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---
license: other
tags:
- generated_from_trainer
model-index:
- name: safety-utcustom-terrain-b0
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
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1068
- Mean Iou: 0.6684
- Mean Accuracy: 0.7082
- Overall Accuracy: 0.9747
- Accuracy Unlabeled: nan
- Accuracy Nat: 0.9932
- Accuracy Concrete: 0.9513
- Accuracy Grass: 0.9029
- Accuracy Speedway bricks: 0.9891
- Accuracy Steel: 0.9082
- Accuracy Rough concrete: 0.0
- Accuracy Dark bricks: 0.8767
- Accuracy Road: 0.9315
- Accuracy Rough red sidewalk: 0.5011
- Accuracy Tiles: 0.2352
- Accuracy Red bricks: 0.9299
- Accuracy Concrete tiles: 0.9872
- Accuracy Rest: 0.0
- Iou Unlabeled: nan
- Iou Nat: 0.9807
- Iou Concrete: 0.8923
- Iou Grass: 0.8376
- Iou Speedway bricks: 0.9775
- Iou Steel: 0.8554
- Iou Rough concrete: 0.0
- Iou Dark bricks: 0.8309
- Iou Road: 0.9241
- Iou Rough red sidewalk: 0.3386
- Iou Tiles: 0.2342
- Iou Red bricks: 0.8665
- Iou Concrete tiles: 0.9518
- 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 |
|:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:------------:|:-----------------:|:--------------:|:------------------------:|:--------------:|:-----------------------:|:--------------------:|:-------------:|:---------------------------:|:--------------:|:-------------------:|:-----------------------:|:-------------:|:-------------:|:-------:|:------------:|:---------:|:-------------------:|:---------:|:------------------:|:---------------:|:--------:|:----------------------:|:---------:|:--------------:|:------------------:|:--------:|
| 2.6108 | 1.82 | 20 | 2.6051 | 0.0159 | 0.1044 | 0.0773 | nan | 0.0951 | 0.0130 | 0.1687 | 0.0635 | 0.0140 | 0.0 | 0.6411 | 0.0058 | 0.1063 | 0.0 | 0.0 | 0.0 | 0.25 | 0.0 | 0.0936 | 0.0118 | 0.0202 | 0.0622 | 0.0065 | 0.0 | 0.0059 | 0.0058 | 0.0170 | 0.0 | 0.0 | 0.0 | 0.0000 |
| 2.3421 | 3.64 | 40 | 2.2776 | 0.1190 | 0.1997 | 0.5675 | nan | 0.6849 | 0.0547 | 0.1880 | 0.7466 | 0.0293 | 0.0 | 0.5917 | 0.1477 | 0.0279 | 0.0 | 0.0 | 0.0 | 0.125 | 0.0 | 0.6762 | 0.0473 | 0.0756 | 0.6971 | 0.0129 | 0.0 | 0.0096 | 0.1411 | 0.0059 | 0.0 | 0.0 | 0.0 | 0.0000 |
| 1.9173 | 5.45 | 60 | 1.6415 | 0.2069 | 0.2866 | 0.8386 | nan | 0.9258 | 0.5798 | 0.4195 | 0.9327 | 0.0002 | 0.0 | 0.1839 | 0.6829 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9159 | 0.3659 | 0.1946 | 0.7993 | 0.0002 | 0.0 | 0.0247 | 0.5963 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.5459 | 7.27 | 80 | 1.2372 | 0.2280 | 0.2969 | 0.8869 | nan | 0.9541 | 0.7506 | 0.3301 | 0.9632 | 0.0 | 0.0 | 0.0003 | 0.8612 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9414 | 0.4972 | 0.2048 | 0.8328 | 0.0 | 0.0 | 0.0002 | 0.7155 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3972 | 9.09 | 100 | 1.1420 | 0.2549 | 0.3078 | 0.8928 | nan | 0.9442 | 0.7732 | 0.3751 | 0.9784 | 0.0 | 0.0 | 0.0 | 0.9303 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9364 | 0.5272 | 0.2267 | 0.8404 | 0.0 | 0.0 | 0.0 | 0.7832 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1514 | 10.91 | 120 | 0.9919 | 0.2752 | 0.3282 | 0.9085 | nan | 0.9494 | 0.8587 | 0.5347 | 0.9744 | 0.0 | 0.0 | 0.0 | 0.9496 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9413 | 0.6159 | 0.3252 | 0.8578 | 0.0 | 0.0 | 0.0 | 0.8378 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0387 | 12.73 | 140 | 0.8870 | 0.2886 | 0.3438 | 0.9166 | nan | 0.9525 | 0.8759 | 0.7264 | 0.9727 | 0.0 | 0.0 | 0.0 | 0.9417 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9437 | 0.6566 | 0.4501 | 0.8664 | 0.0 | 0.0 | 0.0 | 0.8346 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9516 | 14.55 | 160 | 0.7789 | 0.2891 | 0.3436 | 0.9149 | nan | 0.9519 | 0.8994 | 0.7480 | 0.9754 | 0.0 | 0.0 | 0.0 | 0.8920 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9435 | 0.6126 | 0.4907 | 0.8661 | 0.0 | 0.0 | 0.0 | 0.8459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7909 | 16.36 | 180 | 0.6643 | 0.3019 | 0.3510 | 0.9260 | nan | 0.9619 | 0.8908 | 0.7824 | 0.9699 | 0.0 | 0.0 | 0.0 | 0.9575 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9487 | 0.6817 | 0.5505 | 0.8693 | 0.0 | 0.0 | 0.0 | 0.8747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7189 | 18.18 | 200 | 0.5797 | 0.3030 | 0.3495 | 0.9264 | nan | 0.9611 | 0.8973 | 0.7524 | 0.9796 | 0.0 | 0.0 | 0.0 | 0.9528 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9488 | 0.6701 | 0.5678 | 0.8697 | 0.0 | 0.0 | 0.0 | 0.8822 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.5829 | 20.0 | 220 | 0.4973 | 0.3041 | 0.3521 | 0.9272 | nan | 0.9617 | 0.9070 | 0.7870 | 0.9751 | 0.0 | 0.0 | 0.0 | 0.9461 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9499 | 0.6820 | 0.5802 | 0.8727 | 0.0 | 0.0 | 0.0 | 0.8684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.5048 | 21.82 | 240 | 0.4336 | 0.3096 | 0.3555 | 0.9298 | nan | 0.9649 | 0.9156 | 0.7919 | 0.9689 | 0.0267 | 0.0 | 0.0 | 0.9534 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9519 | 0.6809 | 0.6172 | 0.8810 | 0.0267 | 0.0 | 0.0 | 0.8675 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.4344 | 23.64 | 260 | 0.3822 | 0.3176 | 0.3626 | 0.9310 | nan | 0.9642 | 0.9097 | 0.8164 | 0.9851 | 0.1145 | 0.0 | 0.0 | 0.9234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9528 | 0.6748 | 0.6166 | 0.8783 | 0.1144 | 0.0 | 0.0 | 0.8913 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.3584 | 25.45 | 280 | 0.3193 | 0.3436 | 0.3813 | 0.9417 | nan | 0.9740 | 0.9091 | 0.7792 | 0.9795 | 0.3456 | 0.0 | 0.0 | 0.9691 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.9581 | 0.7269 | 0.6364 | 0.9026 | 0.3397 | 0.0 | 0.0 | 0.9028 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.3006 | 27.27 | 300 | 0.2956 | 0.3565 | 0.4000 | 0.9420 | nan | 0.9688 | 0.9278 | 0.8511 | 0.9803 | 0.4487 | 0.0 | 0.0 | 0.9461 | 0.0 | 0.0 | 0.0 | 0.0770 | 0.0 | nan | 0.9583 | 0.7207 | 0.6336 | 0.9046 | 0.4241 | 0.0 | 0.0 | 0.9164 | 0.0 | 0.0 | 0.0 | 0.0770 | 0.0 |
| 0.2623 | 29.09 | 320 | 0.2804 | 0.4001 | 0.4338 | 0.9516 | nan | 0.9864 | 0.8830 | 0.8140 | 0.9768 | 0.5599 | 0.0 | 0.0 | 0.9644 | 0.0 | 0.0 | 0.0 | 0.4547 | 0.0 | nan | 0.9602 | 0.7984 | 0.6255 | 0.9274 | 0.5066 | 0.0 | 0.0 | 0.9280 | 0.0 | 0.0 | 0.0 | 0.4547 | 0.0 |
| 0.2954 | 30.91 | 340 | 0.2242 | 0.4176 | 0.4540 | 0.9533 | nan | 0.9780 | 0.9337 | 0.8581 | 0.9774 | 0.5902 | 0.0 | 0.0 | 0.9684 | 0.0003 | 0.0 | 0.0 | 0.5960 | 0.0 | nan | 0.9631 | 0.7737 | 0.6824 | 0.9314 | 0.5540 | 0.0 | 0.0 | 0.9282 | 0.0003 | 0.0 | 0.0 | 0.5960 | 0.0 |
| 0.23 | 32.73 | 360 | 0.2201 | 0.4474 | 0.4750 | 0.9579 | nan | 0.9899 | 0.9128 | 0.7867 | 0.9772 | 0.7017 | 0.0 | 0.0 | 0.9574 | 0.0514 | 0.0 | 0.0 | 0.7984 | 0.0 | nan | 0.9622 | 0.8177 | 0.6784 | 0.9358 | 0.6335 | 0.0 | 0.0 | 0.9405 | 0.0508 | 0.0 | 0.0 | 0.7977 | 0.0 |
| 0.2269 | 34.55 | 380 | 0.2007 | 0.4393 | 0.4770 | 0.9567 | nan | 0.9863 | 0.9324 | 0.8395 | 0.9595 | 0.8059 | 0.0 | 0.0080 | 0.9571 | 0.0643 | 0.0 | 0.0 | 0.6487 | 0.0 | nan | 0.9663 | 0.7832 | 0.7368 | 0.9318 | 0.6573 | 0.0 | 0.0080 | 0.9332 | 0.0486 | 0.0 | 0.0 | 0.6463 | 0.0 |
| 0.2013 | 36.36 | 400 | 0.1881 | 0.4695 | 0.5016 | 0.9589 | nan | 0.9866 | 0.9298 | 0.8124 | 0.9791 | 0.7739 | 0.0 | 0.0650 | 0.9425 | 0.1114 | 0.0 | 0.0 | 0.9207 | 0.0 | nan | 0.9663 | 0.7974 | 0.7394 | 0.9391 | 0.6864 | 0.0 | 0.0649 | 0.9249 | 0.0789 | 0.0 | 0.0 | 0.9057 | 0.0 |
| 0.1744 | 38.18 | 420 | 0.1692 | 0.5043 | 0.5397 | 0.9624 | nan | 0.9873 | 0.9266 | 0.8166 | 0.9732 | 0.7795 | 0.0 | 0.4470 | 0.9749 | 0.1529 | 0.0 | 0.0 | 0.9576 | 0.0 | nan | 0.9680 | 0.8151 | 0.7397 | 0.9481 | 0.6920 | 0.0 | 0.4439 | 0.9384 | 0.1039 | 0.0 | 0.0 | 0.9067 | 0.0 |
| 0.1487 | 40.0 | 440 | 0.1572 | 0.5243 | 0.5751 | 0.9645 | nan | 0.9855 | 0.9130 | 0.8884 | 0.9811 | 0.7724 | 0.0 | 0.4822 | 0.9664 | 0.5105 | 0.0 | 0.0 | 0.9765 | 0.0 | nan | 0.9683 | 0.8370 | 0.7608 | 0.9518 | 0.6969 | 0.0 | 0.4801 | 0.9353 | 0.3195 | 0.0 | 0.0 | 0.8659 | 0.0 |
| 0.1535 | 41.82 | 460 | 0.1495 | 0.5245 | 0.5653 | 0.9642 | nan | 0.9876 | 0.9293 | 0.7922 | 0.9860 | 0.7584 | 0.0 | 0.4997 | 0.9617 | 0.4520 | 0.0 | 0.0 | 0.9816 | 0.0 | nan | 0.9692 | 0.8188 | 0.7413 | 0.9504 | 0.7010 | 0.0 | 0.4966 | 0.9431 | 0.3008 | 0.0 | 0.0 | 0.8977 | 0.0 |
| 0.1375 | 43.64 | 480 | 0.1455 | 0.5208 | 0.5592 | 0.9647 | nan | 0.9903 | 0.9111 | 0.8097 | 0.9868 | 0.7366 | 0.0 | 0.5516 | 0.9644 | 0.3513 | 0.0 | 0.0 | 0.9679 | 0.0 | nan | 0.9695 | 0.8279 | 0.7512 | 0.9494 | 0.6913 | 0.0 | 0.5358 | 0.9440 | 0.2400 | 0.0 | 0.0 | 0.8613 | 0.0 |
| 0.1309 | 45.45 | 500 | 0.1380 | 0.5367 | 0.5770 | 0.9668 | nan | 0.9898 | 0.9317 | 0.8456 | 0.9773 | 0.8291 | 0.0 | 0.6698 | 0.9641 | 0.3113 | 0.0 | 0.0 | 0.9817 | 0.0 | nan | 0.9705 | 0.8298 | 0.7728 | 0.9568 | 0.7419 | 0.0 | 0.6454 | 0.9515 | 0.2103 | 0.0 | 0.0 | 0.8986 | 0.0 |
| 0.1186 | 47.27 | 520 | 0.1348 | 0.5351 | 0.5779 | 0.9669 | nan | 0.9897 | 0.9159 | 0.8389 | 0.9888 | 0.7943 | 0.0 | 0.7516 | 0.9627 | 0.2831 | 0.0 | 0.0 | 0.9877 | 0.0 | nan | 0.9707 | 0.8389 | 0.7715 | 0.9533 | 0.7310 | 0.0 | 0.7112 | 0.9499 | 0.1922 | 0.0 | 0.0 | 0.8376 | 0.0 |
| 0.1157 | 49.09 | 540 | 0.1341 | 0.5405 | 0.5876 | 0.9666 | nan | 0.9881 | 0.9353 | 0.8558 | 0.9765 | 0.8611 | 0.0 | 0.7315 | 0.9595 | 0.3413 | 0.0 | 0.0 | 0.9902 | 0.0 | nan | 0.9709 | 0.8279 | 0.7672 | 0.9589 | 0.7522 | 0.0 | 0.6999 | 0.9455 | 0.2193 | 0.0 | 0.0 | 0.8843 | 0.0 |
| 0.127 | 50.91 | 560 | 0.1232 | 0.5484 | 0.5833 | 0.9689 | nan | 0.9905 | 0.9207 | 0.8449 | 0.9881 | 0.7859 | 0.0 | 0.7773 | 0.9745 | 0.3135 | 0.0 | 0.0124 | 0.9757 | 0.0 | nan | 0.9722 | 0.8494 | 0.7821 | 0.9561 | 0.7330 | 0.0 | 0.7354 | 0.9569 | 0.2113 | 0.0 | 0.0124 | 0.9198 | 0.0 |
| 0.114 | 52.73 | 580 | 0.1195 | 0.5655 | 0.6096 | 0.9701 | nan | 0.9900 | 0.9228 | 0.8583 | 0.9841 | 0.8427 | 0.0 | 0.7965 | 0.9742 | 0.5022 | 0.0 | 0.0707 | 0.9834 | 0.0 | nan | 0.9720 | 0.8596 | 0.7848 | 0.9593 | 0.7577 | 0.0 | 0.7516 | 0.9558 | 0.3258 | 0.0 | 0.0707 | 0.9144 | 0.0 |
| 0.0963 | 54.55 | 600 | 0.1274 | 0.5707 | 0.6194 | 0.9666 | nan | 0.9902 | 0.9337 | 0.8520 | 0.9823 | 0.8614 | 0.0 | 0.7853 | 0.9296 | 0.3977 | 0.0 | 0.3295 | 0.9906 | 0.0 | nan | 0.9731 | 0.8200 | 0.7887 | 0.9618 | 0.7623 | 0.0 | 0.7394 | 0.9177 | 0.2601 | 0.0 | 0.3277 | 0.8686 | 0.0 |
| 0.0854 | 56.36 | 620 | 0.1151 | 0.5870 | 0.6264 | 0.9706 | nan | 0.9911 | 0.9281 | 0.8529 | 0.9829 | 0.8564 | 0.0 | 0.7772 | 0.9739 | 0.3820 | 0.0 | 0.4178 | 0.9814 | 0.0 | nan | 0.9731 | 0.8538 | 0.7872 | 0.9622 | 0.7664 | 0.0 | 0.7444 | 0.9591 | 0.2556 | 0.0 | 0.4145 | 0.9142 | 0.0 |
| 0.0803 | 58.18 | 640 | 0.1088 | 0.6041 | 0.6548 | 0.9708 | nan | 0.9885 | 0.9300 | 0.8814 | 0.9849 | 0.8553 | 0.0 | 0.7885 | 0.9720 | 0.4836 | 0.0 | 0.6344 | 0.9932 | 0.0 | nan | 0.9731 | 0.8548 | 0.7902 | 0.9633 | 0.7716 | 0.0 | 0.7500 | 0.9598 | 0.3174 | 0.0 | 0.6294 | 0.8437 | 0.0 |
| 0.0862 | 60.0 | 660 | 0.1186 | 0.5920 | 0.6297 | 0.9685 | nan | 0.9898 | 0.9405 | 0.7933 | 0.9828 | 0.8620 | 0.0 | 0.7965 | 0.9697 | 0.3429 | 0.0 | 0.5671 | 0.9420 | 0.0 | nan | 0.9733 | 0.8298 | 0.7456 | 0.9634 | 0.7728 | 0.0 | 0.7532 | 0.9526 | 0.2269 | 0.0 | 0.5623 | 0.9168 | 0.0 |
| 0.0869 | 61.82 | 680 | 0.1129 | 0.6074 | 0.6520 | 0.9696 | nan | 0.9893 | 0.9362 | 0.8739 | 0.9839 | 0.8544 | 0.0 | 0.8275 | 0.9579 | 0.3160 | 0.0 | 0.7447 | 0.9920 | 0.0 | nan | 0.9741 | 0.8338 | 0.7941 | 0.9649 | 0.7770 | 0.0 | 0.7754 | 0.9473 | 0.2110 | 0.0 | 0.7349 | 0.8835 | 0.0 |
| 0.1056 | 63.64 | 700 | 0.1100 | 0.6182 | 0.6585 | 0.9708 | nan | 0.9891 | 0.9337 | 0.8652 | 0.9873 | 0.8505 | 0.0 | 0.8278 | 0.9701 | 0.3640 | 0.0 | 0.8052 | 0.9671 | 0.0 | nan | 0.9741 | 0.8467 | 0.7933 | 0.9625 | 0.7814 | 0.0 | 0.7727 | 0.9599 | 0.2387 | 0.0 | 0.7949 | 0.9119 | 0.0 |
| 0.1043 | 65.45 | 720 | 0.1035 | 0.6218 | 0.6638 | 0.9712 | nan | 0.9892 | 0.9350 | 0.8516 | 0.9865 | 0.8404 | 0.0 | 0.8462 | 0.9771 | 0.4300 | 0.0 | 0.8018 | 0.9717 | 0.0 | nan | 0.9739 | 0.8530 | 0.7846 | 0.9637 | 0.7690 | 0.0 | 0.7931 | 0.9615 | 0.2844 | 0.0 | 0.7855 | 0.9140 | 0.0 |
| 0.0689 | 67.27 | 740 | 0.1138 | 0.6181 | 0.6609 | 0.9695 | nan | 0.9897 | 0.9396 | 0.8453 | 0.9850 | 0.8639 | 0.0 | 0.8107 | 0.9525 | 0.4244 | 0.0 | 0.8111 | 0.9696 | 0.0 | nan | 0.9741 | 0.8334 | 0.7742 | 0.9656 | 0.7824 | 0.0 | 0.7606 | 0.9434 | 0.2848 | 0.0 | 0.8006 | 0.9161 | 0.0 |
| 0.0783 | 69.09 | 760 | 0.1063 | 0.6229 | 0.6732 | 0.9710 | nan | 0.9893 | 0.9251 | 0.8575 | 0.9870 | 0.8592 | 0.0 | 0.8318 | 0.9740 | 0.4851 | 0.0 | 0.8546 | 0.9876 | 0.0 | nan | 0.9736 | 0.8536 | 0.7815 | 0.9640 | 0.7762 | 0.0 | 0.7815 | 0.9612 | 0.2937 | 0.0 | 0.8101 | 0.9021 | 0.0 |
| 0.0747 | 70.91 | 780 | 0.0987 | 0.6396 | 0.6860 | 0.9728 | nan | 0.9907 | 0.9231 | 0.8665 | 0.9885 | 0.8526 | 0.0 | 0.8435 | 0.9773 | 0.5318 | 0.0899 | 0.8635 | 0.9902 | 0.0 | nan | 0.9741 | 0.8681 | 0.7966 | 0.9643 | 0.7786 | 0.0 | 0.7924 | 0.9651 | 0.3517 | 0.0899 | 0.8366 | 0.8972 | 0.0 |
| 0.0832 | 72.73 | 800 | 0.0957 | 0.6392 | 0.6846 | 0.9733 | nan | 0.9908 | 0.9323 | 0.8780 | 0.9862 | 0.8581 | 0.0 | 0.8482 | 0.9774 | 0.4579 | 0.1035 | 0.8787 | 0.9888 | 0.0 | nan | 0.9750 | 0.8677 | 0.8050 | 0.9670 | 0.7853 | 0.0 | 0.7940 | 0.9662 | 0.2988 | 0.1035 | 0.8400 | 0.9074 | 0.0 |
| 0.0768 | 74.55 | 820 | 0.0994 | 0.6346 | 0.6812 | 0.9725 | nan | 0.9909 | 0.9388 | 0.8632 | 0.9871 | 0.8383 | 0.0 | 0.8645 | 0.9662 | 0.4957 | 0.0385 | 0.8894 | 0.9824 | 0.0 | nan | 0.9750 | 0.8590 | 0.8004 | 0.9666 | 0.7760 | 0.0 | 0.8055 | 0.9570 | 0.3298 | 0.0385 | 0.8262 | 0.9163 | 0.0 |
| 0.0738 | 76.36 | 840 | 0.1013 | 0.6243 | 0.6647 | 0.9724 | nan | 0.9917 | 0.9415 | 0.8527 | 0.9846 | 0.8556 | 0.0 | 0.8335 | 0.9683 | 0.4429 | 0.0 | 0.7978 | 0.9727 | 0.0 | nan | 0.9752 | 0.8557 | 0.7921 | 0.9686 | 0.7892 | 0.0 | 0.7866 | 0.9582 | 0.2944 | 0.0 | 0.7735 | 0.9231 | 0.0 |
| 0.073 | 78.18 | 860 | 0.0955 | 0.6448 | 0.6984 | 0.9725 | nan | 0.9887 | 0.9234 | 0.8929 | 0.9908 | 0.8370 | 0.0 | 0.8653 | 0.9728 | 0.5640 | 0.1644 | 0.8924 | 0.9878 | 0.0 | nan | 0.9744 | 0.8640 | 0.7960 | 0.9649 | 0.7718 | 0.0 | 0.8031 | 0.9629 | 0.3590 | 0.1644 | 0.8266 | 0.8955 | 0.0 |
| 0.0829 | 80.0 | 880 | 0.0980 | 0.6320 | 0.6724 | 0.9731 | nan | 0.9917 | 0.9318 | 0.8553 | 0.9885 | 0.8538 | 0.0 | 0.8547 | 0.9764 | 0.4251 | 0.0 | 0.8906 | 0.9725 | 0.0 | nan | 0.9751 | 0.8630 | 0.7927 | 0.9675 | 0.7918 | 0.0 | 0.8018 | 0.9667 | 0.2869 | 0.0 | 0.8399 | 0.9300 | 0.0 |
| 0.0874 | 81.82 | 900 | 0.1001 | 0.6299 | 0.6843 | 0.9712 | nan | 0.9916 | 0.9439 | 0.8556 | 0.9838 | 0.8674 | 0.0 | 0.8520 | 0.9486 | 0.4492 | 0.0979 | 0.9274 | 0.9781 | 0.0 | nan | 0.9764 | 0.8471 | 0.8000 | 0.9681 | 0.7920 | 0.0 | 0.7995 | 0.9386 | 0.2937 | 0.0979 | 0.7541 | 0.9211 | 0.0 |
| 0.0605 | 83.64 | 920 | 0.0964 | 0.6260 | 0.6758 | 0.9728 | nan | 0.9913 | 0.9397 | 0.8582 | 0.9840 | 0.8832 | 0.0 | 0.8554 | 0.9723 | 0.4102 | 0.0 | 0.8995 | 0.9916 | 0.0 | nan | 0.9758 | 0.8560 | 0.7972 | 0.9691 | 0.7995 | 0.0 | 0.8009 | 0.9616 | 0.2729 | 0.0 | 0.8104 | 0.8948 | 0.0 |
| 0.0756 | 85.45 | 940 | 0.1011 | 0.6253 | 0.6666 | 0.9717 | nan | 0.9911 | 0.9382 | 0.8403 | 0.9844 | 0.8815 | 0.0 | 0.8326 | 0.9703 | 0.4261 | 0.0 | 0.8475 | 0.9542 | 0.0 | nan | 0.9756 | 0.8483 | 0.7718 | 0.9703 | 0.8011 | 0.0 | 0.7831 | 0.9551 | 0.2846 | 0.0 | 0.8109 | 0.9277 | 0.0 |
| 0.0713 | 87.27 | 960 | 0.1032 | 0.6235 | 0.6630 | 0.9718 | nan | 0.9926 | 0.9410 | 0.8021 | 0.9865 | 0.8696 | 0.0 | 0.8435 | 0.9684 | 0.4094 | 0.0 | 0.8290 | 0.9769 | 0.0 | nan | 0.9754 | 0.8490 | 0.7615 | 0.9700 | 0.8027 | 0.0 | 0.7976 | 0.9560 | 0.2749 | 0.0 | 0.7923 | 0.9267 | 0.0 |
| 0.0644 | 89.09 | 980 | 0.0966 | 0.6311 | 0.6747 | 0.9735 | nan | 0.9921 | 0.9329 | 0.8607 | 0.9845 | 0.8910 | 0.0 | 0.8584 | 0.9775 | 0.4111 | 0.0 | 0.8837 | 0.9787 | 0.0 | nan | 0.9757 | 0.8627 | 0.7931 | 0.9700 | 0.7982 | 0.0 | 0.8043 | 0.9671 | 0.2751 | 0.0 | 0.8277 | 0.9305 | 0.0 |
| 0.0585 | 90.91 | 1000 | 0.0986 | 0.6292 | 0.6737 | 0.9731 | nan | 0.9916 | 0.9357 | 0.8753 | 0.9859 | 0.8991 | 0.0 | 0.8332 | 0.9651 | 0.4522 | 0.0 | 0.8565 | 0.9637 | 0.0 | nan | 0.9764 | 0.8609 | 0.8055 | 0.9685 | 0.7975 | 0.0 | 0.7890 | 0.9567 | 0.2884 | 0.0 | 0.8142 | 0.9222 | 0.0 |
| 0.0686 | 92.73 | 1020 | 0.0954 | 0.6256 | 0.6720 | 0.9733 | nan | 0.9922 | 0.9391 | 0.8400 | 0.9828 | 0.8998 | 0.0 | 0.8325 | 0.9792 | 0.4168 | 0.0 | 0.8636 | 0.9906 | 0.0 | nan | 0.9762 | 0.8622 | 0.7879 | 0.9696 | 0.7963 | 0.0 | 0.7923 | 0.9668 | 0.2704 | 0.0 | 0.8132 | 0.8986 | 0.0 |
| 0.0553 | 94.55 | 1040 | 0.0971 | 0.6333 | 0.6778 | 0.9739 | nan | 0.9928 | 0.9317 | 0.8925 | 0.9839 | 0.8925 | 0.0 | 0.8706 | 0.9689 | 0.3992 | 0.0 | 0.9004 | 0.9790 | 0.0 | nan | 0.9764 | 0.8621 | 0.8160 | 0.9705 | 0.8045 | 0.0 | 0.8125 | 0.9615 | 0.2666 | 0.0 | 0.8325 | 0.9305 | 0.0 |
| 0.072 | 96.36 | 1060 | 0.0970 | 0.6286 | 0.6766 | 0.9725 | nan | 0.9920 | 0.9422 | 0.8644 | 0.9821 | 0.8992 | 0.0 | 0.8566 | 0.9614 | 0.4215 | 0.0 | 0.8988 | 0.9773 | 0.0 | nan | 0.9769 | 0.8639 | 0.8004 | 0.9700 | 0.7999 | 0.0 | 0.8077 | 0.9519 | 0.2747 | 0.0 | 0.8032 | 0.9231 | 0.0 |
| 0.0561 | 98.18 | 1080 | 0.0950 | 0.6295 | 0.6776 | 0.9737 | nan | 0.9915 | 0.9444 | 0.8585 | 0.9860 | 0.8814 | 0.0 | 0.8606 | 0.9737 | 0.4086 | 0.0 | 0.9299 | 0.9741 | 0.0 | nan | 0.9767 | 0.8620 | 0.7957 | 0.9707 | 0.8058 | 0.0 | 0.8081 | 0.9643 | 0.2692 | 0.0 | 0.7989 | 0.9325 | 0.0 |
| 0.0611 | 100.0 | 1100 | 0.0960 | 0.6294 | 0.6721 | 0.9736 | nan | 0.9911 | 0.9463 | 0.8699 | 0.9856 | 0.8766 | 0.0 | 0.8567 | 0.9717 | 0.3878 | 0.0 | 0.875 | 0.9766 | 0.0 | nan | 0.9770 | 0.8580 | 0.7921 | 0.9711 | 0.8052 | 0.0 | 0.8082 | 0.9652 | 0.2593 | 0.0 | 0.8141 | 0.9324 | 0.0 |
| 0.067 | 101.82 | 1120 | 0.0957 | 0.6464 | 0.6943 | 0.9722 | nan | 0.9918 | 0.9381 | 0.8776 | 0.9871 | 0.8781 | 0.0 | 0.8499 | 0.9425 | 0.5555 | 0.1116 | 0.9094 | 0.9846 | 0.0 | nan | 0.9771 | 0.8688 | 0.8164 | 0.9707 | 0.8054 | 0.0 | 0.8045 | 0.9332 | 0.3562 | 0.1116 | 0.8289 | 0.9298 | 0.0 |
| 0.0582 | 103.64 | 1140 | 0.0924 | 0.6352 | 0.6809 | 0.9741 | nan | 0.9906 | 0.9457 | 0.8864 | 0.9845 | 0.8884 | 0.0 | 0.8490 | 0.9731 | 0.4750 | 0.0 | 0.8885 | 0.9712 | 0.0 | nan | 0.9772 | 0.8707 | 0.8061 | 0.9712 | 0.8071 | 0.0 | 0.8044 | 0.9607 | 0.3140 | 0.0 | 0.8093 | 0.9371 | 0.0 |
| 0.0593 | 105.45 | 1160 | 0.0886 | 0.6406 | 0.6893 | 0.9753 | nan | 0.9922 | 0.9405 | 0.8798 | 0.9832 | 0.8871 | 0.0 | 0.8589 | 0.9819 | 0.5258 | 0.0 | 0.9325 | 0.9787 | 0.0 | nan | 0.9772 | 0.8717 | 0.8177 | 0.9715 | 0.8127 | 0.0 | 0.8109 | 0.9683 | 0.3418 | 0.0 | 0.8159 | 0.9407 | 0.0 |
| 0.0548 | 107.27 | 1180 | 0.1100 | 0.6298 | 0.6722 | 0.9701 | nan | 0.9918 | 0.9455 | 0.8889 | 0.9854 | 0.8736 | 0.0 | 0.8647 | 0.9207 | 0.4293 | 0.0 | 0.8596 | 0.9790 | 0.0 | nan | 0.9778 | 0.8703 | 0.8140 | 0.9716 | 0.8126 | 0.0 | 0.8105 | 0.9119 | 0.2856 | 0.0 | 0.7992 | 0.9343 | 0.0 |
| 0.0593 | 109.09 | 1200 | 0.0992 | 0.6380 | 0.6825 | 0.9726 | nan | 0.9918 | 0.9376 | 0.8880 | 0.9891 | 0.8636 | 0.0 | 0.8465 | 0.9463 | 0.5118 | 0.0 | 0.9139 | 0.9839 | 0.0 | nan | 0.9775 | 0.8707 | 0.8239 | 0.9714 | 0.8117 | 0.0 | 0.8062 | 0.9372 | 0.3340 | 0.0 | 0.8298 | 0.9319 | 0.0 |
| 0.0622 | 110.91 | 1220 | 0.1069 | 0.6264 | 0.6789 | 0.9701 | nan | 0.9912 | 0.9374 | 0.8492 | 0.9884 | 0.8766 | 0.0 | 0.8838 | 0.9360 | 0.4517 | 0.0 | 0.9219 | 0.9893 | 0.0 | nan | 0.9770 | 0.8579 | 0.7776 | 0.9715 | 0.8147 | 0.0 | 0.8237 | 0.9284 | 0.2904 | 0.0 | 0.7852 | 0.9170 | 0.0 |
| 0.0491 | 112.73 | 1240 | 0.1163 | 0.6280 | 0.6759 | 0.9675 | nan | 0.9914 | 0.9446 | 0.8614 | 0.9853 | 0.8876 | 0.0 | 0.8585 | 0.9001 | 0.4679 | 0.0 | 0.9050 | 0.9849 | 0.0 | nan | 0.9774 | 0.8608 | 0.7882 | 0.9723 | 0.8141 | 0.0 | 0.8161 | 0.8928 | 0.3068 | 0.0 | 0.8105 | 0.9248 | 0.0 |
| 0.0468 | 114.55 | 1260 | 0.1143 | 0.6328 | 0.6804 | 0.9687 | nan | 0.9916 | 0.9414 | 0.8875 | 0.9840 | 0.9030 | 0.0 | 0.8520 | 0.9044 | 0.5029 | 0.0 | 0.8908 | 0.9876 | 0.0 | nan | 0.9773 | 0.8657 | 0.8087 | 0.9719 | 0.8102 | 0.0 | 0.8114 | 0.8969 | 0.3365 | 0.0 | 0.8308 | 0.9176 | 0.0 |
| 0.0488 | 116.36 | 1280 | 0.1216 | 0.6249 | 0.6712 | 0.9674 | nan | 0.9918 | 0.9369 | 0.8593 | 0.9869 | 0.8932 | 0.0 | 0.8738 | 0.9018 | 0.4061 | 0.0 | 0.8888 | 0.9873 | 0.0 | nan | 0.9777 | 0.8509 | 0.7931 | 0.9714 | 0.8078 | 0.0 | 0.8184 | 0.8920 | 0.2700 | 0.0 | 0.8181 | 0.9246 | 0.0 |
| 0.0502 | 118.18 | 1300 | 0.1638 | 0.6172 | 0.6661 | 0.9596 | nan | 0.9920 | 0.9447 | 0.8527 | 0.9860 | 0.8831 | 0.0 | 0.8622 | 0.8101 | 0.4110 | 0.0 | 0.9242 | 0.9933 | 0.0 | nan | 0.9775 | 0.8604 | 0.7949 | 0.9726 | 0.8083 | 0.0 | 0.8153 | 0.8038 | 0.2725 | 0.0 | 0.8271 | 0.8911 | 0.0 |
| 0.0471 | 120.0 | 1320 | 0.1424 | 0.6293 | 0.6739 | 0.9653 | nan | 0.9917 | 0.9445 | 0.8728 | 0.9886 | 0.8708 | 0.0 | 0.8460 | 0.8645 | 0.4731 | 0.0 | 0.9242 | 0.9839 | 0.0 | nan | 0.9774 | 0.8691 | 0.8054 | 0.9720 | 0.8065 | 0.0 | 0.8094 | 0.8590 | 0.3194 | 0.0 | 0.8309 | 0.9319 | 0.0 |
| 0.0518 | 121.82 | 1340 | 0.1363 | 0.6243 | 0.6735 | 0.9653 | nan | 0.9917 | 0.9401 | 0.8560 | 0.9891 | 0.8778 | 0.0 | 0.8785 | 0.8730 | 0.4372 | 0.0 | 0.9201 | 0.9917 | 0.0 | nan | 0.9779 | 0.8643 | 0.7942 | 0.9722 | 0.8123 | 0.0 | 0.8157 | 0.8661 | 0.2896 | 0.0 | 0.8186 | 0.9046 | 0.0 |
| 0.054 | 123.64 | 1360 | 0.1198 | 0.6297 | 0.6849 | 0.9673 | nan | 0.9911 | 0.9396 | 0.8900 | 0.9876 | 0.8889 | 0.0 | 0.8761 | 0.8863 | 0.5217 | 0.0 | 0.9284 | 0.9936 | 0.0 | nan | 0.9781 | 0.8691 | 0.8123 | 0.9728 | 0.8192 | 0.0 | 0.8135 | 0.8788 | 0.3432 | 0.0 | 0.8097 | 0.8890 | 0.0 |
| 0.0519 | 125.45 | 1380 | 0.1309 | 0.6294 | 0.6836 | 0.9656 | nan | 0.9897 | 0.9451 | 0.8967 | 0.9857 | 0.8936 | 0.0 | 0.8679 | 0.8728 | 0.5175 | 0.0029 | 0.9231 | 0.9916 | 0.0 | nan | 0.9779 | 0.8707 | 0.8042 | 0.9726 | 0.8207 | 0.0 | 0.8079 | 0.8637 | 0.3420 | 0.0029 | 0.8063 | 0.9128 | 0.0 |
| 0.0485 | 127.27 | 1400 | 0.1189 | 0.6372 | 0.6865 | 0.9681 | nan | 0.9914 | 0.9485 | 0.8947 | 0.9838 | 0.8993 | 0.0 | 0.8539 | 0.8885 | 0.5688 | 0.0 | 0.9094 | 0.9870 | 0.0 | nan | 0.9782 | 0.8774 | 0.8081 | 0.9730 | 0.8220 | 0.0 | 0.8123 | 0.8812 | 0.3755 | 0.0 | 0.8236 | 0.9327 | 0.0 |
| 0.0573 | 129.09 | 1420 | 0.1260 | 0.6308 | 0.6758 | 0.9664 | nan | 0.9920 | 0.9443 | 0.8626 | 0.9893 | 0.8762 | 0.0 | 0.8538 | 0.8755 | 0.5081 | 0.0 | 0.9038 | 0.9802 | 0.0 | nan | 0.9784 | 0.8688 | 0.7995 | 0.9725 | 0.8194 | 0.0 | 0.8114 | 0.8695 | 0.3320 | 0.0 | 0.8036 | 0.9450 | 0.0 |
| 0.055 | 130.91 | 1440 | 0.0953 | 0.6321 | 0.6751 | 0.9741 | nan | 0.9930 | 0.9417 | 0.8574 | 0.9885 | 0.8704 | 0.0 | 0.8546 | 0.9676 | 0.3929 | 0.0 | 0.9254 | 0.9846 | 0.0 | nan | 0.9778 | 0.8698 | 0.7990 | 0.9725 | 0.8170 | 0.0 | 0.8141 | 0.9595 | 0.2659 | 0.0 | 0.8194 | 0.9226 | 0.0 |
| 0.0516 | 132.73 | 1460 | 0.1438 | 0.6295 | 0.6778 | 0.9655 | nan | 0.9910 | 0.9403 | 0.8820 | 0.9891 | 0.8782 | 0.0 | 0.8693 | 0.8681 | 0.4979 | 0.0 | 0.9075 | 0.9884 | 0.0 | nan | 0.9785 | 0.8640 | 0.8050 | 0.9728 | 0.8218 | 0.0 | 0.8159 | 0.8580 | 0.3304 | 0.0 | 0.8166 | 0.9212 | 0.0 |
| 0.054 | 134.55 | 1480 | 0.1301 | 0.6283 | 0.6715 | 0.9657 | nan | 0.9927 | 0.9424 | 0.8534 | 0.9878 | 0.8903 | 0.0 | 0.8533 | 0.8705 | 0.4538 | 0.0 | 0.9084 | 0.9772 | 0.0 | nan | 0.9782 | 0.8684 | 0.7977 | 0.9726 | 0.8226 | 0.0 | 0.8102 | 0.8611 | 0.3035 | 0.0 | 0.8130 | 0.9410 | 0.0 |
| 0.0456 | 136.36 | 1500 | 0.1230 | 0.6256 | 0.6719 | 0.9661 | nan | 0.9931 | 0.9476 | 0.8517 | 0.9852 | 0.8958 | 0.0 | 0.8568 | 0.8740 | 0.4267 | 0.0 | 0.9197 | 0.9847 | 0.0 | nan | 0.9778 | 0.8704 | 0.8045 | 0.9734 | 0.8265 | 0.0 | 0.8162 | 0.8658 | 0.2888 | 0.0 | 0.7812 | 0.9286 | 0.0 |
| 0.0466 | 138.18 | 1520 | 0.1097 | 0.6245 | 0.6715 | 0.9690 | nan | 0.9923 | 0.9381 | 0.8776 | 0.9887 | 0.8817 | 0.0 | 0.8708 | 0.9091 | 0.3661 | 0.0 | 0.9224 | 0.9833 | 0.0 | nan | 0.9784 | 0.8675 | 0.8071 | 0.9723 | 0.8200 | 0.0 | 0.8111 | 0.9005 | 0.2467 | 0.0 | 0.7825 | 0.9318 | 0.0 |
| 0.0485 | 140.0 | 1540 | 0.1299 | 0.6245 | 0.6674 | 0.9650 | nan | 0.9926 | 0.9384 | 0.8472 | 0.9894 | 0.8740 | 0.0 | 0.8533 | 0.8692 | 0.4291 | 0.0 | 0.8936 | 0.9894 | 0.0 | nan | 0.9781 | 0.8598 | 0.7874 | 0.9730 | 0.8191 | 0.0 | 0.8104 | 0.8611 | 0.2891 | 0.0 | 0.8259 | 0.9146 | 0.0 |
| 0.0461 | 141.82 | 1560 | 0.1423 | 0.6234 | 0.6720 | 0.9650 | nan | 0.9915 | 0.9411 | 0.8722 | 0.9901 | 0.8678 | 0.0 | 0.8721 | 0.8645 | 0.4308 | 0.0 | 0.9137 | 0.9919 | 0.0 | nan | 0.9786 | 0.8598 | 0.7986 | 0.9723 | 0.8163 | 0.0 | 0.8170 | 0.8566 | 0.2894 | 0.0 | 0.8113 | 0.9040 | 0.0 |
| 0.0531 | 143.64 | 1580 | 0.1312 | 0.6359 | 0.6837 | 0.9670 | nan | 0.9913 | 0.9444 | 0.9011 | 0.9885 | 0.8899 | 0.0 | 0.8505 | 0.8707 | 0.5601 | 0.0 | 0.9137 | 0.9780 | 0.0 | nan | 0.9788 | 0.8787 | 0.8177 | 0.9736 | 0.8223 | 0.0 | 0.8184 | 0.8642 | 0.3641 | 0.0 | 0.8046 | 0.9437 | 0.0 |
| 0.0518 | 145.45 | 1600 | 0.1391 | 0.6422 | 0.6897 | 0.9668 | nan | 0.9927 | 0.9450 | 0.8721 | 0.9885 | 0.8684 | 0.0 | 0.8748 | 0.8686 | 0.5539 | 0.1030 | 0.9142 | 0.9849 | 0.0 | nan | 0.9777 | 0.8809 | 0.8168 | 0.9731 | 0.8154 | 0.0 | 0.8197 | 0.8621 | 0.3757 | 0.1030 | 0.7990 | 0.9252 | 0.0 |
| 0.0528 | 147.27 | 1620 | 0.1476 | 0.6304 | 0.6752 | 0.9659 | nan | 0.9917 | 0.9486 | 0.8675 | 0.9869 | 0.8872 | 0.0 | 0.8604 | 0.8695 | 0.4855 | 0.0 | 0.8935 | 0.9867 | 0.0 | nan | 0.9789 | 0.8640 | 0.8085 | 0.9736 | 0.8266 | 0.0 | 0.8233 | 0.8612 | 0.3207 | 0.0 | 0.8082 | 0.9304 | 0.0 |
| 0.0474 | 149.09 | 1640 | 0.1277 | 0.6245 | 0.6769 | 0.9663 | nan | 0.9927 | 0.9449 | 0.8744 | 0.9850 | 0.9086 | 0.0 | 0.8567 | 0.8710 | 0.4388 | 0.0 | 0.9414 | 0.9866 | 0.0 | nan | 0.9788 | 0.8704 | 0.8091 | 0.9740 | 0.8237 | 0.0 | 0.8186 | 0.8633 | 0.2956 | 0.0 | 0.7524 | 0.9320 | 0.0 |
| 0.0451 | 150.91 | 1660 | 0.0888 | 0.6545 | 0.7022 | 0.9746 | nan | 0.9927 | 0.9469 | 0.8896 | 0.9863 | 0.8971 | 0.0 | 0.8766 | 0.9487 | 0.6198 | 0.0727 | 0.9187 | 0.9792 | 0.0 | nan | 0.9783 | 0.8878 | 0.8243 | 0.9745 | 0.8276 | 0.0 | 0.8248 | 0.9420 | 0.4160 | 0.0727 | 0.8227 | 0.9373 | 0.0 |
| 0.0453 | 152.73 | 1680 | 0.1081 | 0.6326 | 0.6743 | 0.9713 | nan | 0.9930 | 0.9434 | 0.8839 | 0.9867 | 0.8978 | 0.0 | 0.8580 | 0.9243 | 0.3913 | 0.0 | 0.9006 | 0.9865 | 0.0 | nan | 0.9784 | 0.8748 | 0.8193 | 0.9739 | 0.8247 | 0.0 | 0.8226 | 0.9177 | 0.2647 | 0.0 | 0.8158 | 0.9314 | 0.0 |
| 0.0443 | 154.55 | 1700 | 0.1257 | 0.6273 | 0.6698 | 0.9668 | nan | 0.9924 | 0.9455 | 0.8873 | 0.9871 | 0.8989 | 0.0 | 0.8664 | 0.8743 | 0.3528 | 0.0053 | 0.9135 | 0.9844 | 0.0 | nan | 0.9789 | 0.8723 | 0.8205 | 0.9738 | 0.8237 | 0.0 | 0.8221 | 0.8679 | 0.2405 | 0.0053 | 0.8197 | 0.9310 | 0.0 |
| 0.0417 | 156.36 | 1720 | 0.1372 | 0.6280 | 0.6709 | 0.9662 | nan | 0.9929 | 0.9490 | 0.8584 | 0.9864 | 0.8963 | 0.0 | 0.8795 | 0.8707 | 0.4016 | 0.0 | 0.9004 | 0.9862 | 0.0 | nan | 0.9790 | 0.8683 | 0.8056 | 0.9744 | 0.8308 | 0.0 | 0.8122 | 0.8637 | 0.2695 | 0.0 | 0.8282 | 0.9321 | 0.0 |
| 0.0475 | 158.18 | 1740 | 0.1191 | 0.6321 | 0.6768 | 0.9682 | nan | 0.9930 | 0.9459 | 0.8680 | 0.9889 | 0.8898 | 0.0 | 0.8884 | 0.8861 | 0.4469 | 0.0 | 0.9162 | 0.9753 | 0.0 | nan | 0.9792 | 0.8702 | 0.8095 | 0.9740 | 0.8291 | 0.0 | 0.8180 | 0.8800 | 0.2983 | 0.0 | 0.8168 | 0.9426 | 0.0 |
| 0.0468 | 160.0 | 1760 | 0.1353 | 0.6509 | 0.7001 | 0.9673 | nan | 0.9920 | 0.9455 | 0.8941 | 0.9859 | 0.9074 | 0.0 | 0.8583 | 0.8715 | 0.4859 | 0.2384 | 0.9371 | 0.9857 | 0.0 | nan | 0.9788 | 0.8815 | 0.8221 | 0.9744 | 0.8224 | 0.0 | 0.8043 | 0.8638 | 0.3264 | 0.2384 | 0.8353 | 0.9147 | 0.0 |
| 0.0569 | 161.82 | 1780 | 0.1207 | 0.6354 | 0.6746 | 0.9679 | nan | 0.9930 | 0.9493 | 0.8787 | 0.9856 | 0.9042 | 0.0 | 0.8538 | 0.8813 | 0.4475 | 0.0 | 0.8967 | 0.9793 | 0.0 | nan | 0.9787 | 0.8746 | 0.8278 | 0.9744 | 0.8304 | 0.0 | 0.8138 | 0.8728 | 0.3010 | 0.0 | 0.8456 | 0.9404 | 0.0 |
| 0.0414 | 163.64 | 1800 | 0.1460 | 0.6455 | 0.6913 | 0.9669 | nan | 0.9933 | 0.9372 | 0.8813 | 0.9873 | 0.9058 | 0.0 | 0.8720 | 0.8683 | 0.4885 | 0.1494 | 0.9128 | 0.9911 | 0.0 | nan | 0.9779 | 0.8812 | 0.8257 | 0.9744 | 0.8261 | 0.0 | 0.8178 | 0.8607 | 0.3223 | 0.1493 | 0.8482 | 0.9084 | 0.0 |
| 0.0447 | 165.45 | 1820 | 0.1044 | 0.6388 | 0.6894 | 0.9708 | nan | 0.9923 | 0.9439 | 0.8828 | 0.9876 | 0.8871 | 0.0 | 0.8512 | 0.9150 | 0.5713 | 0.0 | 0.9451 | 0.9856 | 0.0 | nan | 0.9784 | 0.8774 | 0.8215 | 0.9743 | 0.8290 | 0.0 | 0.8095 | 0.9050 | 0.3752 | 0.0 | 0.8043 | 0.9301 | 0.0 |
| 0.0485 | 167.27 | 1840 | 0.1204 | 0.6388 | 0.6841 | 0.9686 | nan | 0.9924 | 0.9449 | 0.8884 | 0.9871 | 0.8977 | 0.0 | 0.8716 | 0.8881 | 0.5143 | 0.0 | 0.9263 | 0.9824 | 0.0 | nan | 0.9788 | 0.8792 | 0.8206 | 0.9747 | 0.8304 | 0.0 | 0.8055 | 0.8793 | 0.3445 | 0.0 | 0.8460 | 0.9454 | 0.0 |
| 0.0461 | 169.09 | 1860 | 0.1313 | 0.6422 | 0.6901 | 0.9675 | nan | 0.9925 | 0.9475 | 0.8937 | 0.9850 | 0.9035 | 0.0 | 0.8448 | 0.8708 | 0.6013 | 0.0115 | 0.9366 | 0.9846 | 0.0 | nan | 0.9783 | 0.8858 | 0.8222 | 0.9745 | 0.8296 | 0.0 | 0.8058 | 0.8639 | 0.3987 | 0.0115 | 0.8451 | 0.9331 | 0.0 |
| 0.0443 | 170.91 | 1880 | 0.1051 | 0.6355 | 0.6830 | 0.9719 | nan | 0.9920 | 0.9431 | 0.8904 | 0.9887 | 0.8924 | 0.0 | 0.8725 | 0.9294 | 0.4618 | 0.0 | 0.9210 | 0.9880 | 0.0 | nan | 0.9785 | 0.8747 | 0.8183 | 0.9741 | 0.8253 | 0.0 | 0.8115 | 0.9231 | 0.3032 | 0.0 | 0.8130 | 0.9394 | 0.0 |
| 0.0435 | 172.73 | 1900 | 0.1098 | 0.6357 | 0.6870 | 0.9703 | nan | 0.9922 | 0.9460 | 0.9039 | 0.9866 | 0.8965 | 0.0 | 0.8758 | 0.9051 | 0.4786 | 0.0008 | 0.9556 | 0.9903 | 0.0 | nan | 0.9787 | 0.8757 | 0.8331 | 0.9746 | 0.8308 | 0.0 | 0.7989 | 0.8990 | 0.3124 | 0.0008 | 0.8368 | 0.9230 | 0.0 |
| 0.0406 | 174.55 | 1920 | 0.1402 | 0.6283 | 0.6813 | 0.9663 | nan | 0.9926 | 0.9485 | 0.8834 | 0.9835 | 0.9023 | 0.0 | 0.8798 | 0.8675 | 0.4361 | 0.0158 | 0.9554 | 0.9920 | 0.0 | nan | 0.9787 | 0.8694 | 0.8222 | 0.9739 | 0.8313 | 0.0 | 0.8015 | 0.8603 | 0.2922 | 0.0158 | 0.8206 | 0.9024 | 0.0 |
| 0.0405 | 176.36 | 1940 | 0.1101 | 0.6409 | 0.6866 | 0.9705 | nan | 0.9920 | 0.9462 | 0.9041 | 0.9873 | 0.8948 | 0.0 | 0.8779 | 0.9058 | 0.5158 | 0.0017 | 0.9210 | 0.9792 | 0.0 | nan | 0.9790 | 0.8803 | 0.8317 | 0.9749 | 0.8309 | 0.0 | 0.8015 | 0.8978 | 0.3388 | 0.0017 | 0.8453 | 0.9496 | 0.0 |
| 0.0406 | 178.18 | 1960 | 0.0978 | 0.6439 | 0.6944 | 0.9735 | nan | 0.9918 | 0.9414 | 0.9071 | 0.9902 | 0.8802 | 0.0 | 0.8832 | 0.9390 | 0.5456 | 0.0194 | 0.9396 | 0.9897 | 0.0 | nan | 0.9788 | 0.8794 | 0.8314 | 0.9742 | 0.8269 | 0.0 | 0.8102 | 0.9326 | 0.3544 | 0.0194 | 0.8350 | 0.9280 | 0.0 |
| 0.0456 | 180.0 | 1980 | 0.1044 | 0.6467 | 0.6936 | 0.9716 | nan | 0.9922 | 0.9444 | 0.8799 | 0.9875 | 0.8953 | 0.0 | 0.8744 | 0.9262 | 0.4691 | 0.1335 | 0.9274 | 0.9868 | 0.0 | nan | 0.9791 | 0.8722 | 0.8122 | 0.9747 | 0.8297 | 0.0 | 0.8042 | 0.9185 | 0.3132 | 0.1335 | 0.8411 | 0.9293 | 0.0 |
| 0.042 | 181.82 | 2000 | 0.0967 | 0.6447 | 0.6927 | 0.9733 | nan | 0.9928 | 0.9445 | 0.8680 | 0.9886 | 0.9002 | 0.0 | 0.8684 | 0.9425 | 0.4960 | 0.0803 | 0.9386 | 0.9852 | 0.0 | nan | 0.9787 | 0.8760 | 0.8115 | 0.9750 | 0.8353 | 0.0 | 0.8030 | 0.9342 | 0.3328 | 0.0803 | 0.8076 | 0.9470 | 0.0 |
| 0.0374 | 183.64 | 2020 | 0.1129 | 0.6375 | 0.6835 | 0.9706 | nan | 0.9924 | 0.9455 | 0.8588 | 0.9892 | 0.8894 | 0.0 | 0.8842 | 0.9191 | 0.4598 | 0.0367 | 0.9190 | 0.9918 | 0.0 | nan | 0.9790 | 0.8655 | 0.7978 | 0.9745 | 0.8342 | 0.0 | 0.8206 | 0.9114 | 0.3061 | 0.0367 | 0.8331 | 0.9283 | 0.0 |
| 0.0442 | 185.45 | 2040 | 0.1124 | 0.6460 | 0.6941 | 0.9706 | nan | 0.9926 | 0.9448 | 0.8853 | 0.9888 | 0.8950 | 0.0 | 0.8626 | 0.9060 | 0.5086 | 0.0894 | 0.9625 | 0.9875 | 0.0 | nan | 0.9792 | 0.8786 | 0.8236 | 0.9750 | 0.8357 | 0.0 | 0.8144 | 0.8990 | 0.3366 | 0.0894 | 0.8274 | 0.9386 | 0.0 |
| 0.039 | 187.27 | 2060 | 0.1035 | 0.6498 | 0.6960 | 0.9731 | nan | 0.9939 | 0.9453 | 0.8743 | 0.9877 | 0.8961 | 0.0 | 0.8663 | 0.9283 | 0.5815 | 0.0531 | 0.9382 | 0.9837 | 0.0 | nan | 0.9789 | 0.8854 | 0.8230 | 0.9749 | 0.8369 | 0.0 | 0.8153 | 0.9222 | 0.3904 | 0.0531 | 0.8315 | 0.9353 | 0.0 |
| 0.0399 | 189.09 | 2080 | 0.1065 | 0.6524 | 0.7053 | 0.9719 | nan | 0.9914 | 0.9487 | 0.9079 | 0.9860 | 0.9134 | 0.0 | 0.8916 | 0.9178 | 0.5399 | 0.1436 | 0.9398 | 0.9882 | 0.0 | nan | 0.9795 | 0.8828 | 0.8276 | 0.9751 | 0.8305 | 0.0 | 0.8146 | 0.9102 | 0.3570 | 0.1436 | 0.8248 | 0.9359 | 0.0 |
| 0.0453 | 190.91 | 2100 | 0.1085 | 0.6539 | 0.7008 | 0.9715 | nan | 0.9908 | 0.9478 | 0.8996 | 0.9894 | 0.8936 | 0.0 | 0.8861 | 0.9166 | 0.5587 | 0.1298 | 0.9151 | 0.9828 | 0.0 | nan | 0.9793 | 0.8822 | 0.8145 | 0.9747 | 0.8314 | 0.0 | 0.8284 | 0.9090 | 0.3664 | 0.1298 | 0.8376 | 0.9473 | 0.0 |
| 0.0424 | 192.73 | 2120 | 0.1242 | 0.6399 | 0.6789 | 0.9685 | nan | 0.9935 | 0.9428 | 0.8621 | 0.9885 | 0.8940 | 0.0 | 0.8553 | 0.8895 | 0.4576 | 0.0785 | 0.8791 | 0.9849 | 0.0 | nan | 0.9792 | 0.8688 | 0.8021 | 0.9752 | 0.8347 | 0.0 | 0.8214 | 0.8821 | 0.3031 | 0.0785 | 0.8396 | 0.9333 | 0.0 |
| 0.0447 | 194.55 | 2140 | 0.0969 | 0.6571 | 0.7036 | 0.9741 | nan | 0.9928 | 0.9496 | 0.8869 | 0.9861 | 0.9057 | 0.0 | 0.8605 | 0.9397 | 0.5943 | 0.1185 | 0.9292 | 0.9839 | 0.0 | nan | 0.9796 | 0.8869 | 0.8219 | 0.9755 | 0.8337 | 0.0 | 0.8229 | 0.9314 | 0.3983 | 0.1185 | 0.8297 | 0.9446 | 0.0 |
| 0.041 | 196.36 | 2160 | 0.1037 | 0.6440 | 0.6925 | 0.9728 | nan | 0.9911 | 0.9520 | 0.8945 | 0.9877 | 0.9020 | 0.0 | 0.8730 | 0.9330 | 0.5270 | 0.0333 | 0.9222 | 0.9871 | 0.0 | nan | 0.9801 | 0.8794 | 0.8242 | 0.9751 | 0.8313 | 0.0 | 0.8158 | 0.9229 | 0.3409 | 0.0333 | 0.8325 | 0.9361 | 0.0 |
| 0.0407 | 198.18 | 2180 | 0.0970 | 0.6534 | 0.6982 | 0.9741 | nan | 0.9922 | 0.9549 | 0.8958 | 0.9864 | 0.9019 | 0.0 | 0.8594 | 0.9377 | 0.5668 | 0.0813 | 0.9150 | 0.9854 | 0.0 | nan | 0.9795 | 0.8872 | 0.8284 | 0.9755 | 0.8361 | 0.0 | 0.8159 | 0.9311 | 0.3776 | 0.0813 | 0.8390 | 0.9427 | 0.0 |
| 0.0423 | 200.0 | 2200 | 0.1142 | 0.6458 | 0.6857 | 0.9713 | nan | 0.9931 | 0.9536 | 0.8819 | 0.9867 | 0.8953 | 0.0 | 0.8528 | 0.9101 | 0.4995 | 0.0458 | 0.9151 | 0.9800 | 0.0 | nan | 0.9792 | 0.8851 | 0.8256 | 0.9757 | 0.8350 | 0.0 | 0.8187 | 0.9030 | 0.3364 | 0.0458 | 0.8417 | 0.9489 | 0.0 |
| 0.0473 | 201.82 | 2220 | 0.1097 | 0.6449 | 0.6868 | 0.9721 | nan | 0.9925 | 0.9470 | 0.9050 | 0.9876 | 0.9043 | 0.0 | 0.8599 | 0.9182 | 0.4843 | 0.0331 | 0.9084 | 0.9885 | 0.0 | nan | 0.9799 | 0.8820 | 0.8344 | 0.9753 | 0.8367 | 0.0 | 0.8230 | 0.9102 | 0.3255 | 0.0331 | 0.8494 | 0.9341 | 0.0 |
| 0.0381 | 203.64 | 2240 | 0.0959 | 0.6528 | 0.6953 | 0.9744 | nan | 0.9927 | 0.9464 | 0.9132 | 0.9868 | 0.9039 | 0.0 | 0.8731 | 0.9425 | 0.4724 | 0.0949 | 0.9332 | 0.9801 | 0.0 | nan | 0.9797 | 0.8859 | 0.8375 | 0.9758 | 0.8376 | 0.0 | 0.8194 | 0.9351 | 0.3156 | 0.0949 | 0.8611 | 0.9445 | 0.0 |
| 0.0362 | 205.45 | 2260 | 0.0900 | 0.6588 | 0.7062 | 0.9750 | nan | 0.9920 | 0.9460 | 0.9109 | 0.9875 | 0.9014 | 0.0 | 0.8806 | 0.9502 | 0.5285 | 0.1579 | 0.9389 | 0.9869 | 0.0 | nan | 0.9798 | 0.8868 | 0.8348 | 0.9752 | 0.8325 | 0.0 | 0.8100 | 0.9409 | 0.3510 | 0.1579 | 0.8579 | 0.9369 | 0.0 |
| 0.039 | 207.27 | 2280 | 0.0881 | 0.6658 | 0.7105 | 0.9754 | nan | 0.9929 | 0.9455 | 0.9029 | 0.9875 | 0.8980 | 0.0 | 0.8771 | 0.9511 | 0.5019 | 0.2533 | 0.9458 | 0.9809 | 0.0 | nan | 0.9796 | 0.8885 | 0.8338 | 0.9755 | 0.8355 | 0.0 | 0.8113 | 0.9430 | 0.3352 | 0.2532 | 0.8491 | 0.9508 | 0.0 |
| 0.0398 | 209.09 | 2300 | 0.0998 | 0.6528 | 0.6944 | 0.9728 | nan | 0.9919 | 0.9449 | 0.9178 | 0.9875 | 0.9061 | 0.0 | 0.8733 | 0.9274 | 0.4699 | 0.1329 | 0.8958 | 0.9801 | 0.0 | nan | 0.9794 | 0.8844 | 0.8302 | 0.9755 | 0.8326 | 0.0 | 0.8198 | 0.9202 | 0.3128 | 0.1329 | 0.8480 | 0.9504 | 0.0 |
| 0.0365 | 210.91 | 2320 | 0.0984 | 0.6675 | 0.7098 | 0.9733 | nan | 0.9933 | 0.9445 | 0.8949 | 0.9888 | 0.8964 | 0.0 | 0.8677 | 0.9261 | 0.4936 | 0.3113 | 0.9244 | 0.9861 | 0.0 | nan | 0.9795 | 0.8890 | 0.8324 | 0.9753 | 0.8317 | 0.0 | 0.8176 | 0.9192 | 0.3306 | 0.3111 | 0.8537 | 0.9368 | 0.0 |
| 0.0367 | 212.73 | 2340 | 0.1067 | 0.6602 | 0.7011 | 0.9719 | nan | 0.9934 | 0.9422 | 0.8750 | 0.9884 | 0.8982 | 0.0 | 0.8791 | 0.9204 | 0.4682 | 0.2506 | 0.9141 | 0.9843 | 0.0 | nan | 0.9796 | 0.8816 | 0.8147 | 0.9756 | 0.8385 | 0.0 | 0.8254 | 0.9096 | 0.3141 | 0.2504 | 0.8512 | 0.9418 | 0.0 |
| 0.0391 | 214.55 | 2360 | 0.0870 | 0.6662 | 0.7085 | 0.9755 | nan | 0.9930 | 0.9450 | 0.8901 | 0.9888 | 0.9011 | 0.0 | 0.8814 | 0.9554 | 0.4655 | 0.2839 | 0.9226 | 0.9832 | 0.0 | nan | 0.9797 | 0.8893 | 0.8246 | 0.9753 | 0.8332 | 0.0 | 0.8310 | 0.9479 | 0.3120 | 0.2835 | 0.8428 | 0.9417 | 0.0 |
| 0.0346 | 216.36 | 2380 | 0.0950 | 0.6591 | 0.7038 | 0.9736 | nan | 0.9927 | 0.9460 | 0.8845 | 0.9879 | 0.9088 | 0.0 | 0.8671 | 0.9383 | 0.4853 | 0.2373 | 0.9169 | 0.9842 | 0.0 | nan | 0.9796 | 0.8822 | 0.8151 | 0.9757 | 0.8361 | 0.0 | 0.8191 | 0.9313 | 0.3232 | 0.2372 | 0.8276 | 0.9414 | 0.0 |
| 0.0383 | 218.18 | 2400 | 0.1076 | 0.6613 | 0.7094 | 0.9711 | nan | 0.9921 | 0.9488 | 0.8887 | 0.9844 | 0.9121 | 0.0 | 0.8751 | 0.9158 | 0.4338 | 0.3525 | 0.9274 | 0.9919 | 0.0 | nan | 0.9797 | 0.8779 | 0.8134 | 0.9750 | 0.8368 | 0.0 | 0.8200 | 0.9074 | 0.2902 | 0.3522 | 0.8398 | 0.9046 | 0.0 |
| 0.0377 | 220.0 | 2420 | 0.1122 | 0.6518 | 0.6957 | 0.9709 | nan | 0.9917 | 0.9429 | 0.9016 | 0.9898 | 0.8987 | 0.0 | 0.8883 | 0.9111 | 0.3966 | 0.2131 | 0.9212 | 0.9887 | 0.0 | nan | 0.9798 | 0.8757 | 0.8202 | 0.9753 | 0.8400 | 0.0 | 0.8250 | 0.9030 | 0.2656 | 0.2130 | 0.8447 | 0.9306 | 0.0 |
| 0.0379 | 221.82 | 2440 | 0.0987 | 0.6640 | 0.7004 | 0.9738 | nan | 0.9941 | 0.9488 | 0.8726 | 0.9868 | 0.9009 | 0.0 | 0.8637 | 0.9365 | 0.4319 | 0.2848 | 0.9094 | 0.9752 | 0.0 | nan | 0.9791 | 0.8878 | 0.8249 | 0.9759 | 0.8389 | 0.0 | 0.8238 | 0.9275 | 0.2918 | 0.2845 | 0.8525 | 0.9457 | 0.0 |
| 0.0343 | 223.64 | 2460 | 0.1061 | 0.6487 | 0.6894 | 0.9725 | nan | 0.9926 | 0.9501 | 0.8866 | 0.9875 | 0.8991 | 0.0 | 0.8693 | 0.9286 | 0.4146 | 0.1344 | 0.9150 | 0.9846 | 0.0 | nan | 0.9796 | 0.8692 | 0.8190 | 0.9760 | 0.8445 | 0.0 | 0.8169 | 0.9197 | 0.2795 | 0.1344 | 0.8453 | 0.9488 | 0.0 |
| 0.0383 | 225.45 | 2480 | 0.1005 | 0.6618 | 0.7027 | 0.9733 | nan | 0.9928 | 0.9465 | 0.8944 | 0.9887 | 0.9054 | 0.0 | 0.8781 | 0.9289 | 0.4708 | 0.2467 | 0.8929 | 0.9900 | 0.0 | nan | 0.9795 | 0.8830 | 0.8284 | 0.9761 | 0.8437 | 0.0 | 0.8206 | 0.9213 | 0.3143 | 0.2464 | 0.8506 | 0.9397 | 0.0 |
| 0.0363 | 227.27 | 2500 | 0.1074 | 0.6551 | 0.6951 | 0.9718 | nan | 0.9929 | 0.9474 | 0.8825 | 0.9881 | 0.9054 | 0.0 | 0.8826 | 0.9187 | 0.3993 | 0.2288 | 0.9078 | 0.9831 | 0.0 | nan | 0.9792 | 0.8771 | 0.8129 | 0.9762 | 0.8419 | 0.0 | 0.8189 | 0.9124 | 0.2724 | 0.2287 | 0.8479 | 0.9482 | 0.0 |
| 0.0385 | 229.09 | 2520 | 0.1043 | 0.6731 | 0.7193 | 0.9721 | nan | 0.9933 | 0.9460 | 0.8837 | 0.9870 | 0.9116 | 0.0 | 0.8674 | 0.9127 | 0.5260 | 0.4081 | 0.9276 | 0.9879 | 0.0 | nan | 0.9793 | 0.8821 | 0.8220 | 0.9759 | 0.8386 | 0.0 | 0.8192 | 0.9056 | 0.3289 | 0.4075 | 0.8638 | 0.9278 | 0.0 |
| 0.0373 | 230.91 | 2540 | 0.0916 | 0.6496 | 0.6911 | 0.9752 | nan | 0.9927 | 0.9497 | 0.8680 | 0.9870 | 0.9075 | 0.0 | 0.8735 | 0.9633 | 0.4731 | 0.0747 | 0.9151 | 0.9797 | 0.0 | nan | 0.9794 | 0.8766 | 0.8046 | 0.9757 | 0.8373 | 0.0 | 0.8183 | 0.9545 | 0.3179 | 0.0747 | 0.8549 | 0.9508 | 0.0 |
| 0.0366 | 232.73 | 2560 | 0.0847 | 0.6691 | 0.7167 | 0.9772 | nan | 0.9923 | 0.9459 | 0.9042 | 0.9887 | 0.9046 | 0.0 | 0.8739 | 0.9677 | 0.6272 | 0.1859 | 0.9395 | 0.9880 | 0.0 | nan | 0.9798 | 0.8933 | 0.8331 | 0.9759 | 0.8407 | 0.0 | 0.8193 | 0.9571 | 0.4178 | 0.1859 | 0.8634 | 0.9317 | 0.0 |
| 0.0414 | 234.55 | 2580 | 0.0939 | 0.6490 | 0.6894 | 0.9752 | nan | 0.9925 | 0.9569 | 0.8856 | 0.9870 | 0.8921 | 0.0 | 0.8494 | 0.9563 | 0.4653 | 0.0709 | 0.9268 | 0.9795 | 0.0 | nan | 0.9798 | 0.8794 | 0.8275 | 0.9756 | 0.8384 | 0.0 | 0.8147 | 0.9476 | 0.3099 | 0.0709 | 0.8441 | 0.9494 | 0.0 |
| 0.0346 | 236.36 | 2600 | 0.0996 | 0.6545 | 0.6965 | 0.9742 | nan | 0.9932 | 0.9517 | 0.8859 | 0.9872 | 0.9077 | 0.0 | 0.8768 | 0.9402 | 0.4570 | 0.1435 | 0.9322 | 0.9790 | 0.0 | nan | 0.9796 | 0.8829 | 0.8273 | 0.9762 | 0.8420 | 0.0 | 0.8076 | 0.9333 | 0.3059 | 0.1435 | 0.8563 | 0.9538 | 0.0 |
| 0.029 | 238.18 | 2620 | 0.0890 | 0.6611 | 0.6995 | 0.9757 | nan | 0.9934 | 0.9481 | 0.8936 | 0.9881 | 0.9021 | 0.0 | 0.8593 | 0.9552 | 0.4595 | 0.2004 | 0.9164 | 0.9776 | 0.0 | nan | 0.9792 | 0.8856 | 0.8319 | 0.9764 | 0.8420 | 0.0 | 0.8096 | 0.9484 | 0.3101 | 0.2003 | 0.8606 | 0.9506 | 0.0 |
| 0.0364 | 240.0 | 2640 | 0.0909 | 0.6572 | 0.7009 | 0.9757 | nan | 0.9918 | 0.9496 | 0.9183 | 0.9874 | 0.9126 | 0.0 | 0.8707 | 0.9547 | 0.4623 | 0.1635 | 0.9155 | 0.9857 | 0.0 | nan | 0.9796 | 0.8840 | 0.8399 | 0.9761 | 0.8407 | 0.0 | 0.8115 | 0.9472 | 0.3082 | 0.1635 | 0.8461 | 0.9466 | 0.0 |
| 0.0378 | 241.82 | 2660 | 0.1189 | 0.6465 | 0.6878 | 0.9711 | nan | 0.9927 | 0.9481 | 0.9003 | 0.9879 | 0.8954 | 0.0 | 0.8815 | 0.9081 | 0.4541 | 0.0652 | 0.9213 | 0.9868 | 0.0 | nan | 0.9799 | 0.8833 | 0.8392 | 0.9757 | 0.8418 | 0.0 | 0.8246 | 0.8977 | 0.3027 | 0.0652 | 0.8540 | 0.9400 | 0.0 |
| 0.0364 | 243.64 | 2680 | 0.1163 | 0.6478 | 0.6961 | 0.9713 | nan | 0.9922 | 0.9447 | 0.9114 | 0.9883 | 0.8977 | 0.0 | 0.8686 | 0.9083 | 0.4920 | 0.0920 | 0.9648 | 0.9891 | 0.0 | nan | 0.9795 | 0.8835 | 0.8338 | 0.9762 | 0.8434 | 0.0 | 0.8138 | 0.8991 | 0.3271 | 0.0918 | 0.8566 | 0.9163 | 0.0 |
| 0.0339 | 245.45 | 2700 | 0.1076 | 0.6511 | 0.6946 | 0.9725 | nan | 0.9929 | 0.9489 | 0.8986 | 0.9886 | 0.8957 | 0.0 | 0.8640 | 0.9174 | 0.5220 | 0.0932 | 0.9231 | 0.9853 | 0.0 | nan | 0.9800 | 0.8850 | 0.8335 | 0.9761 | 0.8393 | 0.0 | 0.8062 | 0.9103 | 0.3452 | 0.0931 | 0.8478 | 0.9477 | 0.0 |
| 0.0353 | 247.27 | 2720 | 0.0962 | 0.6604 | 0.7042 | 0.9750 | nan | 0.9925 | 0.9480 | 0.9092 | 0.9880 | 0.9056 | 0.0 | 0.8581 | 0.9461 | 0.4787 | 0.2037 | 0.9393 | 0.9854 | 0.0 | nan | 0.9801 | 0.8871 | 0.8381 | 0.9763 | 0.8380 | 0.0 | 0.8099 | 0.9373 | 0.3189 | 0.2032 | 0.8565 | 0.9403 | 0.0 |
| 0.0328 | 249.09 | 2740 | 0.0971 | 0.6526 | 0.6908 | 0.9751 | nan | 0.9936 | 0.9463 | 0.8975 | 0.9893 | 0.8997 | 0.0 | 0.8706 | 0.9470 | 0.4562 | 0.0899 | 0.9249 | 0.9653 | 0.0 | nan | 0.9796 | 0.8851 | 0.8337 | 0.9764 | 0.8431 | 0.0 | 0.8177 | 0.9399 | 0.3098 | 0.0899 | 0.8589 | 0.9500 | 0.0 |
| 0.0356 | 250.91 | 2760 | 0.1015 | 0.6489 | 0.6913 | 0.9746 | nan | 0.9926 | 0.9498 | 0.9064 | 0.9880 | 0.9107 | 0.0 | 0.8614 | 0.9440 | 0.4341 | 0.0809 | 0.9395 | 0.9796 | 0.0 | nan | 0.9802 | 0.8818 | 0.8357 | 0.9762 | 0.8419 | 0.0 | 0.8091 | 0.9370 | 0.2908 | 0.0808 | 0.8500 | 0.9522 | 0.0 |
| 0.0383 | 252.73 | 2780 | 0.0961 | 0.6501 | 0.6945 | 0.9752 | nan | 0.9928 | 0.9431 | 0.9144 | 0.9889 | 0.9036 | 0.0 | 0.8666 | 0.9496 | 0.4640 | 0.0811 | 0.9359 | 0.9886 | 0.0 | nan | 0.9800 | 0.8831 | 0.8373 | 0.9762 | 0.8421 | 0.0 | 0.8104 | 0.9420 | 0.3138 | 0.0810 | 0.8524 | 0.9328 | 0.0 |
| 0.0368 | 254.55 | 2800 | 0.1057 | 0.6475 | 0.6871 | 0.9737 | nan | 0.9930 | 0.9435 | 0.9092 | 0.9894 | 0.9046 | 0.0 | 0.8617 | 0.9319 | 0.4621 | 0.0683 | 0.8796 | 0.9887 | 0.0 | nan | 0.9803 | 0.8826 | 0.8369 | 0.9759 | 0.8427 | 0.0 | 0.8200 | 0.9239 | 0.3130 | 0.0683 | 0.8387 | 0.9359 | 0.0 |
| 0.0384 | 256.36 | 2820 | 0.0982 | 0.6487 | 0.6865 | 0.9754 | nan | 0.9929 | 0.9478 | 0.9111 | 0.9888 | 0.9009 | 0.0 | 0.8570 | 0.9511 | 0.4426 | 0.0480 | 0.9020 | 0.9822 | 0.0 | nan | 0.9804 | 0.8846 | 0.8404 | 0.9762 | 0.8416 | 0.0 | 0.8202 | 0.9428 | 0.2983 | 0.0480 | 0.8516 | 0.9493 | 0.0 |
| 0.0397 | 258.18 | 2840 | 0.1466 | 0.6451 | 0.6865 | 0.9682 | nan | 0.9931 | 0.9459 | 0.8996 | 0.9887 | 0.9032 | 0.0 | 0.8676 | 0.8718 | 0.4513 | 0.0848 | 0.9297 | 0.9887 | 0.0 | nan | 0.9798 | 0.8838 | 0.8376 | 0.9763 | 0.8404 | 0.0 | 0.8213 | 0.8646 | 0.3021 | 0.0847 | 0.8609 | 0.9346 | 0.0 |
| 0.038 | 260.0 | 2860 | 0.1468 | 0.6483 | 0.6927 | 0.9682 | nan | 0.9929 | 0.9485 | 0.8948 | 0.9867 | 0.9072 | 0.0 | 0.8651 | 0.8744 | 0.4672 | 0.1379 | 0.9425 | 0.9878 | 0.0 | nan | 0.9800 | 0.8840 | 0.8300 | 0.9763 | 0.8424 | 0.0 | 0.8136 | 0.8654 | 0.3113 | 0.1378 | 0.8543 | 0.9327 | 0.0 |
| 0.0387 | 261.82 | 2880 | 0.1367 | 0.6458 | 0.6887 | 0.9682 | nan | 0.9921 | 0.9506 | 0.9011 | 0.9873 | 0.9034 | 0.0 | 0.8918 | 0.8766 | 0.4037 | 0.1411 | 0.9176 | 0.9881 | 0.0 | nan | 0.9803 | 0.8771 | 0.8240 | 0.9763 | 0.8453 | 0.0 | 0.8182 | 0.8692 | 0.2718 | 0.1411 | 0.8544 | 0.9371 | 0.0 |
| 0.0406 | 263.64 | 2900 | 0.1388 | 0.6462 | 0.6837 | 0.9686 | nan | 0.9931 | 0.9496 | 0.9036 | 0.9882 | 0.9004 | 0.0 | 0.8422 | 0.8734 | 0.4268 | 0.1141 | 0.9176 | 0.9789 | 0.0 | nan | 0.9801 | 0.8847 | 0.8350 | 0.9761 | 0.8426 | 0.0 | 0.8114 | 0.8671 | 0.2895 | 0.1140 | 0.8518 | 0.9479 | 0.0 |
| 0.0333 | 265.45 | 2920 | 0.1423 | 0.6417 | 0.6813 | 0.9682 | nan | 0.9936 | 0.9488 | 0.9013 | 0.9876 | 0.9089 | 0.0 | 0.8564 | 0.8689 | 0.4076 | 0.0753 | 0.9224 | 0.9863 | 0.0 | nan | 0.9800 | 0.8830 | 0.8374 | 0.9762 | 0.8432 | 0.0 | 0.8099 | 0.8638 | 0.2764 | 0.0752 | 0.8575 | 0.9400 | 0.0 |
| 0.0371 | 267.27 | 2940 | 0.1304 | 0.6447 | 0.6840 | 0.9696 | nan | 0.9929 | 0.9500 | 0.9074 | 0.9888 | 0.8951 | 0.0 | 0.8676 | 0.8841 | 0.4537 | 0.0632 | 0.9064 | 0.9827 | 0.0 | nan | 0.9804 | 0.8833 | 0.8422 | 0.9764 | 0.8446 | 0.0 | 0.8170 | 0.8775 | 0.3021 | 0.0632 | 0.8548 | 0.9394 | 0.0 |
| 0.0352 | 269.09 | 2960 | 0.1279 | 0.6472 | 0.6870 | 0.9699 | nan | 0.9930 | 0.9512 | 0.9078 | 0.9872 | 0.9099 | 0.0 | 0.8505 | 0.8856 | 0.4674 | 0.0723 | 0.9237 | 0.9828 | 0.0 | nan | 0.9804 | 0.8852 | 0.8422 | 0.9766 | 0.8423 | 0.0 | 0.8170 | 0.8788 | 0.3129 | 0.0722 | 0.8605 | 0.9449 | 0.0 |
| 0.0334 | 270.91 | 2980 | 0.1152 | 0.6485 | 0.6882 | 0.9723 | nan | 0.9928 | 0.9534 | 0.9089 | 0.9867 | 0.9112 | 0.0 | 0.8471 | 0.9139 | 0.4807 | 0.0732 | 0.8960 | 0.9827 | 0.0 | nan | 0.9802 | 0.8832 | 0.8407 | 0.9765 | 0.8439 | 0.0 | 0.8158 | 0.9075 | 0.3193 | 0.0731 | 0.8427 | 0.9481 | 0.0 |
| 0.0331 | 272.73 | 3000 | 0.1094 | 0.6447 | 0.6842 | 0.9734 | nan | 0.9938 | 0.9506 | 0.8812 | 0.9863 | 0.9115 | 0.0 | 0.8775 | 0.9348 | 0.3710 | 0.0707 | 0.9306 | 0.9864 | 0.0 | nan | 0.9797 | 0.8824 | 0.8242 | 0.9764 | 0.8466 | 0.0 | 0.8228 | 0.9269 | 0.2543 | 0.0706 | 0.8557 | 0.9418 | 0.0 |
| 0.0397 | 274.55 | 3020 | 0.1459 | 0.6450 | 0.6880 | 0.9685 | nan | 0.9913 | 0.9531 | 0.9213 | 0.9887 | 0.9014 | 0.0 | 0.8561 | 0.8730 | 0.4884 | 0.0579 | 0.9380 | 0.9742 | 0.0 | nan | 0.9801 | 0.8830 | 0.8371 | 0.9766 | 0.8445 | 0.0 | 0.8194 | 0.8664 | 0.3220 | 0.0579 | 0.8477 | 0.9505 | 0.0 |
| 0.0376 | 276.36 | 3040 | 0.1256 | 0.6477 | 0.6861 | 0.9709 | nan | 0.9932 | 0.9507 | 0.8959 | 0.9869 | 0.9154 | 0.0 | 0.8651 | 0.9021 | 0.4304 | 0.0857 | 0.9226 | 0.9712 | 0.0 | nan | 0.9796 | 0.8852 | 0.8328 | 0.9764 | 0.8431 | 0.0 | 0.8257 | 0.8955 | 0.2909 | 0.0855 | 0.8581 | 0.9473 | 0.0 |
| 0.0355 | 278.18 | 3060 | 0.1042 | 0.6466 | 0.6889 | 0.9747 | nan | 0.9925 | 0.9473 | 0.9166 | 0.9888 | 0.9084 | 0.0 | 0.8891 | 0.9434 | 0.4081 | 0.0692 | 0.9006 | 0.9913 | 0.0 | nan | 0.9802 | 0.8834 | 0.8377 | 0.9763 | 0.8458 | 0.0 | 0.8202 | 0.9369 | 0.2743 | 0.0691 | 0.8489 | 0.9336 | 0.0 |
| 0.0385 | 280.0 | 3080 | 0.1003 | 0.6610 | 0.7055 | 0.9747 | nan | 0.9920 | 0.9463 | 0.9175 | 0.9893 | 0.9007 | 0.0 | 0.8564 | 0.9408 | 0.5343 | 0.1822 | 0.9226 | 0.9901 | 0.0 | nan | 0.9802 | 0.8886 | 0.8337 | 0.9766 | 0.8450 | 0.0 | 0.8132 | 0.9323 | 0.3547 | 0.1819 | 0.8547 | 0.9319 | 0.0 |
| 0.0375 | 281.82 | 3100 | 0.1082 | 0.6517 | 0.6955 | 0.9730 | nan | 0.9926 | 0.9455 | 0.9030 | 0.9887 | 0.9064 | 0.0 | 0.8594 | 0.9259 | 0.5051 | 0.0940 | 0.9343 | 0.9864 | 0.0 | nan | 0.9799 | 0.8844 | 0.8304 | 0.9766 | 0.8460 | 0.0 | 0.8194 | 0.9168 | 0.3366 | 0.0939 | 0.8555 | 0.9324 | 0.0 |
| 0.0357 | 283.64 | 3120 | 0.1075 | 0.6502 | 0.6933 | 0.9735 | nan | 0.9928 | 0.9493 | 0.9009 | 0.9880 | 0.9062 | 0.0 | 0.8816 | 0.9296 | 0.4668 | 0.0868 | 0.9267 | 0.9842 | 0.0 | nan | 0.9799 | 0.8843 | 0.8307 | 0.9769 | 0.8448 | 0.0 | 0.8140 | 0.9225 | 0.3143 | 0.0867 | 0.8554 | 0.9434 | 0.0 |
| 0.0341 | 285.45 | 3140 | 0.1091 | 0.6502 | 0.6944 | 0.9731 | nan | 0.9921 | 0.9492 | 0.9150 | 0.9883 | 0.9075 | 0.0 | 0.8668 | 0.9249 | 0.4764 | 0.0871 | 0.9300 | 0.9903 | 0.0 | nan | 0.9801 | 0.8869 | 0.8347 | 0.9767 | 0.8439 | 0.0 | 0.8218 | 0.9173 | 0.3210 | 0.0871 | 0.8571 | 0.9256 | 0.0 |
| 0.0433 | 287.27 | 3160 | 0.0948 | 0.6581 | 0.6971 | 0.9753 | nan | 0.9925 | 0.9521 | 0.9171 | 0.9876 | 0.9109 | 0.0 | 0.8641 | 0.9448 | 0.4618 | 0.1374 | 0.9102 | 0.9842 | 0.0 | nan | 0.9802 | 0.8906 | 0.8398 | 0.9766 | 0.8442 | 0.0 | 0.8263 | 0.9381 | 0.3118 | 0.1373 | 0.8630 | 0.9473 | 0.0 |
| 0.032 | 289.09 | 3180 | 0.1012 | 0.6563 | 0.6981 | 0.9747 | nan | 0.9933 | 0.9507 | 0.9007 | 0.9875 | 0.9115 | 0.0 | 0.8715 | 0.9381 | 0.4890 | 0.1092 | 0.9363 | 0.9872 | 0.0 | nan | 0.9803 | 0.8896 | 0.8362 | 0.9765 | 0.8439 | 0.0 | 0.8247 | 0.9315 | 0.3282 | 0.1091 | 0.8707 | 0.9415 | 0.0 |
| 0.0324 | 290.91 | 3200 | 0.1065 | 0.6532 | 0.6958 | 0.9740 | nan | 0.9929 | 0.9477 | 0.9010 | 0.9887 | 0.9010 | 0.0 | 0.8773 | 0.9350 | 0.4745 | 0.1097 | 0.9297 | 0.9884 | 0.0 | nan | 0.9802 | 0.8865 | 0.8310 | 0.9767 | 0.8447 | 0.0 | 0.8237 | 0.9274 | 0.3161 | 0.1096 | 0.8635 | 0.9324 | 0.0 |
| 0.0399 | 292.73 | 3220 | 0.1024 | 0.6618 | 0.7039 | 0.9745 | nan | 0.9927 | 0.9484 | 0.9118 | 0.9881 | 0.9022 | 0.0 | 0.8858 | 0.9392 | 0.4226 | 0.2348 | 0.9387 | 0.9868 | 0.0 | nan | 0.9803 | 0.8879 | 0.8379 | 0.9763 | 0.8409 | 0.0 | 0.8257 | 0.9311 | 0.2880 | 0.2344 | 0.8686 | 0.9326 | 0.0 |
| 0.0358 | 294.55 | 3240 | 0.0968 | 0.6583 | 0.6988 | 0.9754 | nan | 0.9931 | 0.9516 | 0.9007 | 0.9888 | 0.9003 | 0.0 | 0.8733 | 0.9472 | 0.4539 | 0.1575 | 0.9322 | 0.9856 | 0.0 | nan | 0.9805 | 0.8855 | 0.8392 | 0.9766 | 0.8445 | 0.0 | 0.8260 | 0.9396 | 0.3039 | 0.1573 | 0.8612 | 0.9430 | 0.0 |
| 0.0318 | 296.36 | 3260 | 0.0984 | 0.6572 | 0.7017 | 0.9746 | nan | 0.9930 | 0.9477 | 0.8847 | 0.9889 | 0.9082 | 0.0 | 0.8899 | 0.9443 | 0.4672 | 0.1735 | 0.9339 | 0.9906 | 0.0 | nan | 0.9803 | 0.8838 | 0.8241 | 0.9765 | 0.8420 | 0.0 | 0.8275 | 0.9362 | 0.3131 | 0.1730 | 0.8511 | 0.9358 | 0.0 |
| 0.0367 | 298.18 | 3280 | 0.0947 | 0.6654 | 0.7079 | 0.9753 | nan | 0.9927 | 0.9520 | 0.9038 | 0.9876 | 0.9102 | 0.0 | 0.8762 | 0.9459 | 0.4688 | 0.2340 | 0.9501 | 0.9809 | 0.0 | nan | 0.9801 | 0.8911 | 0.8361 | 0.9769 | 0.8468 | 0.0 | 0.8173 | 0.9376 | 0.3177 | 0.2333 | 0.8562 | 0.9574 | 0.0 |
| 0.034 | 300.0 | 3300 | 0.1027 | 0.6550 | 0.6972 | 0.9745 | nan | 0.9936 | 0.9506 | 0.8847 | 0.9871 | 0.9078 | 0.0 | 0.8731 | 0.9405 | 0.4984 | 0.1196 | 0.9224 | 0.9853 | 0.0 | nan | 0.9799 | 0.8866 | 0.8280 | 0.9766 | 0.8477 | 0.0 | 0.8185 | 0.9333 | 0.3341 | 0.1190 | 0.8477 | 0.9432 | 0.0 |
| 0.0394 | 301.82 | 3320 | 0.1032 | 0.6578 | 0.7034 | 0.9742 | nan | 0.9931 | 0.9493 | 0.8916 | 0.9874 | 0.9112 | 0.0 | 0.8673 | 0.9365 | 0.4777 | 0.2113 | 0.9263 | 0.9921 | 0.0 | nan | 0.9805 | 0.8835 | 0.8296 | 0.9766 | 0.8464 | 0.0 | 0.8245 | 0.9295 | 0.3217 | 0.2103 | 0.8460 | 0.9032 | 0.0 |
| 0.0353 | 303.64 | 3340 | 0.0979 | 0.6641 | 0.7104 | 0.9749 | nan | 0.9924 | 0.9497 | 0.9076 | 0.9882 | 0.9109 | 0.0 | 0.8726 | 0.9414 | 0.4908 | 0.2587 | 0.9361 | 0.9866 | 0.0 | nan | 0.9801 | 0.8886 | 0.8345 | 0.9768 | 0.8497 | 0.0 | 0.8241 | 0.9335 | 0.3314 | 0.2581 | 0.8295 | 0.9277 | 0.0 |
| 0.0325 | 305.45 | 3360 | 0.0969 | 0.6640 | 0.7063 | 0.9751 | nan | 0.9934 | 0.9500 | 0.8941 | 0.9871 | 0.9121 | 0.0 | 0.8845 | 0.9438 | 0.4721 | 0.2378 | 0.9276 | 0.9793 | 0.0 | nan | 0.9801 | 0.8905 | 0.8309 | 0.9768 | 0.8476 | 0.0 | 0.8264 | 0.9352 | 0.3194 | 0.2376 | 0.8489 | 0.9392 | 0.0 |
| 0.0356 | 307.27 | 3380 | 0.0955 | 0.6611 | 0.7019 | 0.9754 | nan | 0.9919 | 0.9491 | 0.9202 | 0.9899 | 0.8986 | 0.0 | 0.8815 | 0.9480 | 0.4479 | 0.1931 | 0.9190 | 0.9857 | 0.0 | nan | 0.9804 | 0.8876 | 0.8392 | 0.9763 | 0.8482 | 0.0 | 0.8300 | 0.9393 | 0.3040 | 0.1929 | 0.8553 | 0.9404 | 0.0 |
| 0.033 | 309.09 | 3400 | 0.0864 | 0.6635 | 0.7068 | 0.9773 | nan | 0.9933 | 0.9498 | 0.8937 | 0.9878 | 0.9080 | 0.0 | 0.8824 | 0.9700 | 0.4898 | 0.1834 | 0.9464 | 0.9834 | 0.0 | nan | 0.9800 | 0.8896 | 0.8338 | 0.9766 | 0.8462 | 0.0 | 0.8299 | 0.9615 | 0.3289 | 0.1829 | 0.8562 | 0.9403 | 0.0 |
| 0.0304 | 310.91 | 3420 | 0.0916 | 0.6616 | 0.7037 | 0.9762 | nan | 0.9926 | 0.9543 | 0.9045 | 0.9870 | 0.9089 | 0.0 | 0.8793 | 0.9565 | 0.4878 | 0.1674 | 0.9311 | 0.9782 | 0.0 | nan | 0.9800 | 0.8887 | 0.8346 | 0.9766 | 0.8462 | 0.0 | 0.8261 | 0.9489 | 0.3265 | 0.1672 | 0.8534 | 0.9523 | 0.0 |
| 0.0318 | 312.73 | 3440 | 0.0935 | 0.6599 | 0.7017 | 0.9761 | nan | 0.9934 | 0.9474 | 0.9019 | 0.9877 | 0.9066 | 0.0 | 0.8820 | 0.9562 | 0.4831 | 0.1431 | 0.9379 | 0.9826 | 0.0 | nan | 0.9800 | 0.8898 | 0.8358 | 0.9768 | 0.8444 | 0.0 | 0.8229 | 0.9475 | 0.3262 | 0.1427 | 0.8622 | 0.9511 | 0.0 |
| 0.0352 | 314.55 | 3460 | 0.0938 | 0.6609 | 0.7056 | 0.9759 | nan | 0.9925 | 0.9503 | 0.9221 | 0.9886 | 0.9002 | 0.0 | 0.8792 | 0.9482 | 0.5006 | 0.1663 | 0.9412 | 0.9836 | 0.0 | nan | 0.9804 | 0.8900 | 0.8406 | 0.9769 | 0.8443 | 0.0 | 0.8220 | 0.9417 | 0.3358 | 0.1660 | 0.8459 | 0.9477 | 0.0 |
| 0.0336 | 316.36 | 3480 | 0.0982 | 0.6582 | 0.7007 | 0.9745 | nan | 0.9937 | 0.9459 | 0.8763 | 0.9881 | 0.9053 | 0.0 | 0.8775 | 0.9448 | 0.4568 | 0.1987 | 0.9377 | 0.9838 | 0.0 | nan | 0.9799 | 0.8837 | 0.8150 | 0.9767 | 0.8457 | 0.0 | 0.8227 | 0.9370 | 0.3087 | 0.1977 | 0.8554 | 0.9342 | 0.0 |
| 0.0346 | 318.18 | 3500 | 0.0997 | 0.6642 | 0.7060 | 0.9747 | nan | 0.9926 | 0.9499 | 0.9103 | 0.9878 | 0.9062 | 0.0 | 0.8826 | 0.9394 | 0.4827 | 0.2278 | 0.9121 | 0.9860 | 0.0 | nan | 0.9802 | 0.8884 | 0.8343 | 0.9766 | 0.8449 | 0.0 | 0.8271 | 0.9321 | 0.3253 | 0.2274 | 0.8565 | 0.9415 | 0.0 |
| 0.0339 | 320.0 | 3520 | 0.1043 | 0.6610 | 0.7007 | 0.9742 | nan | 0.9934 | 0.9495 | 0.9038 | 0.9876 | 0.9070 | 0.0 | 0.8826 | 0.9326 | 0.4432 | 0.2062 | 0.9174 | 0.9855 | 0.0 | nan | 0.9800 | 0.8909 | 0.8363 | 0.9767 | 0.8469 | 0.0 | 0.8238 | 0.9257 | 0.3016 | 0.2059 | 0.8643 | 0.9411 | 0.0 |
| 0.0372 | 321.82 | 3540 | 0.0999 | 0.6605 | 0.7022 | 0.9749 | nan | 0.9935 | 0.9485 | 0.9043 | 0.9865 | 0.9148 | 0.0 | 0.8799 | 0.9408 | 0.4754 | 0.1708 | 0.9279 | 0.9859 | 0.0 | nan | 0.9803 | 0.8891 | 0.8380 | 0.9766 | 0.8477 | 0.0 | 0.8260 | 0.9336 | 0.3210 | 0.1705 | 0.8638 | 0.9395 | 0.0 |
| 0.0344 | 323.64 | 3560 | 0.1052 | 0.6526 | 0.6951 | 0.9739 | nan | 0.9930 | 0.9506 | 0.8960 | 0.9873 | 0.9120 | 0.0 | 0.8821 | 0.9343 | 0.4613 | 0.1019 | 0.9341 | 0.9844 | 0.0 | nan | 0.9805 | 0.8835 | 0.8306 | 0.9768 | 0.8507 | 0.0 | 0.8310 | 0.9263 | 0.3098 | 0.1016 | 0.8523 | 0.9402 | 0.0 |
| 0.0337 | 325.45 | 3580 | 0.1140 | 0.6610 | 0.7004 | 0.9721 | nan | 0.9931 | 0.9503 | 0.9067 | 0.9884 | 0.9116 | 0.0 | 0.8615 | 0.9055 | 0.5177 | 0.1706 | 0.9183 | 0.9815 | 0.0 | nan | 0.9808 | 0.8915 | 0.8395 | 0.9768 | 0.8513 | 0.0 | 0.8255 | 0.8978 | 0.3436 | 0.1703 | 0.8613 | 0.9549 | 0.0 |
| 0.0299 | 327.27 | 3600 | 0.1028 | 0.6597 | 0.6985 | 0.9744 | nan | 0.9936 | 0.9506 | 0.8959 | 0.9876 | 0.9117 | 0.0 | 0.8808 | 0.9349 | 0.4626 | 0.1589 | 0.9242 | 0.9801 | 0.0 | nan | 0.9804 | 0.8908 | 0.8347 | 0.9767 | 0.8499 | 0.0 | 0.8308 | 0.9274 | 0.3142 | 0.1587 | 0.8613 | 0.9512 | 0.0 |
| 0.0327 | 329.09 | 3620 | 0.1274 | 0.6525 | 0.6970 | 0.9703 | nan | 0.9917 | 0.9535 | 0.9200 | 0.9881 | 0.9098 | 0.0 | 0.8856 | 0.8883 | 0.5077 | 0.1019 | 0.9302 | 0.9845 | 0.0 | nan | 0.9808 | 0.8871 | 0.8375 | 0.9768 | 0.8499 | 0.0 | 0.8328 | 0.8817 | 0.3361 | 0.1017 | 0.8455 | 0.9519 | 0.0 |
| 0.036 | 330.91 | 3640 | 0.1276 | 0.6583 | 0.6987 | 0.9702 | nan | 0.9932 | 0.9487 | 0.9053 | 0.9882 | 0.9103 | 0.0 | 0.8781 | 0.8853 | 0.4711 | 0.2019 | 0.9148 | 0.9867 | 0.0 | nan | 0.9806 | 0.8895 | 0.8365 | 0.9765 | 0.8482 | 0.0 | 0.8299 | 0.8789 | 0.3178 | 0.2016 | 0.8486 | 0.9503 | 0.0 |
| 0.0338 | 332.73 | 3660 | 0.1096 | 0.6593 | 0.7017 | 0.9733 | nan | 0.9931 | 0.9480 | 0.9026 | 0.9887 | 0.9094 | 0.0 | 0.8854 | 0.9220 | 0.4773 | 0.1739 | 0.9343 | 0.9872 | 0.0 | nan | 0.9805 | 0.8890 | 0.8355 | 0.9770 | 0.8510 | 0.0 | 0.8334 | 0.9145 | 0.3204 | 0.1737 | 0.8491 | 0.9469 | 0.0 |
| 0.034 | 334.55 | 3680 | 0.1070 | 0.6611 | 0.7025 | 0.9739 | nan | 0.9930 | 0.9467 | 0.9052 | 0.9898 | 0.8996 | 0.0 | 0.8764 | 0.9284 | 0.5121 | 0.1626 | 0.9343 | 0.9847 | 0.0 | nan | 0.9807 | 0.8886 | 0.8382 | 0.9766 | 0.8495 | 0.0 | 0.8349 | 0.9205 | 0.3396 | 0.1620 | 0.8533 | 0.9498 | 0.0 |
| 0.0314 | 336.36 | 3700 | 0.1142 | 0.6595 | 0.7008 | 0.9725 | nan | 0.9928 | 0.9508 | 0.9107 | 0.9870 | 0.9103 | 0.0 | 0.8786 | 0.9141 | 0.4806 | 0.1704 | 0.9308 | 0.9849 | 0.0 | nan | 0.9804 | 0.8884 | 0.8384 | 0.9768 | 0.8520 | 0.0 | 0.8312 | 0.9060 | 0.3239 | 0.1700 | 0.8596 | 0.9470 | 0.0 |
| 0.0296 | 338.18 | 3720 | 0.1065 | 0.6608 | 0.7052 | 0.9740 | nan | 0.9934 | 0.9512 | 0.8980 | 0.9887 | 0.9036 | 0.0 | 0.8775 | 0.9268 | 0.5043 | 0.1763 | 0.9622 | 0.9854 | 0.0 | nan | 0.9808 | 0.8896 | 0.8395 | 0.9769 | 0.8502 | 0.0 | 0.8337 | 0.9195 | 0.3363 | 0.1758 | 0.8382 | 0.9501 | 0.0 |
| 0.0309 | 340.0 | 3740 | 0.1064 | 0.6631 | 0.7045 | 0.9740 | nan | 0.9932 | 0.9509 | 0.9000 | 0.9878 | 0.9064 | 0.0 | 0.8737 | 0.9295 | 0.5074 | 0.1806 | 0.9489 | 0.9799 | 0.0 | nan | 0.9804 | 0.8879 | 0.8381 | 0.9770 | 0.8498 | 0.0 | 0.8322 | 0.9209 | 0.3386 | 0.1803 | 0.8589 | 0.9563 | 0.0 |
| 0.029 | 341.82 | 3760 | 0.0915 | 0.6896 | 0.7332 | 0.9763 | nan | 0.9933 | 0.9478 | 0.9059 | 0.9880 | 0.9049 | 0.0 | 0.8808 | 0.9474 | 0.5829 | 0.4499 | 0.9519 | 0.9790 | 0.0 | nan | 0.9802 | 0.8993 | 0.8408 | 0.9770 | 0.8475 | 0.0 | 0.8313 | 0.9387 | 0.3932 | 0.4479 | 0.8648 | 0.9444 | 0.0 |
| 0.038 | 343.64 | 3780 | 0.1187 | 0.6534 | 0.6971 | 0.9719 | nan | 0.9932 | 0.9471 | 0.9049 | 0.9887 | 0.9057 | 0.0 | 0.8836 | 0.9071 | 0.4950 | 0.1019 | 0.9446 | 0.9900 | 0.0 | nan | 0.9800 | 0.8812 | 0.8385 | 0.9768 | 0.8491 | 0.0 | 0.8326 | 0.9003 | 0.3332 | 0.1016 | 0.8610 | 0.9402 | 0.0 |
| 0.0306 | 345.45 | 3800 | 0.1199 | 0.6540 | 0.6957 | 0.9717 | nan | 0.9934 | 0.9485 | 0.9036 | 0.9886 | 0.9085 | 0.0 | 0.8733 | 0.9017 | 0.5013 | 0.1100 | 0.9276 | 0.9879 | 0.0 | nan | 0.9808 | 0.8865 | 0.8393 | 0.9770 | 0.8514 | 0.0 | 0.8312 | 0.8941 | 0.3342 | 0.1097 | 0.8574 | 0.9407 | 0.0 |
| 0.0303 | 347.27 | 3820 | 0.1052 | 0.6698 | 0.7124 | 0.9746 | nan | 0.9930 | 0.9500 | 0.9129 | 0.9879 | 0.9045 | 0.0 | 0.8743 | 0.9304 | 0.5893 | 0.1978 | 0.9364 | 0.9843 | 0.0 | nan | 0.9806 | 0.8942 | 0.8406 | 0.9772 | 0.8501 | 0.0 | 0.8327 | 0.9228 | 0.3938 | 0.1975 | 0.8706 | 0.9480 | 0.0 |
| 0.0342 | 349.09 | 3840 | 0.1158 | 0.6600 | 0.7001 | 0.9728 | nan | 0.9933 | 0.9509 | 0.9046 | 0.9877 | 0.9108 | 0.0 | 0.8755 | 0.9139 | 0.4924 | 0.1622 | 0.9254 | 0.9846 | 0.0 | nan | 0.9805 | 0.8891 | 0.8405 | 0.9770 | 0.8506 | 0.0 | 0.8323 | 0.9068 | 0.3283 | 0.1618 | 0.8625 | 0.9509 | 0.0 |
| 0.0324 | 350.91 | 3860 | 0.1156 | 0.6605 | 0.7014 | 0.9727 | nan | 0.9929 | 0.9506 | 0.9149 | 0.9881 | 0.9070 | 0.0 | 0.8814 | 0.9118 | 0.5101 | 0.1482 | 0.9283 | 0.9847 | 0.0 | nan | 0.9807 | 0.8909 | 0.8440 | 0.9769 | 0.8486 | 0.0 | 0.8356 | 0.9046 | 0.3397 | 0.1479 | 0.8653 | 0.9529 | 0.0 |
| 0.0304 | 352.73 | 3880 | 0.1129 | 0.6615 | 0.7025 | 0.9730 | nan | 0.9925 | 0.9508 | 0.9135 | 0.9887 | 0.9107 | 0.0 | 0.8874 | 0.9171 | 0.4755 | 0.1809 | 0.9288 | 0.9863 | 0.0 | nan | 0.9804 | 0.8896 | 0.8425 | 0.9769 | 0.8512 | 0.0 | 0.8365 | 0.9097 | 0.3200 | 0.1802 | 0.8606 | 0.9524 | 0.0 |
| 0.0344 | 354.55 | 3900 | 0.1090 | 0.6594 | 0.6983 | 0.9737 | nan | 0.9933 | 0.9541 | 0.9029 | 0.9873 | 0.9119 | 0.0 | 0.8656 | 0.9238 | 0.4764 | 0.1538 | 0.9247 | 0.9841 | 0.0 | nan | 0.9806 | 0.8885 | 0.8411 | 0.9770 | 0.8520 | 0.0 | 0.8314 | 0.9170 | 0.3190 | 0.1535 | 0.8563 | 0.9552 | 0.0 |
| 0.0376 | 356.36 | 3920 | 0.1084 | 0.6639 | 0.7075 | 0.9739 | nan | 0.9923 | 0.9513 | 0.9136 | 0.9892 | 0.9051 | 0.0 | 0.8871 | 0.9262 | 0.4806 | 0.2174 | 0.9455 | 0.9896 | 0.0 | nan | 0.9805 | 0.8898 | 0.8434 | 0.9769 | 0.8515 | 0.0 | 0.8322 | 0.9185 | 0.3222 | 0.2167 | 0.8623 | 0.9366 | 0.0 |
| 0.0327 | 358.18 | 3940 | 0.1028 | 0.6641 | 0.7051 | 0.9747 | nan | 0.9930 | 0.9499 | 0.9123 | 0.9894 | 0.9015 | 0.0 | 0.8806 | 0.9326 | 0.4839 | 0.2005 | 0.9338 | 0.9888 | 0.0 | nan | 0.9806 | 0.8909 | 0.8447 | 0.9768 | 0.8476 | 0.0 | 0.8332 | 0.9264 | 0.3271 | 0.2002 | 0.8635 | 0.9423 | 0.0 |
| 0.0363 | 360.0 | 3960 | 0.1098 | 0.6603 | 0.7007 | 0.9739 | nan | 0.9933 | 0.9498 | 0.9041 | 0.9885 | 0.9086 | 0.0 | 0.8880 | 0.9265 | 0.4705 | 0.1675 | 0.9247 | 0.9870 | 0.0 | nan | 0.9803 | 0.8913 | 0.8396 | 0.9772 | 0.8498 | 0.0 | 0.8333 | 0.9194 | 0.3183 | 0.1671 | 0.8628 | 0.9444 | 0.0 |
| 0.0317 | 361.82 | 3980 | 0.0958 | 0.6542 | 0.6926 | 0.9762 | nan | 0.9933 | 0.9529 | 0.9043 | 0.9886 | 0.9063 | 0.0 | 0.8821 | 0.9529 | 0.4346 | 0.0914 | 0.9110 | 0.9868 | 0.0 | nan | 0.9808 | 0.8865 | 0.8425 | 0.9771 | 0.8508 | 0.0 | 0.8330 | 0.9463 | 0.2929 | 0.0911 | 0.8535 | 0.9502 | 0.0 |
| 0.0414 | 363.64 | 4000 | 0.1092 | 0.6523 | 0.6917 | 0.9740 | nan | 0.9929 | 0.9533 | 0.8956 | 0.9883 | 0.9052 | 0.0 | 0.8828 | 0.9345 | 0.4354 | 0.0910 | 0.9288 | 0.9843 | 0.0 | nan | 0.9803 | 0.8854 | 0.8284 | 0.9770 | 0.8530 | 0.0 | 0.8342 | 0.9276 | 0.2940 | 0.0908 | 0.8606 | 0.9486 | 0.0 |
| 0.0338 | 365.45 | 4020 | 0.1130 | 0.6592 | 0.7004 | 0.9735 | nan | 0.9933 | 0.9503 | 0.8980 | 0.9884 | 0.9051 | 0.0 | 0.8856 | 0.9241 | 0.4642 | 0.1656 | 0.9428 | 0.9874 | 0.0 | nan | 0.9805 | 0.8884 | 0.8323 | 0.9771 | 0.8508 | 0.0 | 0.8363 | 0.9175 | 0.3122 | 0.1649 | 0.8609 | 0.9484 | 0.0 |
| 0.0321 | 367.27 | 4040 | 0.1147 | 0.6520 | 0.6921 | 0.9732 | nan | 0.9930 | 0.9509 | 0.9042 | 0.9888 | 0.8978 | 0.0 | 0.8816 | 0.9234 | 0.4467 | 0.0944 | 0.9313 | 0.9857 | 0.0 | nan | 0.9804 | 0.8863 | 0.8336 | 0.9769 | 0.8483 | 0.0 | 0.8320 | 0.9168 | 0.3015 | 0.0942 | 0.8590 | 0.9471 | 0.0 |
| 0.0291 | 369.09 | 4060 | 0.1129 | 0.6592 | 0.6990 | 0.9736 | nan | 0.9930 | 0.9521 | 0.9075 | 0.9885 | 0.9033 | 0.0 | 0.8799 | 0.9231 | 0.4734 | 0.1556 | 0.9261 | 0.9839 | 0.0 | nan | 0.9805 | 0.8896 | 0.8383 | 0.9772 | 0.8512 | 0.0 | 0.8304 | 0.9163 | 0.3185 | 0.1553 | 0.8603 | 0.9519 | 0.0 |
| 0.0344 | 370.91 | 4080 | 0.1066 | 0.6673 | 0.7113 | 0.9752 | nan | 0.9933 | 0.9506 | 0.9042 | 0.9886 | 0.9078 | 0.0 | 0.8807 | 0.9327 | 0.6771 | 0.0985 | 0.9316 | 0.9822 | 0.0 | nan | 0.9807 | 0.8969 | 0.8410 | 0.9771 | 0.8515 | 0.0 | 0.8338 | 0.9256 | 0.4496 | 0.0984 | 0.8678 | 0.9521 | 0.0 |
| 0.0309 | 372.73 | 4100 | 0.1078 | 0.6646 | 0.7102 | 0.9750 | nan | 0.9929 | 0.9501 | 0.9114 | 0.9889 | 0.9056 | 0.0 | 0.8885 | 0.9325 | 0.6374 | 0.0962 | 0.9425 | 0.9872 | 0.0 | nan | 0.9808 | 0.8964 | 0.8429 | 0.9769 | 0.8498 | 0.0 | 0.8329 | 0.9248 | 0.4280 | 0.0959 | 0.8592 | 0.9528 | 0.0 |
| 0.032 | 374.55 | 4120 | 0.1079 | 0.6634 | 0.7059 | 0.9749 | nan | 0.9933 | 0.9509 | 0.9039 | 0.9880 | 0.9096 | 0.0 | 0.8748 | 0.9330 | 0.6270 | 0.0868 | 0.9237 | 0.9862 | 0.0 | nan | 0.9803 | 0.8952 | 0.8383 | 0.9772 | 0.8513 | 0.0 | 0.8327 | 0.9262 | 0.4210 | 0.0866 | 0.8605 | 0.9547 | 0.0 |
| 0.034 | 376.36 | 4140 | 0.1070 | 0.6638 | 0.7059 | 0.9751 | nan | 0.9928 | 0.9526 | 0.9109 | 0.9888 | 0.9033 | 0.0 | 0.8748 | 0.9341 | 0.6112 | 0.0970 | 0.9249 | 0.9857 | 0.0 | nan | 0.9807 | 0.8940 | 0.8421 | 0.9772 | 0.8521 | 0.0 | 0.8302 | 0.9272 | 0.4091 | 0.0968 | 0.8640 | 0.9556 | 0.0 |
| 0.0339 | 378.18 | 4160 | 0.1066 | 0.6623 | 0.7055 | 0.9750 | nan | 0.9922 | 0.9494 | 0.9231 | 0.9895 | 0.9009 | 0.0 | 0.8846 | 0.9353 | 0.5772 | 0.1073 | 0.9229 | 0.9891 | 0.0 | nan | 0.9807 | 0.8928 | 0.8430 | 0.9771 | 0.8506 | 0.0 | 0.8315 | 0.9275 | 0.3883 | 0.1072 | 0.8586 | 0.9526 | 0.0 |
| 0.0322 | 380.0 | 4180 | 0.1092 | 0.6652 | 0.7077 | 0.9746 | nan | 0.9932 | 0.9505 | 0.9031 | 0.9890 | 0.9082 | 0.0 | 0.8758 | 0.9288 | 0.6226 | 0.1212 | 0.9229 | 0.9845 | 0.0 | nan | 0.9804 | 0.8947 | 0.8393 | 0.9771 | 0.8497 | 0.0 | 0.8322 | 0.9225 | 0.4172 | 0.1209 | 0.8610 | 0.9529 | 0.0 |
| 0.033 | 381.82 | 4200 | 0.1056 | 0.6681 | 0.7110 | 0.9754 | nan | 0.9930 | 0.9523 | 0.9051 | 0.9885 | 0.9079 | 0.0 | 0.8830 | 0.9378 | 0.5947 | 0.1563 | 0.9377 | 0.9873 | 0.0 | nan | 0.9807 | 0.8957 | 0.8419 | 0.9774 | 0.8528 | 0.0 | 0.8356 | 0.9296 | 0.4018 | 0.1557 | 0.8694 | 0.9451 | 0.0 |
| 0.0313 | 383.64 | 4220 | 0.1042 | 0.6592 | 0.6998 | 0.9751 | nan | 0.9930 | 0.9511 | 0.9023 | 0.9890 | 0.9061 | 0.0 | 0.8871 | 0.9402 | 0.5171 | 0.0998 | 0.9258 | 0.9853 | 0.0 | nan | 0.9806 | 0.8893 | 0.8350 | 0.9775 | 0.8540 | 0.0 | 0.8371 | 0.9328 | 0.3485 | 0.0996 | 0.8653 | 0.9506 | 0.0 |
| 0.0322 | 385.45 | 4240 | 0.1045 | 0.6679 | 0.7128 | 0.9755 | nan | 0.9929 | 0.9532 | 0.9057 | 0.9877 | 0.9116 | 0.0 | 0.8831 | 0.9385 | 0.6182 | 0.1546 | 0.9355 | 0.9859 | 0.0 | nan | 0.9808 | 0.8927 | 0.8370 | 0.9775 | 0.8536 | 0.0 | 0.8352 | 0.9314 | 0.4072 | 0.1538 | 0.8618 | 0.9520 | 0.0 |
| 0.0296 | 387.27 | 4260 | 0.1042 | 0.6687 | 0.7111 | 0.9752 | nan | 0.9931 | 0.9536 | 0.9027 | 0.9875 | 0.9090 | 0.0 | 0.8889 | 0.9369 | 0.5808 | 0.1781 | 0.9279 | 0.9853 | 0.0 | nan | 0.9807 | 0.8940 | 0.8369 | 0.9773 | 0.8536 | 0.0 | 0.8327 | 0.9292 | 0.3924 | 0.1774 | 0.8645 | 0.9544 | 0.0 |
| 0.0273 | 389.09 | 4280 | 0.1097 | 0.6720 | 0.7135 | 0.9742 | nan | 0.9926 | 0.9519 | 0.9032 | 0.9888 | 0.9077 | 0.0 | 0.8643 | 0.9264 | 0.6261 | 0.2096 | 0.9201 | 0.9849 | 0.0 | nan | 0.9806 | 0.8926 | 0.8316 | 0.9772 | 0.8535 | 0.0 | 0.8291 | 0.9194 | 0.4166 | 0.2093 | 0.8717 | 0.9542 | 0.0 |
| 0.034 | 390.91 | 4300 | 0.1072 | 0.6682 | 0.7088 | 0.9744 | nan | 0.9929 | 0.9510 | 0.9133 | 0.9887 | 0.9114 | 0.0 | 0.8780 | 0.9271 | 0.5054 | 0.2158 | 0.9437 | 0.9866 | 0.0 | nan | 0.9807 | 0.8938 | 0.8431 | 0.9770 | 0.8529 | 0.0 | 0.8313 | 0.9201 | 0.3425 | 0.2157 | 0.8787 | 0.9505 | 0.0 |
| 0.0312 | 392.73 | 4320 | 0.1088 | 0.6679 | 0.7075 | 0.9741 | nan | 0.9932 | 0.9524 | 0.9077 | 0.9881 | 0.9081 | 0.0 | 0.8804 | 0.9248 | 0.5026 | 0.2282 | 0.9302 | 0.9820 | 0.0 | nan | 0.9806 | 0.8943 | 0.8420 | 0.9774 | 0.8530 | 0.0 | 0.8290 | 0.9178 | 0.3387 | 0.2279 | 0.8662 | 0.9564 | 0.0 |
| 0.03 | 394.55 | 4340 | 0.1121 | 0.6646 | 0.7049 | 0.9736 | nan | 0.9929 | 0.9513 | 0.9114 | 0.9890 | 0.9055 | 0.0 | 0.8864 | 0.9199 | 0.4844 | 0.2110 | 0.9247 | 0.9866 | 0.0 | nan | 0.9806 | 0.8916 | 0.8418 | 0.9772 | 0.8538 | 0.0 | 0.8311 | 0.9134 | 0.3262 | 0.2107 | 0.8611 | 0.9526 | 0.0 |
| 0.0329 | 396.36 | 4360 | 0.1102 | 0.6615 | 0.7029 | 0.9742 | nan | 0.9931 | 0.9494 | 0.9078 | 0.9885 | 0.9066 | 0.0 | 0.8832 | 0.9294 | 0.5040 | 0.1510 | 0.9398 | 0.9844 | 0.0 | nan | 0.9805 | 0.8906 | 0.8399 | 0.9770 | 0.8550 | 0.0 | 0.8314 | 0.9215 | 0.3376 | 0.1508 | 0.8647 | 0.9508 | 0.0 |
| 0.0279 | 398.18 | 4380 | 0.1050 | 0.6897 | 0.7341 | 0.9749 | nan | 0.9927 | 0.9530 | 0.9107 | 0.9883 | 0.9079 | 0.0 | 0.8718 | 0.9275 | 0.6044 | 0.4519 | 0.9537 | 0.9816 | 0.0 | nan | 0.9805 | 0.8992 | 0.8405 | 0.9773 | 0.8529 | 0.0 | 0.8284 | 0.9208 | 0.4046 | 0.4495 | 0.8583 | 0.9543 | 0.0 |
| 0.0459 | 400.0 | 4400 | 0.1012 | 0.6861 | 0.7289 | 0.9758 | nan | 0.9933 | 0.9516 | 0.9025 | 0.9885 | 0.9038 | 0.0 | 0.8784 | 0.9368 | 0.6359 | 0.3664 | 0.9354 | 0.9837 | 0.0 | nan | 0.9809 | 0.9010 | 0.8415 | 0.9773 | 0.8514 | 0.0 | 0.8330 | 0.9278 | 0.4256 | 0.3657 | 0.8584 | 0.9567 | 0.0 |
| 0.0265 | 401.82 | 4420 | 0.1049 | 0.6814 | 0.7251 | 0.9750 | nan | 0.9930 | 0.9491 | 0.9083 | 0.9897 | 0.9053 | 0.0 | 0.8945 | 0.9292 | 0.6095 | 0.3308 | 0.9311 | 0.9859 | 0.0 | nan | 0.9806 | 0.8996 | 0.8408 | 0.9771 | 0.8506 | 0.0 | 0.8344 | 0.9223 | 0.4087 | 0.3297 | 0.8618 | 0.9522 | 0.0 |
| 0.0257 | 403.64 | 4440 | 0.1071 | 0.6680 | 0.7070 | 0.9744 | nan | 0.9927 | 0.9550 | 0.9028 | 0.9882 | 0.9066 | 0.0 | 0.8828 | 0.9303 | 0.5080 | 0.2263 | 0.9164 | 0.9817 | 0.0 | nan | 0.9807 | 0.8919 | 0.8369 | 0.9773 | 0.8546 | 0.0 | 0.8372 | 0.9223 | 0.3427 | 0.2259 | 0.8560 | 0.9589 | 0.0 |
| 0.0316 | 405.45 | 4460 | 0.1070 | 0.6690 | 0.7100 | 0.9743 | nan | 0.9928 | 0.9525 | 0.9038 | 0.9886 | 0.9098 | 0.0 | 0.8779 | 0.9284 | 0.5173 | 0.2422 | 0.9300 | 0.9867 | 0.0 | nan | 0.9807 | 0.8913 | 0.8372 | 0.9772 | 0.8532 | 0.0 | 0.8342 | 0.9209 | 0.3481 | 0.2415 | 0.8597 | 0.9532 | 0.0 |
| 0.0288 | 407.27 | 4480 | 0.1034 | 0.6715 | 0.7129 | 0.9750 | nan | 0.9928 | 0.9533 | 0.9072 | 0.9884 | 0.9092 | 0.0 | 0.8758 | 0.9352 | 0.5335 | 0.2468 | 0.9403 | 0.9851 | 0.0 | nan | 0.9807 | 0.8943 | 0.8389 | 0.9773 | 0.8550 | 0.0 | 0.8327 | 0.9272 | 0.3604 | 0.2461 | 0.8625 | 0.9546 | 0.0 |
| 0.028 | 409.09 | 4500 | 0.1090 | 0.6737 | 0.7143 | 0.9742 | nan | 0.9931 | 0.9512 | 0.9094 | 0.9890 | 0.9067 | 0.0 | 0.8799 | 0.9237 | 0.5016 | 0.3071 | 0.9384 | 0.9863 | 0.0 | nan | 0.9807 | 0.8942 | 0.8413 | 0.9773 | 0.8530 | 0.0 | 0.8315 | 0.9166 | 0.3396 | 0.3057 | 0.8665 | 0.9522 | 0.0 |
| 0.0331 | 410.91 | 4520 | 0.1070 | 0.6759 | 0.7167 | 0.9746 | nan | 0.9931 | 0.9518 | 0.9057 | 0.9886 | 0.9070 | 0.0 | 0.8680 | 0.9285 | 0.5480 | 0.3009 | 0.9402 | 0.9853 | 0.0 | nan | 0.9807 | 0.8956 | 0.8388 | 0.9774 | 0.8545 | 0.0 | 0.8323 | 0.9209 | 0.3685 | 0.2995 | 0.8660 | 0.9524 | 0.0 |
| 0.0338 | 412.73 | 4540 | 0.1101 | 0.6645 | 0.7036 | 0.9738 | nan | 0.9934 | 0.9499 | 0.8950 | 0.9895 | 0.9048 | 0.0 | 0.8838 | 0.9255 | 0.4974 | 0.1936 | 0.9292 | 0.9842 | 0.0 | nan | 0.9803 | 0.8908 | 0.8323 | 0.9774 | 0.8556 | 0.0 | 0.8333 | 0.9184 | 0.3370 | 0.1933 | 0.8638 | 0.9560 | 0.0 |
| 0.0287 | 414.55 | 4560 | 0.1085 | 0.6693 | 0.7107 | 0.9743 | nan | 0.9931 | 0.9506 | 0.9014 | 0.9885 | 0.9123 | 0.0 | 0.8803 | 0.9289 | 0.5478 | 0.2182 | 0.9334 | 0.9844 | 0.0 | nan | 0.9807 | 0.8943 | 0.8361 | 0.9773 | 0.8542 | 0.0 | 0.8310 | 0.9200 | 0.3689 | 0.2177 | 0.8634 | 0.9576 | 0.0 |
| 0.0326 | 416.36 | 4580 | 0.1041 | 0.6632 | 0.7006 | 0.9750 | nan | 0.9932 | 0.9538 | 0.8958 | 0.9886 | 0.9065 | 0.0 | 0.8720 | 0.9393 | 0.4789 | 0.1780 | 0.9192 | 0.9820 | 0.0 | nan | 0.9807 | 0.8888 | 0.8343 | 0.9774 | 0.8552 | 0.0 | 0.8289 | 0.9321 | 0.3229 | 0.1776 | 0.8620 | 0.9614 | 0.0 |
| 0.0295 | 418.18 | 4600 | 0.1171 | 0.6685 | 0.7099 | 0.9729 | nan | 0.9927 | 0.9532 | 0.9062 | 0.9890 | 0.9036 | 0.0 | 0.8812 | 0.9111 | 0.5387 | 0.2322 | 0.9354 | 0.9852 | 0.0 | nan | 0.9805 | 0.8927 | 0.8366 | 0.9774 | 0.8529 | 0.0 | 0.8349 | 0.9044 | 0.3600 | 0.2312 | 0.8643 | 0.9554 | 0.0 |
| 0.0323 | 420.0 | 4620 | 0.1553 | 0.6577 | 0.6970 | 0.9686 | nan | 0.9931 | 0.9520 | 0.8853 | 0.9888 | 0.9058 | 0.0 | 0.8867 | 0.8720 | 0.4612 | 0.2018 | 0.9276 | 0.9869 | 0.0 | nan | 0.9806 | 0.8834 | 0.8226 | 0.9772 | 0.8533 | 0.0 | 0.8359 | 0.8649 | 0.3116 | 0.2008 | 0.8663 | 0.9530 | 0.0 |
| 0.0268 | 421.82 | 4640 | 0.1445 | 0.6624 | 0.7015 | 0.9692 | nan | 0.9932 | 0.9490 | 0.9004 | 0.9889 | 0.9068 | 0.0 | 0.8870 | 0.8732 | 0.4930 | 0.2215 | 0.9254 | 0.9814 | 0.0 | nan | 0.9804 | 0.8901 | 0.8337 | 0.9772 | 0.8530 | 0.0 | 0.8348 | 0.8657 | 0.3319 | 0.2205 | 0.8682 | 0.9559 | 0.0 |
| 0.0328 | 423.64 | 4660 | 0.1390 | 0.6602 | 0.7000 | 0.9696 | nan | 0.9934 | 0.9513 | 0.8971 | 0.9884 | 0.9092 | 0.0 | 0.8821 | 0.8762 | 0.5016 | 0.1896 | 0.9247 | 0.9861 | 0.0 | nan | 0.9805 | 0.8896 | 0.8358 | 0.9774 | 0.8538 | 0.0 | 0.8361 | 0.8693 | 0.3366 | 0.1890 | 0.8587 | 0.9552 | 0.0 |
| 0.0288 | 425.45 | 4680 | 0.1314 | 0.6644 | 0.7043 | 0.9705 | nan | 0.9931 | 0.9512 | 0.9069 | 0.9886 | 0.9062 | 0.0 | 0.8749 | 0.8842 | 0.5280 | 0.2110 | 0.9290 | 0.9824 | 0.0 | nan | 0.9805 | 0.8917 | 0.8392 | 0.9776 | 0.8547 | 0.0 | 0.8356 | 0.8774 | 0.3548 | 0.2104 | 0.8617 | 0.9537 | 0.0 |
| 0.0438 | 427.27 | 4700 | 0.1298 | 0.6677 | 0.7098 | 0.9709 | nan | 0.9932 | 0.9510 | 0.9074 | 0.9881 | 0.9107 | 0.0 | 0.8794 | 0.8867 | 0.5764 | 0.2139 | 0.9347 | 0.9859 | 0.0 | nan | 0.9807 | 0.8942 | 0.8405 | 0.9774 | 0.8546 | 0.0 | 0.8348 | 0.8792 | 0.3874 | 0.2132 | 0.8620 | 0.9568 | 0.0 |
| 0.0309 | 429.09 | 4720 | 0.1460 | 0.6790 | 0.7216 | 0.9699 | nan | 0.9932 | 0.9471 | 0.9055 | 0.9899 | 0.9045 | 0.0 | 0.8758 | 0.8721 | 0.5933 | 0.3667 | 0.9432 | 0.9891 | 0.0 | nan | 0.9807 | 0.8964 | 0.8385 | 0.9771 | 0.8531 | 0.0 | 0.8327 | 0.8652 | 0.3990 | 0.3641 | 0.8680 | 0.9517 | 0.0 |
| 0.0254 | 430.91 | 4740 | 0.1192 | 0.6887 | 0.7300 | 0.9726 | nan | 0.9935 | 0.9494 | 0.9066 | 0.9885 | 0.9067 | 0.0 | 0.8602 | 0.8992 | 0.6281 | 0.4333 | 0.9393 | 0.9853 | 0.0 | nan | 0.9805 | 0.9008 | 0.8409 | 0.9774 | 0.8540 | 0.0 | 0.8289 | 0.8919 | 0.4234 | 0.4308 | 0.8684 | 0.9567 | 0.0 |
| 0.0291 | 432.73 | 4760 | 0.1170 | 0.6746 | 0.7153 | 0.9726 | nan | 0.9932 | 0.9498 | 0.9028 | 0.9881 | 0.9113 | 0.0 | 0.8715 | 0.9075 | 0.5480 | 0.3106 | 0.9334 | 0.9828 | 0.0 | nan | 0.9805 | 0.8940 | 0.8363 | 0.9772 | 0.8531 | 0.0 | 0.8298 | 0.8994 | 0.3697 | 0.3088 | 0.8629 | 0.9585 | 0.0 |
| 0.0323 | 434.55 | 4780 | 0.1113 | 0.6776 | 0.7203 | 0.9736 | nan | 0.9932 | 0.9502 | 0.8997 | 0.9893 | 0.9055 | 0.0 | 0.8741 | 0.9167 | 0.5755 | 0.3296 | 0.9414 | 0.9885 | 0.0 | nan | 0.9808 | 0.8949 | 0.8364 | 0.9772 | 0.8525 | 0.0 | 0.8318 | 0.9091 | 0.3855 | 0.3267 | 0.8628 | 0.9515 | 0.0 |
| 0.0339 | 436.36 | 4800 | 0.1122 | 0.6649 | 0.7026 | 0.9732 | nan | 0.9935 | 0.9510 | 0.8929 | 0.9880 | 0.9104 | 0.0 | 0.8759 | 0.9216 | 0.4338 | 0.2570 | 0.9238 | 0.9864 | 0.0 | nan | 0.9806 | 0.8869 | 0.8296 | 0.9772 | 0.8534 | 0.0 | 0.8307 | 0.9143 | 0.2958 | 0.2563 | 0.8651 | 0.9544 | 0.0 |
| 0.03 | 438.18 | 4820 | 0.1112 | 0.6697 | 0.7092 | 0.9736 | nan | 0.9934 | 0.9493 | 0.8991 | 0.9886 | 0.9095 | 0.0 | 0.8783 | 0.9223 | 0.4661 | 0.2963 | 0.9284 | 0.9877 | 0.0 | nan | 0.9805 | 0.8900 | 0.8352 | 0.9773 | 0.8528 | 0.0 | 0.8317 | 0.9148 | 0.3153 | 0.2951 | 0.8639 | 0.9499 | 0.0 |
| 0.0296 | 440.0 | 4840 | 0.1123 | 0.6666 | 0.7061 | 0.9733 | nan | 0.9930 | 0.9513 | 0.8969 | 0.9887 | 0.9089 | 0.0 | 0.8775 | 0.9201 | 0.4845 | 0.2525 | 0.9185 | 0.9877 | 0.0 | nan | 0.9805 | 0.8887 | 0.8308 | 0.9774 | 0.8544 | 0.0 | 0.8304 | 0.9129 | 0.3265 | 0.2515 | 0.8602 | 0.9526 | 0.0 |
| 0.0304 | 441.82 | 4860 | 0.1114 | 0.6675 | 0.7095 | 0.9737 | nan | 0.9928 | 0.9524 | 0.9015 | 0.9876 | 0.9101 | 0.0 | 0.8760 | 0.9244 | 0.5140 | 0.2458 | 0.9308 | 0.9885 | 0.0 | nan | 0.9808 | 0.8888 | 0.8325 | 0.9775 | 0.8535 | 0.0 | 0.8287 | 0.9161 | 0.3432 | 0.2451 | 0.8606 | 0.9510 | 0.0 |
| 0.0346 | 443.64 | 4880 | 0.1098 | 0.6680 | 0.7095 | 0.9739 | nan | 0.9929 | 0.9518 | 0.9035 | 0.9888 | 0.9084 | 0.0 | 0.8779 | 0.9251 | 0.4964 | 0.2572 | 0.9327 | 0.9893 | 0.0 | nan | 0.9809 | 0.8892 | 0.8344 | 0.9774 | 0.8546 | 0.0 | 0.8321 | 0.9177 | 0.3338 | 0.2558 | 0.8595 | 0.9487 | 0.0 |
| 0.0283 | 445.45 | 4900 | 0.1115 | 0.6668 | 0.7077 | 0.9736 | nan | 0.9931 | 0.9492 | 0.9032 | 0.9887 | 0.9079 | 0.0 | 0.8813 | 0.9237 | 0.4617 | 0.2674 | 0.9348 | 0.9894 | 0.0 | nan | 0.9806 | 0.8885 | 0.8322 | 0.9775 | 0.8544 | 0.0 | 0.8320 | 0.9162 | 0.3135 | 0.2659 | 0.8614 | 0.9469 | 0.0 |
| 0.027 | 447.27 | 4920 | 0.1135 | 0.6658 | 0.7070 | 0.9733 | nan | 0.9928 | 0.9509 | 0.9054 | 0.9890 | 0.9060 | 0.0 | 0.8776 | 0.9189 | 0.4845 | 0.2421 | 0.9343 | 0.9898 | 0.0 | nan | 0.9807 | 0.8895 | 0.8343 | 0.9774 | 0.8545 | 0.0 | 0.8314 | 0.9119 | 0.3274 | 0.2414 | 0.8597 | 0.9479 | 0.0 |
| 0.0307 | 449.09 | 4940 | 0.1111 | 0.6686 | 0.7097 | 0.9736 | nan | 0.9928 | 0.9506 | 0.9083 | 0.9892 | 0.9068 | 0.0 | 0.8797 | 0.9209 | 0.4992 | 0.2577 | 0.9331 | 0.9882 | 0.0 | nan | 0.9807 | 0.8908 | 0.8360 | 0.9774 | 0.8558 | 0.0 | 0.8319 | 0.9140 | 0.3362 | 0.2563 | 0.8623 | 0.9498 | 0.0 |
| 0.0292 | 450.91 | 4960 | 0.1114 | 0.6700 | 0.7096 | 0.9737 | nan | 0.9933 | 0.9518 | 0.8997 | 0.9879 | 0.9133 | 0.0 | 0.8726 | 0.9220 | 0.4959 | 0.2733 | 0.9295 | 0.9861 | 0.0 | nan | 0.9806 | 0.8910 | 0.8350 | 0.9775 | 0.8556 | 0.0 | 0.8331 | 0.9147 | 0.3344 | 0.2713 | 0.8651 | 0.9521 | 0.0 |
| 0.0329 | 452.73 | 4980 | 0.1052 | 0.6722 | 0.7124 | 0.9748 | nan | 0.9933 | 0.9499 | 0.9052 | 0.9885 | 0.9106 | 0.0 | 0.8740 | 0.9336 | 0.5081 | 0.2771 | 0.9352 | 0.9851 | 0.0 | nan | 0.9807 | 0.8936 | 0.8364 | 0.9776 | 0.8558 | 0.0 | 0.8323 | 0.9257 | 0.3428 | 0.2754 | 0.8649 | 0.9537 | 0.0 |
| 0.0314 | 454.55 | 5000 | 0.1017 | 0.6675 | 0.7081 | 0.9753 | nan | 0.9930 | 0.9516 | 0.9057 | 0.9890 | 0.9098 | 0.0 | 0.8730 | 0.9399 | 0.4960 | 0.2209 | 0.9395 | 0.9869 | 0.0 | nan | 0.9808 | 0.8910 | 0.8362 | 0.9775 | 0.8566 | 0.0 | 0.8333 | 0.9332 | 0.3341 | 0.2198 | 0.8598 | 0.9547 | 0.0 |
| 0.03 | 456.36 | 5020 | 0.1029 | 0.6670 | 0.7079 | 0.9752 | nan | 0.9930 | 0.9523 | 0.9043 | 0.9887 | 0.9100 | 0.0 | 0.8754 | 0.9389 | 0.4895 | 0.2228 | 0.9403 | 0.9881 | 0.0 | nan | 0.9808 | 0.8908 | 0.8353 | 0.9776 | 0.8571 | 0.0 | 0.8323 | 0.9314 | 0.3304 | 0.2216 | 0.8602 | 0.9534 | 0.0 |
| 0.0311 | 458.18 | 5040 | 0.1032 | 0.6681 | 0.7082 | 0.9751 | nan | 0.9931 | 0.9528 | 0.9032 | 0.9884 | 0.9078 | 0.0 | 0.8704 | 0.9387 | 0.4860 | 0.2394 | 0.9412 | 0.9857 | 0.0 | nan | 0.9807 | 0.8907 | 0.8345 | 0.9777 | 0.8571 | 0.0 | 0.8315 | 0.9312 | 0.3280 | 0.2381 | 0.8614 | 0.9545 | 0.0 |
| 0.0269 | 460.0 | 5060 | 0.1031 | 0.6697 | 0.7100 | 0.9750 | nan | 0.9932 | 0.9534 | 0.9008 | 0.9878 | 0.9114 | 0.0 | 0.8793 | 0.9369 | 0.4996 | 0.2463 | 0.9386 | 0.9824 | 0.0 | nan | 0.9808 | 0.8912 | 0.8345 | 0.9775 | 0.8567 | 0.0 | 0.8335 | 0.9296 | 0.3354 | 0.2453 | 0.8663 | 0.9551 | 0.0 |
| 0.0261 | 461.82 | 5080 | 0.1035 | 0.6714 | 0.7120 | 0.9751 | nan | 0.9933 | 0.9516 | 0.9002 | 0.9884 | 0.9087 | 0.0 | 0.8799 | 0.9370 | 0.5140 | 0.2609 | 0.9389 | 0.9828 | 0.0 | nan | 0.9808 | 0.8920 | 0.8339 | 0.9776 | 0.8566 | 0.0 | 0.8338 | 0.9293 | 0.3441 | 0.2596 | 0.8673 | 0.9538 | 0.0 |
| 0.0336 | 463.64 | 5100 | 0.1046 | 0.6704 | 0.7097 | 0.9750 | nan | 0.9931 | 0.9523 | 0.9039 | 0.9885 | 0.9098 | 0.0 | 0.8741 | 0.9356 | 0.5061 | 0.2520 | 0.9277 | 0.9832 | 0.0 | nan | 0.9809 | 0.8913 | 0.8355 | 0.9776 | 0.8563 | 0.0 | 0.8327 | 0.9280 | 0.3399 | 0.2508 | 0.8668 | 0.9549 | 0.0 |
| 0.029 | 465.45 | 5120 | 0.1046 | 0.6679 | 0.7071 | 0.9749 | nan | 0.9931 | 0.9518 | 0.9026 | 0.9887 | 0.9101 | 0.0 | 0.8793 | 0.9360 | 0.4742 | 0.2432 | 0.9263 | 0.9864 | 0.0 | nan | 0.9807 | 0.8907 | 0.8349 | 0.9775 | 0.8562 | 0.0 | 0.8325 | 0.9285 | 0.3212 | 0.2422 | 0.8673 | 0.9512 | 0.0 |
| 0.0287 | 467.27 | 5140 | 0.1040 | 0.6672 | 0.7072 | 0.9749 | nan | 0.9932 | 0.9527 | 0.8982 | 0.9879 | 0.9113 | 0.0 | 0.8828 | 0.9373 | 0.4782 | 0.2333 | 0.9324 | 0.9869 | 0.0 | nan | 0.9807 | 0.8907 | 0.8342 | 0.9776 | 0.8557 | 0.0 | 0.8327 | 0.9290 | 0.3237 | 0.2325 | 0.8672 | 0.9501 | 0.0 |
| 0.0264 | 469.09 | 5160 | 0.1061 | 0.6677 | 0.7077 | 0.9746 | nan | 0.9930 | 0.9516 | 0.8997 | 0.9889 | 0.9099 | 0.0 | 0.8816 | 0.9334 | 0.4851 | 0.2397 | 0.9300 | 0.9874 | 0.0 | nan | 0.9807 | 0.8897 | 0.8333 | 0.9775 | 0.8557 | 0.0 | 0.8319 | 0.9257 | 0.3274 | 0.2384 | 0.8671 | 0.9522 | 0.0 |
| 0.0283 | 470.91 | 5180 | 0.1037 | 0.6696 | 0.7101 | 0.9748 | nan | 0.9931 | 0.9510 | 0.8997 | 0.9889 | 0.9093 | 0.0 | 0.8847 | 0.9353 | 0.5076 | 0.2461 | 0.9293 | 0.9864 | 0.0 | nan | 0.9807 | 0.8914 | 0.8334 | 0.9775 | 0.8552 | 0.0 | 0.8320 | 0.9276 | 0.3416 | 0.2450 | 0.8681 | 0.9523 | 0.0 |
| 0.0283 | 472.73 | 5200 | 0.1039 | 0.6712 | 0.7123 | 0.9750 | nan | 0.9931 | 0.9521 | 0.9004 | 0.9885 | 0.9105 | 0.0 | 0.8833 | 0.9360 | 0.5190 | 0.2596 | 0.9311 | 0.9867 | 0.0 | nan | 0.9808 | 0.8919 | 0.8343 | 0.9775 | 0.8545 | 0.0 | 0.8328 | 0.9283 | 0.3487 | 0.2585 | 0.8666 | 0.9519 | 0.0 |
| 0.0275 | 474.55 | 5220 | 0.1047 | 0.6687 | 0.7082 | 0.9748 | nan | 0.9932 | 0.9520 | 0.9013 | 0.9885 | 0.9093 | 0.0 | 0.8806 | 0.9345 | 0.4863 | 0.2485 | 0.9256 | 0.9871 | 0.0 | nan | 0.9807 | 0.8904 | 0.8340 | 0.9776 | 0.8553 | 0.0 | 0.8325 | 0.9276 | 0.3288 | 0.2475 | 0.8671 | 0.9510 | 0.0 |
| 0.0264 | 476.36 | 5240 | 0.1108 | 0.6676 | 0.7079 | 0.9739 | nan | 0.9929 | 0.9516 | 0.9041 | 0.9890 | 0.9080 | 0.0 | 0.8811 | 0.9241 | 0.4843 | 0.2515 | 0.9279 | 0.9881 | 0.0 | nan | 0.9807 | 0.8898 | 0.8337 | 0.9775 | 0.8550 | 0.0 | 0.8310 | 0.9175 | 0.3270 | 0.2504 | 0.8675 | 0.9487 | 0.0 |
| 0.0313 | 478.18 | 5260 | 0.1172 | 0.6674 | 0.7089 | 0.9729 | nan | 0.9929 | 0.9506 | 0.9020 | 0.9891 | 0.9097 | 0.0 | 0.8754 | 0.9137 | 0.5080 | 0.2487 | 0.9377 | 0.9881 | 0.0 | nan | 0.9807 | 0.8901 | 0.8330 | 0.9774 | 0.8545 | 0.0 | 0.8310 | 0.9068 | 0.3415 | 0.2476 | 0.8652 | 0.9480 | 0.0 |
| 0.0254 | 480.0 | 5280 | 0.1142 | 0.6699 | 0.7121 | 0.9734 | nan | 0.9928 | 0.9508 | 0.9090 | 0.9891 | 0.9092 | 0.0 | 0.8830 | 0.9175 | 0.5182 | 0.2615 | 0.9396 | 0.9866 | 0.0 | nan | 0.9808 | 0.8924 | 0.8371 | 0.9775 | 0.8549 | 0.0 | 0.8311 | 0.9101 | 0.3480 | 0.2601 | 0.8651 | 0.9518 | 0.0 |
| 0.0373 | 481.82 | 5300 | 0.1122 | 0.6691 | 0.7095 | 0.9737 | nan | 0.9932 | 0.9513 | 0.9036 | 0.9884 | 0.9107 | 0.0 | 0.8778 | 0.9206 | 0.5073 | 0.2500 | 0.9354 | 0.9847 | 0.0 | nan | 0.9808 | 0.8928 | 0.8370 | 0.9776 | 0.8554 | 0.0 | 0.8302 | 0.9127 | 0.3426 | 0.2488 | 0.8664 | 0.9546 | 0.0 |
| 0.0255 | 483.64 | 5320 | 0.1104 | 0.6685 | 0.7087 | 0.9740 | nan | 0.9933 | 0.9515 | 0.9023 | 0.9885 | 0.9098 | 0.0 | 0.8805 | 0.9240 | 0.5053 | 0.2405 | 0.9322 | 0.9854 | 0.0 | nan | 0.9807 | 0.8922 | 0.8368 | 0.9776 | 0.8559 | 0.0 | 0.8310 | 0.9165 | 0.3407 | 0.2394 | 0.8662 | 0.9537 | 0.0 |
| 0.0285 | 485.45 | 5340 | 0.1084 | 0.6693 | 0.7108 | 0.9745 | nan | 0.9930 | 0.9509 | 0.9085 | 0.9886 | 0.9106 | 0.0 | 0.8817 | 0.9289 | 0.5108 | 0.2425 | 0.9379 | 0.9866 | 0.0 | nan | 0.9808 | 0.8928 | 0.8378 | 0.9776 | 0.8557 | 0.0 | 0.8312 | 0.9214 | 0.3439 | 0.2415 | 0.8652 | 0.9527 | 0.0 |
| 0.0297 | 487.27 | 5360 | 0.1085 | 0.6688 | 0.7097 | 0.9745 | nan | 0.9932 | 0.9517 | 0.9030 | 0.9889 | 0.9086 | 0.0 | 0.8795 | 0.9290 | 0.5124 | 0.2383 | 0.9336 | 0.9883 | 0.0 | nan | 0.9808 | 0.8918 | 0.8368 | 0.9776 | 0.8554 | 0.0 | 0.8305 | 0.9220 | 0.3451 | 0.2371 | 0.8657 | 0.9512 | 0.0 |
| 0.0265 | 489.09 | 5380 | 0.1088 | 0.6682 | 0.7087 | 0.9745 | nan | 0.9932 | 0.9520 | 0.9020 | 0.9888 | 0.9081 | 0.0 | 0.8791 | 0.9297 | 0.5135 | 0.2311 | 0.9279 | 0.9881 | 0.0 | nan | 0.9808 | 0.8916 | 0.8362 | 0.9776 | 0.8561 | 0.0 | 0.8304 | 0.9222 | 0.3459 | 0.2300 | 0.8639 | 0.9519 | 0.0 |
| 0.0301 | 490.91 | 5400 | 0.1079 | 0.6687 | 0.7095 | 0.9746 | nan | 0.9932 | 0.9517 | 0.9030 | 0.9884 | 0.9091 | 0.0 | 0.8773 | 0.9313 | 0.5110 | 0.2369 | 0.9327 | 0.9884 | 0.0 | nan | 0.9807 | 0.8922 | 0.8367 | 0.9777 | 0.8563 | 0.0 | 0.8301 | 0.9232 | 0.3445 | 0.2357 | 0.8655 | 0.9507 | 0.0 |
| 0.028 | 492.73 | 5420 | 0.1072 | 0.6697 | 0.7101 | 0.9747 | nan | 0.9932 | 0.9509 | 0.9040 | 0.9886 | 0.9109 | 0.0 | 0.8777 | 0.9321 | 0.5124 | 0.2444 | 0.9302 | 0.9874 | 0.0 | nan | 0.9808 | 0.8928 | 0.8373 | 0.9776 | 0.8557 | 0.0 | 0.8306 | 0.9239 | 0.3455 | 0.2432 | 0.8671 | 0.9518 | 0.0 |
| 0.0305 | 494.55 | 5440 | 0.1065 | 0.6700 | 0.7107 | 0.9748 | nan | 0.9933 | 0.9498 | 0.9037 | 0.9890 | 0.9093 | 0.0 | 0.8802 | 0.9329 | 0.5086 | 0.2493 | 0.9361 | 0.9869 | 0.0 | nan | 0.9807 | 0.8932 | 0.8377 | 0.9775 | 0.8555 | 0.0 | 0.8314 | 0.9248 | 0.3432 | 0.2481 | 0.8658 | 0.9515 | 0.0 |
| 0.0292 | 496.36 | 5460 | 0.1088 | 0.6695 | 0.7101 | 0.9746 | nan | 0.9931 | 0.9518 | 0.9053 | 0.9888 | 0.9104 | 0.0 | 0.8763 | 0.9303 | 0.5131 | 0.2429 | 0.9332 | 0.9865 | 0.0 | nan | 0.9807 | 0.8925 | 0.8380 | 0.9776 | 0.8556 | 0.0 | 0.8308 | 0.9231 | 0.3451 | 0.2418 | 0.8653 | 0.9532 | 0.0 |
| 0.0281 | 498.18 | 5480 | 0.1070 | 0.6693 | 0.7091 | 0.9747 | nan | 0.9932 | 0.9521 | 0.9031 | 0.9883 | 0.9118 | 0.0 | 0.8750 | 0.9323 | 0.4945 | 0.2482 | 0.9331 | 0.9861 | 0.0 | nan | 0.9807 | 0.8925 | 0.8375 | 0.9776 | 0.8557 | 0.0 | 0.8312 | 0.9245 | 0.3349 | 0.2470 | 0.8662 | 0.9531 | 0.0 |
| 0.0335 | 500.0 | 5500 | 0.1068 | 0.6684 | 0.7082 | 0.9747 | nan | 0.9932 | 0.9513 | 0.9029 | 0.9891 | 0.9082 | 0.0 | 0.8767 | 0.9315 | 0.5011 | 0.2352 | 0.9299 | 0.9872 | 0.0 | nan | 0.9807 | 0.8923 | 0.8376 | 0.9775 | 0.8554 | 0.0 | 0.8309 | 0.9241 | 0.3386 | 0.2342 | 0.8665 | 0.9518 | 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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