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---
license: other
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: safety-utcustom-terrain-b0-512sq
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-b0-512sq
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: 0.0905
- Mean Iou: 0.6547
- Mean Accuracy: 0.6922
- Overall Accuracy: 0.9785
- Accuracy Unlabeled: nan
- Accuracy Nat: 0.9937
- Accuracy Concrete: 0.9505
- Accuracy Grass: 0.8967
- Accuracy Speedway bricks: 0.9886
- Accuracy Steel: 0.9017
- Accuracy Rough concrete: 0.0
- Accuracy Dark bricks: 0.8836
- Accuracy Road: 0.9814
- Accuracy Rough red sidewalk: 0.4644
- Accuracy Tiles: 0.0731
- Accuracy Red bricks: 0.8837
- Accuracy Concrete tiles: 0.9814
- Accuracy Rest: 0.0
- Iou Unlabeled: nan
- Iou Nat: 0.9808
- Iou Concrete: 0.8881
- Iou Grass: 0.8358
- Iou Speedway bricks: 0.9774
- Iou Steel: 0.8498
- Iou Rough concrete: 0.0
- Iou Dark bricks: 0.8385
- Iou Road: 0.9740
- Iou Rough red sidewalk: 0.3068
- Iou Tiles: 0.0731
- Iou Red bricks: 0.8306
- Iou Concrete tiles: 0.9563
- 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 |
|:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------:|:-----------------:|:--------------:|:------------------------:|:--------------:|:-----------------------:|:--------------------:|:-------------:|:---------------------------:|:--------------:|:-------------------:|:-----------------------:|:-------------:|:-------------:|:-------:|:------------:|:---------:|:-------------------:|:---------:|:------------------:|:---------------:|:--------:|:----------------------:|:---------:|:--------------:|:------------------:|:--------:|
| 2.5605 | 1.82 | 20 | 2.5923 | 0.0418 | 0.1042 | 0.2052 | nan | 0.0696 | 0.0122 | 0.2127 | 0.8829 | 0.0111 | 0.0142 | 0.0130 | 0.0030 | 0.0657 | 0.0145 | 0.0 | 0.0553 | 0.0 | 0.0 | 0.0694 | 0.0116 | 0.0456 | 0.4465 | 0.0028 | 0.0007 | 0.0008 | 0.0030 | 0.0012 | 0.0003 | 0.0 | 0.0026 | 0.0 |
| 2.2612 | 3.64 | 40 | 2.2846 | 0.1228 | 0.1971 | 0.5972 | nan | 0.6488 | 0.2267 | 0.3308 | 0.9638 | 0.0140 | 0.0422 | 0.0129 | 0.1058 | 0.1058 | 0.0 | 0.0 | 0.1114 | 0.0 | 0.0 | 0.6444 | 0.1866 | 0.1285 | 0.6288 | 0.0081 | 0.0032 | 0.0010 | 0.1044 | 0.0036 | 0.0 | 0.0 | 0.0103 | 0.0 |
| 1.9031 | 5.45 | 60 | 1.8314 | 0.1813 | 0.2456 | 0.8180 | nan | 0.9262 | 0.5041 | 0.1795 | 0.9734 | 0.0017 | 0.0 | 0.0156 | 0.5168 | 0.0455 | 0.0 | 0.0 | 0.0301 | 0.0 | 0.0 | 0.9160 | 0.2939 | 0.1365 | 0.6863 | 0.0016 | 0.0 | 0.0052 | 0.4787 | 0.0115 | 0.0 | 0.0 | 0.0092 | 0.0 |
| 1.5736 | 7.27 | 80 | 1.4966 | 0.2120 | 0.2770 | 0.8702 | nan | 0.9479 | 0.6932 | 0.1739 | 0.9742 | 0.0 | 0.0 | 0.0017 | 0.7967 | 0.0122 | 0.0 | 0.0 | 0.0017 | 0.0 | 0.0 | 0.9379 | 0.3900 | 0.1382 | 0.8110 | 0.0 | 0.0 | 0.0015 | 0.6779 | 0.0096 | 0.0 | 0.0 | 0.0013 | 0.0 |
| 1.4408 | 9.09 | 100 | 1.2881 | 0.2191 | 0.2891 | 0.8813 | nan | 0.9447 | 0.6590 | 0.2255 | 0.9794 | 0.0 | 0.0 | 0.0013 | 0.9482 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9369 | 0.4418 | 0.1736 | 0.8288 | 0.0 | 0.0 | 0.0013 | 0.6856 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1772 | 10.91 | 120 | 1.1057 | 0.2549 | 0.3271 | 0.9074 | nan | 0.9502 | 0.8398 | 0.5467 | 0.9768 | 0.0 | 0.0 | 0.0000 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9420 | 0.5934 | 0.3957 | 0.8504 | 0.0 | 0.0 | 0.0000 | 0.7875 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0571 | 12.73 | 140 | 0.9586 | 0.2889 | 0.3418 | 0.9156 | nan | 0.9510 | 0.8589 | 0.7033 | 0.9788 | 0.0 | 0.0 | 0.0 | 0.9520 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9427 | 0.6459 | 0.5132 | 0.8582 | 0.0 | 0.0 | 0.0 | 0.7961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9963 | 14.55 | 160 | 0.8513 | 0.2884 | 0.3424 | 0.9136 | nan | 0.9495 | 0.8917 | 0.7291 | 0.9787 | 0.0 | 0.0 | 0.0 | 0.9017 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9420 | 0.6236 | 0.5275 | 0.8591 | 0.0 | 0.0 | 0.0 | 0.7965 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8241 | 16.36 | 180 | 0.7475 | 0.2994 | 0.3535 | 0.9216 | nan | 0.9526 | 0.9040 | 0.8159 | 0.9651 | 0.0 | 0.0 | 0.0 | 0.9574 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9441 | 0.6678 | 0.5813 | 0.8691 | 0.0 | 0.0 | 0.0 | 0.8298 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7479 | 18.18 | 200 | 0.6309 | 0.2999 | 0.3488 | 0.9228 | nan | 0.9550 | 0.8897 | 0.7557 | 0.9846 | 0.0 | 0.0 | 0.0 | 0.9496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9456 | 0.6793 | 0.5699 | 0.8567 | 0.0 | 0.0 | 0.0 | 0.8474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.605 | 20.0 | 220 | 0.5351 | 0.3058 | 0.3554 | 0.9277 | nan | 0.9591 | 0.8978 | 0.8226 | 0.9748 | 0.0 | 0.0 | 0.0 | 0.9665 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9481 | 0.7179 | 0.5936 | 0.8682 | 0.0 | 0.0 | 0.0 | 0.8474 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.5297 | 21.82 | 240 | 0.4703 | 0.3033 | 0.3525 | 0.9250 | nan | 0.9592 | 0.9271 | 0.7842 | 0.9591 | 0.0 | 0.0 | 0.0 | 0.9536 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9493 | 0.6572 | 0.6144 | 0.8750 | 0.0 | 0.0 | 0.0 | 0.8468 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.4684 | 23.64 | 260 | 0.4069 | 0.3091 | 0.3541 | 0.9290 | nan | 0.9631 | 0.9042 | 0.8167 | 0.9881 | 0.0 | 0.0 | 0.0 | 0.9228 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 | nan | 0.9522 | 0.6840 | 0.6363 | 0.8642 | 0.0 | 0.0 | 0.0 | 0.8735 | 0.0 | 0.0 | 0.0 | 0.0079 | 0.0 |
| 0.3694 | 25.45 | 280 | 0.3385 | 0.3465 | 0.3830 | 0.9384 | nan | 0.9734 | 0.8940 | 0.7669 | 0.9846 | 0.0217 | 0.0 | 0.0 | 0.9760 | 0.0 | 0.0 | 0.0 | 0.3627 | 0.0 | nan | 0.9569 | 0.7483 | 0.6604 | 0.8802 | 0.0217 | 0.0 | 0.0 | 0.8744 | 0.0 | 0.0 | 0.0 | 0.3627 | 0.0 |
| 0.3173 | 27.27 | 300 | 0.3078 | 0.3538 | 0.3922 | 0.9415 | nan | 0.9728 | 0.9165 | 0.8294 | 0.9875 | 0.2440 | 0.0 | 0.0 | 0.9417 | 0.0 | 0.0 | 0.0 | 0.2065 | 0.0 | nan | 0.9596 | 0.7289 | 0.6603 | 0.8906 | 0.2414 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.0 | 0.0 | 0.2065 | 0.0 |
| 0.2653 | 29.09 | 320 | 0.2574 | 0.4205 | 0.4560 | 0.9516 | nan | 0.9783 | 0.9122 | 0.8457 | 0.9819 | 0.5124 | 0.0 | 0.0 | 0.9681 | 0.0 | 0.0 | 0.0 | 0.7299 | 0.0 | nan | 0.9619 | 0.7819 | 0.6859 | 0.9210 | 0.4798 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.0 | 0.0 | 0.7248 | 0.0 |
| 0.2918 | 30.91 | 340 | 0.2306 | 0.4342 | 0.4679 | 0.9534 | nan | 0.9799 | 0.9160 | 0.8320 | 0.9820 | 0.5856 | 0.0 | 0.0 | 0.9642 | 0.0028 | 0.0 | 0.0 | 0.8200 | 0.0 | nan | 0.9625 | 0.7914 | 0.6872 | 0.9293 | 0.5456 | 0.0 | 0.0 | 0.9103 | 0.0025 | 0.0 | 0.0 | 0.8159 | 0.0 |
| 0.2481 | 32.73 | 360 | 0.2078 | 0.4326 | 0.4626 | 0.9567 | nan | 0.9854 | 0.9113 | 0.8624 | 0.9831 | 0.5510 | 0.0 | 0.0 | 0.9639 | 0.0534 | 0.0 | 0.0 | 0.7037 | 0.0 | nan | 0.9656 | 0.8043 | 0.7168 | 0.9337 | 0.5321 | 0.0 | 0.0 | 0.9251 | 0.0449 | 0.0 | 0.0 | 0.7011 | 0.0 |
| 0.2312 | 34.55 | 380 | 0.2061 | 0.4492 | 0.4916 | 0.9526 | nan | 0.9799 | 0.9541 | 0.8706 | 0.9471 | 0.7317 | 0.0 | 0.0960 | 0.9508 | 0.1540 | 0.0 | 0.0 | 0.7071 | 0.0 | nan | 0.9653 | 0.7358 | 0.7194 | 0.9262 | 0.6443 | 0.0 | 0.0913 | 0.9343 | 0.1193 | 0.0 | 0.0 | 0.7038 | 0.0 |
| 0.1927 | 36.36 | 400 | 0.1879 | 0.4713 | 0.5096 | 0.9570 | nan | 0.9803 | 0.9387 | 0.8489 | 0.9857 | 0.6957 | 0.0 | 0.0159 | 0.9357 | 0.2860 | 0.0 | 0.0 | 0.9384 | 0.0 | nan | 0.9663 | 0.7742 | 0.7474 | 0.9402 | 0.6482 | 0.0 | 0.0146 | 0.9142 | 0.2025 | 0.0 | 0.0 | 0.9195 | 0.0 |
| 0.1704 | 38.18 | 420 | 0.1674 | 0.4773 | 0.5119 | 0.9605 | nan | 0.9881 | 0.9335 | 0.7950 | 0.9703 | 0.7309 | 0.0 | 0.0557 | 0.9701 | 0.2721 | 0.0 | 0.0 | 0.9390 | 0.0 | nan | 0.9675 | 0.8049 | 0.7364 | 0.9476 | 0.6658 | 0.0 | 0.0537 | 0.9229 | 0.1923 | 0.0 | 0.0 | 0.9134 | 0.0 |
| 0.1536 | 40.0 | 440 | 0.1518 | 0.4893 | 0.5307 | 0.9639 | nan | 0.9858 | 0.9143 | 0.8835 | 0.9842 | 0.7672 | 0.0 | 0.0150 | 0.9717 | 0.4264 | 0.0 | 0.0 | 0.9514 | 0.0 | nan | 0.9698 | 0.8369 | 0.7571 | 0.9460 | 0.6959 | 0.0 | 0.0145 | 0.9396 | 0.2775 | 0.0 | 0.0 | 0.9230 | 0.0 |
| 0.1496 | 41.82 | 460 | 0.1503 | 0.4859 | 0.5224 | 0.9623 | nan | 0.9853 | 0.9400 | 0.8286 | 0.9831 | 0.7661 | 0.0 | 0.0583 | 0.9593 | 0.3768 | 0.0 | 0.0 | 0.8938 | 0.0 | nan | 0.9690 | 0.8098 | 0.7616 | 0.9471 | 0.7028 | 0.0 | 0.0523 | 0.9361 | 0.2600 | 0.0 | 0.0 | 0.8776 | 0.0 |
| 0.1374 | 43.64 | 480 | 0.1393 | 0.5053 | 0.5413 | 0.9645 | nan | 0.9883 | 0.9244 | 0.8425 | 0.9857 | 0.7523 | 0.0 | 0.2899 | 0.9611 | 0.3584 | 0.0 | 0.0 | 0.9345 | 0.0 | nan | 0.9708 | 0.8305 | 0.7664 | 0.9480 | 0.6994 | 0.0 | 0.2654 | 0.9358 | 0.2508 | 0.0 | 0.0 | 0.9020 | 0.0 |
| 0.124 | 45.45 | 500 | 0.1328 | 0.5158 | 0.5550 | 0.9670 | nan | 0.9881 | 0.9320 | 0.8503 | 0.9809 | 0.7936 | 0.0 | 0.3073 | 0.9809 | 0.4357 | 0.0 | 0.0 | 0.9463 | 0.0 | nan | 0.9711 | 0.8432 | 0.7721 | 0.9541 | 0.7303 | 0.0 | 0.2799 | 0.9504 | 0.2928 | 0.0 | 0.0 | 0.9120 | 0.0 |
| 0.1208 | 47.27 | 520 | 0.1289 | 0.5342 | 0.5789 | 0.9659 | nan | 0.9868 | 0.9336 | 0.8527 | 0.9883 | 0.7217 | 0.0 | 0.7360 | 0.9587 | 0.3765 | 0.0 | 0.0 | 0.9715 | 0.0 | nan | 0.9716 | 0.8279 | 0.7602 | 0.9545 | 0.6899 | 0.0 | 0.6173 | 0.9466 | 0.2585 | 0.0 | 0.0 | 0.9182 | 0.0 |
| 0.1149 | 49.09 | 540 | 0.1277 | 0.5389 | 0.5930 | 0.9671 | nan | 0.9866 | 0.9491 | 0.8611 | 0.9734 | 0.8384 | 0.0 | 0.7090 | 0.9679 | 0.4303 | 0.0 | 0.0 | 0.9935 | 0.0 | nan | 0.9719 | 0.8246 | 0.7677 | 0.9590 | 0.7486 | 0.0 | 0.5948 | 0.9533 | 0.2950 | 0.0 | 0.0 | 0.8912 | 0.0 |
| 0.1311 | 50.91 | 560 | 0.1219 | 0.5443 | 0.5911 | 0.9683 | nan | 0.9902 | 0.9172 | 0.8452 | 0.9916 | 0.7374 | 0.0 | 0.7281 | 0.9649 | 0.5163 | 0.0 | 0.0020 | 0.9913 | 0.0 | nan | 0.9726 | 0.8471 | 0.7756 | 0.9530 | 0.7023 | 0.0 | 0.6140 | 0.9524 | 0.3576 | 0.0 | 0.0020 | 0.8997 | 0.0 |
| 0.106 | 52.73 | 580 | 0.1146 | 0.5863 | 0.6368 | 0.9707 | nan | 0.9891 | 0.9221 | 0.8715 | 0.9858 | 0.8293 | 0.0 | 0.7703 | 0.9760 | 0.6216 | 0.0 | 0.3242 | 0.9879 | 0.0 | nan | 0.9733 | 0.8595 | 0.7837 | 0.9614 | 0.7570 | 0.0 | 0.7053 | 0.9553 | 0.3929 | 0.0 | 0.3223 | 0.9111 | 0.0 |
| 0.096 | 54.55 | 600 | 0.1188 | 0.5968 | 0.6547 | 0.9693 | nan | 0.9909 | 0.9320 | 0.8542 | 0.9813 | 0.8542 | 0.0 | 0.7737 | 0.9499 | 0.5814 | 0.0 | 0.6014 | 0.9928 | 0.0 | nan | 0.9737 | 0.8434 | 0.7888 | 0.9626 | 0.7530 | 0.0 | 0.7130 | 0.9389 | 0.3792 | 0.0 | 0.5128 | 0.8933 | 0.0 |
| 0.0825 | 56.36 | 620 | 0.1115 | 0.6032 | 0.6578 | 0.9707 | nan | 0.9894 | 0.9354 | 0.8517 | 0.9825 | 0.8532 | 0.0 | 0.6762 | 0.9744 | 0.5866 | 0.0 | 0.7186 | 0.9830 | 0.0 | nan | 0.9734 | 0.8537 | 0.7873 | 0.9634 | 0.7669 | 0.0 | 0.6445 | 0.9534 | 0.3820 | 0.0 | 0.5954 | 0.9220 | 0.0 |
| 0.0824 | 58.18 | 640 | 0.1087 | 0.6086 | 0.6798 | 0.9714 | nan | 0.9877 | 0.9269 | 0.8897 | 0.9882 | 0.8186 | 0.0 | 0.8032 | 0.9757 | 0.6110 | 0.0 | 0.8406 | 0.9952 | 0.0 | nan | 0.9741 | 0.8564 | 0.7941 | 0.9628 | 0.7639 | 0.0 | 0.7397 | 0.9598 | 0.3921 | 0.0 | 0.5848 | 0.8840 | 0.0 |
| 0.0816 | 60.0 | 660 | 0.1060 | 0.6101 | 0.6772 | 0.9722 | nan | 0.9894 | 0.9402 | 0.8646 | 0.9842 | 0.8415 | 0.0 | 0.7738 | 0.9749 | 0.6312 | 0.0 | 0.8253 | 0.9785 | 0.0 | nan | 0.9745 | 0.8587 | 0.7972 | 0.9650 | 0.7713 | 0.0 | 0.7324 | 0.9650 | 0.4008 | 0.0 | 0.5478 | 0.9188 | 0.0 |
| 0.0829 | 61.82 | 680 | 0.1056 | 0.6183 | 0.6715 | 0.9720 | nan | 0.9886 | 0.9449 | 0.8732 | 0.9828 | 0.8584 | 0.0 | 0.7537 | 0.9741 | 0.5886 | 0.0 | 0.7807 | 0.9850 | 0.0 | nan | 0.9743 | 0.8583 | 0.7965 | 0.9657 | 0.7759 | 0.0 | 0.7155 | 0.9597 | 0.3843 | 0.0 | 0.6928 | 0.9148 | 0.0 |
| 0.1027 | 63.64 | 700 | 0.1031 | 0.6173 | 0.6786 | 0.9721 | nan | 0.9889 | 0.9300 | 0.8825 | 0.9875 | 0.8370 | 0.0 | 0.7903 | 0.9751 | 0.6066 | 0.0 | 0.8350 | 0.9885 | 0.0 | nan | 0.9745 | 0.8620 | 0.7973 | 0.9650 | 0.7728 | 0.0 | 0.7508 | 0.9571 | 0.3938 | 0.0 | 0.6309 | 0.9203 | 0.0 |
| 0.0998 | 65.45 | 720 | 0.1042 | 0.6240 | 0.6727 | 0.9718 | nan | 0.9883 | 0.9422 | 0.8827 | 0.9867 | 0.8207 | 0.0 | 0.7999 | 0.9719 | 0.5322 | 0.0 | 0.8391 | 0.9816 | 0.0 | nan | 0.9744 | 0.8559 | 0.7951 | 0.9655 | 0.7684 | 0.0 | 0.7510 | 0.9592 | 0.3525 | 0.0 | 0.7652 | 0.9242 | 0.0 |
| 0.072 | 67.27 | 740 | 0.1045 | 0.6144 | 0.6787 | 0.9722 | nan | 0.9896 | 0.9454 | 0.8734 | 0.9875 | 0.8123 | 0.0 | 0.7965 | 0.9637 | 0.5820 | 0.0 | 0.8853 | 0.9871 | 0.0 | nan | 0.9750 | 0.8559 | 0.8023 | 0.9658 | 0.7643 | 0.0 | 0.7467 | 0.9579 | 0.3895 | 0.0 | 0.6028 | 0.9265 | 0.0 |
| 0.0743 | 69.09 | 760 | 0.1043 | 0.6208 | 0.6830 | 0.9713 | nan | 0.9884 | 0.9355 | 0.8582 | 0.9893 | 0.8035 | 0.0 | 0.8218 | 0.9696 | 0.6572 | 0.0 | 0.8619 | 0.9942 | 0.0 | nan | 0.9742 | 0.8610 | 0.7941 | 0.9644 | 0.7632 | 0.0 | 0.7712 | 0.9500 | 0.4047 | 0.0 | 0.6851 | 0.9027 | 0.0 |
| 0.0707 | 70.91 | 780 | 0.1029 | 0.6113 | 0.6824 | 0.9718 | nan | 0.9917 | 0.9214 | 0.8504 | 0.9898 | 0.8348 | 0.0 | 0.8253 | 0.9667 | 0.5826 | 0.0 | 0.9146 | 0.9939 | 0.0 | nan | 0.9748 | 0.8554 | 0.7927 | 0.9637 | 0.7769 | 0.0 | 0.7698 | 0.9574 | 0.3879 | 0.0 | 0.5817 | 0.8870 | 0.0 |
| 0.0805 | 72.73 | 800 | 0.0973 | 0.6116 | 0.6743 | 0.9730 | nan | 0.9912 | 0.9373 | 0.8660 | 0.9858 | 0.8550 | 0.0 | 0.8333 | 0.9751 | 0.4338 | 0.0 | 0.8999 | 0.9889 | 0.0 | nan | 0.9763 | 0.8603 | 0.7998 | 0.9672 | 0.7886 | 0.0 | 0.7670 | 0.9630 | 0.2926 | 0.0 | 0.6338 | 0.9022 | 0.0 |
| 0.0752 | 74.55 | 820 | 0.0966 | 0.6230 | 0.6851 | 0.9728 | nan | 0.9911 | 0.9334 | 0.8708 | 0.9882 | 0.8492 | 0.0 | 0.8676 | 0.9678 | 0.4659 | 0.0624 | 0.9181 | 0.9914 | 0.0 | nan | 0.9755 | 0.8588 | 0.8023 | 0.9681 | 0.7916 | 0.0 | 0.7904 | 0.9603 | 0.3112 | 0.0606 | 0.6871 | 0.8931 | 0.0 |
| 0.0697 | 76.36 | 840 | 0.0983 | 0.6214 | 0.6727 | 0.9728 | nan | 0.9905 | 0.9452 | 0.8647 | 0.9858 | 0.8395 | 0.0 | 0.8154 | 0.9732 | 0.4675 | 0.0 | 0.8782 | 0.9852 | 0.0 | nan | 0.9755 | 0.8600 | 0.7985 | 0.9684 | 0.7829 | 0.0 | 0.7687 | 0.9604 | 0.3162 | 0.0 | 0.7128 | 0.9349 | 0.0 |
| 0.0697 | 78.18 | 860 | 0.0995 | 0.6156 | 0.6778 | 0.9722 | nan | 0.9884 | 0.9354 | 0.8923 | 0.9906 | 0.8281 | 0.0 | 0.8573 | 0.9698 | 0.4580 | 0.0 | 0.9006 | 0.9915 | 0.0 | nan | 0.9754 | 0.8556 | 0.7990 | 0.9657 | 0.7767 | 0.0 | 0.7927 | 0.9619 | 0.3007 | 0.0 | 0.6730 | 0.9017 | 0.0 |
| 0.0803 | 80.0 | 880 | 0.0992 | 0.6175 | 0.6703 | 0.9730 | nan | 0.9904 | 0.9426 | 0.8748 | 0.9883 | 0.8511 | 0.0 | 0.8218 | 0.9700 | 0.4223 | 0.0 | 0.8890 | 0.9637 | 0.0 | nan | 0.9762 | 0.8564 | 0.8017 | 0.9686 | 0.7954 | 0.0 | 0.7788 | 0.9618 | 0.2867 | 0.0 | 0.6713 | 0.9313 | 0.0 |
| 0.0823 | 81.82 | 900 | 0.0973 | 0.6168 | 0.6847 | 0.9731 | nan | 0.9905 | 0.9499 | 0.8543 | 0.9826 | 0.8727 | 0.0 | 0.8550 | 0.9735 | 0.5014 | 0.0 | 0.9352 | 0.9860 | 0.0 | nan | 0.9763 | 0.8580 | 0.7892 | 0.9698 | 0.8021 | 0.0 | 0.7834 | 0.9621 | 0.3350 | 0.0 | 0.6072 | 0.9350 | 0.0 |
| 0.0598 | 83.64 | 920 | 0.0954 | 0.6275 | 0.6801 | 0.9733 | nan | 0.9901 | 0.9489 | 0.8719 | 0.9825 | 0.8830 | 0.0 | 0.8481 | 0.9741 | 0.4549 | 0.0 | 0.8990 | 0.9890 | 0.0 | nan | 0.9760 | 0.8617 | 0.7922 | 0.9699 | 0.8058 | 0.0 | 0.7944 | 0.9631 | 0.3129 | 0.0 | 0.7540 | 0.9276 | 0.0 |
| 0.0735 | 85.45 | 940 | 0.0999 | 0.6226 | 0.6745 | 0.9723 | nan | 0.9897 | 0.9441 | 0.8749 | 0.9868 | 0.8551 | 0.0 | 0.8233 | 0.9650 | 0.4587 | 0.0 | 0.8929 | 0.9777 | 0.0 | nan | 0.9761 | 0.8553 | 0.7936 | 0.9692 | 0.7972 | 0.0 | 0.7699 | 0.9534 | 0.3065 | 0.0 | 0.7480 | 0.9251 | 0.0 |
| 0.0696 | 87.27 | 960 | 0.0999 | 0.6220 | 0.6722 | 0.9726 | nan | 0.9919 | 0.9462 | 0.8167 | 0.9874 | 0.8538 | 0.0 | 0.8171 | 0.9703 | 0.4605 | 0.0 | 0.9078 | 0.9873 | 0.0 | nan | 0.9755 | 0.8559 | 0.7776 | 0.9698 | 0.7974 | 0.0 | 0.7685 | 0.9602 | 0.3078 | 0.0 | 0.7414 | 0.9314 | 0.0 |
| 0.0644 | 89.09 | 980 | 0.0931 | 0.6398 | 0.6900 | 0.9750 | nan | 0.9925 | 0.9316 | 0.8678 | 0.9851 | 0.8972 | 0.0 | 0.8281 | 0.9818 | 0.5975 | 0.0 | 0.9047 | 0.9841 | 0.0 | nan | 0.9765 | 0.8748 | 0.8044 | 0.9701 | 0.8101 | 0.0 | 0.7795 | 0.9705 | 0.3899 | 0.0 | 0.7927 | 0.9489 | 0.0 |
| 0.0575 | 90.91 | 1000 | 0.0959 | 0.6301 | 0.6854 | 0.9740 | nan | 0.9896 | 0.9436 | 0.8986 | 0.9857 | 0.8906 | 0.0 | 0.8316 | 0.9720 | 0.5076 | 0.0 | 0.9078 | 0.9833 | 0.0 | nan | 0.9765 | 0.8658 | 0.8081 | 0.9701 | 0.8106 | 0.0 | 0.7807 | 0.9613 | 0.3361 | 0.0 | 0.7475 | 0.9349 | 0.0 |
| 0.066 | 92.73 | 1020 | 0.0913 | 0.6283 | 0.6837 | 0.9746 | nan | 0.9922 | 0.9347 | 0.8792 | 0.9844 | 0.8871 | 0.0 | 0.8579 | 0.9800 | 0.4638 | 0.0 | 0.9167 | 0.9916 | 0.0 | nan | 0.9768 | 0.8739 | 0.8051 | 0.9706 | 0.8100 | 0.0 | 0.8016 | 0.9651 | 0.3081 | 0.0 | 0.7405 | 0.9164 | 0.0 |
| 0.0546 | 94.55 | 1040 | 0.0911 | 0.6307 | 0.6824 | 0.9746 | nan | 0.9916 | 0.9393 | 0.8885 | 0.9854 | 0.8828 | 0.0 | 0.8570 | 0.9742 | 0.4796 | 0.0 | 0.8862 | 0.9864 | 0.0 | nan | 0.9770 | 0.8719 | 0.8072 | 0.9706 | 0.8101 | 0.0 | 0.7964 | 0.9639 | 0.3157 | 0.0 | 0.7487 | 0.9371 | 0.0 |
| 0.0716 | 96.36 | 1060 | 0.0937 | 0.6248 | 0.6821 | 0.9742 | nan | 0.9909 | 0.9465 | 0.8896 | 0.9820 | 0.8896 | 0.0 | 0.8510 | 0.9756 | 0.4418 | 0.0 | 0.9084 | 0.9916 | 0.0 | nan | 0.9770 | 0.8634 | 0.8156 | 0.9701 | 0.8097 | 0.0 | 0.7995 | 0.9667 | 0.2885 | 0.0 | 0.7244 | 0.9069 | 0.0 |
| 0.0576 | 98.18 | 1080 | 0.0904 | 0.6289 | 0.6941 | 0.9750 | nan | 0.9910 | 0.9405 | 0.8869 | 0.9852 | 0.8759 | 0.0 | 0.8518 | 0.9794 | 0.6394 | 0.0 | 0.9277 | 0.9452 | 0.0 | nan | 0.9772 | 0.8750 | 0.8138 | 0.9705 | 0.8051 | 0.0 | 0.7947 | 0.9637 | 0.4131 | 0.0 | 0.6436 | 0.9186 | 0.0 |
| 0.0606 | 100.0 | 1100 | 0.0928 | 0.6288 | 0.6792 | 0.9742 | nan | 0.9911 | 0.9493 | 0.8852 | 0.9831 | 0.8831 | 0.0 | 0.8521 | 0.9718 | 0.4600 | 0.0 | 0.8720 | 0.9826 | 0.0 | nan | 0.9771 | 0.8625 | 0.8163 | 0.9709 | 0.8052 | 0.0 | 0.8036 | 0.9638 | 0.2981 | 0.0 | 0.7430 | 0.9335 | 0.0 |
| 0.0597 | 101.82 | 1120 | 0.0897 | 0.6424 | 0.6936 | 0.9750 | nan | 0.9923 | 0.9405 | 0.8641 | 0.9870 | 0.8760 | 0.0 | 0.8517 | 0.9719 | 0.6602 | 0.0002 | 0.8922 | 0.9801 | 0.0 | nan | 0.9776 | 0.8727 | 0.8084 | 0.9705 | 0.8083 | 0.0 | 0.7879 | 0.9616 | 0.4128 | 0.0002 | 0.8048 | 0.9467 | 0.0 |
| 0.0621 | 103.64 | 1140 | 0.0879 | 0.6261 | 0.6895 | 0.9752 | nan | 0.9898 | 0.9435 | 0.9067 | 0.9845 | 0.8822 | 0.0 | 0.8721 | 0.9842 | 0.4954 | 0.0016 | 0.9125 | 0.9913 | 0.0 | nan | 0.9774 | 0.8761 | 0.8140 | 0.9713 | 0.8095 | 0.0 | 0.7999 | 0.9696 | 0.3199 | 0.0016 | 0.6830 | 0.9174 | 0.0 |
| 0.0602 | 105.45 | 1160 | 0.0881 | 0.6387 | 0.6951 | 0.9756 | nan | 0.9917 | 0.9458 | 0.8855 | 0.9809 | 0.8912 | 0.0 | 0.8578 | 0.9837 | 0.5855 | 0.0326 | 0.9078 | 0.9742 | 0.0 | nan | 0.9778 | 0.8781 | 0.8201 | 0.9705 | 0.8113 | 0.0 | 0.8106 | 0.9652 | 0.3802 | 0.0326 | 0.7079 | 0.9489 | 0.0 |
| 0.0541 | 107.27 | 1180 | 0.0904 | 0.6415 | 0.6833 | 0.9754 | nan | 0.9923 | 0.9486 | 0.8892 | 0.9828 | 0.8759 | 0.0 | 0.8422 | 0.9741 | 0.5535 | 0.0010 | 0.8414 | 0.9824 | 0.0 | nan | 0.9776 | 0.8737 | 0.8163 | 0.9714 | 0.8132 | 0.0 | 0.7996 | 0.9650 | 0.3684 | 0.0010 | 0.8082 | 0.9452 | 0.0 |
| 0.0547 | 109.09 | 1200 | 0.0888 | 0.6418 | 0.6943 | 0.9760 | nan | 0.9916 | 0.9432 | 0.8859 | 0.9874 | 0.8600 | 0.0 | 0.8476 | 0.9811 | 0.6323 | 0.0 | 0.9075 | 0.9895 | 0.0 | nan | 0.9778 | 0.8809 | 0.8207 | 0.9715 | 0.8118 | 0.0 | 0.8049 | 0.9664 | 0.4088 | 0.0 | 0.7697 | 0.9307 | 0.0 |
| 0.0596 | 110.91 | 1220 | 0.0900 | 0.6405 | 0.6968 | 0.9754 | nan | 0.9913 | 0.9408 | 0.8925 | 0.9856 | 0.8853 | 0.0 | 0.8634 | 0.9756 | 0.6322 | 0.0107 | 0.9013 | 0.9791 | 0.0 | nan | 0.9774 | 0.8754 | 0.8180 | 0.9720 | 0.8216 | 0.0 | 0.8127 | 0.9616 | 0.4064 | 0.0107 | 0.7352 | 0.9358 | 0.0 |
| 0.0507 | 112.73 | 1240 | 0.0908 | 0.6305 | 0.6847 | 0.9747 | nan | 0.9915 | 0.9484 | 0.8845 | 0.9830 | 0.8906 | 0.0 | 0.8583 | 0.9739 | 0.4710 | 0.0 | 0.9125 | 0.9869 | 0.0 | nan | 0.9772 | 0.8682 | 0.8151 | 0.9719 | 0.8173 | 0.0 | 0.8147 | 0.9648 | 0.3019 | 0.0 | 0.7352 | 0.9295 | 0.0 |
| 0.0455 | 114.55 | 1260 | 0.0938 | 0.6308 | 0.6784 | 0.9744 | nan | 0.9923 | 0.9503 | 0.8855 | 0.9816 | 0.9113 | 0.0 | 0.8149 | 0.9653 | 0.4230 | 0.0 | 0.9059 | 0.9889 | 0.0 | nan | 0.9778 | 0.8637 | 0.8202 | 0.9712 | 0.8135 | 0.0 | 0.7877 | 0.9583 | 0.2796 | 0.0 | 0.7950 | 0.9330 | 0.0 |
| 0.048 | 116.36 | 1280 | 0.0936 | 0.6220 | 0.6703 | 0.9747 | nan | 0.9918 | 0.9469 | 0.8865 | 0.9854 | 0.8863 | 0.0 | 0.8440 | 0.9757 | 0.3294 | 0.0 | 0.8793 | 0.9893 | 0.0 | nan | 0.9780 | 0.8647 | 0.8210 | 0.9720 | 0.8156 | 0.0 | 0.8005 | 0.9656 | 0.2192 | 0.0 | 0.7209 | 0.9289 | 0.0 |
| 0.0463 | 118.18 | 1300 | 0.0900 | 0.6242 | 0.6772 | 0.9753 | nan | 0.9914 | 0.9517 | 0.8897 | 0.9860 | 0.8762 | 0.0 | 0.8464 | 0.9755 | 0.3979 | 0.0 | 0.9025 | 0.9863 | 0.0 | nan | 0.9784 | 0.8670 | 0.8260 | 0.9718 | 0.8174 | 0.0 | 0.8059 | 0.9681 | 0.2628 | 0.0 | 0.6776 | 0.9393 | 0.0 |
| 0.0465 | 120.0 | 1320 | 0.0930 | 0.6341 | 0.6732 | 0.9750 | nan | 0.9917 | 0.9468 | 0.8817 | 0.9887 | 0.8689 | 0.0 | 0.8452 | 0.9734 | 0.3972 | 0.0 | 0.8773 | 0.9801 | 0.0 | nan | 0.9778 | 0.8669 | 0.8182 | 0.9714 | 0.8194 | 0.0 | 0.8089 | 0.9659 | 0.2646 | 0.0 | 0.8129 | 0.9374 | 0.0 |
| 0.0502 | 121.82 | 1340 | 0.0886 | 0.6253 | 0.6780 | 0.9756 | nan | 0.9912 | 0.9450 | 0.8926 | 0.9875 | 0.8638 | 0.0 | 0.8620 | 0.9832 | 0.4147 | 0.0 | 0.8908 | 0.9837 | 0.0 | nan | 0.9780 | 0.8724 | 0.8232 | 0.9719 | 0.8159 | 0.0 | 0.8176 | 0.9708 | 0.2733 | 0.0 | 0.6680 | 0.9373 | 0.0 |
| 0.0533 | 123.64 | 1360 | 0.0909 | 0.6364 | 0.6836 | 0.9758 | nan | 0.9911 | 0.9499 | 0.8999 | 0.9869 | 0.8726 | 0.0 | 0.8457 | 0.9777 | 0.4724 | 0.0 | 0.9038 | 0.9871 | 0.0 | nan | 0.9784 | 0.8724 | 0.8248 | 0.9727 | 0.8220 | 0.0 | 0.8066 | 0.9679 | 0.3108 | 0.0 | 0.7791 | 0.9390 | 0.0 |
| 0.0508 | 125.45 | 1380 | 0.0871 | 0.6395 | 0.6886 | 0.9757 | nan | 0.9905 | 0.9465 | 0.9123 | 0.9840 | 0.8927 | 0.0 | 0.8514 | 0.9799 | 0.5121 | 0.0053 | 0.8828 | 0.9942 | 0.0 | nan | 0.9782 | 0.8755 | 0.8192 | 0.9728 | 0.8222 | 0.0 | 0.8012 | 0.9685 | 0.3255 | 0.0053 | 0.8334 | 0.9121 | 0.0 |
| 0.0468 | 127.27 | 1400 | 0.0887 | 0.6415 | 0.6835 | 0.9760 | nan | 0.9919 | 0.9495 | 0.9074 | 0.9819 | 0.8983 | 0.0 | 0.8487 | 0.9790 | 0.4751 | 0.0 | 0.8791 | 0.9751 | 0.0 | nan | 0.9786 | 0.8770 | 0.8236 | 0.9720 | 0.8216 | 0.0 | 0.8101 | 0.9694 | 0.3103 | 0.0 | 0.8329 | 0.9439 | 0.0 |
| 0.056 | 129.09 | 1420 | 0.0924 | 0.6374 | 0.6770 | 0.9754 | nan | 0.9914 | 0.9495 | 0.8930 | 0.9881 | 0.8619 | 0.0 | 0.8171 | 0.9743 | 0.4818 | 0.0 | 0.8736 | 0.9704 | 0.0 | nan | 0.9783 | 0.8673 | 0.8232 | 0.9723 | 0.8198 | 0.0 | 0.7873 | 0.9673 | 0.3109 | 0.0 | 0.8204 | 0.9389 | 0.0 |
| 0.0497 | 130.91 | 1440 | 0.0899 | 0.6379 | 0.6754 | 0.9760 | nan | 0.9931 | 0.9436 | 0.8792 | 0.9878 | 0.8857 | 0.0 | 0.8438 | 0.9777 | 0.4134 | 0.0001 | 0.8691 | 0.9862 | 0.0 | nan | 0.9783 | 0.8737 | 0.8241 | 0.9724 | 0.8254 | 0.0 | 0.8048 | 0.9715 | 0.2750 | 0.0001 | 0.8249 | 0.9427 | 0.0 |
| 0.0519 | 132.73 | 1460 | 0.0912 | 0.6385 | 0.6810 | 0.9757 | nan | 0.9910 | 0.9447 | 0.9049 | 0.9896 | 0.8752 | 0.0 | 0.8507 | 0.9747 | 0.4465 | 0.0 | 0.8869 | 0.9895 | 0.0 | nan | 0.9787 | 0.8690 | 0.8292 | 0.9720 | 0.8223 | 0.0 | 0.7985 | 0.9669 | 0.2905 | 0.0 | 0.8346 | 0.9393 | 0.0 |
| 0.0529 | 134.55 | 1480 | 0.0868 | 0.6421 | 0.6851 | 0.9762 | nan | 0.9926 | 0.9446 | 0.8778 | 0.9869 | 0.8962 | 0.0 | 0.8482 | 0.9789 | 0.5179 | 0.0 | 0.8899 | 0.9740 | 0.0 | nan | 0.9788 | 0.8758 | 0.8223 | 0.9724 | 0.8253 | 0.0 | 0.8075 | 0.9702 | 0.3241 | 0.0 | 0.8268 | 0.9439 | 0.0 |
| 0.0443 | 136.36 | 1500 | 0.0892 | 0.6327 | 0.6773 | 0.9758 | nan | 0.9927 | 0.9482 | 0.8801 | 0.9851 | 0.8933 | 0.0 | 0.8489 | 0.9784 | 0.4032 | 0.0012 | 0.8899 | 0.9844 | 0.0 | nan | 0.9783 | 0.8728 | 0.8217 | 0.9729 | 0.8253 | 0.0 | 0.8145 | 0.9688 | 0.2697 | 0.0012 | 0.7518 | 0.9477 | 0.0 |
| 0.0467 | 138.18 | 1520 | 0.0875 | 0.6376 | 0.6821 | 0.9758 | nan | 0.9913 | 0.9418 | 0.9080 | 0.9879 | 0.8849 | 0.0 | 0.8577 | 0.9782 | 0.4535 | 0.0 | 0.8816 | 0.9831 | 0.0 | nan | 0.9788 | 0.8715 | 0.8266 | 0.9719 | 0.8240 | 0.0 | 0.8031 | 0.9683 | 0.2954 | 0.0 | 0.8051 | 0.9437 | 0.0 |
| 0.0456 | 140.0 | 1540 | 0.0920 | 0.6348 | 0.6757 | 0.9754 | nan | 0.9926 | 0.9431 | 0.8845 | 0.9883 | 0.8819 | 0.0 | 0.8550 | 0.9750 | 0.3713 | 0.0 | 0.9087 | 0.9833 | 0.0 | nan | 0.9786 | 0.8662 | 0.8251 | 0.9725 | 0.8248 | 0.0 | 0.8059 | 0.9663 | 0.2475 | 0.0 | 0.8224 | 0.9431 | 0.0 |
| 0.0464 | 141.82 | 1560 | 0.0928 | 0.6213 | 0.6727 | 0.9749 | nan | 0.9922 | 0.9426 | 0.8930 | 0.9891 | 0.8705 | 0.0 | 0.8534 | 0.9699 | 0.3501 | 0.0003 | 0.9004 | 0.9829 | 0.0 | nan | 0.9788 | 0.8664 | 0.8236 | 0.9718 | 0.8173 | 0.0 | 0.8144 | 0.9632 | 0.2344 | 0.0003 | 0.6645 | 0.9425 | 0.0 |
| 0.0515 | 143.64 | 1580 | 0.0870 | 0.6458 | 0.6873 | 0.9765 | nan | 0.9922 | 0.9450 | 0.8966 | 0.9871 | 0.8969 | 0.0 | 0.8351 | 0.9776 | 0.5370 | 0.0 | 0.8887 | 0.9790 | 0.0 | nan | 0.9789 | 0.8775 | 0.8220 | 0.9731 | 0.8302 | 0.0 | 0.8041 | 0.9698 | 0.3500 | 0.0 | 0.8378 | 0.9519 | 0.0 |
| 0.0523 | 145.45 | 1600 | 0.0863 | 0.6476 | 0.6915 | 0.9767 | nan | 0.9931 | 0.9472 | 0.8754 | 0.9882 | 0.8823 | 0.0 | 0.8597 | 0.9766 | 0.5686 | 0.0 | 0.9093 | 0.9887 | 0.0 | nan | 0.9789 | 0.8781 | 0.8255 | 0.9729 | 0.8275 | 0.0 | 0.8152 | 0.9697 | 0.3796 | 0.0 | 0.8277 | 0.9432 | 0.0 |
| 0.052 | 147.27 | 1620 | 0.0873 | 0.6420 | 0.6825 | 0.9764 | nan | 0.9922 | 0.9500 | 0.8870 | 0.9873 | 0.8899 | 0.0 | 0.8587 | 0.9777 | 0.4852 | 0.0 | 0.8690 | 0.9760 | 0.0 | nan | 0.9792 | 0.8712 | 0.8313 | 0.9731 | 0.8311 | 0.0 | 0.8184 | 0.9693 | 0.3199 | 0.0 | 0.8105 | 0.9414 | 0.0 |
| 0.0473 | 149.09 | 1640 | 0.0875 | 0.6421 | 0.6892 | 0.9764 | nan | 0.9922 | 0.9482 | 0.9111 | 0.9830 | 0.9171 | 0.0 | 0.8507 | 0.9768 | 0.4431 | 0.0 | 0.9482 | 0.9885 | 0.0 | nan | 0.9792 | 0.8750 | 0.8314 | 0.9729 | 0.8297 | 0.0 | 0.8091 | 0.9695 | 0.2972 | 0.0 | 0.8383 | 0.9450 | 0.0 |
| 0.0445 | 150.91 | 1660 | 0.0842 | 0.6527 | 0.6974 | 0.9774 | nan | 0.9928 | 0.9471 | 0.8885 | 0.9834 | 0.9026 | 0.0 | 0.8568 | 0.9864 | 0.6235 | 0.0 | 0.8997 | 0.9859 | 0.0 | nan | 0.9788 | 0.8870 | 0.8257 | 0.9733 | 0.8326 | 0.0 | 0.8127 | 0.9753 | 0.4015 | 0.0 | 0.8476 | 0.9501 | 0.0 |
| 0.0478 | 152.73 | 1680 | 0.0865 | 0.6443 | 0.6865 | 0.9765 | nan | 0.9930 | 0.9384 | 0.8960 | 0.9844 | 0.9068 | 0.0 | 0.8708 | 0.9842 | 0.4478 | 0.0 | 0.9144 | 0.9881 | 0.0 | nan | 0.9789 | 0.8757 | 0.8300 | 0.9734 | 0.8344 | 0.0 | 0.8121 | 0.9743 | 0.2946 | 0.0 | 0.8543 | 0.9486 | 0.0 |
| 0.0446 | 154.55 | 1700 | 0.0870 | 0.6366 | 0.6838 | 0.9762 | nan | 0.9926 | 0.9455 | 0.9027 | 0.9864 | 0.8989 | 0.0 | 0.8544 | 0.9744 | 0.4161 | 0.0038 | 0.9286 | 0.9860 | 0.0 | nan | 0.9794 | 0.8722 | 0.8321 | 0.9733 | 0.8241 | 0.0 | 0.8089 | 0.9675 | 0.2782 | 0.0038 | 0.7873 | 0.9485 | 0.0 |
| 0.0408 | 156.36 | 1720 | 0.0872 | 0.6391 | 0.6887 | 0.9769 | nan | 0.9929 | 0.9444 | 0.8817 | 0.9868 | 0.8889 | 0.0 | 0.8612 | 0.9841 | 0.5046 | 0.0020 | 0.9160 | 0.9900 | 0.0 | nan | 0.9789 | 0.8807 | 0.8256 | 0.9738 | 0.8312 | 0.0 | 0.8095 | 0.9733 | 0.3279 | 0.0020 | 0.7604 | 0.9456 | 0.0 |
| 0.0456 | 158.18 | 1740 | 0.0855 | 0.6520 | 0.6956 | 0.9774 | nan | 0.9929 | 0.9444 | 0.8943 | 0.9878 | 0.8884 | 0.0 | 0.8676 | 0.9796 | 0.6019 | 0.0005 | 0.9043 | 0.9808 | 0.0 | nan | 0.9795 | 0.8837 | 0.8329 | 0.9733 | 0.8323 | 0.0 | 0.8160 | 0.9717 | 0.3833 | 0.0005 | 0.8495 | 0.9534 | 0.0 |
| 0.0476 | 160.0 | 1760 | 0.0868 | 0.6477 | 0.6920 | 0.9766 | nan | 0.9917 | 0.9492 | 0.9086 | 0.9843 | 0.9041 | 0.0 | 0.8346 | 0.9772 | 0.5563 | 0.0008 | 0.9078 | 0.9816 | 0.0 | nan | 0.9795 | 0.8796 | 0.8315 | 0.9728 | 0.8183 | 0.0 | 0.7906 | 0.9661 | 0.3688 | 0.0008 | 0.8619 | 0.9496 | 0.0 |
| 0.0566 | 161.82 | 1780 | 0.0887 | 0.6417 | 0.6789 | 0.9761 | nan | 0.9934 | 0.9505 | 0.8682 | 0.9849 | 0.8958 | 0.0 | 0.8442 | 0.9778 | 0.4560 | 0.0006 | 0.8697 | 0.9849 | 0.0 | nan | 0.9785 | 0.8737 | 0.8161 | 0.9738 | 0.8317 | 0.0 | 0.8078 | 0.9707 | 0.3040 | 0.0006 | 0.8365 | 0.9482 | 0.0 |
| 0.0401 | 163.64 | 1800 | 0.0858 | 0.6481 | 0.6910 | 0.9767 | nan | 0.9939 | 0.9386 | 0.8660 | 0.9871 | 0.9003 | 0.0 | 0.8600 | 0.9816 | 0.5701 | 0.0029 | 0.8975 | 0.9849 | 0.0 | nan | 0.9786 | 0.8804 | 0.8180 | 0.9736 | 0.8312 | 0.0 | 0.8110 | 0.9707 | 0.3689 | 0.0029 | 0.8452 | 0.9450 | 0.0 |
| 0.0444 | 165.45 | 1820 | 0.0860 | 0.6523 | 0.6953 | 0.9773 | nan | 0.9927 | 0.9457 | 0.8903 | 0.9881 | 0.8894 | 0.0 | 0.8563 | 0.9806 | 0.5883 | 0.0 | 0.9254 | 0.9817 | 0.0 | nan | 0.9791 | 0.8831 | 0.8284 | 0.9736 | 0.8308 | 0.0 | 0.8148 | 0.9727 | 0.3862 | 0.0 | 0.8561 | 0.9544 | 0.0 |
| 0.046 | 167.27 | 1840 | 0.0843 | 0.6520 | 0.6935 | 0.9776 | nan | 0.9927 | 0.9457 | 0.8892 | 0.9872 | 0.8920 | 0.0 | 0.8584 | 0.9864 | 0.5872 | 0.0004 | 0.9052 | 0.9714 | 0.0 | nan | 0.9792 | 0.8877 | 0.8292 | 0.9740 | 0.8305 | 0.0 | 0.8158 | 0.9738 | 0.3900 | 0.0004 | 0.8492 | 0.9455 | 0.0 |
| 0.0447 | 169.09 | 1860 | 0.0845 | 0.6496 | 0.6915 | 0.9773 | nan | 0.9934 | 0.9468 | 0.8948 | 0.9842 | 0.9045 | 0.0 | 0.8463 | 0.9818 | 0.5438 | 0.0 | 0.9126 | 0.9818 | 0.0 | nan | 0.9794 | 0.8843 | 0.8311 | 0.9737 | 0.8292 | 0.0 | 0.8147 | 0.9719 | 0.3579 | 0.0 | 0.8540 | 0.9489 | 0.0 |
| 0.0448 | 170.91 | 1880 | 0.0850 | 0.6516 | 0.6959 | 0.9772 | nan | 0.9925 | 0.9460 | 0.9000 | 0.9882 | 0.8887 | 0.0 | 0.8586 | 0.9766 | 0.6172 | 0.0005 | 0.9082 | 0.9699 | 0.0 | nan | 0.9793 | 0.8827 | 0.8312 | 0.9737 | 0.8319 | 0.0 | 0.8139 | 0.9692 | 0.4030 | 0.0005 | 0.8391 | 0.9463 | 0.0 |
| 0.0432 | 172.73 | 1900 | 0.0846 | 0.6461 | 0.6916 | 0.9770 | nan | 0.9919 | 0.9509 | 0.9007 | 0.9859 | 0.9084 | 0.0 | 0.8633 | 0.9783 | 0.5265 | 0.0 | 0.8888 | 0.9957 | 0.0 | nan | 0.9794 | 0.8784 | 0.8339 | 0.9742 | 0.8369 | 0.0 | 0.8174 | 0.9719 | 0.3383 | 0.0 | 0.8343 | 0.9343 | 0.0 |
| 0.0403 | 174.55 | 1920 | 0.0891 | 0.6386 | 0.6791 | 0.9764 | nan | 0.9928 | 0.9528 | 0.8935 | 0.9832 | 0.9037 | 0.0 | 0.8613 | 0.9795 | 0.3732 | 0.0004 | 0.9052 | 0.9832 | 0.0 | nan | 0.9794 | 0.8730 | 0.8329 | 0.9736 | 0.8364 | 0.0 | 0.8171 | 0.9690 | 0.2479 | 0.0004 | 0.8240 | 0.9487 | 0.0 |
| 0.0405 | 176.36 | 1940 | 0.0860 | 0.6393 | 0.6853 | 0.9769 | nan | 0.9935 | 0.9449 | 0.8865 | 0.9864 | 0.8847 | 0.0 | 0.8523 | 0.9799 | 0.5182 | 0.0010 | 0.8945 | 0.9672 | 0.0 | nan | 0.9793 | 0.8807 | 0.8300 | 0.9738 | 0.8268 | 0.0 | 0.8157 | 0.9690 | 0.3349 | 0.0010 | 0.7527 | 0.9474 | 0.0 |
| 0.0402 | 178.18 | 1960 | 0.0847 | 0.6502 | 0.6921 | 0.9769 | nan | 0.9926 | 0.9465 | 0.8924 | 0.9892 | 0.8834 | 0.0 | 0.8686 | 0.9770 | 0.4591 | 0.0827 | 0.9181 | 0.9871 | 0.0 | nan | 0.9797 | 0.8758 | 0.8332 | 0.9737 | 0.8297 | 0.0 | 0.8206 | 0.9700 | 0.3011 | 0.0827 | 0.8403 | 0.9461 | 0.0 |
| 0.0436 | 180.0 | 1980 | 0.0815 | 0.6690 | 0.7161 | 0.9774 | nan | 0.9918 | 0.9493 | 0.8977 | 0.9876 | 0.8862 | 0.0 | 0.8811 | 0.9812 | 0.4751 | 0.3711 | 0.9036 | 0.9850 | 0.0 | nan | 0.9798 | 0.8820 | 0.8311 | 0.9742 | 0.8307 | 0.0 | 0.8124 | 0.9700 | 0.3094 | 0.3706 | 0.7918 | 0.9445 | 0.0 |
| 0.0421 | 181.82 | 2000 | 0.0854 | 0.6503 | 0.6950 | 0.9770 | nan | 0.9935 | 0.9442 | 0.8793 | 0.9873 | 0.9035 | 0.0 | 0.8674 | 0.9774 | 0.5263 | 0.0594 | 0.9222 | 0.9750 | 0.0 | nan | 0.9792 | 0.8809 | 0.8249 | 0.9746 | 0.8335 | 0.0 | 0.8129 | 0.9669 | 0.3519 | 0.0594 | 0.8241 | 0.9457 | 0.0 |
| 0.0371 | 183.64 | 2020 | 0.0849 | 0.6483 | 0.6947 | 0.9773 | nan | 0.9928 | 0.9426 | 0.8938 | 0.9890 | 0.8770 | 0.0 | 0.8678 | 0.9821 | 0.5535 | 0.0308 | 0.9119 | 0.9892 | 0.0 | nan | 0.9798 | 0.8829 | 0.8330 | 0.9739 | 0.8290 | 0.0 | 0.8214 | 0.9704 | 0.3514 | 0.0308 | 0.8132 | 0.9425 | 0.0 |
| 0.0443 | 185.45 | 2040 | 0.0843 | 0.6457 | 0.6853 | 0.9771 | nan | 0.9935 | 0.9458 | 0.8817 | 0.9882 | 0.8838 | 0.0 | 0.8539 | 0.9804 | 0.5030 | 0.0012 | 0.8981 | 0.9789 | 0.0 | nan | 0.9796 | 0.8809 | 0.8281 | 0.9742 | 0.8324 | 0.0 | 0.8179 | 0.9702 | 0.3281 | 0.0012 | 0.8325 | 0.9485 | 0.0 |
| 0.0385 | 187.27 | 2060 | 0.0845 | 0.6541 | 0.6969 | 0.9774 | nan | 0.9941 | 0.9462 | 0.8743 | 0.9878 | 0.8929 | 0.0 | 0.8566 | 0.9762 | 0.6349 | 0.0032 | 0.9201 | 0.9729 | 0.0 | nan | 0.9790 | 0.8862 | 0.8223 | 0.9741 | 0.8351 | 0.0 | 0.8207 | 0.9712 | 0.4177 | 0.0032 | 0.8426 | 0.9514 | 0.0 |
| 0.0399 | 189.09 | 2080 | 0.0837 | 0.6527 | 0.6989 | 0.9776 | nan | 0.9919 | 0.9501 | 0.9122 | 0.9855 | 0.9098 | 0.0 | 0.8795 | 0.9811 | 0.5548 | 0.0128 | 0.9242 | 0.9840 | 0.0 | nan | 0.9798 | 0.8845 | 0.8356 | 0.9743 | 0.8367 | 0.0 | 0.8283 | 0.9719 | 0.3656 | 0.0128 | 0.8463 | 0.9493 | 0.0 |
| 0.0431 | 190.91 | 2100 | 0.0839 | 0.6531 | 0.6996 | 0.9774 | nan | 0.9917 | 0.9453 | 0.9157 | 0.9890 | 0.8875 | 0.0 | 0.8777 | 0.9777 | 0.6127 | 0.0171 | 0.9132 | 0.9678 | 0.0 | nan | 0.9798 | 0.8899 | 0.8325 | 0.9738 | 0.8315 | 0.0 | 0.8317 | 0.9691 | 0.3959 | 0.0171 | 0.8222 | 0.9465 | 0.0 |
| 0.0391 | 192.73 | 2120 | 0.0858 | 0.6470 | 0.6854 | 0.9775 | nan | 0.9940 | 0.9423 | 0.8936 | 0.9881 | 0.8904 | 0.0 | 0.8589 | 0.9811 | 0.4732 | 0.0024 | 0.9091 | 0.9774 | 0.0 | nan | 0.9798 | 0.8832 | 0.8332 | 0.9747 | 0.8376 | 0.0 | 0.8227 | 0.9724 | 0.3105 | 0.0024 | 0.8475 | 0.9467 | 0.0 |
| 0.0456 | 194.55 | 2140 | 0.0837 | 0.6486 | 0.6902 | 0.9777 | nan | 0.9931 | 0.9509 | 0.8929 | 0.9847 | 0.9039 | 0.0 | 0.8655 | 0.9842 | 0.5249 | 0.0019 | 0.8949 | 0.9757 | 0.0 | nan | 0.9797 | 0.8867 | 0.8311 | 0.9748 | 0.8352 | 0.0 | 0.8232 | 0.9738 | 0.3440 | 0.0019 | 0.8342 | 0.9471 | 0.0 |
| 0.0402 | 196.36 | 2160 | 0.0845 | 0.6471 | 0.6883 | 0.9777 | nan | 0.9929 | 0.9508 | 0.8902 | 0.9869 | 0.8998 | 0.0 | 0.8581 | 0.9838 | 0.5185 | 0.0009 | 0.8828 | 0.9831 | 0.0 | nan | 0.9803 | 0.8831 | 0.8354 | 0.9742 | 0.8368 | 0.0 | 0.8180 | 0.9740 | 0.3370 | 0.0009 | 0.8272 | 0.9450 | 0.0 |
| 0.0401 | 198.18 | 2180 | 0.0845 | 0.6442 | 0.6850 | 0.9772 | nan | 0.9915 | 0.9541 | 0.9191 | 0.9855 | 0.8951 | 0.0 | 0.8530 | 0.9812 | 0.4627 | 0.0003 | 0.8910 | 0.9714 | 0.0 | nan | 0.9798 | 0.8795 | 0.8322 | 0.9747 | 0.8343 | 0.0 | 0.8161 | 0.9739 | 0.3073 | 0.0003 | 0.8313 | 0.9449 | 0.0 |
| 0.0412 | 200.0 | 2200 | 0.0851 | 0.6480 | 0.6892 | 0.9776 | nan | 0.9938 | 0.9482 | 0.8900 | 0.9864 | 0.8914 | 0.0 | 0.8598 | 0.9812 | 0.5108 | 0.0054 | 0.9217 | 0.9715 | 0.0 | nan | 0.9794 | 0.8861 | 0.8301 | 0.9745 | 0.8346 | 0.0 | 0.8271 | 0.9737 | 0.3424 | 0.0054 | 0.8244 | 0.9469 | 0.0 |
| 0.043 | 201.82 | 2220 | 0.0851 | 0.6426 | 0.6807 | 0.9773 | nan | 0.9925 | 0.9475 | 0.9046 | 0.9870 | 0.8995 | 0.0 | 0.8505 | 0.9851 | 0.3807 | 0.0039 | 0.9116 | 0.9861 | 0.0 | nan | 0.9800 | 0.8786 | 0.8335 | 0.9748 | 0.8384 | 0.0 | 0.8218 | 0.9753 | 0.2520 | 0.0039 | 0.8551 | 0.9409 | 0.0 |
| 0.0371 | 203.64 | 2240 | 0.0859 | 0.6406 | 0.6836 | 0.9774 | nan | 0.9929 | 0.9508 | 0.9022 | 0.9846 | 0.9086 | 0.0 | 0.8696 | 0.9831 | 0.3943 | 0.0071 | 0.9134 | 0.9806 | 0.0 | nan | 0.9801 | 0.8788 | 0.8377 | 0.9746 | 0.8404 | 0.0 | 0.8231 | 0.9748 | 0.2606 | 0.0071 | 0.8088 | 0.9425 | 0.0 |
| 0.0355 | 205.45 | 2260 | 0.0833 | 0.6460 | 0.6877 | 0.9777 | nan | 0.9931 | 0.9481 | 0.8961 | 0.9859 | 0.9084 | 0.0 | 0.8678 | 0.9856 | 0.4645 | 0.0090 | 0.8975 | 0.9840 | 0.0 | nan | 0.9801 | 0.8850 | 0.8338 | 0.9748 | 0.8389 | 0.0 | 0.8238 | 0.9745 | 0.3060 | 0.0090 | 0.8263 | 0.9454 | 0.0 |
| 0.0382 | 207.27 | 2280 | 0.0839 | 0.6471 | 0.6885 | 0.9777 | nan | 0.9936 | 0.9437 | 0.8971 | 0.9866 | 0.8981 | 0.0 | 0.8724 | 0.9851 | 0.4615 | 0.0353 | 0.9068 | 0.9699 | 0.0 | nan | 0.9798 | 0.8859 | 0.8297 | 0.9750 | 0.8406 | 0.0 | 0.8149 | 0.9750 | 0.3041 | 0.0353 | 0.8238 | 0.9481 | 0.0 |
| 0.0383 | 209.09 | 2300 | 0.0860 | 0.6433 | 0.6849 | 0.9771 | nan | 0.9921 | 0.9491 | 0.9125 | 0.9862 | 0.9107 | 0.0 | 0.8769 | 0.9794 | 0.4066 | 0.0111 | 0.9015 | 0.9776 | 0.0 | nan | 0.9796 | 0.8809 | 0.8274 | 0.9750 | 0.8402 | 0.0 | 0.8304 | 0.9723 | 0.2693 | 0.0111 | 0.8281 | 0.9489 | 0.0 |
| 0.0369 | 210.91 | 2320 | 0.0858 | 0.6451 | 0.6854 | 0.9774 | nan | 0.9938 | 0.9469 | 0.8873 | 0.9875 | 0.8980 | 0.0 | 0.8681 | 0.9792 | 0.4341 | 0.0301 | 0.8997 | 0.9849 | 0.0 | nan | 0.9799 | 0.8820 | 0.8302 | 0.9751 | 0.8392 | 0.0 | 0.8270 | 0.9709 | 0.2871 | 0.0300 | 0.8170 | 0.9482 | 0.0 |
| 0.0365 | 212.73 | 2340 | 0.0870 | 0.6424 | 0.6818 | 0.9774 | nan | 0.9932 | 0.9465 | 0.8934 | 0.9882 | 0.8889 | 0.0 | 0.8825 | 0.9840 | 0.4031 | 0.0084 | 0.8975 | 0.9776 | 0.0 | nan | 0.9802 | 0.8806 | 0.8351 | 0.9750 | 0.8359 | 0.0 | 0.8287 | 0.9722 | 0.2679 | 0.0084 | 0.8182 | 0.9497 | 0.0 |
| 0.0388 | 214.55 | 2360 | 0.0846 | 0.6463 | 0.6844 | 0.9777 | nan | 0.9933 | 0.9474 | 0.8950 | 0.9884 | 0.8972 | 0.0 | 0.8586 | 0.9814 | 0.4519 | 0.0087 | 0.8919 | 0.9837 | 0.0 | nan | 0.9804 | 0.8816 | 0.8358 | 0.9750 | 0.8385 | 0.0 | 0.8168 | 0.9725 | 0.2994 | 0.0087 | 0.8421 | 0.9517 | 0.0 |
| 0.0352 | 216.36 | 2380 | 0.0857 | 0.6476 | 0.6861 | 0.9776 | nan | 0.9937 | 0.9468 | 0.8907 | 0.9869 | 0.9014 | 0.0 | 0.8626 | 0.9822 | 0.4450 | 0.0199 | 0.9125 | 0.9782 | 0.0 | nan | 0.9798 | 0.8848 | 0.8314 | 0.9750 | 0.8406 | 0.0 | 0.8210 | 0.9735 | 0.2926 | 0.0199 | 0.8490 | 0.9517 | 0.0 |
| 0.0382 | 218.18 | 2400 | 0.0857 | 0.6466 | 0.6898 | 0.9774 | nan | 0.9924 | 0.9508 | 0.8959 | 0.9843 | 0.9031 | 0.0 | 0.8752 | 0.9884 | 0.4047 | 0.0570 | 0.9235 | 0.9926 | 0.0 | nan | 0.9800 | 0.8822 | 0.8340 | 0.9745 | 0.8345 | 0.0 | 0.8227 | 0.9741 | 0.2655 | 0.0570 | 0.8529 | 0.9289 | 0.0 |
| 0.0378 | 220.0 | 2420 | 0.0898 | 0.6441 | 0.6845 | 0.9767 | nan | 0.9916 | 0.9460 | 0.9194 | 0.9881 | 0.9021 | 0.0 | 0.8785 | 0.9782 | 0.3604 | 0.0384 | 0.9238 | 0.9718 | 0.0 | nan | 0.9798 | 0.8752 | 0.8329 | 0.9748 | 0.8383 | 0.0 | 0.8230 | 0.9694 | 0.2401 | 0.0384 | 0.8566 | 0.9444 | 0.0 |
| 0.0383 | 221.82 | 2440 | 0.0864 | 0.6444 | 0.6799 | 0.9773 | nan | 0.9942 | 0.9487 | 0.8780 | 0.9863 | 0.9040 | 0.0 | 0.8575 | 0.9817 | 0.4188 | 0.0098 | 0.8942 | 0.9651 | 0.0 | nan | 0.9796 | 0.8815 | 0.8291 | 0.9753 | 0.8390 | 0.0 | 0.8213 | 0.9732 | 0.2791 | 0.0098 | 0.8409 | 0.9483 | 0.0 |
| 0.0339 | 223.64 | 2460 | 0.0903 | 0.6451 | 0.6845 | 0.9771 | nan | 0.9932 | 0.9525 | 0.8919 | 0.9859 | 0.8993 | 0.0 | 0.8594 | 0.9775 | 0.4242 | 0.0173 | 0.9150 | 0.9822 | 0.0 | nan | 0.9799 | 0.8781 | 0.8304 | 0.9752 | 0.8406 | 0.0 | 0.8191 | 0.9687 | 0.2815 | 0.0173 | 0.8416 | 0.9533 | 0.0 |
| 0.0369 | 225.45 | 2480 | 0.0885 | 0.6394 | 0.6782 | 0.9771 | nan | 0.9930 | 0.9472 | 0.9029 | 0.9881 | 0.8882 | 0.0 | 0.8679 | 0.9787 | 0.3940 | 0.0029 | 0.8674 | 0.9865 | 0.0 | nan | 0.9800 | 0.8797 | 0.8314 | 0.9754 | 0.8349 | 0.0 | 0.8237 | 0.9698 | 0.2634 | 0.0029 | 0.8046 | 0.9465 | 0.0 |
| 0.0362 | 227.27 | 2500 | 0.0907 | 0.6431 | 0.6818 | 0.9771 | nan | 0.9938 | 0.9467 | 0.8888 | 0.9883 | 0.8969 | 0.0 | 0.8804 | 0.9772 | 0.3631 | 0.0375 | 0.9137 | 0.9774 | 0.0 | nan | 0.9798 | 0.8776 | 0.8317 | 0.9753 | 0.8415 | 0.0 | 0.8259 | 0.9703 | 0.2421 | 0.0375 | 0.8272 | 0.9513 | 0.0 |
| 0.0381 | 229.09 | 2520 | 0.0875 | 0.6538 | 0.6983 | 0.9775 | nan | 0.9940 | 0.9460 | 0.8795 | 0.9867 | 0.9127 | 0.0 | 0.8662 | 0.9761 | 0.5741 | 0.0397 | 0.9178 | 0.9854 | 0.0 | nan | 0.9796 | 0.8836 | 0.8292 | 0.9752 | 0.8412 | 0.0 | 0.8211 | 0.9681 | 0.3713 | 0.0397 | 0.8419 | 0.9482 | 0.0 |
| 0.0378 | 230.91 | 2540 | 0.0891 | 0.6451 | 0.6820 | 0.9772 | nan | 0.9941 | 0.9497 | 0.8782 | 0.9853 | 0.9044 | 0.0 | 0.8550 | 0.9823 | 0.4145 | 0.0431 | 0.8920 | 0.9675 | 0.0 | nan | 0.9801 | 0.8799 | 0.8293 | 0.9748 | 0.8341 | 0.0 | 0.8235 | 0.9715 | 0.2744 | 0.0431 | 0.8278 | 0.9482 | 0.0 |
| 0.0366 | 232.73 | 2560 | 0.0805 | 0.6596 | 0.7029 | 0.9781 | nan | 0.9927 | 0.9457 | 0.9038 | 0.9883 | 0.9021 | 0.0 | 0.8627 | 0.9820 | 0.5617 | 0.1157 | 0.9036 | 0.9792 | 0.0 | nan | 0.9804 | 0.8879 | 0.8347 | 0.9751 | 0.8363 | 0.0 | 0.8243 | 0.9713 | 0.3664 | 0.1157 | 0.8314 | 0.9517 | 0.0 |
| 0.0392 | 234.55 | 2580 | 0.0876 | 0.6457 | 0.6848 | 0.9775 | nan | 0.9932 | 0.9542 | 0.8871 | 0.9864 | 0.8981 | 0.0 | 0.8556 | 0.9812 | 0.4539 | 0.0049 | 0.9222 | 0.9662 | 0.0 | nan | 0.9801 | 0.8793 | 0.8331 | 0.9755 | 0.8402 | 0.0 | 0.8213 | 0.9730 | 0.2986 | 0.0049 | 0.8421 | 0.9459 | 0.0 |
| 0.0343 | 236.36 | 2600 | 0.0929 | 0.6426 | 0.6817 | 0.9767 | nan | 0.9939 | 0.9510 | 0.8821 | 0.9868 | 0.9002 | 0.0 | 0.8755 | 0.9732 | 0.3850 | 0.0175 | 0.9199 | 0.9769 | 0.0 | nan | 0.9797 | 0.8746 | 0.8311 | 0.9756 | 0.8401 | 0.0 | 0.8335 | 0.9670 | 0.2518 | 0.0175 | 0.8300 | 0.9533 | 0.0 |
| 0.0293 | 238.18 | 2620 | 0.0866 | 0.6505 | 0.6889 | 0.9774 | nan | 0.9936 | 0.9459 | 0.8962 | 0.9881 | 0.9018 | 0.0 | 0.8603 | 0.9749 | 0.5017 | 0.0444 | 0.8683 | 0.9809 | 0.0 | nan | 0.9796 | 0.8821 | 0.8319 | 0.9759 | 0.8400 | 0.0 | 0.8296 | 0.9691 | 0.3295 | 0.0444 | 0.8198 | 0.9541 | 0.0 |
| 0.0353 | 240.0 | 2640 | 0.0883 | 0.6480 | 0.6858 | 0.9776 | nan | 0.9932 | 0.9495 | 0.9035 | 0.9866 | 0.9131 | 0.0 | 0.8624 | 0.9788 | 0.4136 | 0.0268 | 0.9084 | 0.9792 | 0.0 | nan | 0.9802 | 0.8823 | 0.8352 | 0.9756 | 0.8412 | 0.0 | 0.8318 | 0.9712 | 0.2761 | 0.0268 | 0.8497 | 0.9534 | 0.0 |
| 0.0372 | 241.82 | 2660 | 0.0902 | 0.6433 | 0.6790 | 0.9775 | nan | 0.9937 | 0.9508 | 0.8846 | 0.9880 | 0.8968 | 0.0 | 0.8704 | 0.9824 | 0.3534 | 0.0062 | 0.9178 | 0.9832 | 0.0 | nan | 0.9803 | 0.8801 | 0.8332 | 0.9758 | 0.8412 | 0.0 | 0.8291 | 0.9733 | 0.2367 | 0.0062 | 0.8540 | 0.9533 | 0.0 |
| 0.0343 | 243.64 | 2680 | 0.0866 | 0.6496 | 0.6912 | 0.9766 | nan | 0.9932 | 0.9498 | 0.8967 | 0.9863 | 0.8808 | 0.0 | 0.8618 | 0.9714 | 0.4802 | 0.0480 | 0.9261 | 0.9906 | 0.0 | nan | 0.9801 | 0.8795 | 0.8317 | 0.9748 | 0.8345 | 0.0 | 0.8253 | 0.9611 | 0.3118 | 0.0454 | 0.8515 | 0.9493 | 0.0 |
| 0.0342 | 245.45 | 2700 | 0.0872 | 0.6468 | 0.6875 | 0.9774 | nan | 0.9930 | 0.9491 | 0.8958 | 0.9878 | 0.8840 | 0.0 | 0.8627 | 0.9795 | 0.4834 | 0.0200 | 0.8965 | 0.9851 | 0.0 | nan | 0.9803 | 0.8788 | 0.8315 | 0.9751 | 0.8329 | 0.0 | 0.8275 | 0.9709 | 0.3149 | 0.0200 | 0.8233 | 0.9530 | 0.0 |
| 0.0348 | 247.27 | 2720 | 0.0851 | 0.6531 | 0.6958 | 0.9781 | nan | 0.9932 | 0.9475 | 0.9046 | 0.9874 | 0.8862 | 0.0 | 0.8656 | 0.9824 | 0.5480 | 0.0275 | 0.9258 | 0.9776 | 0.0 | nan | 0.9805 | 0.8861 | 0.8377 | 0.9756 | 0.8310 | 0.0 | 0.8251 | 0.9717 | 0.3604 | 0.0275 | 0.8419 | 0.9532 | 0.0 |
| 0.0323 | 249.09 | 2740 | 0.0843 | 0.6518 | 0.6893 | 0.9780 | nan | 0.9934 | 0.9488 | 0.9029 | 0.9883 | 0.8835 | 0.0 | 0.8707 | 0.9807 | 0.4740 | 0.0491 | 0.8972 | 0.9720 | 0.0 | nan | 0.9802 | 0.8849 | 0.8369 | 0.9755 | 0.8337 | 0.0 | 0.8349 | 0.9736 | 0.3165 | 0.0491 | 0.8370 | 0.9511 | 0.0 |
| 0.0355 | 250.91 | 2760 | 0.0860 | 0.6511 | 0.6904 | 0.9780 | nan | 0.9931 | 0.9499 | 0.9036 | 0.9877 | 0.8926 | 0.0 | 0.8690 | 0.9808 | 0.5094 | 0.0171 | 0.9016 | 0.9699 | 0.0 | nan | 0.9805 | 0.8852 | 0.8370 | 0.9756 | 0.8348 | 0.0 | 0.8307 | 0.9720 | 0.3331 | 0.0171 | 0.8485 | 0.9504 | 0.0 |
| 0.0366 | 252.73 | 2780 | 0.0867 | 0.6514 | 0.6900 | 0.9778 | nan | 0.9937 | 0.9446 | 0.9035 | 0.9886 | 0.8815 | 0.0 | 0.8649 | 0.9794 | 0.5150 | 0.0229 | 0.9016 | 0.9744 | 0.0 | nan | 0.9803 | 0.8844 | 0.8358 | 0.9755 | 0.8337 | 0.0 | 0.8274 | 0.9709 | 0.3393 | 0.0229 | 0.8452 | 0.9524 | 0.0 |
| 0.0368 | 254.55 | 2800 | 0.0879 | 0.6451 | 0.6828 | 0.9777 | nan | 0.9937 | 0.9434 | 0.9032 | 0.9882 | 0.8870 | 0.0 | 0.8569 | 0.9826 | 0.4230 | 0.0183 | 0.8910 | 0.9890 | 0.0 | nan | 0.9804 | 0.8819 | 0.8383 | 0.9753 | 0.8337 | 0.0 | 0.8215 | 0.9726 | 0.2783 | 0.0183 | 0.8376 | 0.9488 | 0.0 |
| 0.0388 | 256.36 | 2820 | 0.0883 | 0.6422 | 0.6776 | 0.9776 | nan | 0.9937 | 0.9464 | 0.9016 | 0.9883 | 0.8907 | 0.0 | 0.8708 | 0.9827 | 0.3579 | 0.0076 | 0.8931 | 0.9764 | 0.0 | nan | 0.9804 | 0.8827 | 0.8374 | 0.9754 | 0.8333 | 0.0 | 0.8287 | 0.9729 | 0.2403 | 0.0076 | 0.8395 | 0.9509 | 0.0 |
| 0.0386 | 258.18 | 2840 | 0.0893 | 0.6434 | 0.6809 | 0.9772 | nan | 0.9938 | 0.9477 | 0.8840 | 0.9885 | 0.8922 | 0.0 | 0.8622 | 0.9794 | 0.3777 | 0.0420 | 0.9091 | 0.9745 | 0.0 | nan | 0.9801 | 0.8804 | 0.8298 | 0.9754 | 0.8342 | 0.0 | 0.8269 | 0.9703 | 0.2490 | 0.0420 | 0.8242 | 0.9520 | 0.0 |
| 0.0386 | 260.0 | 2860 | 0.0903 | 0.6473 | 0.6870 | 0.9776 | nan | 0.9940 | 0.9485 | 0.8889 | 0.9860 | 0.9029 | 0.0 | 0.8773 | 0.9816 | 0.3984 | 0.0531 | 0.9192 | 0.9808 | 0.0 | nan | 0.9803 | 0.8815 | 0.8334 | 0.9756 | 0.8383 | 0.0 | 0.8326 | 0.9719 | 0.2637 | 0.0531 | 0.8304 | 0.9544 | 0.0 |
| 0.0383 | 261.82 | 2880 | 0.0882 | 0.6451 | 0.6817 | 0.9771 | nan | 0.9923 | 0.9516 | 0.9188 | 0.9872 | 0.8969 | 0.0 | 0.8459 | 0.9748 | 0.4169 | 0.0588 | 0.8576 | 0.9614 | 0.0 | nan | 0.9805 | 0.8734 | 0.8412 | 0.9756 | 0.8391 | 0.0 | 0.8114 | 0.9671 | 0.2781 | 0.0588 | 0.8156 | 0.9450 | 0.0 |
| 0.0453 | 263.64 | 2900 | 0.0936 | 0.6425 | 0.6776 | 0.9770 | nan | 0.9938 | 0.9515 | 0.8913 | 0.9875 | 0.8942 | 0.0 | 0.8662 | 0.9750 | 0.3374 | 0.0279 | 0.9025 | 0.9808 | 0.0 | nan | 0.9799 | 0.8763 | 0.8322 | 0.9759 | 0.8413 | 0.0 | 0.8315 | 0.9685 | 0.2306 | 0.0279 | 0.8327 | 0.9552 | 0.0 |
| 0.0337 | 265.45 | 2920 | 0.0940 | 0.6379 | 0.6778 | 0.9761 | nan | 0.9937 | 0.9492 | 0.9001 | 0.9869 | 0.8973 | 0.0 | 0.8594 | 0.9643 | 0.3736 | 0.0228 | 0.8864 | 0.9772 | 0.0 | nan | 0.9799 | 0.8747 | 0.8347 | 0.9754 | 0.8359 | 0.0 | 0.8280 | 0.9589 | 0.2507 | 0.0228 | 0.7784 | 0.9534 | 0.0 |
| 0.037 | 267.27 | 2940 | 0.0926 | 0.6435 | 0.6818 | 0.9771 | nan | 0.9938 | 0.9521 | 0.8916 | 0.9878 | 0.8858 | 0.0 | 0.8528 | 0.9722 | 0.4428 | 0.0264 | 0.8817 | 0.9758 | 0.0 | nan | 0.9803 | 0.8757 | 0.8370 | 0.9758 | 0.8372 | 0.0 | 0.8186 | 0.9658 | 0.2930 | 0.0264 | 0.8019 | 0.9537 | 0.0 |
| 0.0357 | 269.09 | 2960 | 0.0887 | 0.6467 | 0.6829 | 0.9776 | nan | 0.9937 | 0.9502 | 0.9018 | 0.9873 | 0.9034 | 0.0 | 0.8470 | 0.9759 | 0.4431 | 0.0296 | 0.8739 | 0.9719 | 0.0 | nan | 0.9804 | 0.8799 | 0.8387 | 0.9760 | 0.8437 | 0.0 | 0.8183 | 0.9696 | 0.2943 | 0.0296 | 0.8247 | 0.9519 | 0.0 |
| 0.033 | 270.91 | 2980 | 0.0910 | 0.6453 | 0.6824 | 0.9773 | nan | 0.9934 | 0.9515 | 0.8987 | 0.9864 | 0.9136 | 0.0 | 0.8525 | 0.9744 | 0.4236 | 0.0323 | 0.8571 | 0.9880 | 0.0 | nan | 0.9804 | 0.8760 | 0.8387 | 0.9759 | 0.8437 | 0.0 | 0.8255 | 0.9671 | 0.2827 | 0.0323 | 0.8169 | 0.9492 | 0.0 |
| 0.0333 | 272.73 | 3000 | 0.0910 | 0.6481 | 0.6856 | 0.9774 | nan | 0.9943 | 0.9491 | 0.8809 | 0.9854 | 0.9146 | 0.0 | 0.8704 | 0.9788 | 0.4187 | 0.0534 | 0.8887 | 0.9782 | 0.0 | nan | 0.9799 | 0.8802 | 0.8306 | 0.9758 | 0.8404 | 0.0 | 0.8322 | 0.9703 | 0.2804 | 0.0534 | 0.8296 | 0.9522 | 0.0 |
| 0.037 | 274.55 | 3020 | 0.0907 | 0.6453 | 0.6841 | 0.9771 | nan | 0.9934 | 0.9531 | 0.8984 | 0.9865 | 0.9030 | 0.0 | 0.8419 | 0.9721 | 0.4512 | 0.0357 | 0.8848 | 0.9729 | 0.0 | nan | 0.9806 | 0.8740 | 0.8384 | 0.9757 | 0.8420 | 0.0 | 0.8096 | 0.9646 | 0.2979 | 0.0357 | 0.8184 | 0.9520 | 0.0 |
| 0.0365 | 276.36 | 3040 | 0.0909 | 0.6466 | 0.6848 | 0.9773 | nan | 0.9939 | 0.9522 | 0.8941 | 0.9849 | 0.9098 | 0.0 | 0.8605 | 0.9761 | 0.4040 | 0.0574 | 0.8935 | 0.9757 | 0.0 | nan | 0.9804 | 0.8766 | 0.8367 | 0.9756 | 0.8423 | 0.0 | 0.8269 | 0.9696 | 0.2695 | 0.0574 | 0.8201 | 0.9513 | 0.0 |
| 0.0354 | 278.18 | 3060 | 0.0905 | 0.6487 | 0.6945 | 0.9772 | nan | 0.9928 | 0.9459 | 0.9125 | 0.9880 | 0.9037 | 0.0 | 0.8835 | 0.9734 | 0.4337 | 0.0627 | 0.9426 | 0.9893 | 0.0 | nan | 0.9802 | 0.8777 | 0.8358 | 0.9757 | 0.8375 | 0.0 | 0.8297 | 0.9668 | 0.2863 | 0.0626 | 0.8329 | 0.9478 | 0.0 |
| 0.0378 | 280.0 | 3080 | 0.0879 | 0.6535 | 0.6946 | 0.9778 | nan | 0.9931 | 0.9468 | 0.9035 | 0.9891 | 0.8882 | 0.0 | 0.8652 | 0.9781 | 0.5137 | 0.0597 | 0.9041 | 0.9878 | 0.0 | nan | 0.9805 | 0.8828 | 0.8358 | 0.9758 | 0.8385 | 0.0 | 0.8281 | 0.9697 | 0.3350 | 0.0597 | 0.8412 | 0.9488 | 0.0 |
| 0.0371 | 281.82 | 3100 | 0.0858 | 0.6545 | 0.6945 | 0.9783 | nan | 0.9933 | 0.9467 | 0.9019 | 0.9886 | 0.8911 | 0.0 | 0.8670 | 0.9826 | 0.5208 | 0.0628 | 0.8881 | 0.9858 | 0.0 | nan | 0.9805 | 0.8874 | 0.8387 | 0.9759 | 0.8411 | 0.0 | 0.8301 | 0.9727 | 0.3412 | 0.0628 | 0.8308 | 0.9466 | 0.0 |
| 0.035 | 283.64 | 3120 | 0.0876 | 0.6526 | 0.6928 | 0.9780 | nan | 0.9934 | 0.9498 | 0.9050 | 0.9873 | 0.9034 | 0.0 | 0.8836 | 0.9783 | 0.4618 | 0.0547 | 0.9038 | 0.9846 | 0.0 | nan | 0.9807 | 0.8836 | 0.8402 | 0.9763 | 0.8446 | 0.0 | 0.8362 | 0.9713 | 0.3050 | 0.0546 | 0.8429 | 0.9480 | 0.0 |
| 0.0349 | 285.45 | 3140 | 0.0877 | 0.6500 | 0.6906 | 0.9780 | nan | 0.9930 | 0.9504 | 0.9105 | 0.9869 | 0.9051 | 0.0 | 0.8656 | 0.9809 | 0.4285 | 0.0499 | 0.9171 | 0.9901 | 0.0 | nan | 0.9804 | 0.8853 | 0.8374 | 0.9763 | 0.8424 | 0.0 | 0.8308 | 0.9728 | 0.2869 | 0.0499 | 0.8404 | 0.9471 | 0.0 |
| 0.0423 | 287.27 | 3160 | 0.0875 | 0.6496 | 0.6888 | 0.9781 | nan | 0.9929 | 0.9553 | 0.9057 | 0.9863 | 0.9057 | 0.0 | 0.8749 | 0.9822 | 0.4253 | 0.0542 | 0.8963 | 0.9755 | 0.0 | nan | 0.9807 | 0.8844 | 0.8394 | 0.9760 | 0.8420 | 0.0 | 0.8338 | 0.9748 | 0.2834 | 0.0542 | 0.8248 | 0.9516 | 0.0 |
| 0.0326 | 289.09 | 3180 | 0.0897 | 0.6492 | 0.6881 | 0.9780 | nan | 0.9936 | 0.9527 | 0.8975 | 0.9870 | 0.9142 | 0.0 | 0.8698 | 0.9788 | 0.4126 | 0.0584 | 0.9041 | 0.9763 | 0.0 | nan | 0.9808 | 0.8823 | 0.8411 | 0.9761 | 0.8421 | 0.0 | 0.8305 | 0.9724 | 0.2746 | 0.0583 | 0.8292 | 0.9520 | 0.0 |
| 0.0323 | 290.91 | 3200 | 0.0899 | 0.6487 | 0.6875 | 0.9782 | nan | 0.9934 | 0.9504 | 0.8956 | 0.9878 | 0.8963 | 0.0 | 0.8841 | 0.9845 | 0.4247 | 0.0323 | 0.8995 | 0.9888 | 0.0 | nan | 0.9807 | 0.8849 | 0.8356 | 0.9762 | 0.8384 | 0.0 | 0.8347 | 0.9761 | 0.2822 | 0.0323 | 0.8397 | 0.9517 | 0.0 |
| 0.0407 | 292.73 | 3220 | 0.0844 | 0.6536 | 0.6982 | 0.9782 | nan | 0.9930 | 0.9509 | 0.9032 | 0.9872 | 0.9049 | 0.0 | 0.8784 | 0.9808 | 0.4992 | 0.0769 | 0.9125 | 0.9902 | 0.0 | nan | 0.9809 | 0.8850 | 0.8388 | 0.9761 | 0.8392 | 0.0 | 0.8307 | 0.9729 | 0.3249 | 0.0768 | 0.8274 | 0.9438 | 0.0 |
| 0.0365 | 294.55 | 3240 | 0.0892 | 0.6506 | 0.6887 | 0.9779 | nan | 0.9943 | 0.9506 | 0.8839 | 0.9878 | 0.9002 | 0.0 | 0.8785 | 0.9772 | 0.4731 | 0.0510 | 0.8823 | 0.9736 | 0.0 | nan | 0.9806 | 0.8820 | 0.8361 | 0.9761 | 0.8421 | 0.0 | 0.8275 | 0.9705 | 0.3144 | 0.0509 | 0.8260 | 0.9512 | 0.0 |
| 0.0315 | 296.36 | 3260 | 0.0882 | 0.6528 | 0.6949 | 0.9781 | nan | 0.9935 | 0.9462 | 0.9003 | 0.9884 | 0.9042 | 0.0 | 0.8880 | 0.9805 | 0.4850 | 0.0606 | 0.9047 | 0.9822 | 0.0 | nan | 0.9808 | 0.8822 | 0.8440 | 0.9760 | 0.8444 | 0.0 | 0.8331 | 0.9712 | 0.3161 | 0.0606 | 0.8248 | 0.9529 | 0.0 |
| 0.0379 | 298.18 | 3280 | 0.0894 | 0.6517 | 0.6921 | 0.9781 | nan | 0.9935 | 0.9504 | 0.8988 | 0.9868 | 0.9107 | 0.0 | 0.8828 | 0.9815 | 0.4648 | 0.0525 | 0.9134 | 0.9626 | 0.0 | nan | 0.9806 | 0.8837 | 0.8398 | 0.9761 | 0.8460 | 0.0 | 0.8284 | 0.9726 | 0.3106 | 0.0524 | 0.8347 | 0.9477 | 0.0 |
| 0.034 | 300.0 | 3300 | 0.0889 | 0.6531 | 0.6950 | 0.9779 | nan | 0.9939 | 0.9525 | 0.8816 | 0.9866 | 0.9054 | 0.0 | 0.8788 | 0.9787 | 0.5118 | 0.0680 | 0.9114 | 0.9664 | 0.0 | nan | 0.9802 | 0.8843 | 0.8316 | 0.9761 | 0.8440 | 0.0 | 0.8317 | 0.9709 | 0.3396 | 0.0679 | 0.8153 | 0.9490 | 0.0 |
| 0.0387 | 301.82 | 3320 | 0.0877 | 0.6542 | 0.6954 | 0.9781 | nan | 0.9937 | 0.9516 | 0.8935 | 0.9870 | 0.9100 | 0.0 | 0.8756 | 0.9778 | 0.5035 | 0.0720 | 0.8871 | 0.9884 | 0.0 | nan | 0.9810 | 0.8816 | 0.8420 | 0.9761 | 0.8463 | 0.0 | 0.8325 | 0.9710 | 0.3264 | 0.0719 | 0.8233 | 0.9521 | 0.0 |
| 0.0349 | 303.64 | 3340 | 0.0875 | 0.6509 | 0.6923 | 0.9781 | nan | 0.9933 | 0.9499 | 0.8976 | 0.9874 | 0.9067 | 0.0 | 0.8839 | 0.9811 | 0.4834 | 0.0564 | 0.8771 | 0.9830 | 0.0 | nan | 0.9805 | 0.8849 | 0.8363 | 0.9764 | 0.8444 | 0.0 | 0.8349 | 0.9724 | 0.3192 | 0.0558 | 0.8106 | 0.9461 | 0.0 |
| 0.0313 | 305.45 | 3360 | 0.0894 | 0.6503 | 0.6889 | 0.9779 | nan | 0.9938 | 0.9537 | 0.8934 | 0.9858 | 0.9085 | 0.0 | 0.8752 | 0.9786 | 0.4658 | 0.0540 | 0.8803 | 0.9669 | 0.0 | nan | 0.9806 | 0.8827 | 0.8379 | 0.9762 | 0.8451 | 0.0 | 0.8352 | 0.9710 | 0.3082 | 0.0533 | 0.8173 | 0.9470 | 0.0 |
| 0.0358 | 307.27 | 3380 | 0.0894 | 0.6465 | 0.6883 | 0.9778 | nan | 0.9923 | 0.9520 | 0.9138 | 0.9893 | 0.8962 | 0.0 | 0.8796 | 0.9780 | 0.4009 | 0.0639 | 0.9009 | 0.9806 | 0.0 | nan | 0.9808 | 0.8814 | 0.8397 | 0.9761 | 0.8424 | 0.0 | 0.8330 | 0.9708 | 0.2664 | 0.0637 | 0.8022 | 0.9475 | 0.0 |
| 0.0323 | 309.09 | 3400 | 0.0890 | 0.6486 | 0.6912 | 0.9781 | nan | 0.9936 | 0.9510 | 0.8914 | 0.9870 | 0.9048 | 0.0 | 0.8768 | 0.9829 | 0.4675 | 0.0636 | 0.8936 | 0.9735 | 0.0 | nan | 0.9804 | 0.8869 | 0.8342 | 0.9763 | 0.8419 | 0.0 | 0.8339 | 0.9741 | 0.3078 | 0.0623 | 0.7855 | 0.9485 | 0.0 |
| 0.0299 | 310.91 | 3420 | 0.0898 | 0.6479 | 0.6913 | 0.9779 | nan | 0.9930 | 0.9546 | 0.9055 | 0.9855 | 0.9118 | 0.0 | 0.8758 | 0.9793 | 0.4479 | 0.0659 | 0.9043 | 0.9628 | 0.0 | nan | 0.9806 | 0.8839 | 0.8373 | 0.9760 | 0.8412 | 0.0 | 0.8331 | 0.9720 | 0.2964 | 0.0655 | 0.7905 | 0.9466 | 0.0 |
| 0.0316 | 312.73 | 3440 | 0.0902 | 0.6532 | 0.6945 | 0.9777 | nan | 0.9939 | 0.9459 | 0.8925 | 0.9879 | 0.9053 | 0.0 | 0.8680 | 0.9766 | 0.5033 | 0.0824 | 0.8993 | 0.9729 | 0.0 | nan | 0.9802 | 0.8857 | 0.8357 | 0.9762 | 0.8419 | 0.0 | 0.8163 | 0.9677 | 0.3293 | 0.0823 | 0.8255 | 0.9513 | 0.0 |
| 0.0346 | 314.55 | 3460 | 0.0891 | 0.6538 | 0.6971 | 0.9781 | nan | 0.9926 | 0.9511 | 0.9086 | 0.9887 | 0.8953 | 0.0 | 0.8813 | 0.9794 | 0.4861 | 0.0727 | 0.9263 | 0.9805 | 0.0 | nan | 0.9805 | 0.8868 | 0.8357 | 0.9764 | 0.8416 | 0.0 | 0.8351 | 0.9717 | 0.3176 | 0.0726 | 0.8282 | 0.9531 | 0.0 |
| 0.0341 | 316.36 | 3480 | 0.0861 | 0.6524 | 0.6911 | 0.9781 | nan | 0.9941 | 0.9474 | 0.8925 | 0.9879 | 0.8937 | 0.0 | 0.8771 | 0.9825 | 0.4475 | 0.0827 | 0.9002 | 0.9791 | 0.0 | nan | 0.9804 | 0.8871 | 0.8373 | 0.9764 | 0.8403 | 0.0 | 0.8350 | 0.9732 | 0.2970 | 0.0781 | 0.8236 | 0.9529 | 0.0 |
| 0.0349 | 318.18 | 3500 | 0.0907 | 0.6487 | 0.6856 | 0.9778 | nan | 0.9939 | 0.9498 | 0.8943 | 0.9877 | 0.8943 | 0.0 | 0.8742 | 0.9781 | 0.4577 | 0.0311 | 0.8775 | 0.9736 | 0.0 | nan | 0.9803 | 0.8829 | 0.8362 | 0.9764 | 0.8421 | 0.0 | 0.8306 | 0.9712 | 0.3032 | 0.0302 | 0.8271 | 0.9529 | 0.0 |
| 0.0343 | 320.0 | 3520 | 0.0910 | 0.6485 | 0.6858 | 0.9778 | nan | 0.9938 | 0.9497 | 0.8968 | 0.9874 | 0.9044 | 0.0 | 0.8807 | 0.9778 | 0.4278 | 0.0422 | 0.8817 | 0.9733 | 0.0 | nan | 0.9802 | 0.8844 | 0.8364 | 0.9764 | 0.8443 | 0.0 | 0.8339 | 0.9714 | 0.2865 | 0.0421 | 0.8223 | 0.9530 | 0.0 |
| 0.0372 | 321.82 | 3540 | 0.0894 | 0.6507 | 0.6899 | 0.9781 | nan | 0.9935 | 0.9504 | 0.9042 | 0.9855 | 0.9141 | 0.0 | 0.8811 | 0.9809 | 0.4533 | 0.0524 | 0.8755 | 0.9779 | 0.0 | nan | 0.9805 | 0.8851 | 0.8382 | 0.9762 | 0.8449 | 0.0 | 0.8309 | 0.9731 | 0.2998 | 0.0519 | 0.8239 | 0.9540 | 0.0 |
| 0.0338 | 323.64 | 3560 | 0.0882 | 0.6524 | 0.6930 | 0.9780 | nan | 0.9934 | 0.9521 | 0.9021 | 0.9858 | 0.9186 | 0.0 | 0.8738 | 0.9792 | 0.4563 | 0.0612 | 0.9087 | 0.9770 | 0.0 | nan | 0.9808 | 0.8832 | 0.8395 | 0.9763 | 0.8462 | 0.0 | 0.8298 | 0.9717 | 0.3012 | 0.0603 | 0.8389 | 0.9531 | 0.0 |
| 0.0332 | 325.45 | 3580 | 0.0876 | 0.6522 | 0.6888 | 0.9784 | nan | 0.9939 | 0.9498 | 0.8982 | 0.9873 | 0.9035 | 0.0 | 0.8680 | 0.9826 | 0.4739 | 0.0619 | 0.8603 | 0.9754 | 0.0 | nan | 0.9805 | 0.8875 | 0.8382 | 0.9764 | 0.8477 | 0.0 | 0.8294 | 0.9747 | 0.3179 | 0.0614 | 0.8103 | 0.9541 | 0.0 |
| 0.031 | 327.27 | 3600 | 0.0880 | 0.6533 | 0.6911 | 0.9783 | nan | 0.9941 | 0.9461 | 0.8996 | 0.9874 | 0.9056 | 0.0 | 0.8708 | 0.9827 | 0.4609 | 0.0705 | 0.8919 | 0.9753 | 0.0 | nan | 0.9804 | 0.8876 | 0.8355 | 0.9765 | 0.8409 | 0.0 | 0.8321 | 0.9755 | 0.3079 | 0.0705 | 0.8331 | 0.9523 | 0.0 |
| 0.0314 | 329.09 | 3620 | 0.0911 | 0.6518 | 0.6915 | 0.9779 | nan | 0.9924 | 0.9532 | 0.9187 | 0.9871 | 0.9050 | 0.0 | 0.8749 | 0.9783 | 0.4372 | 0.0759 | 0.8888 | 0.9781 | 0.0 | nan | 0.9807 | 0.8819 | 0.8395 | 0.9765 | 0.8451 | 0.0 | 0.8347 | 0.9719 | 0.2873 | 0.0758 | 0.8273 | 0.9531 | 0.0 |
| 0.0315 | 330.91 | 3640 | 0.0890 | 0.6539 | 0.6924 | 0.9782 | nan | 0.9935 | 0.9475 | 0.9014 | 0.9877 | 0.8994 | 0.0 | 0.8782 | 0.9816 | 0.4982 | 0.0765 | 0.8597 | 0.9769 | 0.0 | nan | 0.9803 | 0.8874 | 0.8335 | 0.9764 | 0.8441 | 0.0 | 0.8334 | 0.9738 | 0.3267 | 0.0764 | 0.8142 | 0.9541 | 0.0 |
| 0.0333 | 332.73 | 3660 | 0.0897 | 0.6530 | 0.6913 | 0.9782 | nan | 0.9939 | 0.9478 | 0.8982 | 0.9875 | 0.9056 | 0.0 | 0.8833 | 0.9814 | 0.4382 | 0.0825 | 0.8878 | 0.9813 | 0.0 | nan | 0.9806 | 0.8848 | 0.8371 | 0.9766 | 0.8444 | 0.0 | 0.8387 | 0.9737 | 0.2914 | 0.0824 | 0.8248 | 0.9542 | 0.0 |
| 0.0341 | 334.55 | 3680 | 0.0886 | 0.6545 | 0.6923 | 0.9783 | nan | 0.9934 | 0.9476 | 0.9030 | 0.9889 | 0.8997 | 0.0 | 0.8764 | 0.9822 | 0.4599 | 0.0920 | 0.8837 | 0.9728 | 0.0 | nan | 0.9808 | 0.8856 | 0.8393 | 0.9765 | 0.8458 | 0.0 | 0.8357 | 0.9744 | 0.3017 | 0.0915 | 0.8247 | 0.9523 | 0.0 |
| 0.0301 | 336.36 | 3700 | 0.0899 | 0.6516 | 0.6892 | 0.9781 | nan | 0.9934 | 0.9521 | 0.9029 | 0.9862 | 0.9045 | 0.0 | 0.8795 | 0.9812 | 0.4375 | 0.0754 | 0.8707 | 0.9762 | 0.0 | nan | 0.9808 | 0.8836 | 0.8377 | 0.9765 | 0.8453 | 0.0 | 0.8357 | 0.9728 | 0.2916 | 0.0754 | 0.8184 | 0.9524 | 0.0 |
| 0.0295 | 338.18 | 3720 | 0.0874 | 0.6559 | 0.6972 | 0.9785 | nan | 0.9936 | 0.9509 | 0.8985 | 0.9880 | 0.8961 | 0.0 | 0.8824 | 0.9819 | 0.4822 | 0.0693 | 0.9396 | 0.9813 | 0.0 | nan | 0.9810 | 0.8869 | 0.8385 | 0.9764 | 0.8440 | 0.0 | 0.8374 | 0.9737 | 0.3193 | 0.0693 | 0.8475 | 0.9531 | 0.0 |
| 0.0306 | 340.0 | 3740 | 0.0870 | 0.6592 | 0.7002 | 0.9786 | nan | 0.9935 | 0.9516 | 0.8970 | 0.9866 | 0.9053 | 0.0 | 0.8728 | 0.9828 | 0.5435 | 0.0707 | 0.9238 | 0.9748 | 0.0 | nan | 0.9806 | 0.8901 | 0.8339 | 0.9766 | 0.8449 | 0.0 | 0.8341 | 0.9741 | 0.3597 | 0.0707 | 0.8507 | 0.9537 | 0.0 |
| 0.0283 | 341.82 | 3760 | 0.0878 | 0.6583 | 0.6993 | 0.9783 | nan | 0.9938 | 0.9480 | 0.8967 | 0.9869 | 0.9106 | 0.0 | 0.8838 | 0.9801 | 0.5249 | 0.0868 | 0.9036 | 0.9756 | 0.0 | nan | 0.9805 | 0.8869 | 0.8363 | 0.9765 | 0.8463 | 0.0 | 0.8350 | 0.9717 | 0.3444 | 0.0867 | 0.8407 | 0.9535 | 0.0 |
| 0.0376 | 343.64 | 3780 | 0.0906 | 0.6561 | 0.6963 | 0.9781 | nan | 0.9935 | 0.9483 | 0.9037 | 0.9879 | 0.9036 | 0.0 | 0.8749 | 0.9780 | 0.4881 | 0.0760 | 0.9123 | 0.9858 | 0.0 | nan | 0.9803 | 0.8866 | 0.8349 | 0.9766 | 0.8474 | 0.0 | 0.8351 | 0.9709 | 0.3256 | 0.0760 | 0.8412 | 0.9552 | 0.0 |
| 0.0316 | 345.45 | 3800 | 0.0876 | 0.6581 | 0.7000 | 0.9785 | nan | 0.9935 | 0.9492 | 0.9003 | 0.9876 | 0.9055 | 0.0 | 0.8766 | 0.9809 | 0.5509 | 0.0718 | 0.9013 | 0.9826 | 0.0 | nan | 0.9808 | 0.8886 | 0.8361 | 0.9765 | 0.8447 | 0.0 | 0.8351 | 0.9734 | 0.3618 | 0.0718 | 0.8336 | 0.9532 | 0.0 |
| 0.03 | 347.27 | 3820 | 0.0881 | 0.6560 | 0.6944 | 0.9784 | nan | 0.9941 | 0.9491 | 0.8922 | 0.9879 | 0.8951 | 0.0 | 0.8800 | 0.9802 | 0.5194 | 0.0688 | 0.8873 | 0.9729 | 0.0 | nan | 0.9807 | 0.8888 | 0.8349 | 0.9766 | 0.8437 | 0.0 | 0.8362 | 0.9721 | 0.3422 | 0.0687 | 0.8330 | 0.9512 | 0.0 |
| 0.0336 | 349.09 | 3840 | 0.0898 | 0.6534 | 0.6917 | 0.9782 | nan | 0.9937 | 0.9532 | 0.8942 | 0.9873 | 0.8994 | 0.0 | 0.8761 | 0.9799 | 0.4736 | 0.0707 | 0.8835 | 0.9808 | 0.0 | nan | 0.9809 | 0.8845 | 0.8358 | 0.9766 | 0.8441 | 0.0 | 0.8348 | 0.9726 | 0.3129 | 0.0706 | 0.8264 | 0.9552 | 0.0 |
| 0.0314 | 350.91 | 3860 | 0.0869 | 0.6565 | 0.6970 | 0.9786 | nan | 0.9935 | 0.9510 | 0.8995 | 0.9878 | 0.8977 | 0.0 | 0.8845 | 0.9827 | 0.5176 | 0.0739 | 0.8986 | 0.9735 | 0.0 | nan | 0.9808 | 0.8904 | 0.8348 | 0.9768 | 0.8437 | 0.0 | 0.8344 | 0.9746 | 0.3410 | 0.0739 | 0.8310 | 0.9527 | 0.0 |
| 0.0309 | 352.73 | 3880 | 0.0892 | 0.6533 | 0.6939 | 0.9781 | nan | 0.9921 | 0.9510 | 0.9161 | 0.9882 | 0.9016 | 0.0 | 0.8884 | 0.9823 | 0.4434 | 0.0799 | 0.8945 | 0.9834 | 0.0 | nan | 0.9804 | 0.8875 | 0.8316 | 0.9767 | 0.8442 | 0.0 | 0.8387 | 0.9742 | 0.2952 | 0.0798 | 0.8278 | 0.9571 | 0.0 |
| 0.0342 | 354.55 | 3900 | 0.0888 | 0.6530 | 0.6897 | 0.9782 | nan | 0.9938 | 0.9530 | 0.8968 | 0.9864 | 0.9063 | 0.0 | 0.8723 | 0.9802 | 0.4558 | 0.0685 | 0.8786 | 0.9742 | 0.0 | nan | 0.9805 | 0.8871 | 0.8362 | 0.9767 | 0.8457 | 0.0 | 0.8345 | 0.9728 | 0.3029 | 0.0685 | 0.8289 | 0.9546 | 0.0 |
| 0.0365 | 356.36 | 3920 | 0.0869 | 0.6567 | 0.6982 | 0.9785 | nan | 0.9932 | 0.9526 | 0.9029 | 0.9878 | 0.9015 | 0.0 | 0.8879 | 0.9803 | 0.5220 | 0.0699 | 0.8917 | 0.9872 | 0.0 | nan | 0.9808 | 0.8883 | 0.8396 | 0.9767 | 0.8428 | 0.0 | 0.8347 | 0.9724 | 0.3456 | 0.0698 | 0.8348 | 0.9522 | 0.0 |
| 0.0333 | 358.18 | 3940 | 0.0868 | 0.6535 | 0.6926 | 0.9783 | nan | 0.9934 | 0.9503 | 0.9020 | 0.9883 | 0.8989 | 0.0 | 0.8703 | 0.9806 | 0.4826 | 0.0743 | 0.8771 | 0.9863 | 0.0 | nan | 0.9807 | 0.8866 | 0.8383 | 0.9765 | 0.8419 | 0.0 | 0.8326 | 0.9736 | 0.3193 | 0.0742 | 0.8191 | 0.9521 | 0.0 |
| 0.036 | 360.0 | 3960 | 0.0882 | 0.6540 | 0.6929 | 0.9786 | nan | 0.9936 | 0.9513 | 0.8979 | 0.9877 | 0.9024 | 0.0 | 0.8887 | 0.9827 | 0.4783 | 0.0736 | 0.8688 | 0.9822 | 0.0 | nan | 0.9806 | 0.8897 | 0.8360 | 0.9768 | 0.8460 | 0.0 | 0.8367 | 0.9753 | 0.3176 | 0.0736 | 0.8162 | 0.9530 | 0.0 |
| 0.0312 | 361.82 | 3980 | 0.0862 | 0.6613 | 0.7035 | 0.9788 | nan | 0.9938 | 0.9513 | 0.8954 | 0.9879 | 0.9096 | 0.0 | 0.8779 | 0.9791 | 0.5993 | 0.0829 | 0.8876 | 0.9805 | 0.0 | nan | 0.9806 | 0.8918 | 0.8369 | 0.9768 | 0.8470 | 0.0 | 0.8330 | 0.9736 | 0.3931 | 0.0828 | 0.8256 | 0.9557 | 0.0 |
| 0.039 | 363.64 | 4000 | 0.0917 | 0.6504 | 0.6875 | 0.9780 | nan | 0.9937 | 0.9536 | 0.8970 | 0.9869 | 0.9043 | 0.0 | 0.8786 | 0.9781 | 0.4372 | 0.0616 | 0.8686 | 0.9777 | 0.0 | nan | 0.9806 | 0.8880 | 0.8365 | 0.9767 | 0.8463 | 0.0 | 0.8375 | 0.9711 | 0.2909 | 0.0616 | 0.8126 | 0.9527 | 0.0 |
| 0.0333 | 365.45 | 4020 | 0.0867 | 0.6568 | 0.6974 | 0.9787 | nan | 0.9936 | 0.9497 | 0.9033 | 0.9880 | 0.9013 | 0.0 | 0.8829 | 0.9815 | 0.5210 | 0.0750 | 0.8924 | 0.9778 | 0.0 | nan | 0.9808 | 0.8915 | 0.8355 | 0.9768 | 0.8459 | 0.0 | 0.8346 | 0.9743 | 0.3429 | 0.0750 | 0.8258 | 0.9560 | 0.0 |
| 0.0317 | 367.27 | 4040 | 0.0899 | 0.6532 | 0.6921 | 0.9781 | nan | 0.9937 | 0.9519 | 0.8979 | 0.9880 | 0.8961 | 0.0 | 0.8784 | 0.9775 | 0.4633 | 0.0753 | 0.8974 | 0.9780 | 0.0 | nan | 0.9805 | 0.8868 | 0.8346 | 0.9766 | 0.8437 | 0.0 | 0.8348 | 0.9710 | 0.3082 | 0.0752 | 0.8253 | 0.9553 | 0.0 |
| 0.0293 | 369.09 | 4060 | 0.0875 | 0.6556 | 0.6944 | 0.9785 | nan | 0.9935 | 0.9523 | 0.8980 | 0.9872 | 0.8980 | 0.0 | 0.8787 | 0.9830 | 0.5020 | 0.0679 | 0.8871 | 0.9799 | 0.0 | nan | 0.9807 | 0.8889 | 0.8363 | 0.9767 | 0.8463 | 0.0 | 0.8363 | 0.9750 | 0.3301 | 0.0678 | 0.8285 | 0.9559 | 0.0 |
| 0.0332 | 370.91 | 4080 | 0.0881 | 0.6568 | 0.6958 | 0.9787 | nan | 0.9939 | 0.9515 | 0.8929 | 0.9873 | 0.9054 | 0.0 | 0.8822 | 0.9830 | 0.5162 | 0.0663 | 0.8869 | 0.9793 | 0.0 | nan | 0.9808 | 0.8897 | 0.8364 | 0.9767 | 0.8467 | 0.0 | 0.8369 | 0.9751 | 0.3395 | 0.0663 | 0.8335 | 0.9562 | 0.0 |
| 0.0306 | 372.73 | 4100 | 0.0878 | 0.6567 | 0.6967 | 0.9786 | nan | 0.9937 | 0.9509 | 0.8963 | 0.9873 | 0.9101 | 0.0 | 0.8838 | 0.9827 | 0.4861 | 0.0826 | 0.8999 | 0.9835 | 0.0 | nan | 0.9809 | 0.8888 | 0.8376 | 0.9767 | 0.8476 | 0.0 | 0.8383 | 0.9743 | 0.3225 | 0.0825 | 0.8314 | 0.9567 | 0.0 |
| 0.0317 | 374.55 | 4120 | 0.0913 | 0.6552 | 0.6942 | 0.9781 | nan | 0.9937 | 0.9506 | 0.8978 | 0.9876 | 0.9046 | 0.0 | 0.8750 | 0.9771 | 0.5074 | 0.0674 | 0.8819 | 0.9820 | 0.0 | nan | 0.9806 | 0.8853 | 0.8359 | 0.9769 | 0.8474 | 0.0 | 0.8339 | 0.9697 | 0.3348 | 0.0674 | 0.8287 | 0.9567 | 0.0 |
| 0.0335 | 376.36 | 4140 | 0.0892 | 0.6531 | 0.6911 | 0.9784 | nan | 0.9931 | 0.9536 | 0.9012 | 0.9886 | 0.8983 | 0.0 | 0.8784 | 0.9816 | 0.4736 | 0.0670 | 0.875 | 0.9738 | 0.0 | nan | 0.9812 | 0.8850 | 0.8372 | 0.9771 | 0.8461 | 0.0 | 0.8359 | 0.9741 | 0.3110 | 0.0670 | 0.8223 | 0.9534 | 0.0 |
| 0.0338 | 378.18 | 4160 | 0.0899 | 0.6529 | 0.6907 | 0.9784 | nan | 0.9934 | 0.9485 | 0.9079 | 0.9888 | 0.8969 | 0.0 | 0.8861 | 0.9820 | 0.4447 | 0.0649 | 0.8862 | 0.9798 | 0.0 | nan | 0.9810 | 0.8858 | 0.8371 | 0.9770 | 0.8447 | 0.0 | 0.8382 | 0.9741 | 0.2970 | 0.0648 | 0.8329 | 0.9549 | 0.0 |
| 0.0323 | 380.0 | 4180 | 0.0900 | 0.6547 | 0.6924 | 0.9783 | nan | 0.9942 | 0.9491 | 0.8930 | 0.9880 | 0.9082 | 0.0 | 0.8716 | 0.9787 | 0.4915 | 0.0729 | 0.8794 | 0.9747 | 0.0 | nan | 0.9807 | 0.8866 | 0.8367 | 0.9769 | 0.8465 | 0.0 | 0.8359 | 0.9719 | 0.3229 | 0.0728 | 0.8265 | 0.9543 | 0.0 |
| 0.0327 | 381.82 | 4200 | 0.0899 | 0.6566 | 0.6959 | 0.9786 | nan | 0.9934 | 0.9514 | 0.8969 | 0.9882 | 0.8983 | 0.0 | 0.8866 | 0.9831 | 0.5002 | 0.0736 | 0.8919 | 0.9833 | 0.0 | nan | 0.9807 | 0.8893 | 0.8349 | 0.9770 | 0.8461 | 0.0 | 0.8380 | 0.9744 | 0.3308 | 0.0736 | 0.8340 | 0.9566 | 0.0 |
| 0.0285 | 383.64 | 4220 | 0.0892 | 0.6563 | 0.6957 | 0.9785 | nan | 0.9935 | 0.9501 | 0.9040 | 0.9881 | 0.8995 | 0.0 | 0.8862 | 0.9811 | 0.4852 | 0.0773 | 0.8977 | 0.9808 | 0.0 | nan | 0.9809 | 0.8873 | 0.8391 | 0.9772 | 0.8460 | 0.0 | 0.8392 | 0.9732 | 0.3195 | 0.0773 | 0.8375 | 0.9549 | 0.0 |
| 0.0314 | 385.45 | 4240 | 0.0886 | 0.6580 | 0.6989 | 0.9786 | nan | 0.9933 | 0.9515 | 0.9045 | 0.9869 | 0.9091 | 0.0 | 0.8815 | 0.9816 | 0.5215 | 0.0820 | 0.8899 | 0.9844 | 0.0 | nan | 0.9809 | 0.8891 | 0.8376 | 0.9770 | 0.8460 | 0.0 | 0.8372 | 0.9734 | 0.3410 | 0.0820 | 0.8349 | 0.9553 | 0.0 |
| 0.0292 | 387.27 | 4260 | 0.0879 | 0.6573 | 0.6973 | 0.9785 | nan | 0.9933 | 0.9524 | 0.9039 | 0.9871 | 0.9027 | 0.0 | 0.8883 | 0.9805 | 0.5176 | 0.0783 | 0.8817 | 0.9790 | 0.0 | nan | 0.9808 | 0.8876 | 0.8356 | 0.9771 | 0.8463 | 0.0 | 0.8337 | 0.9730 | 0.3426 | 0.0783 | 0.8335 | 0.9565 | 0.0 |
| 0.0263 | 389.09 | 4280 | 0.0900 | 0.6558 | 0.6943 | 0.9784 | nan | 0.9930 | 0.9508 | 0.9095 | 0.9886 | 0.9007 | 0.0 | 0.8757 | 0.9790 | 0.5073 | 0.0704 | 0.8782 | 0.9732 | 0.0 | nan | 0.9807 | 0.8873 | 0.8358 | 0.9771 | 0.8462 | 0.0 | 0.8364 | 0.9721 | 0.3355 | 0.0704 | 0.8301 | 0.9540 | 0.0 |
| 0.0335 | 390.91 | 4300 | 0.0896 | 0.6550 | 0.6922 | 0.9782 | nan | 0.9934 | 0.9506 | 0.9049 | 0.9882 | 0.9042 | 0.0 | 0.8791 | 0.9779 | 0.4725 | 0.0670 | 0.8873 | 0.9742 | 0.0 | nan | 0.9807 | 0.8853 | 0.8355 | 0.9771 | 0.8457 | 0.0 | 0.8370 | 0.9712 | 0.3148 | 0.0670 | 0.8454 | 0.9547 | 0.0 |
| 0.0314 | 392.73 | 4320 | 0.0894 | 0.6561 | 0.6949 | 0.9784 | nan | 0.9934 | 0.9523 | 0.9054 | 0.9874 | 0.9041 | 0.0 | 0.8804 | 0.9789 | 0.4871 | 0.0738 | 0.8963 | 0.9752 | 0.0 | nan | 0.9809 | 0.8877 | 0.8381 | 0.9772 | 0.8456 | 0.0 | 0.8378 | 0.9716 | 0.3196 | 0.0737 | 0.8418 | 0.9550 | 0.0 |
| 0.0293 | 394.55 | 4340 | 0.0911 | 0.6543 | 0.6930 | 0.9779 | nan | 0.9928 | 0.9519 | 0.9088 | 0.9885 | 0.8981 | 0.0 | 0.8891 | 0.9770 | 0.4580 | 0.0701 | 0.8956 | 0.9785 | 0.0 | nan | 0.9808 | 0.8876 | 0.8346 | 0.9772 | 0.8457 | 0.0 | 0.8398 | 0.9696 | 0.3017 | 0.0700 | 0.8432 | 0.9556 | 0.0 |
| 0.0314 | 396.36 | 4360 | 0.0906 | 0.6577 | 0.6981 | 0.9784 | nan | 0.9933 | 0.9486 | 0.9033 | 0.9886 | 0.8972 | 0.0 | 0.8909 | 0.9810 | 0.5145 | 0.0712 | 0.9100 | 0.9762 | 0.0 | nan | 0.9806 | 0.8900 | 0.8343 | 0.9770 | 0.8468 | 0.0 | 0.8404 | 0.9727 | 0.3350 | 0.0711 | 0.8471 | 0.9555 | 0.0 |
| 0.0276 | 398.18 | 4380 | 0.0885 | 0.6560 | 0.6956 | 0.9784 | nan | 0.9934 | 0.9532 | 0.9007 | 0.9879 | 0.9029 | 0.0 | 0.8802 | 0.9795 | 0.4981 | 0.0738 | 0.9038 | 0.9688 | 0.0 | nan | 0.9807 | 0.8886 | 0.8346 | 0.9771 | 0.8465 | 0.0 | 0.8377 | 0.9732 | 0.3308 | 0.0738 | 0.8337 | 0.9507 | 0.0 |
| 0.0433 | 400.0 | 4400 | 0.0883 | 0.6569 | 0.6967 | 0.9787 | nan | 0.9937 | 0.9519 | 0.8931 | 0.9879 | 0.8994 | 0.0 | 0.8881 | 0.9838 | 0.5089 | 0.0679 | 0.9059 | 0.9762 | 0.0 | nan | 0.9810 | 0.8898 | 0.8358 | 0.9771 | 0.8463 | 0.0 | 0.8402 | 0.9746 | 0.3333 | 0.0679 | 0.8400 | 0.9544 | 0.0 |
| 0.026 | 401.82 | 4420 | 0.0883 | 0.6586 | 0.6991 | 0.9786 | nan | 0.9934 | 0.9498 | 0.8983 | 0.9893 | 0.8958 | 0.0 | 0.8897 | 0.9807 | 0.5383 | 0.0728 | 0.9022 | 0.9779 | 0.0 | nan | 0.9809 | 0.8894 | 0.8358 | 0.9769 | 0.8438 | 0.0 | 0.8400 | 0.9732 | 0.3489 | 0.0728 | 0.8446 | 0.9553 | 0.0 |
| 0.0253 | 403.64 | 4440 | 0.0891 | 0.6568 | 0.6952 | 0.9787 | nan | 0.9934 | 0.9536 | 0.8991 | 0.9880 | 0.9018 | 0.0 | 0.8729 | 0.9824 | 0.5137 | 0.0669 | 0.8936 | 0.9717 | 0.0 | nan | 0.9811 | 0.8880 | 0.8380 | 0.9772 | 0.8499 | 0.0 | 0.8359 | 0.9742 | 0.3392 | 0.0669 | 0.8348 | 0.9534 | 0.0 |
| 0.0316 | 405.45 | 4460 | 0.0884 | 0.6583 | 0.6978 | 0.9786 | nan | 0.9935 | 0.9504 | 0.8962 | 0.9885 | 0.9038 | 0.0 | 0.8849 | 0.9820 | 0.5136 | 0.0744 | 0.9034 | 0.9813 | 0.0 | nan | 0.9809 | 0.8885 | 0.8367 | 0.9771 | 0.8492 | 0.0 | 0.8377 | 0.9741 | 0.3381 | 0.0744 | 0.8445 | 0.9567 | 0.0 |
| 0.0289 | 407.27 | 4480 | 0.0873 | 0.6626 | 0.7040 | 0.9789 | nan | 0.9936 | 0.9521 | 0.8951 | 0.9882 | 0.9000 | 0.0 | 0.8821 | 0.9815 | 0.5965 | 0.0688 | 0.9146 | 0.9791 | 0.0 | nan | 0.9807 | 0.8934 | 0.8348 | 0.9773 | 0.8493 | 0.0 | 0.8326 | 0.9736 | 0.3945 | 0.0687 | 0.8525 | 0.9568 | 0.0 |
| 0.0279 | 409.09 | 4500 | 0.0897 | 0.6571 | 0.6958 | 0.9784 | nan | 0.9937 | 0.9514 | 0.9000 | 0.9882 | 0.9030 | 0.0 | 0.8854 | 0.9780 | 0.4876 | 0.0783 | 0.8988 | 0.9809 | 0.0 | nan | 0.9808 | 0.8870 | 0.8384 | 0.9772 | 0.8485 | 0.0 | 0.8357 | 0.9713 | 0.3224 | 0.0783 | 0.8466 | 0.9565 | 0.0 |
| 0.0334 | 410.91 | 4520 | 0.0883 | 0.6567 | 0.6956 | 0.9785 | nan | 0.9938 | 0.9516 | 0.8941 | 0.9877 | 0.9049 | 0.0 | 0.8795 | 0.9807 | 0.4953 | 0.0769 | 0.8940 | 0.9850 | 0.0 | nan | 0.9808 | 0.8889 | 0.8353 | 0.9773 | 0.8494 | 0.0 | 0.8382 | 0.9730 | 0.3265 | 0.0769 | 0.8401 | 0.9509 | 0.0 |
| 0.0332 | 412.73 | 4540 | 0.0897 | 0.6563 | 0.6943 | 0.9783 | nan | 0.9940 | 0.9489 | 0.8932 | 0.9887 | 0.9030 | 0.0 | 0.8786 | 0.9776 | 0.5089 | 0.0657 | 0.8888 | 0.9784 | 0.0 | nan | 0.9806 | 0.8895 | 0.8348 | 0.9772 | 0.8490 | 0.0 | 0.8359 | 0.9704 | 0.3372 | 0.0657 | 0.8377 | 0.9541 | 0.0 |
| 0.0295 | 414.55 | 4560 | 0.0883 | 0.6579 | 0.6977 | 0.9787 | nan | 0.9938 | 0.9488 | 0.8977 | 0.9877 | 0.9076 | 0.0 | 0.8925 | 0.9830 | 0.5121 | 0.0737 | 0.9036 | 0.9695 | 0.0 | nan | 0.9808 | 0.8899 | 0.8360 | 0.9773 | 0.8507 | 0.0 | 0.8381 | 0.9740 | 0.3350 | 0.0737 | 0.8462 | 0.9510 | 0.0 |
| 0.0323 | 416.36 | 4580 | 0.0896 | 0.6547 | 0.6906 | 0.9785 | nan | 0.9938 | 0.9527 | 0.8956 | 0.9880 | 0.9009 | 0.0 | 0.8724 | 0.9819 | 0.4765 | 0.0660 | 0.8832 | 0.9675 | 0.0 | nan | 0.9809 | 0.8872 | 0.8367 | 0.9773 | 0.8502 | 0.0 | 0.8352 | 0.9743 | 0.3156 | 0.0660 | 0.8368 | 0.9506 | 0.0 |
| 0.0294 | 418.18 | 4600 | 0.0907 | 0.6562 | 0.6945 | 0.9784 | nan | 0.9931 | 0.9537 | 0.9024 | 0.9884 | 0.8972 | 0.0 | 0.8885 | 0.9795 | 0.4780 | 0.0734 | 0.8981 | 0.9765 | 0.0 | nan | 0.9808 | 0.8870 | 0.8362 | 0.9772 | 0.8491 | 0.0 | 0.8390 | 0.9726 | 0.3134 | 0.0734 | 0.8472 | 0.9546 | 0.0 |
| 0.0308 | 420.0 | 4620 | 0.0938 | 0.6517 | 0.6881 | 0.9776 | nan | 0.9936 | 0.9538 | 0.8984 | 0.9879 | 0.9010 | 0.0 | 0.8842 | 0.9723 | 0.4149 | 0.0759 | 0.8869 | 0.9761 | 0.0 | nan | 0.9809 | 0.8799 | 0.8374 | 0.9772 | 0.8485 | 0.0 | 0.8390 | 0.9661 | 0.2758 | 0.0759 | 0.8388 | 0.9531 | 0.0 |
| 0.0263 | 421.82 | 4640 | 0.0901 | 0.6557 | 0.6935 | 0.9783 | nan | 0.9938 | 0.9481 | 0.8999 | 0.9887 | 0.8988 | 0.0 | 0.8851 | 0.9793 | 0.4946 | 0.0745 | 0.8793 | 0.9738 | 0.0 | nan | 0.9807 | 0.8876 | 0.8363 | 0.9771 | 0.8469 | 0.0 | 0.8378 | 0.9713 | 0.3242 | 0.0745 | 0.8347 | 0.9528 | 0.0 |
| 0.0317 | 423.64 | 4660 | 0.0907 | 0.6552 | 0.6932 | 0.9784 | nan | 0.9937 | 0.9518 | 0.8998 | 0.9879 | 0.9042 | 0.0 | 0.8838 | 0.9788 | 0.4782 | 0.0701 | 0.8853 | 0.9776 | 0.0 | nan | 0.9807 | 0.8878 | 0.8377 | 0.9772 | 0.8500 | 0.0 | 0.8388 | 0.9716 | 0.3154 | 0.0701 | 0.8339 | 0.9541 | 0.0 |
| 0.0289 | 425.45 | 4680 | 0.0905 | 0.6554 | 0.6933 | 0.9785 | nan | 0.9935 | 0.9507 | 0.9022 | 0.9882 | 0.9056 | 0.0 | 0.8812 | 0.9816 | 0.4694 | 0.0709 | 0.8920 | 0.9774 | 0.0 | nan | 0.9808 | 0.8880 | 0.8374 | 0.9773 | 0.8506 | 0.0 | 0.8378 | 0.9740 | 0.3089 | 0.0709 | 0.8399 | 0.9542 | 0.0 |
| 0.0301 | 427.27 | 4700 | 0.0906 | 0.6565 | 0.6944 | 0.9787 | nan | 0.9939 | 0.9513 | 0.8972 | 0.9879 | 0.9032 | 0.0 | 0.8832 | 0.9821 | 0.4820 | 0.0691 | 0.8972 | 0.9804 | 0.0 | nan | 0.9809 | 0.8883 | 0.8383 | 0.9773 | 0.8508 | 0.0 | 0.8386 | 0.9741 | 0.3170 | 0.0691 | 0.8447 | 0.9557 | 0.0 |
| 0.03 | 429.09 | 4720 | 0.0891 | 0.6572 | 0.6956 | 0.9786 | nan | 0.9936 | 0.9468 | 0.9020 | 0.9897 | 0.9002 | 0.0 | 0.8815 | 0.9820 | 0.4854 | 0.0778 | 0.8999 | 0.9842 | 0.0 | nan | 0.9810 | 0.8883 | 0.8382 | 0.9770 | 0.8490 | 0.0 | 0.8388 | 0.9739 | 0.3198 | 0.0778 | 0.8449 | 0.9552 | 0.0 |
| 0.0247 | 430.91 | 4740 | 0.0883 | 0.6576 | 0.6967 | 0.9786 | nan | 0.9938 | 0.9486 | 0.9006 | 0.9883 | 0.9055 | 0.0 | 0.8734 | 0.9803 | 0.5065 | 0.0790 | 0.9007 | 0.9801 | 0.0 | nan | 0.9808 | 0.8887 | 0.8367 | 0.9773 | 0.8494 | 0.0 | 0.8329 | 0.9734 | 0.3325 | 0.0790 | 0.8434 | 0.9549 | 0.0 |
| 0.0281 | 432.73 | 4760 | 0.0887 | 0.6556 | 0.6937 | 0.9785 | nan | 0.9937 | 0.9500 | 0.9008 | 0.9878 | 0.9069 | 0.0 | 0.8808 | 0.9817 | 0.4871 | 0.0760 | 0.8839 | 0.9689 | 0.0 | nan | 0.9808 | 0.8887 | 0.8368 | 0.9772 | 0.8488 | 0.0 | 0.8339 | 0.9741 | 0.3214 | 0.0760 | 0.8345 | 0.9507 | 0.0 |
| 0.0321 | 434.55 | 4780 | 0.0883 | 0.6568 | 0.6955 | 0.9786 | nan | 0.9936 | 0.9500 | 0.8971 | 0.9889 | 0.9018 | 0.0 | 0.8830 | 0.9820 | 0.4973 | 0.0833 | 0.8857 | 0.9788 | 0.0 | nan | 0.9810 | 0.8882 | 0.8374 | 0.9773 | 0.8494 | 0.0 | 0.8353 | 0.9742 | 0.3253 | 0.0833 | 0.8320 | 0.9548 | 0.0 |
| 0.034 | 436.36 | 4800 | 0.0914 | 0.6505 | 0.6863 | 0.9783 | nan | 0.9940 | 0.9510 | 0.8954 | 0.9877 | 0.9105 | 0.0 | 0.8828 | 0.9813 | 0.3914 | 0.0720 | 0.8777 | 0.9788 | 0.0 | nan | 0.9809 | 0.8842 | 0.8375 | 0.9772 | 0.8524 | 0.0 | 0.8356 | 0.9741 | 0.2622 | 0.0720 | 0.8259 | 0.9546 | 0.0 |
| 0.0327 | 438.18 | 4820 | 0.0898 | 0.6535 | 0.6914 | 0.9784 | nan | 0.9935 | 0.9500 | 0.8986 | 0.9884 | 0.9061 | 0.0 | 0.8879 | 0.9820 | 0.4382 | 0.0775 | 0.8825 | 0.9839 | 0.0 | nan | 0.9808 | 0.8863 | 0.8372 | 0.9773 | 0.8508 | 0.0 | 0.8362 | 0.9740 | 0.2890 | 0.0774 | 0.8304 | 0.9559 | 0.0 |
| 0.0291 | 440.0 | 4840 | 0.0909 | 0.6526 | 0.6899 | 0.9783 | nan | 0.9935 | 0.9529 | 0.8975 | 0.9880 | 0.9070 | 0.0 | 0.8857 | 0.9804 | 0.4281 | 0.0777 | 0.875 | 0.9829 | 0.0 | nan | 0.9809 | 0.8852 | 0.8374 | 0.9773 | 0.8519 | 0.0 | 0.8362 | 0.9735 | 0.2839 | 0.0777 | 0.8233 | 0.9563 | 0.0 |
| 0.03 | 441.82 | 4860 | 0.0887 | 0.6592 | 0.7009 | 0.9787 | nan | 0.9931 | 0.9523 | 0.9036 | 0.9872 | 0.9102 | 0.0 | 0.8857 | 0.9810 | 0.5448 | 0.0776 | 0.8926 | 0.9833 | 0.0 | nan | 0.9810 | 0.8889 | 0.8376 | 0.9772 | 0.8518 | 0.0 | 0.8352 | 0.9728 | 0.3540 | 0.0776 | 0.8370 | 0.9564 | 0.0 |
| 0.035 | 443.64 | 4880 | 0.0897 | 0.6553 | 0.6940 | 0.9784 | nan | 0.9934 | 0.9509 | 0.9012 | 0.9883 | 0.9057 | 0.0 | 0.8870 | 0.9801 | 0.4675 | 0.0794 | 0.8832 | 0.9853 | 0.0 | nan | 0.9811 | 0.8854 | 0.8386 | 0.9772 | 0.8514 | 0.0 | 0.8379 | 0.9724 | 0.3075 | 0.0794 | 0.8330 | 0.9551 | 0.0 |
| 0.0277 | 445.45 | 4900 | 0.0897 | 0.6548 | 0.6933 | 0.9784 | nan | 0.9935 | 0.9494 | 0.9042 | 0.9880 | 0.9065 | 0.0 | 0.8859 | 0.9804 | 0.4598 | 0.0798 | 0.8777 | 0.9871 | 0.0 | nan | 0.9809 | 0.8866 | 0.8381 | 0.9772 | 0.8503 | 0.0 | 0.8393 | 0.9724 | 0.3038 | 0.0798 | 0.8299 | 0.9545 | 0.0 |
| 0.0266 | 447.27 | 4920 | 0.0904 | 0.6548 | 0.6928 | 0.9786 | nan | 0.9937 | 0.9500 | 0.8990 | 0.9888 | 0.8999 | 0.0 | 0.8858 | 0.9809 | 0.4745 | 0.0686 | 0.8777 | 0.9874 | 0.0 | nan | 0.9811 | 0.8875 | 0.8384 | 0.9773 | 0.8491 | 0.0 | 0.8383 | 0.9735 | 0.3128 | 0.0686 | 0.8303 | 0.9559 | 0.0 |
| 0.0302 | 449.09 | 4940 | 0.0897 | 0.6555 | 0.6948 | 0.9785 | nan | 0.9933 | 0.9517 | 0.9024 | 0.9884 | 0.9039 | 0.0 | 0.8883 | 0.9801 | 0.4777 | 0.0767 | 0.8849 | 0.9850 | 0.0 | nan | 0.9810 | 0.8870 | 0.8369 | 0.9773 | 0.8492 | 0.0 | 0.8379 | 0.9732 | 0.3130 | 0.0767 | 0.8339 | 0.9560 | 0.0 |
| 0.0291 | 450.91 | 4960 | 0.0899 | 0.6559 | 0.6942 | 0.9786 | nan | 0.9937 | 0.9520 | 0.8954 | 0.9876 | 0.9050 | 0.0 | 0.8856 | 0.9824 | 0.4838 | 0.0790 | 0.8759 | 0.9839 | 0.0 | nan | 0.9810 | 0.8881 | 0.8366 | 0.9773 | 0.8499 | 0.0 | 0.8390 | 0.9744 | 0.3168 | 0.0790 | 0.8278 | 0.9562 | 0.0 |
| 0.0311 | 452.73 | 4980 | 0.0897 | 0.6567 | 0.6952 | 0.9786 | nan | 0.9936 | 0.9498 | 0.9016 | 0.9881 | 0.9043 | 0.0 | 0.8843 | 0.9821 | 0.4884 | 0.0792 | 0.8832 | 0.9824 | 0.0 | nan | 0.9809 | 0.8890 | 0.8366 | 0.9774 | 0.8498 | 0.0 | 0.8408 | 0.9745 | 0.3201 | 0.0792 | 0.8319 | 0.9570 | 0.0 |
| 0.032 | 454.55 | 5000 | 0.0898 | 0.6560 | 0.6950 | 0.9785 | nan | 0.9933 | 0.9510 | 0.9048 | 0.9883 | 0.9044 | 0.0 | 0.8827 | 0.9811 | 0.4748 | 0.0791 | 0.8908 | 0.9847 | 0.0 | nan | 0.9810 | 0.8868 | 0.8371 | 0.9774 | 0.8490 | 0.0 | 0.8395 | 0.9741 | 0.3113 | 0.0791 | 0.8357 | 0.9564 | 0.0 |
| 0.0301 | 456.36 | 5020 | 0.0897 | 0.6568 | 0.6964 | 0.9786 | nan | 0.9933 | 0.9510 | 0.9016 | 0.9885 | 0.9036 | 0.0 | 0.8851 | 0.9815 | 0.5002 | 0.0745 | 0.8906 | 0.9835 | 0.0 | nan | 0.9809 | 0.8880 | 0.8364 | 0.9774 | 0.8498 | 0.0 | 0.8397 | 0.9739 | 0.3268 | 0.0745 | 0.8345 | 0.9563 | 0.0 |
| 0.0302 | 458.18 | 5040 | 0.0909 | 0.6558 | 0.6944 | 0.9785 | nan | 0.9936 | 0.9531 | 0.8982 | 0.9878 | 0.9012 | 0.0 | 0.8810 | 0.9801 | 0.4919 | 0.0759 | 0.8871 | 0.9771 | 0.0 | nan | 0.9809 | 0.8872 | 0.8362 | 0.9774 | 0.8497 | 0.0 | 0.8370 | 0.9729 | 0.3229 | 0.0759 | 0.8295 | 0.9555 | 0.0 |
| 0.0268 | 460.0 | 5060 | 0.0902 | 0.6552 | 0.6937 | 0.9785 | nan | 0.9937 | 0.9522 | 0.8971 | 0.9874 | 0.9076 | 0.0 | 0.8854 | 0.9810 | 0.4867 | 0.0720 | 0.8828 | 0.9728 | 0.0 | nan | 0.9809 | 0.8879 | 0.8362 | 0.9774 | 0.8506 | 0.0 | 0.8383 | 0.9734 | 0.3195 | 0.0720 | 0.8281 | 0.9538 | 0.0 |
| 0.0261 | 461.82 | 5080 | 0.0907 | 0.6558 | 0.6941 | 0.9785 | nan | 0.9938 | 0.9507 | 0.8961 | 0.9880 | 0.9024 | 0.0 | 0.8868 | 0.9812 | 0.4819 | 0.0775 | 0.8873 | 0.9777 | 0.0 | nan | 0.9808 | 0.8879 | 0.8360 | 0.9773 | 0.8503 | 0.0 | 0.8393 | 0.9737 | 0.3158 | 0.0775 | 0.8309 | 0.9558 | 0.0 |
| 0.0347 | 463.64 | 5100 | 0.0905 | 0.6559 | 0.6941 | 0.9785 | nan | 0.9936 | 0.9510 | 0.9008 | 0.9879 | 0.9042 | 0.0 | 0.8840 | 0.9812 | 0.4818 | 0.0767 | 0.8848 | 0.9770 | 0.0 | nan | 0.9809 | 0.8878 | 0.8367 | 0.9774 | 0.8497 | 0.0 | 0.8397 | 0.9735 | 0.3165 | 0.0767 | 0.8320 | 0.9557 | 0.0 |
| 0.0281 | 465.45 | 5120 | 0.0903 | 0.6553 | 0.6931 | 0.9785 | nan | 0.9936 | 0.9515 | 0.8990 | 0.9882 | 0.9007 | 0.0 | 0.8862 | 0.9810 | 0.4698 | 0.0761 | 0.8832 | 0.9812 | 0.0 | nan | 0.9809 | 0.8879 | 0.8367 | 0.9774 | 0.8489 | 0.0 | 0.8395 | 0.9734 | 0.3102 | 0.0761 | 0.8309 | 0.9569 | 0.0 |
| 0.0281 | 467.27 | 5140 | 0.0912 | 0.6530 | 0.6905 | 0.9784 | nan | 0.9938 | 0.9524 | 0.8953 | 0.9874 | 0.9043 | 0.0 | 0.8888 | 0.9821 | 0.4326 | 0.0740 | 0.8855 | 0.9808 | 0.0 | nan | 0.9810 | 0.8860 | 0.8371 | 0.9773 | 0.8491 | 0.0 | 0.8402 | 0.9737 | 0.2860 | 0.0739 | 0.8284 | 0.9562 | 0.0 |
| 0.0266 | 469.09 | 5160 | 0.0904 | 0.6536 | 0.6918 | 0.9784 | nan | 0.9934 | 0.9504 | 0.9047 | 0.9886 | 0.9023 | 0.0 | 0.8893 | 0.9813 | 0.4366 | 0.0790 | 0.8853 | 0.9821 | 0.0 | nan | 0.9810 | 0.8862 | 0.8385 | 0.9774 | 0.8486 | 0.0 | 0.8401 | 0.9736 | 0.2880 | 0.0790 | 0.8285 | 0.9556 | 0.0 |
| 0.0291 | 470.91 | 5180 | 0.0901 | 0.6544 | 0.6928 | 0.9785 | nan | 0.9937 | 0.9506 | 0.8956 | 0.9885 | 0.9016 | 0.0 | 0.8885 | 0.9822 | 0.4679 | 0.0729 | 0.8839 | 0.9817 | 0.0 | nan | 0.9808 | 0.8884 | 0.8352 | 0.9774 | 0.8488 | 0.0 | 0.8374 | 0.9743 | 0.3087 | 0.0729 | 0.8272 | 0.9557 | 0.0 |
| 0.0286 | 472.73 | 5200 | 0.0908 | 0.6546 | 0.6933 | 0.9785 | nan | 0.9937 | 0.9516 | 0.8975 | 0.9880 | 0.9028 | 0.0 | 0.8882 | 0.9813 | 0.4694 | 0.0747 | 0.8841 | 0.9821 | 0.0 | nan | 0.9808 | 0.8879 | 0.8358 | 0.9774 | 0.8495 | 0.0 | 0.8368 | 0.9739 | 0.3096 | 0.0747 | 0.8276 | 0.9559 | 0.0 |
| 0.027 | 474.55 | 5220 | 0.0911 | 0.6541 | 0.6919 | 0.9784 | nan | 0.9937 | 0.9518 | 0.8979 | 0.9881 | 0.9016 | 0.0 | 0.8845 | 0.9794 | 0.4600 | 0.0758 | 0.8791 | 0.9832 | 0.0 | nan | 0.9808 | 0.8872 | 0.8363 | 0.9774 | 0.8485 | 0.0 | 0.8377 | 0.9723 | 0.3046 | 0.0758 | 0.8267 | 0.9561 | 0.0 |
| 0.0266 | 476.36 | 5240 | 0.0914 | 0.6539 | 0.6919 | 0.9782 | nan | 0.9935 | 0.9516 | 0.8994 | 0.9886 | 0.9007 | 0.0 | 0.8842 | 0.9782 | 0.4591 | 0.0769 | 0.8798 | 0.9830 | 0.0 | nan | 0.9809 | 0.8872 | 0.8362 | 0.9773 | 0.8478 | 0.0 | 0.8380 | 0.9711 | 0.3038 | 0.0769 | 0.8260 | 0.9558 | 0.0 |
| 0.0304 | 478.18 | 5260 | 0.0911 | 0.6547 | 0.6934 | 0.9783 | nan | 0.9935 | 0.9504 | 0.9022 | 0.9887 | 0.9016 | 0.0 | 0.8819 | 0.9791 | 0.4703 | 0.0748 | 0.8878 | 0.9836 | 0.0 | nan | 0.9809 | 0.8878 | 0.8367 | 0.9773 | 0.8483 | 0.0 | 0.8381 | 0.9719 | 0.3096 | 0.0748 | 0.8297 | 0.9559 | 0.0 |
| 0.025 | 480.0 | 5280 | 0.0909 | 0.6549 | 0.6934 | 0.9784 | nan | 0.9936 | 0.9502 | 0.8995 | 0.9887 | 0.9008 | 0.0 | 0.8883 | 0.9801 | 0.4674 | 0.0775 | 0.8901 | 0.9786 | 0.0 | nan | 0.9809 | 0.8878 | 0.8359 | 0.9773 | 0.8486 | 0.0 | 0.8363 | 0.9725 | 0.3080 | 0.0775 | 0.8334 | 0.9556 | 0.0 |
| 0.0353 | 481.82 | 5300 | 0.0905 | 0.6550 | 0.6933 | 0.9785 | nan | 0.9936 | 0.9504 | 0.9002 | 0.9882 | 0.9028 | 0.0 | 0.8831 | 0.9811 | 0.4723 | 0.0766 | 0.8857 | 0.9787 | 0.0 | nan | 0.9808 | 0.8884 | 0.8358 | 0.9773 | 0.8495 | 0.0 | 0.8363 | 0.9732 | 0.3109 | 0.0765 | 0.8305 | 0.9560 | 0.0 |
| 0.0249 | 483.64 | 5320 | 0.0911 | 0.6549 | 0.6932 | 0.9785 | nan | 0.9938 | 0.9509 | 0.8972 | 0.9879 | 0.9033 | 0.0 | 0.8855 | 0.9805 | 0.4706 | 0.0773 | 0.8855 | 0.9790 | 0.0 | nan | 0.9808 | 0.8881 | 0.8359 | 0.9774 | 0.8493 | 0.0 | 0.8362 | 0.9730 | 0.3098 | 0.0773 | 0.8308 | 0.9556 | 0.0 |
| 0.0281 | 485.45 | 5340 | 0.0908 | 0.6557 | 0.6943 | 0.9785 | nan | 0.9935 | 0.9506 | 0.9025 | 0.9881 | 0.9042 | 0.0 | 0.8838 | 0.9810 | 0.4763 | 0.0768 | 0.8897 | 0.9796 | 0.0 | nan | 0.9809 | 0.8886 | 0.8361 | 0.9774 | 0.8497 | 0.0 | 0.8384 | 0.9735 | 0.3130 | 0.0767 | 0.8341 | 0.9559 | 0.0 |
| 0.0299 | 487.27 | 5360 | 0.0904 | 0.6553 | 0.6936 | 0.9785 | nan | 0.9937 | 0.9511 | 0.8977 | 0.9882 | 0.9044 | 0.0 | 0.8839 | 0.9808 | 0.4698 | 0.0783 | 0.8865 | 0.9817 | 0.0 | nan | 0.9809 | 0.8881 | 0.8364 | 0.9774 | 0.8495 | 0.0 | 0.8387 | 0.9735 | 0.3096 | 0.0783 | 0.8304 | 0.9560 | 0.0 |
| 0.0259 | 489.09 | 5380 | 0.0909 | 0.6556 | 0.6937 | 0.9786 | nan | 0.9936 | 0.9517 | 0.8974 | 0.9880 | 0.9028 | 0.0 | 0.8853 | 0.9819 | 0.4740 | 0.0788 | 0.8830 | 0.9821 | 0.0 | nan | 0.9809 | 0.8883 | 0.8365 | 0.9774 | 0.8502 | 0.0 | 0.8386 | 0.9740 | 0.3115 | 0.0788 | 0.8302 | 0.9562 | 0.0 |
| 0.0295 | 490.91 | 5400 | 0.0907 | 0.6559 | 0.6947 | 0.9786 | nan | 0.9936 | 0.9511 | 0.8984 | 0.9876 | 0.9044 | 0.0 | 0.8862 | 0.9827 | 0.4753 | 0.0797 | 0.8885 | 0.9832 | 0.0 | nan | 0.9809 | 0.8886 | 0.8364 | 0.9774 | 0.8509 | 0.0 | 0.8381 | 0.9741 | 0.3122 | 0.0797 | 0.8321 | 0.9563 | 0.0 |
| 0.0279 | 492.73 | 5420 | 0.0906 | 0.6556 | 0.6938 | 0.9786 | nan | 0.9937 | 0.9499 | 0.8987 | 0.9881 | 0.9055 | 0.0 | 0.8843 | 0.9825 | 0.4716 | 0.0797 | 0.8842 | 0.9816 | 0.0 | nan | 0.9809 | 0.8886 | 0.8362 | 0.9773 | 0.8508 | 0.0 | 0.8381 | 0.9741 | 0.3102 | 0.0797 | 0.8314 | 0.9560 | 0.0 |
| 0.0302 | 494.55 | 5440 | 0.0907 | 0.6553 | 0.6936 | 0.9786 | nan | 0.9937 | 0.9494 | 0.8983 | 0.9886 | 0.9011 | 0.0 | 0.8876 | 0.9827 | 0.4655 | 0.0779 | 0.8912 | 0.9807 | 0.0 | nan | 0.9809 | 0.8885 | 0.8360 | 0.9773 | 0.8502 | 0.0 | 0.8378 | 0.9742 | 0.3067 | 0.0778 | 0.8337 | 0.9560 | 0.0 |
| 0.0295 | 496.36 | 5460 | 0.0911 | 0.6555 | 0.6941 | 0.9785 | nan | 0.9936 | 0.9507 | 0.8991 | 0.9883 | 0.9043 | 0.0 | 0.8856 | 0.9810 | 0.4712 | 0.0776 | 0.8913 | 0.9802 | 0.0 | nan | 0.9809 | 0.8882 | 0.8363 | 0.9773 | 0.8500 | 0.0 | 0.8383 | 0.9737 | 0.3099 | 0.0776 | 0.8335 | 0.9565 | 0.0 |
| 0.0281 | 498.18 | 5480 | 0.0905 | 0.6552 | 0.6930 | 0.9785 | nan | 0.9937 | 0.9511 | 0.8973 | 0.9879 | 0.9058 | 0.0 | 0.8833 | 0.9819 | 0.4603 | 0.0788 | 0.8887 | 0.9799 | 0.0 | nan | 0.9808 | 0.8883 | 0.8360 | 0.9773 | 0.8506 | 0.0 | 0.8378 | 0.9741 | 0.3048 | 0.0788 | 0.8325 | 0.9564 | 0.0 |
| 0.0327 | 500.0 | 5500 | 0.0905 | 0.6547 | 0.6922 | 0.9785 | nan | 0.9937 | 0.9505 | 0.8967 | 0.9886 | 0.9017 | 0.0 | 0.8836 | 0.9814 | 0.4644 | 0.0731 | 0.8837 | 0.9814 | 0.0 | nan | 0.9808 | 0.8881 | 0.8358 | 0.9774 | 0.8498 | 0.0 | 0.8385 | 0.9740 | 0.3068 | 0.0731 | 0.8306 | 0.9563 | 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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