | 0.9703 | 0.0 | 0.2981 | 0.7871 | 0.0 | 0.7857 | 0.5299 | 0.9672 |
| 0.2932 | 1.9 | 3140 | 0.2926 | 0.4920 | 0.6502 | 0.9245 | nan | 0.3744 | 0.8931 | 0.0 | 0.9253 | 0.7370 | 0.9717 | 0.0 | 0.3025 | 0.7904 | 0.0 | 0.8108 | 0.5731 | 0.9675 |
| 0.2021 | 1.92 | 3160 | 0.3038 | 0.4779 | 0.6211 | 0.9178 | nan | 0.3510 | 0.8491 | 0.0 | 0.9417 | 0.6159 | 0.9689 | 0.0 | 0.2831 | 0.7536 | 0.0 | 0.8076 | 0.5351 | 0.9663 |
| 0.3806 | 1.93 | 3180 | 0.3182 | 0.4760 | 0.6492 | 0.9141 | nan | 0.3445 | 0.8570 | 0.0 | 0.8832 | 0.8411 | 0.9692 | 0.0 | 0.2641 | 0.7392 | 0.0 | 0.7967 | 0.5651 | 0.9670 |
| 0.1496 | 1.94 | 3200 | 0.3361 | 0.4753 | 0.6422 | 0.9156 | nan | 0.3138 | 0.9011 | 0.0 | 0.8849 | 0.7859 | 0.9678 | 0.0 | 0.2435 | 0.7803 | 0.0 | 0.7946 | 0.5434 | 0.9651 |
| 0.0671 | 1.95 | 3220 | 0.3265 | 0.4742 | 0.6578 | 0.9147 | nan | 0.3656 | 0.8798 | 0.0 | 0.8741 | 0.8584 | 0.9687 | 0.0 | 0.2816 | 0.7842 | 0.0 | 0.7832 | 0.5041 | 0.9659 |
| 0.15 | 1.96 | 3240 | 0.3244 | 0.4739 | 0.6427 | 0.9158 | nan | 0.3541 | 0.8804 | 0.0 | 0.8972 | 0.7564 | 0.9682 | 0.0 | 0.2528 | 0.7590 | 0.0 | 0.7978 | 0.5417 | 0.9660 |
| 0.1933 | 1.98 | 3260 | 0.3516 | 0.4773 | 0.6542 | 0.9174 | nan | 0.3953 | 0.9202 | 0.0 | 0.8821 | 0.7583 | 0.9693 | 0.0 | 0.2658 | 0.7510 | 0.0 | 0.8026 | 0.5550 | 0.9665 |
| 0.1333 | 1.99 | 3280 | 0.3080 | 0.4830 | 0.6444 | 0.9189 | nan | 0.3587 | 0.9054 | 0.0 | 0.9009 | 0.7318 | 0.9695 | 0.0 | 0.3008 | 0.7536 | 0.0 | 0.8027 | 0.5574 | 0.9667 |
| 0.1016 | 2.0 | 3300 | 0.3048 | 0.4824 | 0.6479 | 0.9180 | nan | 0.3595 | 0.8686 | 0.0 | 0.9005 | 0.7879 | 0.9707 | 0.0 | 0.3022 | 0.7380 | 0.0 | 0.8046 | 0.5642 | 0.9675 |
| 0.3692 | 2.01 | 3320 | 0.3021 | 0.4761 | 0.6468 | 0.9144 | nan | 0.3537 | 0.8509 | 0.0 | 0.8868 | 0.8186 | 0.9706 | 0.0 | 0.2802 | 0.7268 | 0.0 | 0.8011 | 0.5570 | 0.9672 |
| 0.8706 | 2.03 | 3340 | 0.3320 | 0.4796 | 0.6430 | 0.9199 | nan | 0.3116 | 0.9048 | 0.0 | 0.8987 | 0.7727 | 0.9701 | 0.0 | 0.2747 | 0.7327 | 0.0 | 0.8107 | 0.5718 | 0.9674 |
| 0.3265 | 2.04 | 3360 | 0.3169 | 0.4765 | 0.6552 | 0.9168 | nan | 0.3639 | 0.9043 | 0.0 | 0.8762 | 0.8171 | 0.9698 | 0.0 | 0.2622 | 0.7622 | 0.0 | 0.7963 | 0.5480 | 0.9671 |
| 0.1013 | 2.05 | 3380 | 0.3117 | 0.4774 | 0.6759 | 0.9165 | nan | 0.4382 | 0.9000 | 0.0 | 0.8647 | 0.8830 | 0.9696 | 0.0 | 0.2732 | 0.7770 | 0.0 | 0.7877 | 0.5370 | 0.9668 |
| 0.2655 | 2.06 | 3400 | 0.3157 | 0.4852 | 0.6580 | 0.9201 | nan | 0.3775 | 0.8841 | 0.0 | 0.9011 | 0.8152 | 0.9698 | 0.0 | 0.3075 | 0.7750 | 0.0 | 0.7963 | 0.5505 | 0.9673 |
| 0.321 | 2.07 | 3420 | 0.2988 | 0.4807 | 0.6601 | 0.9180 | nan | 0.3850 | 0.8639 | 0.0 | 0.8911 | 0.8497 | 0.9709 | 0.0 | 0.2850 | 0.7833 | 0.0 | 0.7893 | 0.5400 | 0.9673 |
| 0.1012 | 2.09 | 3440 | 0.3125 | 0.4939 | 0.6538 | 0.9251 | nan | 0.3966 | 0.8959 | 0.0 | 0.9308 | 0.7287 | 0.9706 | 0.0 | 0.3223 | 0.7911 | 0.0 | 0.8092 | 0.5669 | 0.9676 |
| 0.412 | 2.1 | 3460 | 0.3296 | 0.4815 | 0.6585 | 0.9182 | nan | 0.3481 | 0.9184 | 0.0 | 0.8726 | 0.8417 | 0.9701 | 0.0 | 0.2909 | 0.7612 | 0.0 | 0.7971 | 0.5547 | 0.9666 |
| 0.1383 | 2.11 | 3480 | 0.3082 | 0.4884 | 0.6540 | 0.9225 | nan | 0.3569 | 0.9140 | 0.0 | 0.9056 | 0.7776 | 0.9699 | 0.0 | 0.2999 | 0.7737 | 0.0 | 0.8086 | 0.5698 | 0.9665 |
| 0.1925 | 2.12 | 3500 | 0.3206 | 0.4821 | 0.6536 | 0.9182 | nan | 0.3449 | 0.9109 | 0.0 | 0.8844 | 0.8124 | 0.9688 | 0.0 | 0.2829 | 0.7721 | 0.0 | 0.7977 | 0.5564 | 0.9659 |
| 0.6483 | 2.13 | 3520 | 0.3155 | 0.4756 | 0.6540 | 0.9136 | nan | 0.3536 | 0.8712 | 0.0 | 0.8698 | 0.8595 | 0.9697 | 0.0 | 0.2857 | 0.7718 | 0.0 | 0.7790 | 0.5269 | 0.9660 |
| 0.4534 | 2.15 | 3540 | 0.3218 | 0.4792 | 0.6513 | 0.9170 | nan | 0.3516 | 0.9113 | 0.0 | 0.8804 | 0.7955 | 0.9690 | 0.0 | 0.2800 | 0.7792 | 0.0 | 0.7901 | 0.5392 | 0.9657 |
| 0.1899 | 2.16 | 3560 | 0.3131 | 0.4741 | 0.6607 | 0.9143 | nan | 0.3562 | 0.9017 | 0.0 | 0.8519 | 0.8837 | 0.9708 | 0.0 | 0.2942 | 0.7720 | 0.0 | 0.7761 | 0.5095 | 0.9666 |
| 0.6685 | 2.17 | 3580 | 0.3230 | 0.4836 | 0.6603 | 0.9195 | nan | 0.3811 | 0.9106 | 0.0 | 0.8880 | 0.8125 | 0.9694 | 0.0 | 0.3074 | 0.7791 | 0.0 | 0.7905 | 0.5417 | 0.9664 |
| 0.1743 | 2.18 | 3600 | 0.3060 | 0.4764 | 0.6571 | 0.9157 | nan | 0.3722 | 0.9087 | 0.0 | 0.8655 | 0.8258 | 0.9704 | 0.0 | 0.2614 | 0.7796 | 0.0 | 0.7862 | 0.5412 | 0.9661 |
| 0.2988 | 2.2 | 3620 | 0.3150 | 0.4883 | 0.6569 | 0.9234 | nan | 0.3869 | 0.8954 | 0.0 | 0.9154 | 0.7728 | 0.9709 | 0.0 | 0.2894 | 0.7913 | 0.0 | 0.8052 | 0.5647 | 0.9671 |
| 0.199 | 2.21 | 3640 | 0.3073 | 0.4799 | 0.6563 | 0.9205 | nan | 0.3823 | 0.9094 | 0.0 | 0.8966 | 0.7794 | 0.9700 | 0.0 | 0.2462 | 0.7752 | 0.0 | 0.8058 | 0.5652 | 0.9668 |
| 0.356 | 2.22 | 3660 | 0.3088 | 0.4787 | 0.6539 | 0.9202 | nan | 0.3759 | 0.8945 | 0.0 | 0.9014 | 0.7813 | 0.9701 | 0.0 | 0.2406 | 0.7759 | 0.0 | 0.8051 | 0.5631 | 0.9663 |
| 1.2003 | 2.23 | 3680 | 0.3037 | 0.4829 | 0.6551 | 0.9212 | nan | 0.4053 | 0.8855 | 0.0 | 0.9139 | 0.7558 | 0.9701 | 0.0 | 0.2744 | 0.7755 | 0.0 | 0.8075 | 0.5561 | 0.9666 |
| 0.1801 | 2.24 | 3700 | 0.3155 | 0.4837 | 0.6570 | 0.9202 | nan | 0.4074 | 0.8924 | 0.0 | 0.9082 | 0.7655 | 0.9688 | 0.0 | 0.3066 | 0.7867 | 0.0 | 0.7995 | 0.5269 | 0.9664 |
| 0.2767 | 2.26 | 3720 | 0.3365 | 0.4783 | 0.6767 | 0.9163 | nan | 0.4490 | 0.9065 | 0.0000 | 0.8610 | 0.8735 | 0.9699 | 0.0 | 0.2931 | 0.7931 | 0.0000 | 0.7863 | 0.5086 | 0.9666 |
| 0.2641 | 2.27 | 3740 | 0.3103 | 0.4783 | 0.6719 | 0.9153 | nan | 0.4315 | 0.8901 | 0.0 | 0.8631 | 0.8765 | 0.9700 | 0.0 | 0.2993 | 0.7883 | 0.0 | 0.7826 | 0.5114 | 0.9668 |
| 0.7382 | 2.28 | 3760 | 0.3684 | 0.4819 | 0.6608 | 0.9156 | nan | 0.3913 | 0.8903 | 0.0 | 0.8832 | 0.8335 | 0.9667 | 0.0 | 0.3122 | 0.7635 | 0.0 | 0.7916 | 0.5410 | 0.9651 |
| 0.1887 | 2.29 | 3780 | 0.3380 | 0.4850 | 0.6672 | 0.9190 | nan | 0.3872 | 0.9062 | 0.0 | 0.8795 | 0.8607 | 0.9693 | 0.0 | 0.3182 | 0.7798 | 0.0 | 0.7920 | 0.5385 | 0.9668 |
| 0.4301 | 2.3 | 3800 | 0.3126 | 0.4902 | 0.6655 | 0.9219 | nan | 0.4399 | 0.8957 | 0.0 | 0.9040 | 0.7823 | 0.9711 | 0.0 | 0.3320 | 0.7915 | 0.0 | 0.7986 | 0.5423 | 0.9673 |
| 0.0796 | 2.32 | 3820 | 0.3078 | 0.4931 | 0.6700 | 0.9231 | nan | 0.4574 | 0.8945 | 0.0 | 0.9082 | 0.7887 | 0.9712 | 0.0 | 0.3244 | 0.7902 | 0.0 | 0.8045 | 0.5654 | 0.9673 |
| 0.5856 | 2.33 | 3840 | 0.3280 | 0.4860 | 0.6739 | 0.9186 | nan | 0.4448 | 0.8992 | 0.0 | 0.8803 | 0.8492 | 0.9697 | 0.0 | 0.3209 | 0.7944 | 0.0 | 0.7874 | 0.5328 | 0.9665 |
| 0.3133 | 2.34 | 3860 | 0.3306 | 0.4901 | 0.6625 | 0.9220 | nan | 0.4158 | 0.8912 | 0.0 | 0.9104 | 0.7877 | 0.9698 | 0.0 | 0.3321 | 0.7919 | 0.0 | 0.7933 | 0.5461 | 0.9669 |
| 0.1759 | 2.35 | 3880 | 0.3318 | 0.4893 | 0.6707 | 0.9209 | nan | 0.4327 | 0.9019 | 0.0 | 0.8910 | 0.8278 | 0.9705 | 0.0 | 0.3309 | 0.7941 | 0.0 | 0.7933 | 0.5402 | 0.9669 |
| 0.2173 | 2.37 | 3900 | 0.3227 | 0.4842 | 0.6738 | 0.9186 | nan | 0.4241 | 0.9066 | 0.0 | 0.8627 | 0.8765 | 0.9731 | 0.0 | 0.3222 | 0.7925 | 0.0 | 0.7836 | 0.5238 | 0.9670 |
| 0.3338 | 2.38 | 3920 | 0.3146 | 0.4892 | 0.6725 | 0.9208 | nan | 0.4330 | 0.8966 | 0.0 | 0.8909 | 0.8443 | 0.9704 | 0.0 | 0.3364 | 0.7922 | 0.0 | 0.7910 | 0.5381 | 0.9671 |
| 0.1098 | 2.39 | 3940 | 0.3051 | 0.4850 | 0.6648 | 0.9186 | nan | 0.4086 | 0.9006 | 0.0 | 0.8823 | 0.8271 | 0.9703 | 0.0 | 0.2986 | 0.7912 | 0.0 | 0.7915 | 0.5466 | 0.9668 |
| 0.2892 | 2.4 | 3960 | 0.3277 | 0.4914 | 0.6582 | 0.9235 | nan | 0.4131 | 0.9019 | 0.0 | 0.9224 | 0.7429 | 0.9691 | 0.0 | 0.3010 | 0.7897 | 0.0 | 0.8109 | 0.5718 | 0.9666 |
| 0.7496 | 2.41 | 3980 | 0.3239 | 0.4799 | 0.6699 | 0.9166 | nan | 0.4203 | 0.9044 | 0.0000 | 0.8701 | 0.8556 | 0.9690 | 0.0 | 0.2835 | 0.7871 | 0.0000 | 0.7897 | 0.5325 | 0.9666 |
| 0.1267 | 2.43 | 4000 | 0.3030 | 0.4849 | 0.6719 | 0.9188 | nan | 0.4334 | 0.8752 | 0.0 | 0.8889 | 0.8636 | 0.9700 | 0.0 | 0.3219 | 0.7904 | 0.0 | 0.7879 | 0.5268 | 0.9670 |
| 0.1651 | 2.44 | 4020 | 0.3301 | 0.4801 | 0.6728 | 0.9161 | nan | 0.4176 | 0.8973 | 0.0 | 0.8652 | 0.8877 | 0.9692 | 0.0 | 0.2969 | 0.7938 | 0.0 | 0.7830 | 0.5201 | 0.9669 |
| 0.3399 | 2.45 | 4040 | 0.3104 | 0.4728 | 0.6705 | 0.9147 | nan | 0.4008 | 0.8929 | 0.0000 | 0.8517 | 0.9064 | 0.9712 | 0.0 | 0.2694 | 0.7927 | 0.0000 | 0.7785 | 0.5023 | 0.9669 |
| 0.399 | 2.46 | 4060 | 0.2932 | 0.4825 | 0.6653 | 0.9207 | nan | 0.4182 | 0.8889 | 0.0000 | 0.8964 | 0.8174 | 0.9711 | 0.0 | 0.2890 | 0.7885 | 0.0000 | 0.7953 | 0.5376 | 0.9672 |
| 0.1291 | 2.47 | 4080 | 0.3093 | 0.4793 | 0.6726 | 0.9178 | nan | 0.4242 | 0.8888 | 0.0 | 0.8791 | 0.8745 | 0.9691 | 0.0 | 0.2900 | 0.7911 | 0.0 | 0.7879 | 0.5195 | 0.9669 |
| 0.0833 | 2.49 | 4100 | 0.3038 | 0.4784 | 0.6705 | 0.9162 | nan | 0.4206 | 0.8873 | 0.0000 | 0.8697 | 0.8757 | 0.9699 | 0.0 | 0.2837 | 0.7942 | 0.0000 | 0.7854 | 0.5195 | 0.9664 |
| 0.4351 | 2.5 | 4120 | 0.3084 | 0.4812 | 0.6710 | 0.9181 | nan | 0.4290 | 0.8976 | 0.0 | 0.8771 | 0.8520 | 0.9702 | 0.0 | 0.2869 | 0.7811 | 0.0 | 0.7942 | 0.5398 | 0.9666 |
| 0.6208 | 2.51 | 4140 | 0.3039 | 0.4776 | 0.6523 | 0.9168 | nan | 0.3598 | 0.8827 | 0.0 | 0.8828 | 0.8175 | 0.9710 | 0.0 | 0.2525 | 0.7696 | 0.0 | 0.7989 | 0.5560 | 0.9663 |
| 0.3642 | 2.52 | 4160 | 0.3249 | 0.4892 | 0.6676 | 0.9218 | nan | 0.4016 | 0.9010 | 0.0 | 0.8974 | 0.8360 | 0.9699 | 0.0 | 0.3151 | 0.7717 | 0.0 | 0.8056 | 0.5650 | 0.9670 |
| 0.6865 | 2.53 | 4180 | 0.3203 | 0.4934 | 0.6659 | 0.9243 | nan | 0.4052 | 0.8954 | 0.0 | 0.9134 | 0.8108 | 0.9708 | 0.0 | 0.3057 | 0.7841 | 0.0 | 0.8130 | 0.5842 | 0.9672 |
| 1.0893 | 2.55 | 4200 | 0.2951 | 0.4863 | 0.6613 | 0.9193 | nan | 0.4150 | 0.8548 | 0.0000 | 0.9060 | 0.8212 | 0.9707 | 0.0 | 0.2905 | 0.7699 | 0.0000 | 0.8057 | 0.5707 | 0.9670 |
| 0.4914 | 2.56 | 4220 | 0.2988 | 0.4951 | 0.6731 | 0.9224 | nan | 0.4553 | 0.8745 | 0.0000 | 0.9001 | 0.8352 | 0.9734 | 0.0 | 0.3491 | 0.7804 | 0.0000 | 0.8038 | 0.5630 | 0.9690 |
| 0.2864 | 2.57 | 4240 | 0.3029 | 0.4946 | 0.6670 | 0.9232 | nan | 0.4448 | 0.8753 | 0.0 | 0.9182 | 0.7926 | 0.9710 | 0.0 | 0.3187 | 0.7765 | 0.0 | 0.8127 | 0.5870 | 0.9673 |
| 0.1695 | 2.58 | 4260 | 0.3356 | 0.5014 | 0.6749 | 0.9263 | nan | 0.4545 | 0.8932 | 0.0 | 0.9249 | 0.8066 | 0.9702 | 0.0 | 0.3657 | 0.7799 | 0.0 | 0.8119 | 0.5847 | 0.9676 |
| 0.5746 | 2.6 | 4280 | 0.3106 | 0.5024 | 0.6754 | 0.9260 | nan | 0.4610 | 0.8796 | 0.0 | 0.9206 | 0.8187 | 0.9723 | 0.0 | 0.3690 | 0.7837 | 0.0 | 0.8137 | 0.5818 | 0.9683 |
| 0.2629 | 2.61 | 4300 | 0.3153 | 0.5020 | 0.6771 | 0.9269 | nan | 0.4768 | 0.9000 | 0.0 | 0.9266 | 0.7890 | 0.9702 | 0.0 | 0.3420 | 0.7826 | 0.0 | 0.8218 | 0.6005 | 0.9671 |
| 0.4151 | 2.62 | 4320 | 0.2932 | 0.4957 | 0.6677 | 0.9229 | nan | 0.4382 | 0.8798 | 0.0 | 0.9142 | 0.8031 | 0.9706 | 0.0 | 0.3086 | 0.7840 | 0.0 | 0.8159 | 0.5944 | 0.9668 |
| 0.1169 | 2.63 | 4340 | 0.2940 | 0.4995 | 0.6683 | 0.9244 | nan | 0.4620 | 0.8738 | 0.0 | 0.9295 | 0.7744 | 0.9701 | 0.0 | 0.3315 | 0.7860 | 0.0 | 0.8161 | 0.5960 | 0.9668 |
| 0.1379 | 2.64 | 4360 | 0.2958 | 0.5047 | 0.6750 | 0.9264 | nan | 0.4636 | 0.8776 | 0.0000 | 0.9138 | 0.8195 | 0.9754 | 0.0 | 0.3667 | 0.7920 | 0.0000 | 0.8160 | 0.5891 | 0.9689 |
| 0.1106 | 2.66 | 4380 | 0.3271 | 0.5063 | 0.6866 | 0.9278 | nan | 0.5061 | 0.9005 | 0.0 | 0.9251 | 0.8175 | 0.9702 | 0.0 | 0.3773 | 0.7976 | 0.0 | 0.8143 | 0.5878 | 0.9673 |
| 0.6561 | 2.67 | 4400 | 0.3072 | 0.4820 | 0.6689 | 0.9179 | nan | 0.4274 | 0.9043 | 0.0001 | 0.8736 | 0.8372 | 0.9707 | 0.0 | 0.2704 | 0.7896 | 0.0001 | 0.7980 | 0.5493 | 0.9665 |
| 1.0281 | 2.68 | 4420 | 0.3102 | 0.4815 | 0.6878 | 0.9179 | nan | 0.4964 | 0.9069 | 0.0000 | 0.8569 | 0.8942 | 0.9721 | 0.0 | 0.3072 | 0.7945 | 0.0000 | 0.7899 | 0.5115 | 0.9676 |
| 0.2507 | 2.69 | 4440 | 0.3143 | 0.4839 | 0.6758 | 0.9200 | nan | 0.4543 | 0.9103 | 0.0 | 0.8806 | 0.8390 | 0.9704 | 0.0 | 0.2914 | 0.7904 | 0.0 | 0.8009 | 0.5380 | 0.9668 |
| 1.8848 | 2.7 | 4460 | 0.3204 | 0.4827 | 0.6763 | 0.9186 | nan | 0.4533 | 0.9111 | 0.0000 | 0.8766 | 0.8475 | 0.9690 | 0.0 | 0.2813 | 0.7838 | 0.0000 | 0.8023 | 0.5453 | 0.9664 |
| 0.2177 | 2.72 | 4480 | 0.3152 | 0.4841 | 0.6658 | 0.9196 | nan | 0.4292 | 0.8986 | 0.0 | 0.8922 | 0.8050 | 0.9699 | 0.0 | 0.2702 | 0.7881 | 0.0 | 0.8063 | 0.5579 | 0.9666 |
| 0.2683 | 2.73 | 4500 | 0.3165 | 0.4810 | 0.6710 | 0.9176 | nan | 0.4378 | 0.9003 | 0.0 | 0.8797 | 0.8395 | 0.9687 | 0.0 | 0.2755 | 0.7847 | 0.0 | 0.7996 | 0.5408 | 0.9661 |
| 0.4168 | 2.74 | 4520 | 0.3347 | 0.4920 | 0.6748 | 0.9233 | nan | 0.4527 | 0.9122 | 0.0 | 0.9021 | 0.8121 | 0.9698 | 0.0 | 0.3271 | 0.7776 | 0.0 | 0.8105 | 0.5616 | 0.9670 |
| 0.89 | 2.75 | 4540 | 0.3345 | 0.4875 | 0.6709 | 0.9211 | nan | 0.4383 | 0.9006 | 0.0 | 0.8985 | 0.8189 | 0.9690 | 0.0 | 0.2903 | 0.7895 | 0.0 | 0.8071 | 0.5591 | 0.9666 |
| 0.3392 | 2.77 | 4560 | 0.3020 | 0.4852 | 0.6730 | 0.9197 | nan | 0.4509 | 0.8977 | 0.0 | 0.8886 | 0.8312 | 0.9698 | 0.0 | 0.2847 | 0.7921 | 0.0 | 0.8024 | 0.5506 | 0.9665 |
| 0.4607 | 2.78 | 4580 | 0.3230 | 0.4935 | 0.6757 | 0.9238 | nan | 0.4640 | 0.9097 | 0.0 | 0.9075 | 0.8036 | 0.9696 | 0.0 | 0.3195 | 0.7866 | 0.0 | 0.8116 | 0.5697 | 0.9670 |
| 0.3654 | 2.79 | 4600 | 0.3109 | 0.4928 | 0.6672 | 0.9231 | nan | 0.4508 | 0.8907 | 0.0 | 0.9169 | 0.7750 | 0.9698 | 0.0 | 0.3078 | 0.7942 | 0.0 | 0.8102 | 0.5704 | 0.9670 |
| 0.4694 | 2.8 | 4620 | 0.3250 | 0.4919 | 0.6806 | 0.9221 | nan | 0.4773 | 0.9033 | 0.0 | 0.8870 | 0.8435 | 0.9722 | 0.0 | 0.3328 | 0.7919 | 0.0 | 0.8015 | 0.5489 | 0.9679 |
| 0.7987 | 2.81 | 4640 | 0.3292 | 0.4954 | 0.6686 | 0.9240 | nan | 0.4267 | 0.8898 | 0.0 | 0.9178 | 0.8078 | 0.9696 | 0.0 | 0.3340 | 0.7982 | 0.0 | 0.8063 | 0.5622 | 0.9672 |
| 0.1422 | 2.83 | 4660 | 0.3098 | 0.4980 | 0.6793 | 0.9252 | nan | 0.4912 | 0.9051 | 0.0 | 0.9137 | 0.7954 | 0.9706 | 0.0 | 0.3358 | 0.7895 | 0.0 | 0.8146 | 0.5789 | 0.9674 |
| 0.2764 | 2.84 | 4680 | 0.2950 | 0.4955 | 0.6780 | 0.9236 | nan | 0.4777 | 0.8876 | 0.0 | 0.9065 | 0.8249 | 0.9715 | 0.0 | 0.3347 | 0.7929 | 0.0 | 0.8095 | 0.5634 | 0.9678 |
| 0.7027 | 2.85 | 4700 | 0.3178 | 0.4956 | 0.6811 | 0.9237 | nan | 0.4798 | 0.9043 | 0.0 | 0.9009 | 0.8310 | 0.9708 | 0.0 | 0.3432 | 0.7879 | 0.0 | 0.8083 | 0.5622 | 0.9676 |
| 0.1181 | 2.86 | 4720 | 0.3131 | 0.4926 | 0.6812 | 0.9229 | nan | 0.4841 | 0.9019 | 0.0 | 0.8987 | 0.8317 | 0.9705 | 0.0 | 0.3250 | 0.7894 | 0.0 | 0.8072 | 0.5593 | 0.9673 |
| 0.1929 | 2.87 | 4740 | 0.3345 | 0.4983 | 0.6796 | 0.9246 | nan | 0.4671 | 0.9066 | 0.0 | 0.9087 | 0.8258 | 0.9697 | 0.0 | 0.3638 | 0.7872 | 0.0 | 0.8075 | 0.5620 | 0.9673 |
| 0.1227 | 2.89 | 4760 | 0.3008 | 0.4923 | 0.6766 | 0.9215 | nan | 0.4699 | 0.8828 | 0.0 | 0.8972 | 0.8386 | 0.9714 | 0.0 | 0.3415 | 0.7942 | 0.0 | 0.8013 | 0.5408 | 0.9681 |
| 0.2807 | 2.9 | 4780 | 0.3065 | 0.4867 | 0.6674 | 0.9185 | nan | 0.4280 | 0.8885 | 0.0 | 0.8864 | 0.8315 | 0.9701 | 0.0 | 0.3093 | 0.7890 | 0.0 | 0.7973 | 0.5438 | 0.9672 |
| 0.1685 | 2.91 | 4800 | 0.3054 | 0.4890 | 0.6712 | 0.9206 | nan | 0.4508 | 0.8940 | 0.0 | 0.8947 | 0.8176 | 0.9704 | 0.0 | 0.3112 | 0.7901 | 0.0 | 0.8020 | 0.5527 | 0.9672 |
| 0.2884 | 2.92 | 4820 | 0.3072 | 0.4896 | 0.6770 | 0.9201 | nan | 0.4773 | 0.8843 | 0.0 | 0.8932 | 0.8372 | 0.9703 | 0.0 | 0.3251 | 0.7914 | 0.0 | 0.7997 | 0.5440 | 0.9673 |
| 0.6886 | 2.94 | 4840 | 0.3077 | 0.4936 | 0.6643 | 0.9225 | nan | 0.4469 | 0.8662 | 0.0 | 0.9228 | 0.7796 | 0.9704 | 0.0 | 0.3339 | 0.7868 | 0.0 | 0.8057 | 0.5614 | 0.9676 |
| 0.3344 | 2.95 | 4860 | 0.3017 | 0.4943 | 0.6733 | 0.9225 | nan | 0.4660 | 0.8746 | 0.0 | 0.9098 | 0.8184 | 0.9711 | 0.0 | 0.3488 | 0.7900 | 0.0 | 0.8032 | 0.5498 | 0.9681 |
| 0.1385 | 2.96 | 4880 | 0.3149 | 0.4846 | 0.6688 | 0.9180 | nan | 0.4436 | 0.8811 | 0.0000 | 0.8905 | 0.8288 | 0.9692 | 0.0 | 0.2956 | 0.7873 | 0.0000 | 0.7986 | 0.5441 | 0.9667 |
| 0.559 | 2.97 | 4900 | 0.3012 | 0.4827 | 0.6598 | 0.9172 | nan | 0.4204 | 0.8584 | 0.0000 | 0.8997 | 0.8108 | 0.9693 | 0.0 | 0.2854 | 0.7789 | 0.0000 | 0.7992 | 0.5489 | 0.9666 |
| 0.0576 | 2.98 | 4920 | 0.3116 | 0.4880 | 0.6794 | 0.9200 | nan | 0.4841 | 0.8852 | 0.0 | 0.8866 | 0.8489 | 0.9714 | 0.0 | 0.3229 | 0.7898 | 0.0 | 0.7986 | 0.5372 | 0.9678 |
| 0.1294 | 3.0 | 4940 | 0.3304 | 0.4794 | 0.6650 | 0.9144 | nan | 0.4315 | 0.8895 | 0.0 | 0.8740 | 0.8271 | 0.9678 | 0.0 | 0.2745 | 0.7784 | 0.0 | 0.7930 | 0.5438 | 0.9658 |
### Framework versions
- Transformers 4.33.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.13.3
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