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---
license: other
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: safety-utcustom-terrain-b0-optim
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. -->
# safety-utcustom-terrain-b0-optim
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0837
- Mean Iou: 0.6719
- Mean Accuracy: 0.7168
- Overall Accuracy: 0.9802
- Accuracy Unlabeled: nan
- Accuracy Nat: 0.9934
- Accuracy Concrete: 0.9531
- Accuracy Grass: 0.9075
- Accuracy Speedway bricks: 0.9886
- Accuracy Steel: 0.9103
- Accuracy Rough concrete: 0.0
- Accuracy Dark bricks: 0.9022
- Accuracy Road: 0.9844
- Accuracy Rough red sidewalk: 0.6933
- Accuracy Tiles: 0.1029
- Accuracy Red bricks: 0.8981
- Accuracy Concrete tiles: 0.9850
- Accuracy Rest: 0.0
- Iou Unlabeled: nan
- Iou Nat: 0.9816
- Iou Concrete: 0.8989
- Iou Grass: 0.8466
- Iou Speedway bricks: 0.9782
- Iou Steel: 0.8578
- Iou Rough concrete: 0.0
- Iou Dark bricks: 0.8371
- Iou Road: 0.9778
- Iou Rough red sidewalk: 0.4583
- Iou Tiles: 0.1025
- Iou Red bricks: 0.8433
- Iou Concrete tiles: 0.9527
- Iou Rest: 0.0
## 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: 0.0001
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 500
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Nat | Accuracy Concrete | Accuracy Grass | Accuracy Speedway bricks | Accuracy Steel | Accuracy Rough concrete | Accuracy Dark bricks | Accuracy Road | Accuracy Rough red sidewalk | Accuracy Tiles | Accuracy Red bricks | Accuracy Concrete tiles | Accuracy Rest | Iou Unlabeled | Iou Nat | Iou Concrete | Iou Grass | Iou Speedway bricks | Iou Steel | Iou Rough concrete | Iou Dark bricks | Iou Road | Iou Rough red sidewalk | Iou Tiles | Iou Red bricks | Iou Concrete tiles | Iou Rest |
|:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------:|:-----------------:|:--------------:|:------------------------:|:--------------:|:-----------------------:|:--------------------:|:-------------:|:---------------------------:|:--------------:|:-------------------:|:-----------------------:|:-------------:|:-------------:|:-------:|:------------:|:---------:|:-------------------:|:---------:|:------------------:|:---------------:|:--------:|:----------------------:|:---------:|:--------------:|:------------------:|:--------:|
| 2.6746 | 1.82 | 20 | 2.6474 | 0.0082 | 0.0318 | 0.0233 | nan | 0.0191 | 0.0010 | 0.0080 | 0.0313 | 0.0084 | 0.0340 | 0.0933 | 0.0573 | 0.0600 | 0.0 | 0.0087 | 0.0918 | 0.0 | 0.0 | 0.0189 | 0.0009 | 0.0061 | 0.0310 | 0.0017 | 0.0043 | 0.0019 | 0.0466 | 0.0014 | 0.0 | 0.0000 | 0.0027 | 0.0 |
| 2.4385 | 3.64 | 40 | 2.4373 | 0.1118 | 0.1701 | 0.4471 | nan | 0.4479 | 0.0436 | 0.0175 | 0.7969 | 0.0050 | 0.2950 | 0.0727 | 0.3749 | 0.0548 | 0.0 | 0.0 | 0.1028 | 0.0 | 0.0 | 0.4473 | 0.0400 | 0.0106 | 0.7166 | 0.0016 | 0.0490 | 0.0073 | 0.2852 | 0.0037 | 0.0 | 0.0 | 0.0041 | 0.0 |
| 1.9773 | 5.45 | 60 | 1.9161 | 0.1721 | 0.2306 | 0.8010 | nan | 0.8990 | 0.2451 | 0.0716 | 0.9788 | 0.0 | 0.0037 | 0.0093 | 0.7720 | 0.0100 | 0.0010 | 0.0 | 0.0072 | 0.0 | 0.0 | 0.8940 | 0.1920 | 0.0704 | 0.6999 | 0.0 | 0.0013 | 0.0053 | 0.5406 | 0.0038 | 0.0003 | 0.0 | 0.0014 | 0.0 |
| 1.6038 | 7.27 | 80 | 1.4905 | 0.2074 | 0.2714 | 0.8715 | nan | 0.9470 | 0.7309 | 0.0295 | 0.9800 | 0.0 | 0.0 | 0.0 | 0.8218 | 0.0020 | 0.0 | 0.0154 | 0.0014 | 0.0 | 0.0 | 0.9376 | 0.4290 | 0.0291 | 0.7987 | 0.0 | 0.0 | 0.0 | 0.7050 | 0.0010 | 0.0 | 0.0026 | 0.0011 | 0.0 |
| 1.4392 | 9.09 | 100 | 1.2886 | 0.2165 | 0.2812 | 0.8830 | nan | 0.9505 | 0.7619 | 0.0759 | 0.9805 | 0.0003 | 0.0 | 0.0 | 0.8848 | 0.0009 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.9410 | 0.4459 | 0.0671 | 0.8220 | 0.0003 | 0.0 | 0.0 | 0.7530 | 0.0007 | 0.0 | 0.0004 | 0.0 | 0.0 |
| 1.1951 | 10.91 | 120 | 1.1216 | 0.2496 | 0.2954 | 0.8964 | nan | 0.9539 | 0.8772 | 0.1407 | 0.9814 | 0.0002 | 0.0 | 0.0 | 0.8862 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9437 | 0.5138 | 0.1163 | 0.8450 | 0.0002 | 0.0 | 0.0 | 0.8261 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0666 | 12.73 | 140 | 0.9632 | 0.2684 | 0.3165 | 0.9090 | nan | 0.9561 | 0.8870 | 0.3516 | 0.9750 | 0.0 | 0.0 | 0.0 | 0.9451 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9454 | 0.6040 | 0.2726 | 0.8607 | 0.0 | 0.0 | 0.0 | 0.8060 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9858 | 14.55 | 160 | 0.8469 | 0.2728 | 0.3224 | 0.9065 | nan | 0.9542 | 0.9108 | 0.4874 | 0.9734 | 0.0 | 0.0 | 0.0 | 0.8654 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9443 | 0.5658 | 0.3575 | 0.8612 | 0.0 | 0.0 | 0.0 | 0.8180 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8171 | 16.36 | 180 | 0.7246 | 0.2957 | 0.3457 | 0.9223 | nan | 0.9581 | 0.8947 | 0.7176 | 0.9772 | 0.0 | 0.0 | 0.0 | 0.9461 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9460 | 0.6849 | 0.4837 | 0.8639 | 0.0 | 0.0 | 0.0 | 0.8659 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7362 | 18.18 | 200 | 0.6130 | 0.2991 | 0.3465 | 0.9243 | nan | 0.9589 | 0.8930 | 0.7201 | 0.9858 | 0.0 | 0.0 | 0.0 | 0.9468 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9477 | 0.6862 | 0.5314 | 0.8618 | 0.0 | 0.0 | 0.0 | 0.8610 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.608 | 20.0 | 220 | 0.5256 | 0.3038 | 0.3528 | 0.9270 | nan | 0.9587 | 0.8941 | 0.7906 | 0.9821 | 0.0 | 0.0 | 0.0 | 0.9609 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9479 | 0.7103 | 0.5579 | 0.8661 | 0.0 | 0.0 | 0.0 | 0.8666 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.5261 | 21.82 | 240 | 0.4744 | 0.3002 | 0.3495 | 0.9231 | nan | 0.9583 | 0.9322 | 0.7455 | 0.9563 | 0.0 | 0.0 | 0.0 | 0.9518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9485 | 0.6478 | 0.5857 | 0.8714 | 0.0 | 0.0 | 0.0 | 0.8491 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.4777 | 23.64 | 260 | 0.4129 | 0.3190 | 0.3610 | 0.9328 | nan | 0.9675 | 0.8889 | 0.7898 | 0.9889 | 0.0010 | 0.0 | 0.0 | 0.9544 | 0.0 | 0.0 | 0.0 | 0.1025 | 0.0 | nan | 0.9546 | 0.7252 | 0.6226 | 0.8638 | 0.0010 | 0.0 | 0.0 | 0.8778 | 0.0 | 0.0 | 0.0 | 0.1025 | 0.0 |
| 0.3775 | 25.45 | 280 | 0.3503 | 0.3733 | 0.4146 | 0.9392 | nan | 0.9730 | 0.8723 | 0.8075 | 0.9868 | 0.0143 | 0.0 | 0.0 | 0.9740 | 0.0 | 0.0 | 0.0 | 0.7616 | 0.0 | nan | 0.9570 | 0.7644 | 0.6186 | 0.8805 | 0.0143 | 0.0 | 0.0 | 0.8827 | 0.0 | 0.0 | 0.0 | 0.7351 | 0.0 |
| 0.3272 | 27.27 | 300 | 0.3120 | 0.3744 | 0.4223 | 0.9411 | nan | 0.9755 | 0.8942 | 0.7730 | 0.9889 | 0.1235 | 0.0 | 0.0 | 0.9491 | 0.0 | 0.0 | 0.0 | 0.7856 | 0.0 | nan | 0.9595 | 0.7433 | 0.6412 | 0.8828 | 0.1230 | 0.0 | 0.0 | 0.9023 | 0.0 | 0.0 | 0.0 | 0.6157 | 0.0 |
| 0.2718 | 29.09 | 320 | 0.2822 | 0.3720 | 0.4464 | 0.9434 | nan | 0.9826 | 0.8046 | 0.7965 | 0.9829 | 0.3906 | 0.0 | 0.0 | 0.9698 | 0.0 | 0.0 | 0.0 | 0.8759 | 0.0 | nan | 0.9586 | 0.7107 | 0.6444 | 0.9193 | 0.3835 | 0.0 | 0.0 | 0.9171 | 0.0 | 0.0 | 0.0 | 0.3028 | 0.0 |
| 0.286 | 30.91 | 340 | 0.2324 | 0.4243 | 0.4613 | 0.9509 | nan | 0.9777 | 0.9108 | 0.8607 | 0.9874 | 0.4738 | 0.0 | 0.0 | 0.9504 | 0.0006 | 0.0 | 0.0 | 0.8355 | 0.0 | nan | 0.9621 | 0.7654 | 0.6784 | 0.9188 | 0.4559 | 0.0 | 0.0 | 0.9240 | 0.0006 | 0.0 | 0.0 | 0.8105 | 0.0 |
| 0.2553 | 32.73 | 360 | 0.2106 | 0.4457 | 0.4820 | 0.9569 | nan | 0.9864 | 0.9002 | 0.8603 | 0.9764 | 0.6370 | 0.0 | 0.0 | 0.9631 | 0.0265 | 0.0 | 0.0 | 0.9166 | 0.0 | nan | 0.9641 | 0.8023 | 0.6887 | 0.9343 | 0.5962 | 0.0 | 0.0 | 0.9319 | 0.0263 | 0.0 | 0.0 | 0.8506 | 0.0 |
| 0.2305 | 34.55 | 380 | 0.2024 | 0.4598 | 0.5072 | 0.9591 | nan | 0.9855 | 0.8977 | 0.8742 | 0.9746 | 0.7391 | 0.0 | 0.0449 | 0.9721 | 0.1409 | 0.0 | 0.0 | 0.9640 | 0.0 | nan | 0.9654 | 0.8089 | 0.7313 | 0.9375 | 0.6287 | 0.0 | 0.0449 | 0.9403 | 0.1125 | 0.0 | 0.0 | 0.8073 | 0.0 |
| 0.2019 | 36.36 | 400 | 0.1884 | 0.4735 | 0.5088 | 0.9576 | nan | 0.9837 | 0.9404 | 0.8578 | 0.9750 | 0.7744 | 0.0 | 0.1972 | 0.9301 | 0.1264 | 0.0 | 0.0 | 0.8294 | 0.0 | nan | 0.9671 | 0.7637 | 0.7586 | 0.9438 | 0.6910 | 0.0 | 0.1947 | 0.9199 | 0.0911 | 0.0 | 0.0 | 0.8252 | 0.0 |
| 0.1776 | 38.18 | 420 | 0.1694 | 0.5130 | 0.5541 | 0.9625 | nan | 0.9882 | 0.9233 | 0.8351 | 0.9685 | 0.7703 | 0.0 | 0.4815 | 0.9704 | 0.2915 | 0.0 | 0.0 | 0.9741 | 0.0 | nan | 0.9677 | 0.8077 | 0.7490 | 0.9483 | 0.6777 | 0.0 | 0.4750 | 0.9414 | 0.2156 | 0.0 | 0.0 | 0.8867 | 0.0 |
| 0.1435 | 40.0 | 440 | 0.1586 | 0.4931 | 0.5359 | 0.9632 | nan | 0.9841 | 0.9306 | 0.8747 | 0.9802 | 0.8193 | 0.0 | 0.1049 | 0.9651 | 0.3851 | 0.0 | 0.0 | 0.9227 | 0.0 | nan | 0.9690 | 0.8176 | 0.7707 | 0.9438 | 0.7045 | 0.0 | 0.1047 | 0.9477 | 0.2692 | 0.0 | 0.0 | 0.8828 | 0.0 |
| 0.1526 | 41.82 | 460 | 0.1500 | 0.4926 | 0.5411 | 0.9632 | nan | 0.9863 | 0.9281 | 0.8375 | 0.9843 | 0.7994 | 0.0 | 0.1830 | 0.9556 | 0.3669 | 0.0 | 0.0 | 0.9928 | 0.0 | nan | 0.9699 | 0.8065 | 0.7651 | 0.9486 | 0.7195 | 0.0 | 0.1819 | 0.9413 | 0.2536 | 0.0 | 0.0 | 0.8173 | 0.0 |
| 0.1364 | 43.64 | 480 | 0.1412 | 0.4986 | 0.5333 | 0.9638 | nan | 0.9885 | 0.9233 | 0.8367 | 0.9873 | 0.7098 | 0.0 | 0.1723 | 0.9590 | 0.4377 | 0.0 | 0.0 | 0.9190 | 0.0 | nan | 0.9701 | 0.8276 | 0.7724 | 0.9432 | 0.6638 | 0.0 | 0.1693 | 0.9352 | 0.3003 | 0.0 | 0.0 | 0.8995 | 0.0 |
| 0.1252 | 45.45 | 500 | 0.1320 | 0.5279 | 0.5713 | 0.9677 | nan | 0.9867 | 0.9338 | 0.8676 | 0.9817 | 0.8060 | 0.0 | 0.4072 | 0.9800 | 0.5415 | 0.0 | 0.0 | 0.9221 | 0.0 | nan | 0.9714 | 0.8490 | 0.7790 | 0.9536 | 0.7239 | 0.0 | 0.3961 | 0.9524 | 0.3482 | 0.0 | 0.0 | 0.8891 | 0.0 |
| 0.1178 | 47.27 | 520 | 0.1296 | 0.5515 | 0.5916 | 0.9682 | nan | 0.9903 | 0.9303 | 0.8182 | 0.9874 | 0.7923 | 0.0 | 0.7099 | 0.9629 | 0.5105 | 0.0 | 0.0234 | 0.9654 | 0.0 | nan | 0.9715 | 0.8439 | 0.7604 | 0.9570 | 0.7327 | 0.0 | 0.6813 | 0.9529 | 0.3407 | 0.0 | 0.0234 | 0.9061 | 0.0 |
| 0.1182 | 49.09 | 540 | 0.1293 | 0.5547 | 0.6058 | 0.9679 | nan | 0.9889 | 0.9476 | 0.8475 | 0.9691 | 0.8630 | 0.0 | 0.7153 | 0.9674 | 0.5159 | 0.0 | 0.0671 | 0.9935 | 0.0 | nan | 0.9727 | 0.8320 | 0.7759 | 0.9560 | 0.7409 | 0.0 | 0.6893 | 0.9536 | 0.3405 | 0.0 | 0.0671 | 0.8837 | 0.0 |
| 0.1342 | 50.91 | 560 | 0.1255 | 0.5470 | 0.5826 | 0.9684 | nan | 0.9915 | 0.9201 | 0.8231 | 0.9884 | 0.8093 | 0.0 | 0.7222 | 0.9656 | 0.3527 | 0.0 | 0.0179 | 0.9833 | 0.0 | nan | 0.9718 | 0.8449 | 0.7689 | 0.9559 | 0.7430 | 0.0 | 0.6927 | 0.9544 | 0.2462 | 0.0 | 0.0179 | 0.9157 | 0.0 |
| 0.1106 | 52.73 | 580 | 0.1194 | 0.5864 | 0.6360 | 0.9704 | nan | 0.9910 | 0.9139 | 0.8617 | 0.9853 | 0.8297 | 0.0 | 0.7634 | 0.9736 | 0.5821 | 0.0 | 0.375 | 0.9930 | 0.0 | nan | 0.9729 | 0.8589 | 0.7875 | 0.9601 | 0.7481 | 0.0 | 0.7323 | 0.9545 | 0.3818 | 0.0 | 0.3720 | 0.8547 | 0.0 |
| 0.0981 | 54.55 | 600 | 0.1186 | 0.6044 | 0.6617 | 0.9702 | nan | 0.9893 | 0.9215 | 0.8812 | 0.9823 | 0.8643 | 0.0 | 0.7975 | 0.9668 | 0.5979 | 0.0 | 0.6080 | 0.9934 | 0.0 | nan | 0.9732 | 0.8551 | 0.7812 | 0.9613 | 0.7556 | 0.0 | 0.7315 | 0.9532 | 0.3826 | 0.0 | 0.6023 | 0.8617 | 0.0 |
| 0.0855 | 56.36 | 620 | 0.1130 | 0.6073 | 0.6544 | 0.9715 | nan | 0.9907 | 0.9243 | 0.8642 | 0.9847 | 0.8373 | 0.0 | 0.7492 | 0.9746 | 0.6229 | 0.0 | 0.5705 | 0.9886 | 0.0 | nan | 0.9734 | 0.8603 | 0.7875 | 0.9632 | 0.7602 | 0.0 | 0.7227 | 0.9618 | 0.4006 | 0.0 | 0.5660 | 0.8991 | 0.0 |
| 0.0847 | 58.18 | 640 | 0.1137 | 0.6133 | 0.6685 | 0.9707 | nan | 0.9867 | 0.9295 | 0.8990 | 0.9872 | 0.8400 | 0.0 | 0.7726 | 0.9702 | 0.5952 | 0.0 | 0.7141 | 0.9965 | 0.0 | nan | 0.9738 | 0.8515 | 0.7935 | 0.9620 | 0.7627 | 0.0 | 0.7351 | 0.9554 | 0.3896 | 0.0 | 0.7005 | 0.8494 | 0.0 |
| 0.0838 | 60.0 | 660 | 0.1104 | 0.6180 | 0.6612 | 0.9723 | nan | 0.9906 | 0.9348 | 0.8680 | 0.9822 | 0.8720 | 0.0 | 0.7611 | 0.9750 | 0.5930 | 0.0 | 0.6460 | 0.9724 | 0.0 | nan | 0.9745 | 0.8627 | 0.7982 | 0.9634 | 0.7661 | 0.0 | 0.7324 | 0.9635 | 0.3859 | 0.0 | 0.6398 | 0.9480 | 0.0 |
| 0.0823 | 61.82 | 680 | 0.1106 | 0.6166 | 0.6703 | 0.9715 | nan | 0.9879 | 0.9406 | 0.8956 | 0.9835 | 0.8632 | 0.0 | 0.8141 | 0.9647 | 0.5996 | 0.0 | 0.6696 | 0.9946 | 0.0 | nan | 0.9747 | 0.8535 | 0.8000 | 0.9643 | 0.7690 | 0.0 | 0.7666 | 0.9536 | 0.3917 | 0.0 | 0.6572 | 0.8858 | 0.0 |
| 0.101 | 63.64 | 700 | 0.1086 | 0.6237 | 0.6748 | 0.9717 | nan | 0.9882 | 0.9375 | 0.8963 | 0.9860 | 0.8543 | 0.0 | 0.8191 | 0.9653 | 0.5543 | 0.0 | 0.7782 | 0.9927 | 0.0 | nan | 0.9749 | 0.8564 | 0.8005 | 0.9627 | 0.7745 | 0.0 | 0.7667 | 0.9566 | 0.3652 | 0.0 | 0.7570 | 0.8934 | 0.0 |
| 0.1006 | 65.45 | 720 | 0.1065 | 0.6192 | 0.6599 | 0.9720 | nan | 0.9898 | 0.9419 | 0.8681 | 0.9855 | 0.8343 | 0.0 | 0.7655 | 0.9716 | 0.5197 | 0.0 | 0.7223 | 0.9801 | 0.0 | nan | 0.9743 | 0.8583 | 0.7958 | 0.9653 | 0.7742 | 0.0 | 0.7325 | 0.9586 | 0.3538 | 0.0 | 0.7146 | 0.9227 | 0.0 |
| 0.0717 | 67.27 | 740 | 0.1028 | 0.6311 | 0.6750 | 0.9737 | nan | 0.9907 | 0.9394 | 0.8865 | 0.9853 | 0.8621 | 0.0 | 0.7997 | 0.9727 | 0.5673 | 0.0 | 0.7852 | 0.9860 | 0.0 | nan | 0.9755 | 0.8706 | 0.8046 | 0.9663 | 0.7817 | 0.0 | 0.7594 | 0.9657 | 0.3813 | 0.0 | 0.7669 | 0.9317 | 0.0 |
| 0.0757 | 69.09 | 760 | 0.1036 | 0.6249 | 0.6739 | 0.9722 | nan | 0.9892 | 0.9321 | 0.8776 | 0.9885 | 0.8404 | 0.0 | 0.7978 | 0.9709 | 0.6121 | 0.0 | 0.7638 | 0.9884 | 0.0 | nan | 0.9753 | 0.8615 | 0.7849 | 0.9649 | 0.7798 | 0.0 | 0.7580 | 0.9577 | 0.3883 | 0.0 | 0.7425 | 0.9113 | 0.0 |
| 0.0728 | 70.91 | 780 | 0.1025 | 0.6249 | 0.6721 | 0.9727 | nan | 0.9914 | 0.9279 | 0.8663 | 0.9879 | 0.8526 | 0.0 | 0.7875 | 0.9703 | 0.5827 | 0.0 | 0.7788 | 0.9925 | 0.0 | nan | 0.9755 | 0.8610 | 0.7961 | 0.9646 | 0.7835 | 0.0 | 0.7545 | 0.9620 | 0.3864 | 0.0 | 0.7597 | 0.8804 | 0.0 |
| 0.0814 | 72.73 | 800 | 0.0986 | 0.6370 | 0.6918 | 0.9735 | nan | 0.9897 | 0.9413 | 0.8838 | 0.9856 | 0.8542 | 0.0 | 0.8407 | 0.9715 | 0.6379 | 0.0181 | 0.8766 | 0.9936 | 0.0 | nan | 0.9762 | 0.8644 | 0.8048 | 0.9678 | 0.7900 | 0.0 | 0.7829 | 0.9588 | 0.4128 | 0.0181 | 0.8285 | 0.8763 | 0.0 |
| 0.076 | 74.55 | 820 | 0.0990 | 0.6390 | 0.6884 | 0.9737 | nan | 0.9921 | 0.9310 | 0.8731 | 0.9881 | 0.8546 | 0.0 | 0.8415 | 0.9670 | 0.6033 | 0.0206 | 0.8910 | 0.9874 | 0.0 | nan | 0.9760 | 0.8693 | 0.8008 | 0.9663 | 0.7895 | 0.0 | 0.7833 | 0.9598 | 0.4038 | 0.0206 | 0.8301 | 0.9078 | 0.0 |
| 0.0734 | 76.36 | 840 | 0.0961 | 0.6347 | 0.6769 | 0.9746 | nan | 0.9922 | 0.9356 | 0.8709 | 0.9853 | 0.8601 | 0.0 | 0.7988 | 0.9810 | 0.5985 | 0.0068 | 0.7869 | 0.9832 | 0.0 | nan | 0.9758 | 0.8791 | 0.7994 | 0.9683 | 0.7924 | 0.0 | 0.7649 | 0.9695 | 0.4034 | 0.0068 | 0.7649 | 0.9263 | 0.0 |
| 0.0727 | 78.18 | 860 | 0.0971 | 0.6379 | 0.6849 | 0.9734 | nan | 0.9905 | 0.9206 | 0.8899 | 0.9909 | 0.8484 | 0.0 | 0.8286 | 0.9746 | 0.5959 | 0.0112 | 0.8695 | 0.9840 | 0.0 | nan | 0.9756 | 0.8678 | 0.7957 | 0.9640 | 0.7858 | 0.0 | 0.7832 | 0.9661 | 0.3971 | 0.0112 | 0.8243 | 0.9213 | 0.0 |
| 0.0824 | 80.0 | 880 | 0.1008 | 0.6308 | 0.6748 | 0.9732 | nan | 0.9920 | 0.9387 | 0.8628 | 0.9873 | 0.8577 | 0.0 | 0.7994 | 0.9655 | 0.5130 | 0.0 | 0.8722 | 0.9840 | 0.0 | nan | 0.9765 | 0.8586 | 0.7941 | 0.9685 | 0.7989 | 0.0 | 0.7642 | 0.9588 | 0.3452 | 0.0 | 0.8196 | 0.9162 | 0.0 |
| 0.0862 | 81.82 | 900 | 0.0967 | 0.6329 | 0.6913 | 0.9739 | nan | 0.9913 | 0.9371 | 0.8783 | 0.9830 | 0.8831 | 0.0 | 0.8435 | 0.9753 | 0.5548 | 0.0351 | 0.9119 | 0.9934 | 0.0 | nan | 0.9768 | 0.8633 | 0.8073 | 0.9686 | 0.7953 | 0.0 | 0.7885 | 0.9637 | 0.3711 | 0.0351 | 0.7954 | 0.8623 | 0.0 |
| 0.0613 | 83.64 | 920 | 0.0946 | 0.6397 | 0.6941 | 0.9743 | nan | 0.9916 | 0.9380 | 0.8773 | 0.9828 | 0.8829 | 0.0 | 0.8314 | 0.9766 | 0.5793 | 0.0716 | 0.8993 | 0.9920 | 0.0 | nan | 0.9762 | 0.8712 | 0.7988 | 0.9693 | 0.7988 | 0.0 | 0.7910 | 0.9662 | 0.3915 | 0.0716 | 0.7956 | 0.8864 | 0.0 |
| 0.0795 | 85.45 | 940 | 0.0972 | 0.6321 | 0.6818 | 0.9736 | nan | 0.9892 | 0.9452 | 0.8657 | 0.9865 | 0.8651 | 0.0 | 0.8005 | 0.9801 | 0.5751 | 0.0 | 0.8663 | 0.9901 | 0.0 | nan | 0.9763 | 0.8654 | 0.7902 | 0.9689 | 0.7982 | 0.0 | 0.7636 | 0.9638 | 0.3789 | 0.0 | 0.8132 | 0.8984 | 0.0 |
| 0.074 | 87.27 | 960 | 0.0975 | 0.6355 | 0.6833 | 0.9735 | nan | 0.9924 | 0.9455 | 0.8134 | 0.9863 | 0.8652 | 0.0 | 0.8170 | 0.9725 | 0.6270 | 0.0018 | 0.8787 | 0.9829 | 0.0 | nan | 0.9762 | 0.8634 | 0.7688 | 0.9696 | 0.7994 | 0.0 | 0.7808 | 0.9641 | 0.4099 | 0.0018 | 0.8052 | 0.9219 | 0.0 |
| 0.0621 | 89.09 | 980 | 0.0941 | 0.6412 | 0.6932 | 0.9748 | nan | 0.9917 | 0.9363 | 0.8733 | 0.9835 | 0.8917 | 0.0 | 0.8269 | 0.9807 | 0.6488 | 0.0 | 0.8986 | 0.9804 | 0.0 | nan | 0.9762 | 0.8782 | 0.8030 | 0.9694 | 0.7955 | 0.0 | 0.7839 | 0.9702 | 0.4047 | 0.0 | 0.8211 | 0.9332 | 0.0 |
| 0.061 | 90.91 | 1000 | 0.0962 | 0.6385 | 0.6837 | 0.9745 | nan | 0.9903 | 0.9429 | 0.8857 | 0.9876 | 0.8820 | 0.0 | 0.8102 | 0.9735 | 0.6191 | 0.0 | 0.8501 | 0.9466 | 0.0 | nan | 0.9770 | 0.8709 | 0.8107 | 0.9681 | 0.8017 | 0.0 | 0.7768 | 0.9635 | 0.4054 | 0.0 | 0.8043 | 0.9227 | 0.0 |
| 0.0694 | 92.73 | 1020 | 0.0934 | 0.6353 | 0.6904 | 0.9744 | nan | 0.9928 | 0.9322 | 0.8513 | 0.9847 | 0.8925 | 0.0 | 0.8446 | 0.9790 | 0.5982 | 0.0 | 0.9103 | 0.9891 | 0.0 | nan | 0.9765 | 0.8731 | 0.7915 | 0.9696 | 0.8038 | 0.0 | 0.8022 | 0.9672 | 0.3942 | 0.0 | 0.8058 | 0.8749 | 0.0 |
| 0.0581 | 94.55 | 1040 | 0.0952 | 0.6329 | 0.6797 | 0.9743 | nan | 0.9924 | 0.9379 | 0.8861 | 0.9828 | 0.8854 | 0.0 | 0.8086 | 0.9757 | 0.4666 | 0.0103 | 0.9077 | 0.9820 | 0.0 | nan | 0.9769 | 0.8698 | 0.7971 | 0.9701 | 0.8059 | 0.0 | 0.7741 | 0.9671 | 0.3180 | 0.0103 | 0.8143 | 0.9240 | 0.0 |
| 0.0767 | 96.36 | 1060 | 0.0963 | 0.6125 | 0.6948 | 0.9742 | nan | 0.9909 | 0.9468 | 0.8540 | 0.9825 | 0.8924 | 0.0 | 0.8423 | 0.9782 | 0.6411 | 0.0 | 0.9336 | 0.9704 | 0.0 | nan | 0.9772 | 0.8733 | 0.7785 | 0.9700 | 0.8043 | 0.0 | 0.7935 | 0.9670 | 0.4153 | 0.0 | 0.4664 | 0.9176 | 0.0 |
| 0.0578 | 98.18 | 1080 | 0.0923 | 0.6133 | 0.6931 | 0.9751 | nan | 0.9908 | 0.9453 | 0.8715 | 0.9856 | 0.8800 | 0.0 | 0.8405 | 0.9812 | 0.6312 | 0.0029 | 0.9162 | 0.9644 | 0.0 | nan | 0.9774 | 0.8813 | 0.7942 | 0.9709 | 0.8065 | 0.0 | 0.8001 | 0.9682 | 0.4117 | 0.0029 | 0.4287 | 0.9315 | 0.0 |
| 0.0625 | 100.0 | 1100 | 0.0946 | 0.6401 | 0.6875 | 0.9749 | nan | 0.9923 | 0.9525 | 0.8594 | 0.9823 | 0.8810 | 0.0 | 0.8104 | 0.9743 | 0.6042 | 0.0253 | 0.8752 | 0.9808 | 0.0 | nan | 0.9767 | 0.8767 | 0.7946 | 0.9709 | 0.8104 | 0.0 | 0.7709 | 0.9666 | 0.4063 | 0.0253 | 0.8011 | 0.9214 | 0.0 |
| 0.0625 | 101.82 | 1120 | 0.0919 | 0.6509 | 0.6976 | 0.9756 | nan | 0.9919 | 0.9373 | 0.8786 | 0.9878 | 0.8742 | 0.0 | 0.8209 | 0.9782 | 0.6487 | 0.0827 | 0.8896 | 0.9792 | 0.0 | nan | 0.9770 | 0.8803 | 0.8101 | 0.9700 | 0.8078 | 0.0 | 0.7759 | 0.9677 | 0.4229 | 0.0827 | 0.8296 | 0.9379 | 0.0 |
| 0.0601 | 103.64 | 1140 | 0.0895 | 0.6437 | 0.6961 | 0.9758 | nan | 0.9897 | 0.9468 | 0.9090 | 0.9853 | 0.8808 | 0.0 | 0.8005 | 0.9836 | 0.6285 | 0.0171 | 0.9341 | 0.9739 | 0.0 | nan | 0.9776 | 0.8834 | 0.8132 | 0.9704 | 0.8076 | 0.0 | 0.7719 | 0.9690 | 0.4163 | 0.0171 | 0.8064 | 0.9350 | 0.0 |
| 0.0605 | 105.45 | 1160 | 0.0899 | 0.6485 | 0.7021 | 0.9759 | nan | 0.9920 | 0.9461 | 0.8857 | 0.9806 | 0.8977 | 0.0 | 0.8183 | 0.9818 | 0.6503 | 0.0771 | 0.9196 | 0.9788 | 0.0 | nan | 0.9780 | 0.8785 | 0.8143 | 0.9704 | 0.8113 | 0.0 | 0.7845 | 0.9699 | 0.4237 | 0.0771 | 0.7904 | 0.9328 | 0.0 |
| 0.0549 | 107.27 | 1180 | 0.0907 | 0.6500 | 0.6982 | 0.9758 | nan | 0.9917 | 0.9485 | 0.8989 | 0.9842 | 0.8858 | 0.0 | 0.8331 | 0.9703 | 0.6364 | 0.0821 | 0.8638 | 0.9823 | 0.0 | nan | 0.9784 | 0.8788 | 0.8145 | 0.9716 | 0.8131 | 0.0 | 0.7879 | 0.9622 | 0.4238 | 0.0821 | 0.8186 | 0.9192 | 0.0 |
| 0.0582 | 109.09 | 1200 | 0.0895 | 0.6519 | 0.6951 | 0.9763 | nan | 0.9920 | 0.9446 | 0.8876 | 0.9875 | 0.8584 | 0.0 | 0.8004 | 0.9797 | 0.6433 | 0.0775 | 0.8928 | 0.9728 | 0.0 | nan | 0.9777 | 0.8830 | 0.8184 | 0.9713 | 0.8092 | 0.0 | 0.7727 | 0.9688 | 0.4242 | 0.0775 | 0.8218 | 0.9506 | 0.0 |
| 0.0601 | 110.91 | 1220 | 0.0938 | 0.6465 | 0.7012 | 0.9751 | nan | 0.9917 | 0.9413 | 0.8822 | 0.9858 | 0.8868 | 0.0 | 0.8577 | 0.9711 | 0.6408 | 0.0629 | 0.9139 | 0.9818 | 0.0 | nan | 0.9770 | 0.8747 | 0.8055 | 0.9719 | 0.8182 | 0.0 | 0.7983 | 0.9625 | 0.4185 | 0.0629 | 0.7878 | 0.9267 | 0.0 |
| 0.0507 | 112.73 | 1240 | 0.0900 | 0.6421 | 0.6966 | 0.9757 | nan | 0.9925 | 0.9472 | 0.8611 | 0.9834 | 0.8931 | 0.0 | 0.8411 | 0.9793 | 0.6416 | 0.0 | 0.9334 | 0.9835 | 0.0 | nan | 0.9773 | 0.8788 | 0.8030 | 0.9717 | 0.8161 | 0.0 | 0.8052 | 0.9697 | 0.4215 | 0.0 | 0.7786 | 0.9250 | 0.0 |
| 0.0481 | 114.55 | 1260 | 0.0902 | 0.6484 | 0.6982 | 0.9756 | nan | 0.9921 | 0.9440 | 0.8811 | 0.9850 | 0.9023 | 0.0 | 0.8030 | 0.9731 | 0.6327 | 0.0715 | 0.9061 | 0.9855 | 0.0 | nan | 0.9773 | 0.8786 | 0.8096 | 0.9721 | 0.8166 | 0.0 | 0.7842 | 0.9654 | 0.4137 | 0.0715 | 0.8196 | 0.9206 | 0.0 |
| 0.0489 | 116.36 | 1280 | 0.0926 | 0.6357 | 0.6956 | 0.9754 | nan | 0.9922 | 0.9397 | 0.8746 | 0.9872 | 0.8816 | 0.0 | 0.8691 | 0.9742 | 0.6310 | 0.0 | 0.9116 | 0.9820 | 0.0 | nan | 0.9779 | 0.8761 | 0.8036 | 0.9717 | 0.8186 | 0.0 | 0.8086 | 0.9636 | 0.4168 | 0.0 | 0.7027 | 0.9247 | 0.0 |
| 0.0496 | 118.18 | 1300 | 0.0920 | 0.6385 | 0.6972 | 0.9752 | nan | 0.9919 | 0.9472 | 0.8730 | 0.9867 | 0.8829 | 0.0 | 0.8212 | 0.9680 | 0.6221 | 0.0683 | 0.9157 | 0.9866 | 0.0 | nan | 0.9779 | 0.8720 | 0.8000 | 0.9727 | 0.8193 | 0.0 | 0.7958 | 0.9614 | 0.4063 | 0.0683 | 0.7026 | 0.9237 | 0.0 |
| 0.0466 | 120.0 | 1320 | 0.0892 | 0.6451 | 0.6923 | 0.9762 | nan | 0.9926 | 0.9490 | 0.8603 | 0.9882 | 0.8697 | 0.0 | 0.8289 | 0.9776 | 0.6185 | 0.0300 | 0.9073 | 0.9779 | 0.0 | nan | 0.9779 | 0.8821 | 0.8057 | 0.9722 | 0.8146 | 0.0 | 0.7891 | 0.9708 | 0.4077 | 0.0300 | 0.7946 | 0.9411 | 0.0 |
| 0.0515 | 121.82 | 1340 | 0.0889 | 0.6225 | 0.6889 | 0.9760 | nan | 0.9916 | 0.9512 | 0.8571 | 0.9877 | 0.8805 | 0.0 | 0.8691 | 0.9829 | 0.5486 | 0.0 | 0.9002 | 0.9872 | 0.0 | nan | 0.9787 | 0.8784 | 0.7992 | 0.9724 | 0.8198 | 0.0 | 0.8019 | 0.9725 | 0.3641 | 0.0 | 0.5740 | 0.9319 | 0.0 |
| 0.0646 | 123.64 | 1360 | 0.0879 | 0.6483 | 0.6948 | 0.9767 | nan | 0.9909 | 0.9483 | 0.9134 | 0.9862 | 0.8877 | 0.0 | 0.8176 | 0.9791 | 0.6465 | 0.0 | 0.8759 | 0.9869 | 0.0 | nan | 0.9784 | 0.8847 | 0.8194 | 0.9733 | 0.8219 | 0.0 | 0.7863 | 0.9718 | 0.4218 | 0.0 | 0.8345 | 0.9355 | 0.0 |
| 0.052 | 125.45 | 1380 | 0.0860 | 0.6528 | 0.7026 | 0.9767 | nan | 0.9910 | 0.9478 | 0.9098 | 0.9831 | 0.8939 | 0.0 | 0.8247 | 0.9830 | 0.6543 | 0.0764 | 0.8794 | 0.9907 | 0.0 | nan | 0.9780 | 0.8868 | 0.8143 | 0.9725 | 0.8233 | 0.0 | 0.7908 | 0.9734 | 0.4281 | 0.0764 | 0.8251 | 0.9183 | 0.0 |
| 0.0498 | 127.27 | 1400 | 0.0891 | 0.6469 | 0.6922 | 0.9765 | nan | 0.9917 | 0.9511 | 0.8928 | 0.9828 | 0.8927 | 0.0 | 0.8251 | 0.9820 | 0.6401 | 0.0 | 0.8562 | 0.9837 | 0.0 | nan | 0.9786 | 0.8815 | 0.8057 | 0.9725 | 0.8246 | 0.0 | 0.7955 | 0.9735 | 0.4228 | 0.0 | 0.8107 | 0.9446 | 0.0 |
| 0.0577 | 129.09 | 1420 | 0.0908 | 0.6457 | 0.6903 | 0.9759 | nan | 0.9914 | 0.9513 | 0.8768 | 0.9888 | 0.8646 | 0.0 | 0.8205 | 0.9749 | 0.6379 | 0.0 | 0.8864 | 0.9820 | 0.0 | nan | 0.9787 | 0.8721 | 0.8048 | 0.9728 | 0.8223 | 0.0 | 0.7902 | 0.9683 | 0.4247 | 0.0 | 0.8145 | 0.9455 | 0.0 |
| 0.0526 | 130.91 | 1440 | 0.0905 | 0.6463 | 0.6887 | 0.9763 | nan | 0.9925 | 0.9479 | 0.8874 | 0.9881 | 0.8765 | 0.0 | 0.8107 | 0.9721 | 0.6013 | 0.0 | 0.8958 | 0.9802 | 0.0 | nan | 0.9781 | 0.8797 | 0.8133 | 0.9734 | 0.8237 | 0.0 | 0.7899 | 0.9676 | 0.4075 | 0.0 | 0.8283 | 0.9403 | 0.0 |
| 0.0521 | 132.73 | 1460 | 0.0866 | 0.6495 | 0.7001 | 0.9766 | nan | 0.9909 | 0.9440 | 0.8909 | 0.9898 | 0.8783 | 0.0 | 0.8513 | 0.9804 | 0.6767 | 0.0 | 0.9139 | 0.9849 | 0.0 | nan | 0.9789 | 0.8819 | 0.8062 | 0.9723 | 0.8237 | 0.0 | 0.8072 | 0.9726 | 0.4347 | 0.0 | 0.8244 | 0.9418 | 0.0 |
| 0.0534 | 134.55 | 1480 | 0.0853 | 0.6529 | 0.6992 | 0.9770 | nan | 0.9930 | 0.9443 | 0.8636 | 0.9871 | 0.8985 | 0.0 | 0.8256 | 0.9829 | 0.6691 | 0.0397 | 0.9071 | 0.9792 | 0.0 | nan | 0.9784 | 0.8882 | 0.8086 | 0.9727 | 0.8209 | 0.0 | 0.7980 | 0.9743 | 0.4316 | 0.0397 | 0.8272 | 0.9485 | 0.0 |
| 0.0454 | 136.36 | 1500 | 0.0877 | 0.6435 | 0.6959 | 0.9764 | nan | 0.9928 | 0.9514 | 0.8571 | 0.9841 | 0.9012 | 0.0 | 0.8173 | 0.9806 | 0.6427 | 0.0138 | 0.9174 | 0.9882 | 0.0 | nan | 0.9782 | 0.8802 | 0.8042 | 0.9735 | 0.8269 | 0.0 | 0.7976 | 0.9712 | 0.4288 | 0.0138 | 0.7780 | 0.9136 | 0.0 |
| 0.0454 | 138.18 | 1520 | 0.0871 | 0.6529 | 0.7036 | 0.9764 | nan | 0.9916 | 0.9438 | 0.8860 | 0.9886 | 0.8818 | 0.0 | 0.8508 | 0.9770 | 0.6519 | 0.0801 | 0.9118 | 0.9839 | 0.0 | nan | 0.9787 | 0.8801 | 0.8046 | 0.9734 | 0.8261 | 0.0 | 0.7961 | 0.9680 | 0.4282 | 0.0801 | 0.8148 | 0.9382 | 0.0 |
| 0.0472 | 140.0 | 1540 | 0.0870 | 0.6510 | 0.6964 | 0.9765 | nan | 0.9927 | 0.9462 | 0.8786 | 0.9888 | 0.8634 | 0.0 | 0.8223 | 0.9755 | 0.6278 | 0.0853 | 0.8873 | 0.9853 | 0.0 | nan | 0.9789 | 0.8797 | 0.8114 | 0.9734 | 0.8192 | 0.0 | 0.7982 | 0.9672 | 0.4151 | 0.0853 | 0.8036 | 0.9311 | 0.0 |
| 0.046 | 141.82 | 1560 | 0.0897 | 0.6427 | 0.6985 | 0.9759 | nan | 0.9913 | 0.9441 | 0.8956 | 0.9896 | 0.8827 | 0.0 | 0.8468 | 0.9695 | 0.6313 | 0.0028 | 0.9379 | 0.9890 | 0.0 | nan | 0.9787 | 0.8752 | 0.8130 | 0.9727 | 0.8245 | 0.0 | 0.8000 | 0.9629 | 0.4166 | 0.0028 | 0.7933 | 0.9153 | 0.0 |
| 0.054 | 143.64 | 1580 | 0.0851 | 0.6511 | 0.6953 | 0.9771 | nan | 0.9919 | 0.9474 | 0.9026 | 0.9873 | 0.8902 | 0.0 | 0.8168 | 0.9787 | 0.6303 | 0.0229 | 0.8949 | 0.9764 | 0.0 | nan | 0.9792 | 0.8839 | 0.8160 | 0.9741 | 0.8271 | 0.0 | 0.7928 | 0.9710 | 0.4205 | 0.0229 | 0.8237 | 0.9530 | 0.0 |
| 0.0538 | 145.45 | 1600 | 0.0863 | 0.6539 | 0.6978 | 0.9769 | nan | 0.9932 | 0.9493 | 0.8808 | 0.9874 | 0.8811 | 0.0 | 0.8404 | 0.9743 | 0.6038 | 0.0749 | 0.9027 | 0.9832 | 0.0 | nan | 0.9789 | 0.8816 | 0.8226 | 0.9736 | 0.8252 | 0.0 | 0.8106 | 0.9671 | 0.4111 | 0.0749 | 0.8138 | 0.9410 | 0.0 |
| 0.0553 | 147.27 | 1620 | 0.0900 | 0.6487 | 0.6923 | 0.9764 | nan | 0.9921 | 0.9533 | 0.8760 | 0.9868 | 0.8884 | 0.0 | 0.8422 | 0.9726 | 0.6472 | 0.0 | 0.8610 | 0.9802 | 0.0 | nan | 0.9790 | 0.8731 | 0.8220 | 0.9737 | 0.8307 | 0.0 | 0.8132 | 0.9638 | 0.4260 | 0.0 | 0.8079 | 0.9441 | 0.0 |
| 0.0475 | 149.09 | 1640 | 0.0850 | 0.6531 | 0.7045 | 0.9772 | nan | 0.9921 | 0.9504 | 0.9025 | 0.9847 | 0.9053 | 0.0 | 0.8488 | 0.9764 | 0.6332 | 0.0624 | 0.9157 | 0.9867 | 0.0 | nan | 0.9792 | 0.8844 | 0.8242 | 0.9740 | 0.8297 | 0.0 | 0.8054 | 0.9697 | 0.4214 | 0.0624 | 0.8092 | 0.9313 | 0.0 |
| 0.046 | 150.91 | 1660 | 0.0835 | 0.6581 | 0.7046 | 0.9778 | nan | 0.9925 | 0.9531 | 0.8980 | 0.9844 | 0.8964 | 0.0 | 0.8539 | 0.9814 | 0.6511 | 0.0612 | 0.9086 | 0.9788 | 0.0 | nan | 0.9792 | 0.8915 | 0.8260 | 0.9744 | 0.8322 | 0.0 | 0.8049 | 0.9728 | 0.4307 | 0.0612 | 0.8328 | 0.9491 | 0.0 |
| 0.0472 | 152.73 | 1680 | 0.0842 | 0.6565 | 0.7050 | 0.9774 | nan | 0.9927 | 0.9409 | 0.8948 | 0.9857 | 0.8900 | 0.0 | 0.8360 | 0.9859 | 0.6512 | 0.0712 | 0.9316 | 0.9845 | 0.0 | nan | 0.9787 | 0.8884 | 0.8210 | 0.9741 | 0.8296 | 0.0 | 0.8010 | 0.9748 | 0.4301 | 0.0712 | 0.8283 | 0.9377 | 0.0 |
| 0.047 | 154.55 | 1700 | 0.0895 | 0.6477 | 0.6973 | 0.9764 | nan | 0.9929 | 0.9457 | 0.8857 | 0.9876 | 0.8951 | 0.0 | 0.8400 | 0.9691 | 0.6246 | 0.0 | 0.9395 | 0.9848 | 0.0 | nan | 0.9786 | 0.8799 | 0.8180 | 0.9741 | 0.8284 | 0.0 | 0.8029 | 0.9623 | 0.4179 | 0.0 | 0.8250 | 0.9332 | 0.0 |
| 0.0449 | 156.36 | 1720 | 0.0923 | 0.6456 | 0.6960 | 0.9762 | nan | 0.9927 | 0.9528 | 0.8601 | 0.9872 | 0.8886 | 0.0 | 0.8539 | 0.9723 | 0.6287 | 0.0 | 0.9263 | 0.9854 | 0.0 | nan | 0.9791 | 0.8736 | 0.8005 | 0.9748 | 0.8344 | 0.0 | 0.8076 | 0.9662 | 0.4123 | 0.0 | 0.8087 | 0.9358 | 0.0 |
| 0.0485 | 158.18 | 1740 | 0.0888 | 0.6521 | 0.6963 | 0.9775 | nan | 0.9926 | 0.9479 | 0.9006 | 0.9892 | 0.8833 | 0.0 | 0.8442 | 0.9753 | 0.6389 | 0.0 | 0.9018 | 0.9776 | 0.0 | nan | 0.9798 | 0.8849 | 0.8284 | 0.9743 | 0.8297 | 0.0 | 0.8031 | 0.9680 | 0.4230 | 0.0 | 0.8396 | 0.9470 | 0.0 |
| 0.047 | 160.0 | 1760 | 0.0899 | 0.6512 | 0.7015 | 0.9771 | nan | 0.9918 | 0.9530 | 0.8939 | 0.9845 | 0.9084 | 0.0 | 0.8653 | 0.9783 | 0.6442 | 0.0 | 0.9134 | 0.9864 | 0.0 | nan | 0.9794 | 0.8832 | 0.8221 | 0.9743 | 0.8297 | 0.0 | 0.8039 | 0.9680 | 0.4282 | 0.0 | 0.8477 | 0.9295 | 0.0 |
| 0.0573 | 161.82 | 1780 | 0.0900 | 0.6508 | 0.6952 | 0.9766 | nan | 0.9931 | 0.9509 | 0.8661 | 0.9850 | 0.9008 | 0.0 | 0.8355 | 0.9767 | 0.6550 | 0.0 | 0.8974 | 0.9769 | 0.0 | nan | 0.9787 | 0.8782 | 0.8099 | 0.9747 | 0.8355 | 0.0 | 0.8020 | 0.9679 | 0.4319 | 0.0 | 0.8303 | 0.9518 | 0.0 |
| 0.0415 | 163.64 | 1800 | 0.0888 | 0.6489 | 0.6987 | 0.9768 | nan | 0.9937 | 0.9401 | 0.8667 | 0.9875 | 0.8987 | 0.0 | 0.8514 | 0.9774 | 0.6620 | 0.0 | 0.9185 | 0.9875 | 0.0 | nan | 0.9783 | 0.8812 | 0.8114 | 0.9746 | 0.8338 | 0.0 | 0.8022 | 0.9703 | 0.4376 | 0.0 | 0.8244 | 0.9224 | 0.0 |
| 0.0455 | 165.45 | 1820 | 0.0908 | 0.6474 | 0.6978 | 0.9765 | nan | 0.9930 | 0.9469 | 0.8557 | 0.9881 | 0.8875 | 0.0 | 0.8540 | 0.9778 | 0.6581 | 0.0 | 0.9226 | 0.9874 | 0.0 | nan | 0.9788 | 0.8756 | 0.7998 | 0.9749 | 0.8327 | 0.0 | 0.8104 | 0.9710 | 0.4316 | 0.0 | 0.8070 | 0.9345 | 0.0 |
| 0.0476 | 167.27 | 1840 | 0.0870 | 0.6521 | 0.6972 | 0.9773 | nan | 0.9928 | 0.9471 | 0.8736 | 0.9876 | 0.8920 | 0.0 | 0.8445 | 0.9823 | 0.6509 | 0.0 | 0.9084 | 0.9843 | 0.0 | nan | 0.9788 | 0.8840 | 0.8087 | 0.9754 | 0.8370 | 0.0 | 0.8069 | 0.9743 | 0.4316 | 0.0 | 0.8312 | 0.9496 | 0.0 |
| 0.0466 | 169.09 | 1860 | 0.0873 | 0.6527 | 0.7007 | 0.9771 | nan | 0.9934 | 0.9468 | 0.8779 | 0.9850 | 0.8997 | 0.0 | 0.8360 | 0.9793 | 0.6479 | 0.0466 | 0.9153 | 0.9807 | 0.0 | nan | 0.9784 | 0.8866 | 0.8097 | 0.9750 | 0.8353 | 0.0 | 0.7956 | 0.9725 | 0.4301 | 0.0466 | 0.8158 | 0.9392 | 0.0 |
| 0.0458 | 170.91 | 1880 | 0.0892 | 0.6493 | 0.6967 | 0.9766 | nan | 0.9925 | 0.9451 | 0.8769 | 0.9886 | 0.8944 | 0.0 | 0.8559 | 0.9753 | 0.6460 | 0.0 | 0.8972 | 0.9850 | 0.0 | nan | 0.9791 | 0.8766 | 0.8070 | 0.9745 | 0.8340 | 0.0 | 0.8086 | 0.9697 | 0.4269 | 0.0 | 0.8242 | 0.9402 | 0.0 |
| 0.0438 | 172.73 | 1900 | 0.0884 | 0.6493 | 0.7011 | 0.9770 | nan | 0.9921 | 0.9517 | 0.8792 | 0.9871 | 0.8968 | 0.0 | 0.8628 | 0.9778 | 0.6517 | 0.0 | 0.9245 | 0.9902 | 0.0 | nan | 0.9793 | 0.8782 | 0.8131 | 0.9752 | 0.8373 | 0.0 | 0.8123 | 0.9724 | 0.4300 | 0.0 | 0.8186 | 0.9245 | 0.0 |
| 0.0412 | 174.55 | 1920 | 0.0863 | 0.6519 | 0.6984 | 0.9775 | nan | 0.9930 | 0.9543 | 0.8828 | 0.9832 | 0.9010 | 0.0 | 0.8560 | 0.9819 | 0.6329 | 0.0 | 0.9123 | 0.9814 | 0.0 | nan | 0.9791 | 0.8850 | 0.8212 | 0.9745 | 0.8370 | 0.0 | 0.8093 | 0.9744 | 0.4213 | 0.0 | 0.8262 | 0.9469 | 0.0 |
| 0.0413 | 176.36 | 1940 | 0.0866 | 0.6535 | 0.6994 | 0.9777 | nan | 0.9923 | 0.9491 | 0.8948 | 0.9870 | 0.8848 | 0.0 | 0.8582 | 0.9835 | 0.6291 | 0.0 | 0.9329 | 0.9807 | 0.0 | nan | 0.9792 | 0.8866 | 0.8244 | 0.9751 | 0.8331 | 0.0 | 0.8170 | 0.9722 | 0.4239 | 0.0 | 0.8304 | 0.9531 | 0.0 |
| 0.0411 | 178.18 | 1960 | 0.0856 | 0.6541 | 0.7070 | 0.9777 | nan | 0.9917 | 0.9462 | 0.8965 | 0.9902 | 0.8767 | 0.0 | 0.8706 | 0.9804 | 0.6980 | 0.0255 | 0.9240 | 0.9908 | 0.0 | nan | 0.9793 | 0.8844 | 0.8266 | 0.9748 | 0.8333 | 0.0 | 0.8101 | 0.9735 | 0.4539 | 0.0255 | 0.8141 | 0.9283 | 0.0 |
| 0.044 | 180.0 | 1980 | 0.0848 | 0.6573 | 0.7119 | 0.9777 | nan | 0.9917 | 0.9502 | 0.8949 | 0.9878 | 0.8918 | 0.0 | 0.8804 | 0.9801 | 0.6919 | 0.0840 | 0.9151 | 0.9870 | 0.0 | nan | 0.9795 | 0.8862 | 0.8244 | 0.9749 | 0.8341 | 0.0 | 0.8058 | 0.9730 | 0.4499 | 0.0840 | 0.7933 | 0.9394 | 0.0 |
| 0.0437 | 181.82 | 2000 | 0.0900 | 0.6446 | 0.6968 | 0.9772 | nan | 0.9934 | 0.9472 | 0.8668 | 0.9872 | 0.9019 | 0.0 | 0.8430 | 0.9801 | 0.6367 | 0.0001 | 0.9181 | 0.9843 | 0.0 | nan | 0.9791 | 0.8825 | 0.8120 | 0.9752 | 0.8367 | 0.0 | 0.7932 | 0.9726 | 0.4278 | 0.0001 | 0.7565 | 0.9438 | 0.0 |
| 0.0384 | 183.64 | 2020 | 0.0892 | 0.6475 | 0.7018 | 0.9775 | nan | 0.9923 | 0.9459 | 0.8866 | 0.9890 | 0.8866 | 0.0 | 0.8772 | 0.9815 | 0.6549 | 0.0001 | 0.9199 | 0.9899 | 0.0 | nan | 0.9795 | 0.8839 | 0.8161 | 0.9752 | 0.8361 | 0.0 | 0.8166 | 0.9733 | 0.4355 | 0.0001 | 0.7822 | 0.9194 | 0.0 |
| 0.044 | 185.45 | 2040 | 0.0860 | 0.6523 | 0.6998 | 0.9779 | nan | 0.9936 | 0.9498 | 0.8754 | 0.9870 | 0.8974 | 0.0 | 0.8672 | 0.9808 | 0.6493 | 0.0001 | 0.9173 | 0.9792 | 0.0 | nan | 0.9793 | 0.8875 | 0.8213 | 0.9758 | 0.8396 | 0.0 | 0.8175 | 0.9736 | 0.4336 | 0.0001 | 0.7977 | 0.9538 | 0.0 |
| 0.0397 | 187.27 | 2060 | 0.0875 | 0.6470 | 0.6988 | 0.9778 | nan | 0.9942 | 0.9488 | 0.8691 | 0.9879 | 0.8919 | 0.0 | 0.8497 | 0.9779 | 0.6551 | 0.0004 | 0.9288 | 0.9801 | 0.0 | nan | 0.9793 | 0.8882 | 0.8197 | 0.9753 | 0.8392 | 0.0 | 0.8131 | 0.9727 | 0.4375 | 0.0004 | 0.7312 | 0.9548 | 0.0 |
| 0.0397 | 189.09 | 2080 | 0.0875 | 0.6525 | 0.7044 | 0.9776 | nan | 0.9912 | 0.9541 | 0.9009 | 0.9856 | 0.9121 | 0.0 | 0.8845 | 0.9806 | 0.6498 | 0.0020 | 0.9075 | 0.9886 | 0.0 | nan | 0.9797 | 0.8841 | 0.8202 | 0.9753 | 0.8369 | 0.0 | 0.8132 | 0.9733 | 0.4313 | 0.0020 | 0.8261 | 0.9399 | 0.0 |
| 0.0417 | 190.91 | 2100 | 0.0873 | 0.6534 | 0.7025 | 0.9775 | nan | 0.9912 | 0.9503 | 0.8970 | 0.9888 | 0.8964 | 0.0 | 0.8676 | 0.9803 | 0.6612 | 0.0068 | 0.9107 | 0.9823 | 0.0 | nan | 0.9795 | 0.8842 | 0.8107 | 0.9754 | 0.8354 | 0.0 | 0.8147 | 0.9743 | 0.4355 | 0.0068 | 0.8251 | 0.9528 | 0.0 |
| 0.0399 | 192.73 | 2120 | 0.0882 | 0.6500 | 0.6980 | 0.9773 | nan | 0.9934 | 0.9437 | 0.8780 | 0.9877 | 0.8983 | 0.0 | 0.8584 | 0.9787 | 0.6419 | 0.0012 | 0.9041 | 0.9883 | 0.0 | nan | 0.9792 | 0.8825 | 0.8114 | 0.9756 | 0.8374 | 0.0 | 0.8127 | 0.9729 | 0.4276 | 0.0012 | 0.8228 | 0.9266 | 0.0 |
| 0.0464 | 194.55 | 2140 | 0.0844 | 0.6580 | 0.7076 | 0.9780 | nan | 0.9926 | 0.9523 | 0.8899 | 0.9840 | 0.9078 | 0.0 | 0.8758 | 0.9843 | 0.6454 | 0.0559 | 0.9272 | 0.9834 | 0.0 | nan | 0.9795 | 0.8884 | 0.8239 | 0.9751 | 0.8369 | 0.0 | 0.8236 | 0.9746 | 0.4309 | 0.0559 | 0.8140 | 0.9517 | 0.0 |
| 0.0411 | 196.36 | 2160 | 0.0854 | 0.6545 | 0.7030 | 0.9779 | nan | 0.9915 | 0.9567 | 0.8874 | 0.9869 | 0.9026 | 0.0 | 0.8709 | 0.9824 | 0.6750 | 0.0 | 0.8975 | 0.9882 | 0.0 | nan | 0.9800 | 0.8839 | 0.8211 | 0.9755 | 0.8396 | 0.0 | 0.8254 | 0.9740 | 0.4417 | 0.0 | 0.8226 | 0.9451 | 0.0 |
| 0.0403 | 198.18 | 2180 | 0.0836 | 0.6629 | 0.7087 | 0.9782 | nan | 0.9916 | 0.9578 | 0.9090 | 0.9854 | 0.9005 | 0.0 | 0.8692 | 0.9803 | 0.6450 | 0.0800 | 0.9103 | 0.9836 | 0.0 | nan | 0.9798 | 0.8886 | 0.8302 | 0.9754 | 0.8401 | 0.0 | 0.8181 | 0.9746 | 0.4304 | 0.0800 | 0.8500 | 0.9507 | 0.0 |
| 0.0406 | 200.0 | 2200 | 0.0839 | 0.6630 | 0.7080 | 0.9785 | nan | 0.9926 | 0.9547 | 0.8981 | 0.9864 | 0.8965 | 0.0 | 0.8676 | 0.9818 | 0.6801 | 0.0503 | 0.9164 | 0.9801 | 0.0 | nan | 0.9800 | 0.8925 | 0.8295 | 0.9756 | 0.8386 | 0.0 | 0.8273 | 0.9747 | 0.4473 | 0.0503 | 0.8491 | 0.9536 | 0.0 |
| 0.0461 | 201.82 | 2220 | 0.0848 | 0.6569 | 0.7053 | 0.9783 | nan | 0.9922 | 0.9500 | 0.9119 | 0.9873 | 0.8954 | 0.0 | 0.8532 | 0.9811 | 0.6702 | 0.0088 | 0.9332 | 0.9859 | 0.0 | nan | 0.9803 | 0.8879 | 0.8326 | 0.9755 | 0.8393 | 0.0 | 0.8167 | 0.9734 | 0.4419 | 0.0088 | 0.8422 | 0.9411 | 0.0 |
| 0.0378 | 203.64 | 2240 | 0.0843 | 0.6612 | 0.7054 | 0.9786 | nan | 0.9931 | 0.9491 | 0.9147 | 0.9851 | 0.9041 | 0.0 | 0.8671 | 0.9814 | 0.6515 | 0.0503 | 0.8972 | 0.9763 | 0.0 | nan | 0.9802 | 0.8913 | 0.8343 | 0.9756 | 0.8420 | 0.0 | 0.8097 | 0.9746 | 0.4363 | 0.0503 | 0.8518 | 0.9497 | 0.0 |
| 0.036 | 205.45 | 2260 | 0.0828 | 0.6646 | 0.7107 | 0.9785 | nan | 0.9922 | 0.9493 | 0.9124 | 0.9867 | 0.9027 | 0.0 | 0.8772 | 0.9827 | 0.6611 | 0.0869 | 0.9032 | 0.9851 | 0.0 | nan | 0.9801 | 0.8922 | 0.8340 | 0.9758 | 0.8400 | 0.0 | 0.8202 | 0.9726 | 0.4404 | 0.0869 | 0.8512 | 0.9462 | 0.0 |
| 0.0397 | 207.27 | 2280 | 0.0810 | 0.6686 | 0.7164 | 0.9786 | nan | 0.9930 | 0.9487 | 0.9044 | 0.9861 | 0.8991 | 0.0 | 0.8824 | 0.9811 | 0.6631 | 0.1556 | 0.9174 | 0.9822 | 0.0 | nan | 0.9800 | 0.8932 | 0.8298 | 0.9756 | 0.8410 | 0.0 | 0.8116 | 0.9739 | 0.4364 | 0.1555 | 0.8424 | 0.9529 | 0.0 |
| 0.0402 | 209.09 | 2300 | 0.0834 | 0.6609 | 0.7088 | 0.9785 | nan | 0.9917 | 0.9523 | 0.9143 | 0.9870 | 0.9083 | 0.0 | 0.8851 | 0.9811 | 0.6983 | 0.0227 | 0.9036 | 0.9703 | 0.0 | nan | 0.9802 | 0.8917 | 0.8308 | 0.9759 | 0.8415 | 0.0 | 0.8208 | 0.9741 | 0.4528 | 0.0227 | 0.8459 | 0.9558 | 0.0 |
| 0.038 | 210.91 | 2320 | 0.0861 | 0.6599 | 0.7053 | 0.9783 | nan | 0.9931 | 0.9488 | 0.8902 | 0.9883 | 0.8966 | 0.0 | 0.8748 | 0.9797 | 0.6734 | 0.0308 | 0.9062 | 0.9864 | 0.0 | nan | 0.9796 | 0.8913 | 0.8260 | 0.9761 | 0.8421 | 0.0 | 0.8226 | 0.9735 | 0.4438 | 0.0308 | 0.8498 | 0.9433 | 0.0 |
| 0.0377 | 212.73 | 2340 | 0.0810 | 0.6689 | 0.7186 | 0.9787 | nan | 0.9925 | 0.9463 | 0.8974 | 0.9883 | 0.8965 | 0.0 | 0.8929 | 0.9845 | 0.7125 | 0.1251 | 0.9203 | 0.9851 | 0.0 | nan | 0.9800 | 0.8947 | 0.8285 | 0.9759 | 0.8397 | 0.0 | 0.8274 | 0.9744 | 0.4608 | 0.1250 | 0.8473 | 0.9417 | 0.0 |
| 0.0402 | 214.55 | 2360 | 0.0831 | 0.6611 | 0.7060 | 0.9785 | nan | 0.9927 | 0.9489 | 0.8975 | 0.9891 | 0.8952 | 0.0 | 0.8758 | 0.9818 | 0.6763 | 0.0397 | 0.8986 | 0.9822 | 0.0 | nan | 0.9801 | 0.8913 | 0.8291 | 0.9758 | 0.8401 | 0.0 | 0.8262 | 0.9752 | 0.4472 | 0.0397 | 0.8479 | 0.9422 | 0.0 |
| 0.0353 | 216.36 | 2380 | 0.0834 | 0.6600 | 0.7067 | 0.9784 | nan | 0.9934 | 0.9493 | 0.8897 | 0.9871 | 0.9062 | 0.0 | 0.8682 | 0.9806 | 0.6591 | 0.0568 | 0.9112 | 0.9858 | 0.0 | nan | 0.9796 | 0.8927 | 0.8267 | 0.9761 | 0.8410 | 0.0 | 0.8177 | 0.9748 | 0.4388 | 0.0568 | 0.8377 | 0.9375 | 0.0 |
| 0.0385 | 218.18 | 2400 | 0.0844 | 0.6565 | 0.7144 | 0.9781 | nan | 0.9907 | 0.9541 | 0.9213 | 0.9842 | 0.9103 | 0.0 | 0.8853 | 0.9828 | 0.6841 | 0.0634 | 0.9176 | 0.9932 | 0.0 | nan | 0.9801 | 0.8877 | 0.8297 | 0.9754 | 0.8416 | 0.0 | 0.8176 | 0.9736 | 0.4482 | 0.0634 | 0.8269 | 0.8902 | 0.0 |
| 0.0391 | 220.0 | 2420 | 0.0848 | 0.6604 | 0.7103 | 0.9785 | nan | 0.9921 | 0.9436 | 0.9143 | 0.9893 | 0.8993 | 0.0 | 0.8955 | 0.9837 | 0.6555 | 0.0499 | 0.9245 | 0.9856 | 0.0 | nan | 0.9801 | 0.8912 | 0.8329 | 0.9755 | 0.8427 | 0.0 | 0.8187 | 0.9755 | 0.4360 | 0.0499 | 0.8413 | 0.9411 | 0.0 |
| 0.0377 | 221.82 | 2440 | 0.0842 | 0.6619 | 0.7039 | 0.9786 | nan | 0.9936 | 0.9507 | 0.8851 | 0.9875 | 0.8976 | 0.0 | 0.8679 | 0.9831 | 0.6504 | 0.0490 | 0.9038 | 0.9818 | 0.0 | nan | 0.9797 | 0.8929 | 0.8294 | 0.9763 | 0.8440 | 0.0 | 0.8274 | 0.9757 | 0.4344 | 0.0490 | 0.8522 | 0.9432 | 0.0 |
| 0.0341 | 223.64 | 2460 | 0.0862 | 0.6567 | 0.7062 | 0.9786 | nan | 0.9931 | 0.9523 | 0.8956 | 0.9865 | 0.9035 | 0.0 | 0.8779 | 0.9813 | 0.6720 | 0.0068 | 0.9279 | 0.9839 | 0.0 | nan | 0.9801 | 0.8910 | 0.8312 | 0.9764 | 0.8449 | 0.0 | 0.8228 | 0.9747 | 0.4421 | 0.0068 | 0.8180 | 0.9491 | 0.0 |
| 0.0376 | 225.45 | 2480 | 0.0836 | 0.6592 | 0.7065 | 0.9786 | nan | 0.9926 | 0.9509 | 0.8982 | 0.9880 | 0.9004 | 0.0 | 0.8853 | 0.9823 | 0.6884 | 0.0116 | 0.8965 | 0.9902 | 0.0 | nan | 0.9801 | 0.8917 | 0.8318 | 0.9765 | 0.8455 | 0.0 | 0.8259 | 0.9744 | 0.4520 | 0.0116 | 0.8456 | 0.9340 | 0.0 |
| 0.0368 | 227.27 | 2500 | 0.0875 | 0.6535 | 0.6999 | 0.9780 | nan | 0.9931 | 0.9507 | 0.8859 | 0.9880 | 0.9006 | 0.0 | 0.8900 | 0.9780 | 0.6299 | 0.0032 | 0.9002 | 0.9790 | 0.0 | nan | 0.9799 | 0.8876 | 0.8168 | 0.9764 | 0.8447 | 0.0 | 0.8185 | 0.9733 | 0.4178 | 0.0032 | 0.8294 | 0.9480 | 0.0 |
| 0.0421 | 229.09 | 2520 | 0.0858 | 0.6576 | 0.7081 | 0.9782 | nan | 0.9926 | 0.9516 | 0.8937 | 0.9879 | 0.9120 | 0.0 | 0.8882 | 0.9768 | 0.6814 | 0.0202 | 0.9162 | 0.9847 | 0.0 | nan | 0.9801 | 0.8887 | 0.8294 | 0.9763 | 0.8432 | 0.0 | 0.8175 | 0.9699 | 0.4485 | 0.0202 | 0.8268 | 0.9480 | 0.0 |
| 0.0375 | 230.91 | 2540 | 0.0855 | 0.6602 | 0.7126 | 0.9786 | nan | 0.9923 | 0.9548 | 0.8877 | 0.9857 | 0.9147 | 0.0 | 0.8769 | 0.9833 | 0.7583 | 0.0100 | 0.9130 | 0.9866 | 0.0 | nan | 0.9802 | 0.8929 | 0.8264 | 0.9762 | 0.8426 | 0.0 | 0.8176 | 0.9735 | 0.4772 | 0.0100 | 0.8357 | 0.9508 | 0.0 |
| 0.0375 | 232.73 | 2560 | 0.0810 | 0.6640 | 0.7157 | 0.9794 | nan | 0.9925 | 0.9475 | 0.9059 | 0.9874 | 0.9053 | 0.0 | 0.8918 | 0.9896 | 0.7319 | 0.0381 | 0.9279 | 0.9861 | 0.0 | nan | 0.9806 | 0.8994 | 0.8331 | 0.9765 | 0.8454 | 0.0 | 0.8167 | 0.9780 | 0.4760 | 0.0381 | 0.8480 | 0.9402 | 0.0 |
| 0.0401 | 234.55 | 2580 | 0.0880 | 0.6553 | 0.7017 | 0.9776 | nan | 0.9925 | 0.9600 | 0.8894 | 0.9848 | 0.9043 | 0.0 | 0.8631 | 0.9742 | 0.6659 | 0.0036 | 0.8993 | 0.9850 | 0.0 | nan | 0.9798 | 0.8839 | 0.8221 | 0.9758 | 0.8444 | 0.0 | 0.8148 | 0.9678 | 0.4476 | 0.0036 | 0.8272 | 0.9517 | 0.0 |
| 0.0349 | 236.36 | 2600 | 0.0863 | 0.6590 | 0.7059 | 0.9786 | nan | 0.9926 | 0.9568 | 0.8923 | 0.9872 | 0.9080 | 0.0 | 0.8841 | 0.9800 | 0.6914 | 0.0045 | 0.9032 | 0.9767 | 0.0 | nan | 0.9804 | 0.8917 | 0.8284 | 0.9767 | 0.8447 | 0.0 | 0.8102 | 0.9735 | 0.4559 | 0.0045 | 0.8449 | 0.9559 | 0.0 |
| 0.0309 | 238.18 | 2620 | 0.0835 | 0.6605 | 0.7090 | 0.9785 | nan | 0.9928 | 0.9509 | 0.8950 | 0.9874 | 0.9060 | 0.0 | 0.8768 | 0.9810 | 0.6743 | 0.0605 | 0.9080 | 0.9841 | 0.0 | nan | 0.9798 | 0.8942 | 0.8249 | 0.9762 | 0.8425 | 0.0 | 0.8083 | 0.9743 | 0.4502 | 0.0605 | 0.8314 | 0.9441 | 0.0 |
| 0.0362 | 240.0 | 2640 | 0.0838 | 0.6608 | 0.7087 | 0.9788 | nan | 0.9925 | 0.9510 | 0.9072 | 0.9870 | 0.9123 | 0.0 | 0.8707 | 0.9817 | 0.6935 | 0.0217 | 0.9151 | 0.9810 | 0.0 | nan | 0.9804 | 0.8932 | 0.8332 | 0.9760 | 0.8434 | 0.0 | 0.8194 | 0.9741 | 0.4562 | 0.0217 | 0.8463 | 0.9463 | 0.0 |
| 0.0376 | 241.82 | 2660 | 0.0856 | 0.6580 | 0.7056 | 0.9786 | nan | 0.9932 | 0.9517 | 0.8892 | 0.9882 | 0.8934 | 0.0 | 0.8795 | 0.9807 | 0.6815 | 0.0101 | 0.9189 | 0.9861 | 0.0 | nan | 0.9804 | 0.8899 | 0.8323 | 0.9764 | 0.8454 | 0.0 | 0.8247 | 0.9718 | 0.4502 | 0.0101 | 0.8312 | 0.9411 | 0.0 |
| 0.035 | 243.64 | 2680 | 0.0856 | 0.6591 | 0.7068 | 0.9786 | nan | 0.9929 | 0.9505 | 0.9058 | 0.9876 | 0.8970 | 0.0 | 0.8672 | 0.9784 | 0.7012 | 0.0077 | 0.9109 | 0.9886 | 0.0 | nan | 0.9809 | 0.8890 | 0.8335 | 0.9765 | 0.8480 | 0.0 | 0.8282 | 0.9684 | 0.4650 | 0.0077 | 0.8289 | 0.9429 | 0.0 |
| 0.0342 | 245.45 | 2700 | 0.0832 | 0.6588 | 0.7080 | 0.9786 | nan | 0.9925 | 0.9542 | 0.8906 | 0.9888 | 0.8977 | 0.0 | 0.8798 | 0.9796 | 0.7188 | 0.0252 | 0.8903 | 0.9865 | 0.0 | nan | 0.9811 | 0.8883 | 0.8213 | 0.9765 | 0.8466 | 0.0 | 0.8208 | 0.9735 | 0.4699 | 0.0252 | 0.8197 | 0.9417 | 0.0 |
| 0.0351 | 247.27 | 2720 | 0.0825 | 0.6612 | 0.7155 | 0.9786 | nan | 0.9924 | 0.9499 | 0.8994 | 0.9890 | 0.8955 | 0.0 | 0.8941 | 0.9795 | 0.7119 | 0.0725 | 0.9277 | 0.9897 | 0.0 | nan | 0.9811 | 0.8865 | 0.8290 | 0.9763 | 0.8456 | 0.0 | 0.8203 | 0.9717 | 0.4658 | 0.0724 | 0.8137 | 0.9336 | 0.0 |
| 0.0325 | 249.09 | 2740 | 0.0829 | 0.6602 | 0.7026 | 0.9789 | nan | 0.9931 | 0.9534 | 0.8935 | 0.9891 | 0.8947 | 0.0 | 0.8761 | 0.9816 | 0.6643 | 0.0298 | 0.8853 | 0.9723 | 0.0 | nan | 0.9804 | 0.8924 | 0.8345 | 0.9764 | 0.8460 | 0.0 | 0.8191 | 0.9759 | 0.4438 | 0.0298 | 0.8280 | 0.9561 | 0.0 |
| 0.0359 | 250.91 | 2760 | 0.0836 | 0.6630 | 0.7101 | 0.9793 | nan | 0.9923 | 0.9567 | 0.9106 | 0.9872 | 0.9100 | 0.0 | 0.8775 | 0.9826 | 0.6926 | 0.0217 | 0.9187 | 0.9807 | 0.0 | nan | 0.9810 | 0.8949 | 0.8391 | 0.9766 | 0.8472 | 0.0 | 0.8281 | 0.9766 | 0.4555 | 0.0217 | 0.8421 | 0.9558 | 0.0 |
| 0.0391 | 252.73 | 2780 | 0.0826 | 0.6633 | 0.7110 | 0.9794 | nan | 0.9930 | 0.9508 | 0.9092 | 0.9878 | 0.8997 | 0.0 | 0.8720 | 0.9834 | 0.7021 | 0.0477 | 0.9119 | 0.9860 | 0.0 | nan | 0.9810 | 0.8958 | 0.8363 | 0.9767 | 0.8476 | 0.0 | 0.8224 | 0.9764 | 0.4628 | 0.0477 | 0.8320 | 0.9438 | 0.0 |
| 0.0368 | 254.55 | 2800 | 0.0839 | 0.6583 | 0.7057 | 0.9788 | nan | 0.9928 | 0.9476 | 0.9055 | 0.9884 | 0.9082 | 0.0 | 0.8918 | 0.9825 | 0.6432 | 0.0286 | 0.9000 | 0.9851 | 0.0 | nan | 0.9809 | 0.8896 | 0.8311 | 0.9766 | 0.8467 | 0.0 | 0.8230 | 0.9749 | 0.4279 | 0.0286 | 0.8317 | 0.9472 | 0.0 |
| 0.0384 | 256.36 | 2820 | 0.0816 | 0.6632 | 0.7097 | 0.9794 | nan | 0.9931 | 0.9488 | 0.9034 | 0.9887 | 0.9022 | 0.0 | 0.8797 | 0.9851 | 0.7006 | 0.0271 | 0.9109 | 0.9860 | 0.0 | nan | 0.9807 | 0.8971 | 0.8366 | 0.9768 | 0.8454 | 0.0 | 0.8258 | 0.9775 | 0.4644 | 0.0271 | 0.8410 | 0.9497 | 0.0 |
| 0.0387 | 258.18 | 2840 | 0.0830 | 0.6601 | 0.7076 | 0.9791 | nan | 0.9935 | 0.9480 | 0.8908 | 0.9890 | 0.8978 | 0.0 | 0.8845 | 0.9845 | 0.6822 | 0.0145 | 0.9281 | 0.9858 | 0.0 | nan | 0.9804 | 0.8938 | 0.8345 | 0.9768 | 0.8468 | 0.0 | 0.8306 | 0.9768 | 0.4522 | 0.0144 | 0.8341 | 0.9412 | 0.0 |
| 0.0391 | 260.0 | 2860 | 0.0828 | 0.6615 | 0.7077 | 0.9793 | nan | 0.9935 | 0.9517 | 0.9006 | 0.9866 | 0.9141 | 0.0 | 0.8847 | 0.9840 | 0.6715 | 0.0202 | 0.9089 | 0.9846 | 0.0 | nan | 0.9809 | 0.8957 | 0.8385 | 0.9767 | 0.8483 | 0.0 | 0.8269 | 0.9768 | 0.4456 | 0.0202 | 0.8406 | 0.9496 | 0.0 |
| 0.0383 | 261.82 | 2880 | 0.0830 | 0.6591 | 0.7070 | 0.9791 | nan | 0.9921 | 0.9548 | 0.9170 | 0.9865 | 0.9097 | 0.0 | 0.8922 | 0.9840 | 0.6490 | 0.0169 | 0.9007 | 0.9886 | 0.0 | nan | 0.9811 | 0.8915 | 0.8404 | 0.9767 | 0.8483 | 0.0 | 0.8274 | 0.9761 | 0.4296 | 0.0169 | 0.8433 | 0.9374 | 0.0 |
| 0.0424 | 263.64 | 2900 | 0.0831 | 0.6609 | 0.7068 | 0.9792 | nan | 0.9931 | 0.9543 | 0.9003 | 0.9873 | 0.9039 | 0.0 | 0.8838 | 0.9823 | 0.6691 | 0.0178 | 0.9119 | 0.9846 | 0.0 | nan | 0.9805 | 0.8963 | 0.8344 | 0.9769 | 0.8472 | 0.0 | 0.8241 | 0.9769 | 0.4430 | 0.0178 | 0.8435 | 0.9508 | 0.0 |
| 0.0343 | 265.45 | 2920 | 0.0844 | 0.6592 | 0.7068 | 0.9790 | nan | 0.9929 | 0.9542 | 0.9045 | 0.9878 | 0.9082 | 0.0 | 0.8915 | 0.9789 | 0.6700 | 0.0159 | 0.8997 | 0.9845 | 0.0 | nan | 0.9809 | 0.8918 | 0.8368 | 0.9768 | 0.8478 | 0.0 | 0.8265 | 0.9738 | 0.4467 | 0.0159 | 0.8214 | 0.9507 | 0.0 |
| 0.0373 | 267.27 | 2940 | 0.0872 | 0.6591 | 0.7069 | 0.9789 | nan | 0.9930 | 0.9561 | 0.8906 | 0.9885 | 0.8908 | 0.0 | 0.8880 | 0.9806 | 0.7061 | 0.0153 | 0.8981 | 0.9824 | 0.0 | nan | 0.9812 | 0.8880 | 0.8317 | 0.9768 | 0.8479 | 0.0 | 0.8273 | 0.9748 | 0.4644 | 0.0153 | 0.8106 | 0.9507 | 0.0 |
| 0.0357 | 269.09 | 2960 | 0.0843 | 0.6610 | 0.7073 | 0.9791 | nan | 0.9928 | 0.9552 | 0.9012 | 0.9872 | 0.9078 | 0.0 | 0.8697 | 0.9823 | 0.6832 | 0.0162 | 0.9137 | 0.9852 | 0.0 | nan | 0.9808 | 0.8931 | 0.8370 | 0.9769 | 0.8483 | 0.0 | 0.8239 | 0.9750 | 0.4540 | 0.0162 | 0.8370 | 0.9509 | 0.0 |
| 0.0337 | 270.91 | 2980 | 0.0845 | 0.6601 | 0.7086 | 0.9791 | nan | 0.9923 | 0.9598 | 0.9059 | 0.9862 | 0.9100 | 0.0 | 0.8763 | 0.9803 | 0.7154 | 0.0175 | 0.8821 | 0.9858 | 0.0 | nan | 0.9813 | 0.8903 | 0.8385 | 0.9768 | 0.8489 | 0.0 | 0.8203 | 0.9740 | 0.4653 | 0.0175 | 0.8205 | 0.9484 | 0.0 |
| 0.0339 | 272.73 | 3000 | 0.0830 | 0.6632 | 0.7100 | 0.9795 | nan | 0.9938 | 0.9538 | 0.8848 | 0.9858 | 0.9122 | 0.0 | 0.8904 | 0.9870 | 0.7002 | 0.0340 | 0.9071 | 0.9808 | 0.0 | nan | 0.9806 | 0.8994 | 0.8315 | 0.9766 | 0.8465 | 0.0 | 0.8341 | 0.9796 | 0.4607 | 0.0339 | 0.8282 | 0.9510 | 0.0 |
| 0.0394 | 274.55 | 3020 | 0.0846 | 0.6620 | 0.7093 | 0.9791 | nan | 0.9923 | 0.9555 | 0.9083 | 0.9880 | 0.9003 | 0.0 | 0.8880 | 0.9816 | 0.7051 | 0.0241 | 0.9006 | 0.9766 | 0.0 | nan | 0.9811 | 0.8900 | 0.8383 | 0.9771 | 0.8488 | 0.0 | 0.8293 | 0.9749 | 0.4630 | 0.0241 | 0.8239 | 0.9556 | 0.0 |
| 0.0363 | 276.36 | 3040 | 0.0841 | 0.6617 | 0.7077 | 0.9791 | nan | 0.9931 | 0.9551 | 0.9035 | 0.9859 | 0.9143 | 0.0 | 0.8886 | 0.9810 | 0.6672 | 0.0332 | 0.8984 | 0.9799 | 0.0 | nan | 0.9808 | 0.8916 | 0.8391 | 0.9769 | 0.8470 | 0.0 | 0.8331 | 0.9750 | 0.4427 | 0.0332 | 0.8277 | 0.9555 | 0.0 |
| 0.0339 | 278.18 | 3060 | 0.0821 | 0.6654 | 0.7160 | 0.9794 | nan | 0.9926 | 0.9496 | 0.9084 | 0.9888 | 0.9053 | 0.0 | 0.9075 | 0.9836 | 0.7101 | 0.0473 | 0.9265 | 0.9884 | 0.0 | nan | 0.9808 | 0.8957 | 0.8385 | 0.9769 | 0.8480 | 0.0 | 0.8256 | 0.9767 | 0.4627 | 0.0472 | 0.8515 | 0.9470 | 0.0 |
| 0.0383 | 280.0 | 3080 | 0.0824 | 0.6654 | 0.7145 | 0.9796 | nan | 0.9915 | 0.9521 | 0.9197 | 0.9892 | 0.9016 | 0.0 | 0.8903 | 0.9870 | 0.7172 | 0.0360 | 0.9146 | 0.9891 | 0.0 | nan | 0.9810 | 0.8973 | 0.8384 | 0.9770 | 0.8484 | 0.0 | 0.8252 | 0.9781 | 0.4706 | 0.0360 | 0.8534 | 0.9451 | 0.0 |
| 0.0381 | 281.82 | 3100 | 0.0820 | 0.6664 | 0.7131 | 0.9797 | nan | 0.9930 | 0.9512 | 0.9047 | 0.9877 | 0.9023 | 0.0 | 0.8841 | 0.9872 | 0.7214 | 0.0462 | 0.9084 | 0.9840 | 0.0 | nan | 0.9807 | 0.8990 | 0.8367 | 0.9771 | 0.8504 | 0.0 | 0.8331 | 0.9797 | 0.4660 | 0.0462 | 0.8483 | 0.9457 | 0.0 |
| 0.0363 | 283.64 | 3120 | 0.0841 | 0.6636 | 0.7140 | 0.9793 | nan | 0.9930 | 0.9546 | 0.9055 | 0.9863 | 0.9069 | 0.0 | 0.9100 | 0.9816 | 0.6941 | 0.0345 | 0.9313 | 0.9844 | 0.0 | nan | 0.9808 | 0.8941 | 0.8399 | 0.9769 | 0.8496 | 0.0 | 0.8251 | 0.9754 | 0.4583 | 0.0345 | 0.8438 | 0.9485 | 0.0 |
| 0.0355 | 285.45 | 3140 | 0.0826 | 0.6662 | 0.7163 | 0.9792 | nan | 0.9920 | 0.9529 | 0.9220 | 0.9863 | 0.9100 | 0.0 | 0.8870 | 0.9822 | 0.7147 | 0.0579 | 0.9169 | 0.9902 | 0.0 | nan | 0.9807 | 0.8939 | 0.8401 | 0.9770 | 0.8487 | 0.0 | 0.8326 | 0.9753 | 0.4667 | 0.0578 | 0.8519 | 0.9364 | 0.0 |
| 0.043 | 287.27 | 3160 | 0.0817 | 0.6659 | 0.7115 | 0.9796 | nan | 0.9927 | 0.9564 | 0.9080 | 0.9861 | 0.9125 | 0.0 | 0.8793 | 0.9855 | 0.7131 | 0.0350 | 0.8965 | 0.9842 | 0.0 | nan | 0.9811 | 0.8955 | 0.8419 | 0.9768 | 0.8502 | 0.0 | 0.8264 | 0.9787 | 0.4704 | 0.0349 | 0.8480 | 0.9522 | 0.0 |
| 0.0323 | 289.09 | 3180 | 0.0826 | 0.6673 | 0.7159 | 0.9796 | nan | 0.9927 | 0.9570 | 0.9020 | 0.9864 | 0.9132 | 0.0 | 0.8965 | 0.9843 | 0.7311 | 0.0395 | 0.9210 | 0.9835 | 0.0 | nan | 0.9811 | 0.8975 | 0.8390 | 0.9768 | 0.8482 | 0.0 | 0.8288 | 0.9776 | 0.4764 | 0.0395 | 0.8588 | 0.9510 | 0.0 |
| 0.0325 | 290.91 | 3200 | 0.0826 | 0.6673 | 0.7163 | 0.9796 | nan | 0.9926 | 0.9496 | 0.9116 | 0.9884 | 0.9064 | 0.0 | 0.9004 | 0.9858 | 0.7125 | 0.0527 | 0.9233 | 0.9883 | 0.0 | nan | 0.9808 | 0.8967 | 0.8401 | 0.9771 | 0.8492 | 0.0 | 0.8369 | 0.9791 | 0.4654 | 0.0527 | 0.8502 | 0.9467 | 0.0 |
| 0.0399 | 292.73 | 3220 | 0.0816 | 0.6685 | 0.7184 | 0.9796 | nan | 0.9922 | 0.9519 | 0.9184 | 0.9880 | 0.9027 | 0.0 | 0.8971 | 0.9853 | 0.7090 | 0.0883 | 0.9192 | 0.9870 | 0.0 | nan | 0.9810 | 0.8969 | 0.8406 | 0.9771 | 0.8475 | 0.0 | 0.8299 | 0.9786 | 0.4655 | 0.0882 | 0.8509 | 0.9347 | 0.0 |
| 0.0371 | 294.55 | 3240 | 0.0835 | 0.6646 | 0.7112 | 0.9792 | nan | 0.9935 | 0.9513 | 0.8942 | 0.9882 | 0.9037 | 0.0 | 0.8866 | 0.9819 | 0.6945 | 0.0492 | 0.9187 | 0.9841 | 0.0 | nan | 0.9805 | 0.8940 | 0.8363 | 0.9773 | 0.8483 | 0.0 | 0.8277 | 0.9763 | 0.4585 | 0.0492 | 0.8460 | 0.9455 | 0.0 |
| 0.0321 | 296.36 | 3260 | 0.0824 | 0.6643 | 0.7131 | 0.9795 | nan | 0.9930 | 0.9487 | 0.9011 | 0.9894 | 0.9034 | 0.0 | 0.9110 | 0.9859 | 0.6915 | 0.0443 | 0.9183 | 0.9835 | 0.0 | nan | 0.9807 | 0.8967 | 0.8373 | 0.9771 | 0.8492 | 0.0 | 0.8269 | 0.9789 | 0.4582 | 0.0442 | 0.8347 | 0.9524 | 0.0 |
| 0.0374 | 298.18 | 3280 | 0.0815 | 0.6681 | 0.7136 | 0.9795 | nan | 0.9929 | 0.9528 | 0.9074 | 0.9871 | 0.9110 | 0.0 | 0.9045 | 0.9852 | 0.6557 | 0.0930 | 0.9222 | 0.9650 | 0.0 | nan | 0.9805 | 0.8984 | 0.8353 | 0.9773 | 0.8497 | 0.0 | 0.8361 | 0.9783 | 0.4413 | 0.0930 | 0.8447 | 0.9503 | 0.0 |
| 0.0336 | 300.0 | 3300 | 0.0822 | 0.6696 | 0.7173 | 0.9796 | nan | 0.9932 | 0.9557 | 0.8945 | 0.9867 | 0.9098 | 0.0 | 0.8913 | 0.9848 | 0.7229 | 0.0699 | 0.9302 | 0.9857 | 0.0 | nan | 0.9808 | 0.8979 | 0.8347 | 0.9772 | 0.8520 | 0.0 | 0.8377 | 0.9783 | 0.4738 | 0.0697 | 0.8470 | 0.9551 | 0.0 |
| 0.0388 | 301.82 | 3320 | 0.0830 | 0.6660 | 0.7151 | 0.9797 | nan | 0.9930 | 0.9567 | 0.8974 | 0.9865 | 0.9165 | 0.0 | 0.8798 | 0.9837 | 0.7495 | 0.0542 | 0.8881 | 0.9906 | 0.0 | nan | 0.9811 | 0.8966 | 0.8403 | 0.9773 | 0.8512 | 0.0 | 0.8283 | 0.9782 | 0.4803 | 0.0542 | 0.8370 | 0.9339 | 0.0 |
| 0.0356 | 303.64 | 3340 | 0.0813 | 0.6726 | 0.7240 | 0.9799 | nan | 0.9921 | 0.9534 | 0.9135 | 0.9879 | 0.9112 | 0.0 | 0.9006 | 0.9862 | 0.7526 | 0.1197 | 0.9077 | 0.9874 | 0.0 | nan | 0.9815 | 0.8984 | 0.8429 | 0.9774 | 0.8511 | 0.0 | 0.8345 | 0.9780 | 0.4815 | 0.1196 | 0.8547 | 0.9249 | 0.0 |
| 0.0323 | 305.45 | 3360 | 0.0825 | 0.6701 | 0.7158 | 0.9798 | nan | 0.9938 | 0.9530 | 0.8949 | 0.9862 | 0.9125 | 0.0 | 0.9012 | 0.9855 | 0.7135 | 0.0907 | 0.9004 | 0.9733 | 0.0 | nan | 0.9809 | 0.8995 | 0.8383 | 0.9773 | 0.8512 | 0.0 | 0.8329 | 0.9780 | 0.4644 | 0.0906 | 0.8452 | 0.9529 | 0.0 |
| 0.0367 | 307.27 | 3380 | 0.0831 | 0.6658 | 0.7142 | 0.9797 | nan | 0.9917 | 0.9525 | 0.9196 | 0.9893 | 0.9012 | 0.0 | 0.9058 | 0.9867 | 0.7039 | 0.0355 | 0.9119 | 0.9866 | 0.0 | nan | 0.9812 | 0.8965 | 0.8430 | 0.9771 | 0.8507 | 0.0 | 0.8337 | 0.9776 | 0.4625 | 0.0355 | 0.8482 | 0.9493 | 0.0 |
| 0.033 | 309.09 | 3400 | 0.0839 | 0.6687 | 0.7169 | 0.9797 | nan | 0.9931 | 0.9521 | 0.9057 | 0.9874 | 0.9076 | 0.0 | 0.8990 | 0.9857 | 0.7082 | 0.0814 | 0.9157 | 0.9843 | 0.0 | nan | 0.9808 | 0.8982 | 0.8403 | 0.9774 | 0.8518 | 0.0 | 0.8302 | 0.9794 | 0.4616 | 0.0812 | 0.8460 | 0.9456 | 0.0 |
| 0.03 | 310.91 | 3420 | 0.0843 | 0.6704 | 0.7188 | 0.9796 | nan | 0.9919 | 0.9574 | 0.9201 | 0.9862 | 0.9135 | 0.0 | 0.8970 | 0.9833 | 0.7203 | 0.0881 | 0.9062 | 0.9808 | 0.0 | nan | 0.9811 | 0.8967 | 0.8413 | 0.9772 | 0.8509 | 0.0 | 0.8305 | 0.9770 | 0.4693 | 0.0879 | 0.8459 | 0.9570 | 0.0 |
| 0.0325 | 312.73 | 3440 | 0.0837 | 0.6685 | 0.7154 | 0.9799 | nan | 0.9934 | 0.9514 | 0.9019 | 0.9878 | 0.9072 | 0.0 | 0.9010 | 0.9857 | 0.7073 | 0.0734 | 0.9050 | 0.9855 | 0.0 | nan | 0.9810 | 0.9008 | 0.8367 | 0.9774 | 0.8511 | 0.0 | 0.8293 | 0.9793 | 0.4618 | 0.0733 | 0.8458 | 0.9533 | 0.0 |
| 0.0349 | 314.55 | 3460 | 0.0830 | 0.6693 | 0.7189 | 0.9798 | nan | 0.9925 | 0.9550 | 0.9153 | 0.9889 | 0.8999 | 0.0 | 0.8921 | 0.9822 | 0.7168 | 0.0903 | 0.9286 | 0.9843 | 0.0 | nan | 0.9812 | 0.9011 | 0.8372 | 0.9776 | 0.8501 | 0.0 | 0.8364 | 0.9771 | 0.4651 | 0.0902 | 0.8333 | 0.9518 | 0.0 |
| 0.0335 | 316.36 | 3480 | 0.0832 | 0.6670 | 0.7149 | 0.9798 | nan | 0.9934 | 0.9505 | 0.9023 | 0.9873 | 0.9074 | 0.0 | 0.9016 | 0.9869 | 0.7127 | 0.0649 | 0.9006 | 0.9862 | 0.0 | nan | 0.9810 | 0.9002 | 0.8368 | 0.9773 | 0.8521 | 0.0 | 0.8417 | 0.9790 | 0.4665 | 0.0647 | 0.8368 | 0.9353 | 0.0 |
| 0.0352 | 318.18 | 3500 | 0.0838 | 0.6657 | 0.7119 | 0.9795 | nan | 0.9927 | 0.9543 | 0.9091 | 0.9870 | 0.9095 | 0.0 | 0.8942 | 0.9838 | 0.7181 | 0.0459 | 0.8762 | 0.9835 | 0.0 | nan | 0.9809 | 0.8966 | 0.8390 | 0.9774 | 0.8525 | 0.0 | 0.8298 | 0.9767 | 0.4687 | 0.0458 | 0.8331 | 0.9537 | 0.0 |
| 0.0345 | 320.0 | 3520 | 0.0844 | 0.6682 | 0.7150 | 0.9797 | nan | 0.9929 | 0.9530 | 0.9081 | 0.9874 | 0.9133 | 0.0 | 0.9066 | 0.9836 | 0.7079 | 0.0647 | 0.8968 | 0.9804 | 0.0 | nan | 0.9808 | 0.8988 | 0.8393 | 0.9773 | 0.8510 | 0.0 | 0.8332 | 0.9776 | 0.4651 | 0.0646 | 0.8432 | 0.9556 | 0.0 |
| 0.0391 | 321.82 | 3540 | 0.0839 | 0.6676 | 0.7146 | 0.9799 | nan | 0.9936 | 0.9534 | 0.9030 | 0.9857 | 0.9160 | 0.0 | 0.9098 | 0.9862 | 0.7059 | 0.0520 | 0.8988 | 0.9860 | 0.0 | nan | 0.9811 | 0.8992 | 0.8427 | 0.9771 | 0.8524 | 0.0 | 0.8337 | 0.9793 | 0.4620 | 0.0520 | 0.8478 | 0.9514 | 0.0 |
| 0.0336 | 323.64 | 3560 | 0.0838 | 0.6681 | 0.7145 | 0.9798 | nan | 0.9934 | 0.9548 | 0.9082 | 0.9862 | 0.9166 | 0.0 | 0.8975 | 0.9818 | 0.7104 | 0.0560 | 0.9002 | 0.9831 | 0.0 | nan | 0.9816 | 0.8956 | 0.8447 | 0.9772 | 0.8522 | 0.0 | 0.8382 | 0.9752 | 0.4677 | 0.0559 | 0.8481 | 0.9493 | 0.0 |
| 0.0346 | 325.45 | 3580 | 0.0818 | 0.6717 | 0.7160 | 0.9799 | nan | 0.9931 | 0.9544 | 0.9039 | 0.9876 | 0.9085 | 0.0 | 0.8858 | 0.9845 | 0.7112 | 0.1194 | 0.8786 | 0.9812 | 0.0 | nan | 0.9811 | 0.8995 | 0.8397 | 0.9773 | 0.8543 | 0.0 | 0.8331 | 0.9768 | 0.4675 | 0.1192 | 0.8298 | 0.9540 | 0.0 |
| 0.0352 | 327.27 | 3600 | 0.0833 | 0.6668 | 0.7124 | 0.9797 | nan | 0.9932 | 0.9528 | 0.9048 | 0.9871 | 0.9154 | 0.0 | 0.8966 | 0.9850 | 0.6883 | 0.0641 | 0.8915 | 0.9818 | 0.0 | nan | 0.9811 | 0.8984 | 0.8376 | 0.9772 | 0.8517 | 0.0 | 0.8309 | 0.9784 | 0.4574 | 0.0641 | 0.8394 | 0.9524 | 0.0 |
| 0.0319 | 329.09 | 3620 | 0.0845 | 0.6671 | 0.7174 | 0.9797 | nan | 0.9919 | 0.9551 | 0.9202 | 0.9877 | 0.9112 | 0.0 | 0.8970 | 0.9831 | 0.7500 | 0.0384 | 0.9066 | 0.9851 | 0.0 | nan | 0.9815 | 0.8954 | 0.8420 | 0.9776 | 0.8538 | 0.0 | 0.8304 | 0.9769 | 0.4793 | 0.0384 | 0.8426 | 0.9547 | 0.0 |
| 0.0336 | 330.91 | 3640 | 0.0818 | 0.6728 | 0.7215 | 0.9800 | nan | 0.9931 | 0.9519 | 0.9099 | 0.9876 | 0.9123 | 0.0 | 0.9019 | 0.9838 | 0.7339 | 0.1136 | 0.9043 | 0.9873 | 0.0 | nan | 0.9814 | 0.8987 | 0.8428 | 0.9775 | 0.8533 | 0.0 | 0.8334 | 0.9770 | 0.4779 | 0.1133 | 0.8388 | 0.9519 | 0.0 |
| 0.0337 | 332.73 | 3660 | 0.0838 | 0.6715 | 0.7202 | 0.9797 | nan | 0.9934 | 0.9504 | 0.9035 | 0.9877 | 0.9139 | 0.0 | 0.9029 | 0.9822 | 0.7108 | 0.1165 | 0.9144 | 0.9863 | 0.0 | nan | 0.9810 | 0.8976 | 0.8403 | 0.9775 | 0.8521 | 0.0 | 0.8339 | 0.9757 | 0.4644 | 0.1160 | 0.8384 | 0.9529 | 0.0 |
| 0.0345 | 334.55 | 3680 | 0.0830 | 0.6716 | 0.7203 | 0.9799 | nan | 0.9928 | 0.9494 | 0.9115 | 0.9894 | 0.9022 | 0.0 | 0.8938 | 0.9844 | 0.7401 | 0.1050 | 0.9091 | 0.9856 | 0.0 | nan | 0.9812 | 0.8972 | 0.8435 | 0.9776 | 0.8533 | 0.0 | 0.8323 | 0.9771 | 0.4743 | 0.1044 | 0.8354 | 0.9549 | 0.0 |
| 0.0308 | 336.36 | 3700 | 0.0844 | 0.6669 | 0.7137 | 0.9797 | nan | 0.9928 | 0.9555 | 0.9154 | 0.9857 | 0.9120 | 0.0 | 0.8952 | 0.9849 | 0.6996 | 0.0588 | 0.8942 | 0.9844 | 0.0 | nan | 0.9813 | 0.8952 | 0.8455 | 0.9771 | 0.8533 | 0.0 | 0.8336 | 0.9774 | 0.4615 | 0.0587 | 0.8367 | 0.9489 | 0.0 |
| 0.0302 | 338.18 | 3720 | 0.0838 | 0.6667 | 0.7130 | 0.9798 | nan | 0.9932 | 0.9546 | 0.9021 | 0.9882 | 0.9072 | 0.0 | 0.8943 | 0.9840 | 0.7031 | 0.0535 | 0.9043 | 0.9852 | 0.0 | nan | 0.9814 | 0.8968 | 0.8428 | 0.9776 | 0.8535 | 0.0 | 0.8313 | 0.9774 | 0.4621 | 0.0533 | 0.8439 | 0.9475 | 0.0 |
| 0.0301 | 340.0 | 3740 | 0.0841 | 0.6695 | 0.7134 | 0.9799 | nan | 0.9933 | 0.9544 | 0.9042 | 0.9873 | 0.9094 | 0.0 | 0.8942 | 0.9848 | 0.6984 | 0.0769 | 0.8944 | 0.9774 | 0.0 | nan | 0.9812 | 0.8982 | 0.8419 | 0.9777 | 0.8543 | 0.0 | 0.8346 | 0.9778 | 0.4603 | 0.0767 | 0.8427 | 0.9577 | 0.0 |
| 0.0285 | 341.82 | 3760 | 0.0843 | 0.6706 | 0.7172 | 0.9798 | nan | 0.9931 | 0.9518 | 0.9109 | 0.9878 | 0.9104 | 0.0 | 0.9037 | 0.9828 | 0.6922 | 0.0964 | 0.9102 | 0.9836 | 0.0 | nan | 0.9811 | 0.8977 | 0.8430 | 0.9776 | 0.8536 | 0.0 | 0.8300 | 0.9764 | 0.4557 | 0.0961 | 0.8528 | 0.9531 | 0.0 |
| 0.0382 | 343.64 | 3780 | 0.0854 | 0.6670 | 0.7118 | 0.9797 | nan | 0.9938 | 0.9509 | 0.9013 | 0.9879 | 0.9098 | 0.0 | 0.8912 | 0.9826 | 0.6746 | 0.0703 | 0.9039 | 0.9871 | 0.0 | nan | 0.9808 | 0.8979 | 0.8413 | 0.9776 | 0.8539 | 0.0 | 0.8297 | 0.9768 | 0.4482 | 0.0702 | 0.8457 | 0.9491 | 0.0 |
| 0.0316 | 345.45 | 3800 | 0.0838 | 0.6690 | 0.7170 | 0.9799 | nan | 0.9928 | 0.9526 | 0.9139 | 0.9878 | 0.9132 | 0.0 | 0.8975 | 0.9844 | 0.7144 | 0.0762 | 0.9002 | 0.9884 | 0.0 | nan | 0.9814 | 0.8982 | 0.8437 | 0.9776 | 0.8537 | 0.0 | 0.8346 | 0.9776 | 0.4685 | 0.0761 | 0.8439 | 0.9417 | 0.0 |
| 0.03 | 347.27 | 3820 | 0.0828 | 0.6709 | 0.7159 | 0.9799 | nan | 0.9938 | 0.9521 | 0.9017 | 0.9876 | 0.9069 | 0.0 | 0.9003 | 0.9840 | 0.7115 | 0.0878 | 0.8999 | 0.9810 | 0.0 | nan | 0.9813 | 0.8981 | 0.8430 | 0.9775 | 0.8546 | 0.0 | 0.8387 | 0.9774 | 0.4669 | 0.0876 | 0.8428 | 0.9537 | 0.0 |
| 0.0333 | 349.09 | 3840 | 0.0844 | 0.6671 | 0.7147 | 0.9797 | nan | 0.9930 | 0.9546 | 0.9114 | 0.9875 | 0.9084 | 0.0 | 0.8952 | 0.9817 | 0.7053 | 0.0653 | 0.9007 | 0.9877 | 0.0 | nan | 0.9814 | 0.8937 | 0.8461 | 0.9777 | 0.8551 | 0.0 | 0.8344 | 0.9762 | 0.4611 | 0.0651 | 0.8312 | 0.9503 | 0.0 |
| 0.0319 | 350.91 | 3860 | 0.0840 | 0.6684 | 0.7152 | 0.9799 | nan | 0.9926 | 0.9528 | 0.9167 | 0.9881 | 0.9058 | 0.0 | 0.8987 | 0.9853 | 0.6963 | 0.0739 | 0.9041 | 0.9834 | 0.0 | nan | 0.9811 | 0.8984 | 0.8414 | 0.9775 | 0.8540 | 0.0 | 0.8329 | 0.9791 | 0.4581 | 0.0737 | 0.8379 | 0.9547 | 0.0 |
| 0.0308 | 352.73 | 3880 | 0.0837 | 0.6681 | 0.7146 | 0.9797 | nan | 0.9923 | 0.9530 | 0.9171 | 0.9880 | 0.9132 | 0.0 | 0.9054 | 0.9855 | 0.6735 | 0.0863 | 0.8883 | 0.9869 | 0.0 | nan | 0.9810 | 0.8961 | 0.8433 | 0.9775 | 0.8534 | 0.0 | 0.8349 | 0.9793 | 0.4456 | 0.0860 | 0.8334 | 0.9542 | 0.0 |
| 0.0359 | 354.55 | 3900 | 0.0843 | 0.6680 | 0.7124 | 0.9798 | nan | 0.9931 | 0.9563 | 0.9074 | 0.9864 | 0.9137 | 0.0 | 0.8989 | 0.9841 | 0.6872 | 0.0682 | 0.8805 | 0.9850 | 0.0 | nan | 0.9811 | 0.8974 | 0.8424 | 0.9774 | 0.8543 | 0.0 | 0.8335 | 0.9783 | 0.4543 | 0.0681 | 0.8375 | 0.9594 | 0.0 |
| 0.0389 | 356.36 | 3920 | 0.0849 | 0.6678 | 0.7163 | 0.9798 | nan | 0.9923 | 0.9553 | 0.9071 | 0.9883 | 0.9091 | 0.0 | 0.9108 | 0.9856 | 0.7119 | 0.0583 | 0.9054 | 0.9880 | 0.0 | nan | 0.9813 | 0.8947 | 0.8452 | 0.9773 | 0.8543 | 0.0 | 0.8278 | 0.9786 | 0.4647 | 0.0582 | 0.8439 | 0.9558 | 0.0 |
| 0.0331 | 358.18 | 3940 | 0.0842 | 0.6678 | 0.7152 | 0.9798 | nan | 0.9929 | 0.9513 | 0.9104 | 0.9887 | 0.9052 | 0.0 | 0.9001 | 0.9844 | 0.6991 | 0.0631 | 0.9132 | 0.9894 | 0.0 | nan | 0.9811 | 0.8958 | 0.8454 | 0.9775 | 0.8543 | 0.0 | 0.8325 | 0.9787 | 0.4566 | 0.0629 | 0.8511 | 0.9459 | 0.0 |
| 0.0361 | 360.0 | 3960 | 0.0851 | 0.6690 | 0.7144 | 0.9800 | nan | 0.9937 | 0.9526 | 0.9018 | 0.9876 | 0.9101 | 0.0 | 0.9083 | 0.9846 | 0.7001 | 0.0729 | 0.8929 | 0.9828 | 0.0 | nan | 0.9813 | 0.8987 | 0.8445 | 0.9777 | 0.8545 | 0.0 | 0.8331 | 0.9785 | 0.4589 | 0.0727 | 0.8425 | 0.9544 | 0.0 |
| 0.0311 | 361.82 | 3980 | 0.0867 | 0.6673 | 0.7155 | 0.9796 | nan | 0.9929 | 0.9553 | 0.9038 | 0.9877 | 0.9096 | 0.0 | 0.9086 | 0.9829 | 0.6951 | 0.0747 | 0.9086 | 0.9826 | 0.0 | nan | 0.9813 | 0.8946 | 0.8413 | 0.9774 | 0.8550 | 0.0 | 0.8332 | 0.9775 | 0.4521 | 0.0744 | 0.8295 | 0.9589 | 0.0 |
| 0.045 | 363.64 | 4000 | 0.0849 | 0.6682 | 0.7138 | 0.9800 | nan | 0.9930 | 0.9545 | 0.9088 | 0.9876 | 0.9067 | 0.0 | 0.8957 | 0.9862 | 0.6906 | 0.0699 | 0.9011 | 0.9855 | 0.0 | nan | 0.9812 | 0.8993 | 0.8433 | 0.9776 | 0.8550 | 0.0 | 0.8319 | 0.9797 | 0.4525 | 0.0697 | 0.8463 | 0.9508 | 0.0 |
| 0.0333 | 365.45 | 4020 | 0.0847 | 0.6683 | 0.7146 | 0.9799 | nan | 0.9934 | 0.9485 | 0.9126 | 0.9876 | 0.9119 | 0.0 | 0.8958 | 0.9858 | 0.6939 | 0.0733 | 0.8981 | 0.9884 | 0.0 | nan | 0.9810 | 0.8980 | 0.8446 | 0.9775 | 0.8540 | 0.0 | 0.8340 | 0.9796 | 0.4563 | 0.0731 | 0.8474 | 0.9424 | 0.0 |
| 0.0314 | 367.27 | 4040 | 0.0848 | 0.6665 | 0.7114 | 0.9800 | nan | 0.9931 | 0.9534 | 0.9106 | 0.9884 | 0.8989 | 0.0 | 0.9062 | 0.9856 | 0.6772 | 0.0595 | 0.8903 | 0.9845 | 0.0 | nan | 0.9812 | 0.8983 | 0.8448 | 0.9778 | 0.8543 | 0.0 | 0.8348 | 0.9793 | 0.4487 | 0.0593 | 0.8358 | 0.9498 | 0.0 |
| 0.0294 | 369.09 | 4060 | 0.0853 | 0.6693 | 0.7160 | 0.9798 | nan | 0.9929 | 0.9535 | 0.9124 | 0.9873 | 0.9078 | 0.0 | 0.8968 | 0.9830 | 0.7184 | 0.0738 | 0.8974 | 0.9844 | 0.0 | nan | 0.9812 | 0.8958 | 0.8449 | 0.9775 | 0.8548 | 0.0 | 0.8339 | 0.9765 | 0.4670 | 0.0736 | 0.8426 | 0.9530 | 0.0 |
| 0.0342 | 370.91 | 4080 | 0.0853 | 0.6711 | 0.7174 | 0.9800 | nan | 0.9935 | 0.9538 | 0.9044 | 0.9876 | 0.9094 | 0.0 | 0.9037 | 0.9826 | 0.7193 | 0.0748 | 0.9144 | 0.9825 | 0.0 | nan | 0.9814 | 0.8968 | 0.8462 | 0.9776 | 0.8549 | 0.0 | 0.8362 | 0.9765 | 0.4707 | 0.0745 | 0.8514 | 0.9581 | 0.0 |
| 0.0312 | 372.73 | 4100 | 0.0825 | 0.6724 | 0.7207 | 0.9801 | nan | 0.9929 | 0.9526 | 0.9128 | 0.9884 | 0.9067 | 0.0 | 0.9055 | 0.9852 | 0.7029 | 0.1121 | 0.9238 | 0.9856 | 0.0 | nan | 0.9815 | 0.8987 | 0.8449 | 0.9778 | 0.8549 | 0.0 | 0.8333 | 0.9782 | 0.4623 | 0.1117 | 0.8500 | 0.9483 | 0.0 |
| 0.0317 | 374.55 | 4120 | 0.0843 | 0.6704 | 0.7172 | 0.9800 | nan | 0.9931 | 0.9540 | 0.9096 | 0.9878 | 0.9092 | 0.0 | 0.8975 | 0.9840 | 0.7138 | 0.0753 | 0.9125 | 0.9872 | 0.0 | nan | 0.9813 | 0.8984 | 0.8446 | 0.9778 | 0.8548 | 0.0 | 0.8350 | 0.9780 | 0.4646 | 0.0752 | 0.8562 | 0.9496 | 0.0 |
| 0.0353 | 376.36 | 4140 | 0.0848 | 0.6708 | 0.7179 | 0.9799 | nan | 0.9924 | 0.9552 | 0.9156 | 0.9885 | 0.9054 | 0.0 | 0.9019 | 0.9838 | 0.7214 | 0.0799 | 0.9027 | 0.9857 | 0.0 | nan | 0.9815 | 0.8969 | 0.8448 | 0.9778 | 0.8553 | 0.0 | 0.8302 | 0.9770 | 0.4715 | 0.0796 | 0.8527 | 0.9529 | 0.0 |
| 0.0338 | 378.18 | 4160 | 0.0834 | 0.6714 | 0.7183 | 0.9800 | nan | 0.9928 | 0.9504 | 0.9170 | 0.9884 | 0.9051 | 0.0 | 0.9128 | 0.9856 | 0.7067 | 0.0883 | 0.9048 | 0.9861 | 0.0 | nan | 0.9812 | 0.8974 | 0.8450 | 0.9778 | 0.8551 | 0.0 | 0.8334 | 0.9785 | 0.4630 | 0.0881 | 0.8555 | 0.9528 | 0.0 |
| 0.0324 | 380.0 | 4180 | 0.0855 | 0.6693 | 0.7121 | 0.9798 | nan | 0.9936 | 0.9523 | 0.9013 | 0.9879 | 0.9114 | 0.0 | 0.8953 | 0.9840 | 0.6890 | 0.0692 | 0.8910 | 0.9828 | 0.0 | nan | 0.9811 | 0.8969 | 0.8436 | 0.9777 | 0.8546 | 0.0 | 0.8400 | 0.9774 | 0.4555 | 0.0689 | 0.8484 | 0.9569 | 0.0 |
| 0.0333 | 381.82 | 4200 | 0.0868 | 0.6687 | 0.7137 | 0.9798 | nan | 0.9929 | 0.9528 | 0.9079 | 0.9881 | 0.9087 | 0.0 | 0.9049 | 0.9861 | 0.6805 | 0.0759 | 0.8936 | 0.9871 | 0.0 | nan | 0.9811 | 0.8964 | 0.8437 | 0.9777 | 0.8553 | 0.0 | 0.8392 | 0.9782 | 0.4517 | 0.0756 | 0.8426 | 0.9512 | 0.0 |
| 0.0293 | 383.64 | 4220 | 0.0857 | 0.6706 | 0.7195 | 0.9799 | nan | 0.9924 | 0.9533 | 0.9133 | 0.9877 | 0.9124 | 0.0 | 0.9155 | 0.9851 | 0.7200 | 0.0847 | 0.9032 | 0.9860 | 0.0 | nan | 0.9812 | 0.8970 | 0.8434 | 0.9778 | 0.8559 | 0.0 | 0.8358 | 0.9781 | 0.4680 | 0.0844 | 0.8447 | 0.9521 | 0.0 |
| 0.0319 | 385.45 | 4240 | 0.0858 | 0.6713 | 0.7181 | 0.9798 | nan | 0.9928 | 0.9549 | 0.9097 | 0.9866 | 0.9176 | 0.0 | 0.9020 | 0.9839 | 0.7280 | 0.0880 | 0.8899 | 0.9815 | 0.0 | nan | 0.9812 | 0.8969 | 0.8435 | 0.9775 | 0.8543 | 0.0 | 0.8349 | 0.9775 | 0.4735 | 0.0875 | 0.8414 | 0.9582 | 0.0 |
| 0.03 | 387.27 | 4260 | 0.0848 | 0.6712 | 0.7174 | 0.9799 | nan | 0.9930 | 0.9560 | 0.9037 | 0.9863 | 0.9119 | 0.0 | 0.9116 | 0.9860 | 0.7047 | 0.0905 | 0.8988 | 0.9834 | 0.0 | nan | 0.9811 | 0.8976 | 0.8407 | 0.9777 | 0.8556 | 0.0 | 0.8374 | 0.9786 | 0.4648 | 0.0899 | 0.8454 | 0.9563 | 0.0 |
| 0.0274 | 389.09 | 4280 | 0.0846 | 0.6727 | 0.7185 | 0.9800 | nan | 0.9927 | 0.9527 | 0.9146 | 0.9884 | 0.9100 | 0.0 | 0.8988 | 0.9845 | 0.7151 | 0.1003 | 0.8990 | 0.9842 | 0.0 | nan | 0.9812 | 0.8983 | 0.8438 | 0.9780 | 0.8552 | 0.0 | 0.8385 | 0.9779 | 0.4681 | 0.1000 | 0.8465 | 0.9580 | 0.0 |
| 0.0342 | 390.91 | 4300 | 0.0840 | 0.6727 | 0.7178 | 0.9801 | nan | 0.9929 | 0.9530 | 0.9151 | 0.9880 | 0.9129 | 0.0 | 0.9062 | 0.9848 | 0.6918 | 0.0974 | 0.9061 | 0.9832 | 0.0 | nan | 0.9813 | 0.8987 | 0.8466 | 0.9779 | 0.8558 | 0.0 | 0.8399 | 0.9783 | 0.4569 | 0.0972 | 0.8551 | 0.9572 | 0.0 |
| 0.0317 | 392.73 | 4320 | 0.0851 | 0.6710 | 0.7160 | 0.9801 | nan | 0.9929 | 0.9538 | 0.9143 | 0.9876 | 0.9107 | 0.0 | 0.9017 | 0.9857 | 0.6887 | 0.0822 | 0.9073 | 0.9830 | 0.0 | nan | 0.9813 | 0.8979 | 0.8461 | 0.9779 | 0.8565 | 0.0 | 0.8402 | 0.9789 | 0.4559 | 0.0820 | 0.8504 | 0.9562 | 0.0 |
| 0.0296 | 394.55 | 4340 | 0.0853 | 0.6710 | 0.7186 | 0.9800 | nan | 0.9922 | 0.9535 | 0.9170 | 0.9889 | 0.9058 | 0.0 | 0.9117 | 0.9858 | 0.7070 | 0.0870 | 0.9059 | 0.9873 | 0.0 | nan | 0.9813 | 0.8970 | 0.8452 | 0.9779 | 0.8558 | 0.0 | 0.8402 | 0.9793 | 0.4600 | 0.0867 | 0.8495 | 0.9502 | 0.0 |
| 0.0324 | 396.36 | 4360 | 0.0868 | 0.6724 | 0.7180 | 0.9802 | nan | 0.9932 | 0.9510 | 0.9106 | 0.9887 | 0.9065 | 0.0 | 0.9045 | 0.9858 | 0.7138 | 0.0846 | 0.9114 | 0.9838 | 0.0 | nan | 0.9815 | 0.8982 | 0.8468 | 0.9777 | 0.8564 | 0.0 | 0.8414 | 0.9785 | 0.4669 | 0.0844 | 0.8549 | 0.9542 | 0.0 |
| 0.0284 | 398.18 | 4380 | 0.0839 | 0.6759 | 0.7217 | 0.9800 | nan | 0.9928 | 0.9556 | 0.9128 | 0.9874 | 0.9132 | 0.0 | 0.9069 | 0.9836 | 0.6843 | 0.1583 | 0.9057 | 0.9815 | 0.0 | nan | 0.9812 | 0.8980 | 0.8460 | 0.9779 | 0.8571 | 0.0 | 0.8371 | 0.9782 | 0.4527 | 0.1575 | 0.8445 | 0.9562 | 0.0 |
| 0.0449 | 400.0 | 4400 | 0.0831 | 0.6768 | 0.7234 | 0.9803 | nan | 0.9932 | 0.9534 | 0.9052 | 0.9875 | 0.9107 | 0.0 | 0.9044 | 0.9874 | 0.7294 | 0.1453 | 0.9039 | 0.9836 | 0.0 | nan | 0.9816 | 0.8993 | 0.8468 | 0.9778 | 0.8567 | 0.0 | 0.8409 | 0.9795 | 0.4722 | 0.1448 | 0.8451 | 0.9534 | 0.0 |
| 0.0266 | 401.82 | 4420 | 0.0828 | 0.6786 | 0.7248 | 0.9802 | nan | 0.9931 | 0.9506 | 0.9100 | 0.9894 | 0.9074 | 0.0 | 0.9045 | 0.9845 | 0.7097 | 0.1842 | 0.9020 | 0.9873 | 0.0 | nan | 0.9814 | 0.8996 | 0.8479 | 0.9777 | 0.8542 | 0.0 | 0.8383 | 0.9783 | 0.4633 | 0.1835 | 0.8455 | 0.9523 | 0.0 |
| 0.0255 | 403.64 | 4440 | 0.0851 | 0.6717 | 0.7173 | 0.9799 | nan | 0.9926 | 0.9566 | 0.9097 | 0.9876 | 0.9100 | 0.0 | 0.9012 | 0.9836 | 0.7026 | 0.1092 | 0.8881 | 0.9836 | 0.0 | nan | 0.9814 | 0.8951 | 0.8473 | 0.9778 | 0.8558 | 0.0 | 0.8401 | 0.9763 | 0.4608 | 0.1088 | 0.8327 | 0.9562 | 0.0 |
| 0.0336 | 405.45 | 4460 | 0.0844 | 0.6708 | 0.7172 | 0.9798 | nan | 0.9929 | 0.9529 | 0.9079 | 0.9886 | 0.9110 | 0.0 | 0.9042 | 0.9829 | 0.6966 | 0.1008 | 0.8981 | 0.9874 | 0.0 | nan | 0.9814 | 0.8946 | 0.8477 | 0.9778 | 0.8552 | 0.0 | 0.8361 | 0.9760 | 0.4576 | 0.1005 | 0.8419 | 0.9518 | 0.0 |
| 0.0289 | 407.27 | 4480 | 0.0841 | 0.6737 | 0.7197 | 0.9800 | nan | 0.9928 | 0.9540 | 0.9124 | 0.9886 | 0.9063 | 0.0 | 0.9067 | 0.9832 | 0.7028 | 0.1169 | 0.9087 | 0.9836 | 0.0 | nan | 0.9814 | 0.8974 | 0.8460 | 0.9780 | 0.8563 | 0.0 | 0.8348 | 0.9761 | 0.4634 | 0.1164 | 0.8529 | 0.9559 | 0.0 |
| 0.0276 | 409.09 | 4500 | 0.0852 | 0.6724 | 0.7180 | 0.9799 | nan | 0.9932 | 0.9520 | 0.9133 | 0.9880 | 0.9117 | 0.0 | 0.9032 | 0.9817 | 0.6858 | 0.1129 | 0.9086 | 0.9835 | 0.0 | nan | 0.9813 | 0.8962 | 0.8466 | 0.9779 | 0.8554 | 0.0 | 0.8338 | 0.9753 | 0.4554 | 0.1124 | 0.8507 | 0.9561 | 0.0 |
| 0.0335 | 410.91 | 4520 | 0.0850 | 0.6724 | 0.7168 | 0.9800 | nan | 0.9934 | 0.9544 | 0.9079 | 0.9879 | 0.9098 | 0.0 | 0.8938 | 0.9826 | 0.7132 | 0.0872 | 0.9087 | 0.9796 | 0.0 | nan | 0.9815 | 0.8974 | 0.8465 | 0.9779 | 0.8559 | 0.0 | 0.8373 | 0.9759 | 0.4687 | 0.0868 | 0.8540 | 0.9599 | 0.0 |
| 0.0345 | 412.73 | 4540 | 0.0845 | 0.6726 | 0.7161 | 0.9800 | nan | 0.9939 | 0.9522 | 0.8977 | 0.9885 | 0.9057 | 0.0 | 0.8982 | 0.9832 | 0.6894 | 0.1065 | 0.9093 | 0.9847 | 0.0 | nan | 0.9812 | 0.8985 | 0.8416 | 0.9779 | 0.8562 | 0.0 | 0.8361 | 0.9770 | 0.4581 | 0.1062 | 0.8555 | 0.9549 | 0.0 |
| 0.0281 | 414.55 | 4560 | 0.0839 | 0.6737 | 0.7200 | 0.9803 | nan | 0.9933 | 0.9523 | 0.9091 | 0.9883 | 0.9131 | 0.0 | 0.9025 | 0.9856 | 0.7077 | 0.1080 | 0.9155 | 0.9843 | 0.0 | nan | 0.9816 | 0.9001 | 0.8479 | 0.9780 | 0.8557 | 0.0 | 0.8355 | 0.9784 | 0.4649 | 0.1076 | 0.8553 | 0.9528 | 0.0 |
| 0.0329 | 416.36 | 4580 | 0.0848 | 0.6707 | 0.7152 | 0.9802 | nan | 0.9935 | 0.9557 | 0.9010 | 0.9881 | 0.9104 | 0.0 | 0.8989 | 0.9846 | 0.7053 | 0.0752 | 0.9016 | 0.9827 | 0.0 | nan | 0.9817 | 0.8979 | 0.8473 | 0.9781 | 0.8567 | 0.0 | 0.8391 | 0.9782 | 0.4635 | 0.0749 | 0.8444 | 0.9580 | 0.0 |
| 0.0295 | 418.18 | 4600 | 0.0849 | 0.6744 | 0.7225 | 0.9801 | nan | 0.9927 | 0.9547 | 0.9132 | 0.9888 | 0.9063 | 0.0 | 0.9052 | 0.9828 | 0.7186 | 0.1243 | 0.9197 | 0.9867 | 0.0 | nan | 0.9815 | 0.8980 | 0.8482 | 0.9780 | 0.8555 | 0.0 | 0.8374 | 0.9766 | 0.4678 | 0.1235 | 0.8520 | 0.9489 | 0.0 |
| 0.0316 | 420.0 | 4620 | 0.0844 | 0.6726 | 0.7184 | 0.9801 | nan | 0.9932 | 0.9556 | 0.9080 | 0.9878 | 0.9083 | 0.0 | 0.9016 | 0.9837 | 0.6995 | 0.1140 | 0.9027 | 0.9845 | 0.0 | nan | 0.9816 | 0.8968 | 0.8478 | 0.9780 | 0.8563 | 0.0 | 0.8372 | 0.9772 | 0.4628 | 0.1134 | 0.8417 | 0.9505 | 0.0 |
| 0.0271 | 421.82 | 4640 | 0.0842 | 0.6741 | 0.7192 | 0.9801 | nan | 0.9933 | 0.9508 | 0.9108 | 0.9887 | 0.9081 | 0.0 | 0.9018 | 0.9838 | 0.7080 | 0.1181 | 0.9055 | 0.9806 | 0.0 | nan | 0.9815 | 0.8977 | 0.8463 | 0.9780 | 0.8560 | 0.0 | 0.8383 | 0.9768 | 0.4668 | 0.1176 | 0.8513 | 0.9534 | 0.0 |
| 0.0332 | 423.64 | 4660 | 0.0842 | 0.6736 | 0.7193 | 0.9801 | nan | 0.9932 | 0.9529 | 0.9103 | 0.9882 | 0.9091 | 0.0 | 0.8993 | 0.9840 | 0.7060 | 0.1218 | 0.9031 | 0.9835 | 0.0 | nan | 0.9814 | 0.8980 | 0.8468 | 0.9780 | 0.8559 | 0.0 | 0.8379 | 0.9776 | 0.4641 | 0.1212 | 0.8446 | 0.9515 | 0.0 |
| 0.0288 | 425.45 | 4680 | 0.0843 | 0.6729 | 0.7191 | 0.9802 | nan | 0.9930 | 0.9532 | 0.9136 | 0.9884 | 0.9094 | 0.0 | 0.9011 | 0.9845 | 0.7048 | 0.1080 | 0.9096 | 0.9826 | 0.0 | nan | 0.9815 | 0.8987 | 0.8467 | 0.9781 | 0.8571 | 0.0 | 0.8389 | 0.9779 | 0.4628 | 0.1076 | 0.8471 | 0.9515 | 0.0 |
| 0.0309 | 427.27 | 4700 | 0.0837 | 0.6738 | 0.7197 | 0.9803 | nan | 0.9934 | 0.9536 | 0.9090 | 0.9879 | 0.9102 | 0.0 | 0.9024 | 0.9852 | 0.6985 | 0.1169 | 0.9126 | 0.9861 | 0.0 | nan | 0.9815 | 0.8998 | 0.8480 | 0.9781 | 0.8577 | 0.0 | 0.8368 | 0.9784 | 0.4614 | 0.1163 | 0.8507 | 0.9510 | 0.0 |
| 0.0306 | 429.09 | 4720 | 0.0826 | 0.6755 | 0.7218 | 0.9803 | nan | 0.9933 | 0.9501 | 0.9104 | 0.9893 | 0.9085 | 0.0 | 0.9010 | 0.9856 | 0.7017 | 0.1427 | 0.9134 | 0.9882 | 0.0 | nan | 0.9816 | 0.8998 | 0.8474 | 0.9779 | 0.8569 | 0.0 | 0.8374 | 0.9791 | 0.4633 | 0.1421 | 0.8507 | 0.9449 | 0.0 |
| 0.025 | 430.91 | 4740 | 0.0838 | 0.6753 | 0.7221 | 0.9802 | nan | 0.9934 | 0.9522 | 0.9105 | 0.9878 | 0.9118 | 0.0 | 0.8943 | 0.9837 | 0.7082 | 0.1379 | 0.9199 | 0.9879 | 0.0 | nan | 0.9815 | 0.8992 | 0.8461 | 0.9780 | 0.8571 | 0.0 | 0.8374 | 0.9775 | 0.4655 | 0.1372 | 0.8530 | 0.9462 | 0.0 |
| 0.0282 | 432.73 | 4760 | 0.0835 | 0.6766 | 0.7227 | 0.9804 | nan | 0.9934 | 0.9519 | 0.9086 | 0.9875 | 0.9133 | 0.0 | 0.9017 | 0.9873 | 0.7101 | 0.1529 | 0.9068 | 0.9822 | 0.0 | nan | 0.9815 | 0.9009 | 0.8467 | 0.9779 | 0.8559 | 0.0 | 0.8375 | 0.9795 | 0.4658 | 0.1520 | 0.8465 | 0.9520 | 0.0 |
| 0.033 | 434.55 | 4780 | 0.0826 | 0.6761 | 0.7234 | 0.9805 | nan | 0.9934 | 0.9520 | 0.9065 | 0.9887 | 0.9089 | 0.0 | 0.9038 | 0.9864 | 0.7249 | 0.1466 | 0.9050 | 0.9880 | 0.0 | nan | 0.9817 | 0.9009 | 0.8477 | 0.9781 | 0.8559 | 0.0 | 0.8381 | 0.9795 | 0.4727 | 0.1457 | 0.8444 | 0.9441 | 0.0 |
| 0.0332 | 436.36 | 4800 | 0.0837 | 0.6697 | 0.7143 | 0.9801 | nan | 0.9936 | 0.9529 | 0.9072 | 0.9875 | 0.9126 | 0.0 | 0.9019 | 0.9854 | 0.6416 | 0.1116 | 0.9062 | 0.9856 | 0.0 | nan | 0.9816 | 0.8972 | 0.8478 | 0.9779 | 0.8559 | 0.0 | 0.8400 | 0.9786 | 0.4285 | 0.1111 | 0.8441 | 0.9437 | 0.0 |
| 0.0321 | 438.18 | 4820 | 0.0837 | 0.6715 | 0.7188 | 0.9802 | nan | 0.9932 | 0.9518 | 0.9107 | 0.9886 | 0.9096 | 0.0 | 0.9076 | 0.9857 | 0.6956 | 0.1085 | 0.9059 | 0.9878 | 0.0 | nan | 0.9815 | 0.8987 | 0.8471 | 0.9781 | 0.8567 | 0.0 | 0.8362 | 0.9789 | 0.4574 | 0.1079 | 0.8433 | 0.9434 | 0.0 |
| 0.0297 | 440.0 | 4840 | 0.0849 | 0.6691 | 0.7149 | 0.9801 | nan | 0.9929 | 0.9553 | 0.9104 | 0.9882 | 0.9094 | 0.0 | 0.9049 | 0.9849 | 0.6837 | 0.0896 | 0.8874 | 0.9871 | 0.0 | nan | 0.9814 | 0.8977 | 0.8454 | 0.9781 | 0.8574 | 0.0 | 0.8337 | 0.9787 | 0.4526 | 0.0891 | 0.8311 | 0.9533 | 0.0 |
| 0.0305 | 441.82 | 4860 | 0.0843 | 0.6731 | 0.7231 | 0.9803 | nan | 0.9926 | 0.9549 | 0.9166 | 0.9870 | 0.9140 | 0.0 | 0.9084 | 0.9867 | 0.7377 | 0.1013 | 0.9125 | 0.9885 | 0.0 | nan | 0.9818 | 0.8995 | 0.8462 | 0.9777 | 0.8563 | 0.0 | 0.8342 | 0.9793 | 0.4780 | 0.1008 | 0.8472 | 0.9496 | 0.0 |
| 0.0348 | 443.64 | 4880 | 0.0850 | 0.6719 | 0.7192 | 0.9802 | nan | 0.9929 | 0.9542 | 0.9119 | 0.9884 | 0.9112 | 0.0 | 0.9056 | 0.9849 | 0.7136 | 0.0900 | 0.9089 | 0.9884 | 0.0 | nan | 0.9817 | 0.8981 | 0.8467 | 0.9779 | 0.8562 | 0.0 | 0.8404 | 0.9782 | 0.4679 | 0.0896 | 0.8479 | 0.9505 | 0.0 |
| 0.0284 | 445.45 | 4900 | 0.0844 | 0.6710 | 0.7179 | 0.9802 | nan | 0.9931 | 0.9522 | 0.9134 | 0.9879 | 0.9099 | 0.0 | 0.9109 | 0.9861 | 0.6941 | 0.0981 | 0.8984 | 0.9884 | 0.0 | nan | 0.9815 | 0.8988 | 0.8460 | 0.9779 | 0.8565 | 0.0 | 0.8407 | 0.9789 | 0.4585 | 0.0976 | 0.8414 | 0.9456 | 0.0 |
| 0.0274 | 447.27 | 4920 | 0.0843 | 0.6709 | 0.7184 | 0.9802 | nan | 0.9930 | 0.9529 | 0.9126 | 0.9887 | 0.9097 | 0.0 | 0.9072 | 0.9850 | 0.7122 | 0.0846 | 0.9038 | 0.9893 | 0.0 | nan | 0.9817 | 0.8990 | 0.8468 | 0.9780 | 0.8568 | 0.0 | 0.8394 | 0.9786 | 0.4665 | 0.0843 | 0.8440 | 0.9471 | 0.0 |
| 0.0307 | 449.09 | 4940 | 0.0848 | 0.6712 | 0.7185 | 0.9801 | nan | 0.9927 | 0.9543 | 0.9157 | 0.9885 | 0.9097 | 0.0 | 0.9081 | 0.9838 | 0.7066 | 0.0870 | 0.9062 | 0.9874 | 0.0 | nan | 0.9816 | 0.8979 | 0.8465 | 0.9781 | 0.8573 | 0.0 | 0.8392 | 0.9775 | 0.4639 | 0.0866 | 0.8453 | 0.9511 | 0.0 |
| 0.03 | 450.91 | 4960 | 0.0854 | 0.6710 | 0.7176 | 0.9801 | nan | 0.9935 | 0.9542 | 0.9070 | 0.9872 | 0.9156 | 0.0 | 0.9021 | 0.9837 | 0.7044 | 0.0897 | 0.9054 | 0.9854 | 0.0 | nan | 0.9816 | 0.8979 | 0.8471 | 0.9780 | 0.8573 | 0.0 | 0.8384 | 0.9774 | 0.4622 | 0.0893 | 0.8441 | 0.9497 | 0.0 |
| 0.0342 | 452.73 | 4980 | 0.0854 | 0.6719 | 0.7193 | 0.9802 | nan | 0.9934 | 0.9523 | 0.9083 | 0.9880 | 0.9121 | 0.0 | 0.9058 | 0.9850 | 0.7122 | 0.0895 | 0.9190 | 0.9852 | 0.0 | nan | 0.9817 | 0.8986 | 0.8459 | 0.9781 | 0.8579 | 0.0 | 0.8392 | 0.9779 | 0.4678 | 0.0891 | 0.8471 | 0.9519 | 0.0 |
| 0.0327 | 454.55 | 5000 | 0.0842 | 0.6735 | 0.7207 | 0.9803 | nan | 0.9933 | 0.9531 | 0.9113 | 0.9883 | 0.9114 | 0.0 | 0.8995 | 0.9842 | 0.7079 | 0.1088 | 0.9252 | 0.9859 | 0.0 | nan | 0.9816 | 0.8991 | 0.8467 | 0.9782 | 0.8579 | 0.0 | 0.8385 | 0.9782 | 0.4662 | 0.1082 | 0.8476 | 0.9536 | 0.0 |
| 0.0306 | 456.36 | 5020 | 0.0840 | 0.6743 | 0.7215 | 0.9803 | nan | 0.9929 | 0.9549 | 0.9123 | 0.9880 | 0.9114 | 0.0 | 0.8972 | 0.9855 | 0.7087 | 0.1210 | 0.9203 | 0.9873 | 0.0 | nan | 0.9816 | 0.8995 | 0.8467 | 0.9782 | 0.8585 | 0.0 | 0.8370 | 0.9788 | 0.4649 | 0.1205 | 0.8463 | 0.9542 | 0.0 |
| 0.0305 | 458.18 | 5040 | 0.0852 | 0.6726 | 0.7180 | 0.9803 | nan | 0.9931 | 0.9561 | 0.9105 | 0.9878 | 0.9081 | 0.0 | 0.8991 | 0.9855 | 0.6953 | 0.1033 | 0.9118 | 0.9839 | 0.0 | nan | 0.9816 | 0.8992 | 0.8467 | 0.9782 | 0.8584 | 0.0 | 0.8363 | 0.9786 | 0.4601 | 0.1028 | 0.8455 | 0.9570 | 0.0 |
| 0.0272 | 460.0 | 5060 | 0.0845 | 0.6724 | 0.7179 | 0.9803 | nan | 0.9934 | 0.9554 | 0.9088 | 0.9869 | 0.9155 | 0.0 | 0.9019 | 0.9853 | 0.7077 | 0.0982 | 0.8995 | 0.9797 | 0.0 | nan | 0.9816 | 0.8997 | 0.8466 | 0.9780 | 0.8572 | 0.0 | 0.8357 | 0.9789 | 0.4653 | 0.0978 | 0.8436 | 0.9566 | 0.0 |
| 0.0261 | 461.82 | 5080 | 0.0849 | 0.6737 | 0.7195 | 0.9804 | nan | 0.9937 | 0.9532 | 0.9042 | 0.9878 | 0.9107 | 0.0 | 0.9048 | 0.9859 | 0.7237 | 0.1053 | 0.9031 | 0.9813 | 0.0 | nan | 0.9817 | 0.9004 | 0.8458 | 0.9782 | 0.8583 | 0.0 | 0.8372 | 0.9792 | 0.4716 | 0.1048 | 0.8465 | 0.9550 | 0.0 |
| 0.034 | 463.64 | 5100 | 0.0848 | 0.6724 | 0.7172 | 0.9802 | nan | 0.9934 | 0.9540 | 0.9091 | 0.9878 | 0.9112 | 0.0 | 0.9020 | 0.9849 | 0.7040 | 0.1041 | 0.8908 | 0.9821 | 0.0 | nan | 0.9816 | 0.8987 | 0.8466 | 0.9781 | 0.8578 | 0.0 | 0.8362 | 0.9784 | 0.4648 | 0.1036 | 0.8407 | 0.9550 | 0.0 |
| 0.0289 | 465.45 | 5120 | 0.0845 | 0.6725 | 0.7187 | 0.9802 | nan | 0.9932 | 0.9535 | 0.9090 | 0.9880 | 0.9114 | 0.0 | 0.9043 | 0.9852 | 0.7155 | 0.0987 | 0.8983 | 0.9862 | 0.0 | nan | 0.9816 | 0.8989 | 0.8457 | 0.9782 | 0.8580 | 0.0 | 0.8373 | 0.9784 | 0.4696 | 0.0982 | 0.8453 | 0.9520 | 0.0 |
| 0.0287 | 467.27 | 5140 | 0.0847 | 0.6708 | 0.7176 | 0.9801 | nan | 0.9934 | 0.9536 | 0.9052 | 0.9875 | 0.9121 | 0.0 | 0.9053 | 0.9857 | 0.7024 | 0.0865 | 0.9094 | 0.9878 | 0.0 | nan | 0.9815 | 0.8980 | 0.8451 | 0.9780 | 0.8573 | 0.0 | 0.8372 | 0.9785 | 0.4630 | 0.0861 | 0.8487 | 0.9475 | 0.0 |
| 0.0269 | 469.09 | 5160 | 0.0843 | 0.6714 | 0.7182 | 0.9802 | nan | 0.9931 | 0.9521 | 0.9108 | 0.9886 | 0.9102 | 0.0 | 0.9081 | 0.9862 | 0.7010 | 0.0929 | 0.9068 | 0.9873 | 0.0 | nan | 0.9816 | 0.8987 | 0.8456 | 0.9781 | 0.8580 | 0.0 | 0.8376 | 0.9790 | 0.4625 | 0.0924 | 0.8450 | 0.9497 | 0.0 |
| 0.0287 | 470.91 | 5180 | 0.0840 | 0.6711 | 0.7180 | 0.9802 | nan | 0.9932 | 0.9528 | 0.9091 | 0.9885 | 0.9104 | 0.0 | 0.9089 | 0.9853 | 0.7016 | 0.0909 | 0.9071 | 0.9859 | 0.0 | nan | 0.9816 | 0.8989 | 0.8455 | 0.9782 | 0.8578 | 0.0 | 0.8350 | 0.9782 | 0.4629 | 0.0904 | 0.8432 | 0.9526 | 0.0 |
| 0.0284 | 472.73 | 5200 | 0.0850 | 0.6713 | 0.7181 | 0.9802 | nan | 0.9933 | 0.9544 | 0.9075 | 0.9877 | 0.9124 | 0.0 | 0.9072 | 0.9844 | 0.7026 | 0.0959 | 0.9039 | 0.9854 | 0.0 | nan | 0.9816 | 0.8982 | 0.8461 | 0.9781 | 0.8577 | 0.0 | 0.8356 | 0.9778 | 0.4629 | 0.0955 | 0.8416 | 0.9521 | 0.0 |
| 0.0277 | 474.55 | 5220 | 0.0849 | 0.6702 | 0.7159 | 0.9801 | nan | 0.9933 | 0.9541 | 0.9095 | 0.9880 | 0.9101 | 0.0 | 0.9037 | 0.9836 | 0.6912 | 0.0877 | 0.8995 | 0.9858 | 0.0 | nan | 0.9816 | 0.8975 | 0.8464 | 0.9781 | 0.8582 | 0.0 | 0.8385 | 0.9774 | 0.4576 | 0.0874 | 0.8392 | 0.9506 | 0.0 |
| 0.0265 | 476.36 | 5240 | 0.0844 | 0.6718 | 0.7180 | 0.9801 | nan | 0.9930 | 0.9542 | 0.9127 | 0.9884 | 0.9101 | 0.0 | 0.9044 | 0.9835 | 0.6983 | 0.1031 | 0.9004 | 0.9852 | 0.0 | nan | 0.9816 | 0.8979 | 0.8464 | 0.9781 | 0.8578 | 0.0 | 0.8383 | 0.9773 | 0.4612 | 0.1027 | 0.8404 | 0.9515 | 0.0 |
| 0.0308 | 478.18 | 5260 | 0.0839 | 0.6739 | 0.7210 | 0.9803 | nan | 0.9931 | 0.9536 | 0.9114 | 0.9884 | 0.9115 | 0.0 | 0.9007 | 0.9841 | 0.7181 | 0.1159 | 0.9098 | 0.9862 | 0.0 | nan | 0.9817 | 0.8989 | 0.8468 | 0.9782 | 0.8580 | 0.0 | 0.8377 | 0.9775 | 0.4693 | 0.1153 | 0.8447 | 0.9521 | 0.0 |
| 0.0256 | 480.0 | 5280 | 0.0834 | 0.6748 | 0.7219 | 0.9803 | nan | 0.9931 | 0.9529 | 0.9129 | 0.9887 | 0.9102 | 0.0 | 0.9069 | 0.9841 | 0.7114 | 0.1293 | 0.9110 | 0.9837 | 0.0 | nan | 0.9817 | 0.8994 | 0.8470 | 0.9781 | 0.8577 | 0.0 | 0.8359 | 0.9775 | 0.4670 | 0.1286 | 0.8459 | 0.9542 | 0.0 |
| 0.0344 | 481.82 | 5300 | 0.0836 | 0.6740 | 0.7198 | 0.9803 | nan | 0.9932 | 0.9540 | 0.9115 | 0.9879 | 0.9121 | 0.0 | 0.9020 | 0.9848 | 0.7000 | 0.1233 | 0.9050 | 0.9837 | 0.0 | nan | 0.9816 | 0.8992 | 0.8467 | 0.9781 | 0.8582 | 0.0 | 0.8358 | 0.9776 | 0.4624 | 0.1227 | 0.8443 | 0.9556 | 0.0 |
| 0.0259 | 483.64 | 5320 | 0.0841 | 0.6724 | 0.7174 | 0.9802 | nan | 0.9935 | 0.9538 | 0.9082 | 0.9879 | 0.9111 | 0.0 | 0.9017 | 0.9846 | 0.6945 | 0.1070 | 0.9013 | 0.9830 | 0.0 | nan | 0.9816 | 0.8990 | 0.8463 | 0.9782 | 0.8581 | 0.0 | 0.8367 | 0.9778 | 0.4592 | 0.1064 | 0.8418 | 0.9560 | 0.0 |
| 0.0282 | 485.45 | 5340 | 0.0842 | 0.6726 | 0.7185 | 0.9802 | nan | 0.9933 | 0.9530 | 0.9125 | 0.9880 | 0.9125 | 0.0 | 0.9013 | 0.9847 | 0.6981 | 0.1058 | 0.9066 | 0.9843 | 0.0 | nan | 0.9816 | 0.8994 | 0.8464 | 0.9781 | 0.8580 | 0.0 | 0.8368 | 0.9781 | 0.4606 | 0.1053 | 0.8449 | 0.9540 | 0.0 |
| 0.0302 | 487.27 | 5360 | 0.0837 | 0.6727 | 0.7185 | 0.9802 | nan | 0.9933 | 0.9537 | 0.9089 | 0.9881 | 0.9126 | 0.0 | 0.9015 | 0.9843 | 0.7002 | 0.1108 | 0.9004 | 0.9861 | 0.0 | nan | 0.9816 | 0.8990 | 0.8466 | 0.9781 | 0.8577 | 0.0 | 0.8364 | 0.9780 | 0.4617 | 0.1102 | 0.8422 | 0.9537 | 0.0 |
| 0.0266 | 489.09 | 5380 | 0.0842 | 0.6723 | 0.7178 | 0.9802 | nan | 0.9934 | 0.9541 | 0.9070 | 0.9880 | 0.9110 | 0.0 | 0.9034 | 0.9846 | 0.7013 | 0.1072 | 0.8956 | 0.9863 | 0.0 | nan | 0.9816 | 0.8989 | 0.8466 | 0.9781 | 0.8581 | 0.0 | 0.8360 | 0.9780 | 0.4625 | 0.1067 | 0.8404 | 0.9529 | 0.0 |
| 0.0301 | 490.91 | 5400 | 0.0842 | 0.6728 | 0.7190 | 0.9803 | nan | 0.9933 | 0.9535 | 0.9101 | 0.9877 | 0.9113 | 0.0 | 0.9036 | 0.9855 | 0.7005 | 0.1105 | 0.9036 | 0.9871 | 0.0 | nan | 0.9816 | 0.8993 | 0.8467 | 0.9781 | 0.8578 | 0.0 | 0.8360 | 0.9781 | 0.4620 | 0.1099 | 0.8451 | 0.9512 | 0.0 |
| 0.0279 | 492.73 | 5420 | 0.0840 | 0.6730 | 0.7187 | 0.9803 | nan | 0.9933 | 0.9527 | 0.9110 | 0.9881 | 0.9122 | 0.0 | 0.9022 | 0.9855 | 0.7012 | 0.1122 | 0.8993 | 0.9853 | 0.0 | nan | 0.9816 | 0.8994 | 0.8467 | 0.9782 | 0.8577 | 0.0 | 0.8360 | 0.9781 | 0.4623 | 0.1116 | 0.8453 | 0.9524 | 0.0 |
| 0.0298 | 494.55 | 5440 | 0.0843 | 0.6730 | 0.7189 | 0.9803 | nan | 0.9934 | 0.9520 | 0.9095 | 0.9884 | 0.9098 | 0.0 | 0.9050 | 0.9855 | 0.6996 | 0.1122 | 0.9048 | 0.9849 | 0.0 | nan | 0.9816 | 0.8997 | 0.8464 | 0.9782 | 0.8579 | 0.0 | 0.8362 | 0.9781 | 0.4611 | 0.1117 | 0.8458 | 0.9528 | 0.0 |
| 0.0298 | 496.36 | 5460 | 0.0847 | 0.6732 | 0.7191 | 0.9802 | nan | 0.9933 | 0.9532 | 0.9109 | 0.9882 | 0.9117 | 0.0 | 0.9034 | 0.9843 | 0.7045 | 0.1134 | 0.9006 | 0.9845 | 0.0 | nan | 0.9816 | 0.8991 | 0.8469 | 0.9781 | 0.8578 | 0.0 | 0.8361 | 0.9778 | 0.4629 | 0.1128 | 0.8448 | 0.9534 | 0.0 |
| 0.0287 | 498.18 | 5480 | 0.0838 | 0.6724 | 0.7174 | 0.9802 | nan | 0.9934 | 0.9538 | 0.9089 | 0.9879 | 0.9126 | 0.0 | 0.9023 | 0.9850 | 0.6862 | 0.1122 | 0.8999 | 0.9844 | 0.0 | nan | 0.9816 | 0.8991 | 0.8468 | 0.9781 | 0.8576 | 0.0 | 0.8366 | 0.9780 | 0.4549 | 0.1117 | 0.8433 | 0.9533 | 0.0 |
| 0.0331 | 500.0 | 5500 | 0.0837 | 0.6719 | 0.7168 | 0.9802 | nan | 0.9934 | 0.9531 | 0.9075 | 0.9886 | 0.9103 | 0.0 | 0.9022 | 0.9844 | 0.6933 | 0.1029 | 0.8981 | 0.9850 | 0.0 | nan | 0.9816 | 0.8989 | 0.8466 | 0.9782 | 0.8578 | 0.0 | 0.8371 | 0.9778 | 0.4583 | 0.1025 | 0.8433 | 0.9527 | 0.0 |
### Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3
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