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---
license: other
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: safety-utcustom-terrain-final
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-final
This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0851
- Mean Iou: 0.7749
- Mean Accuracy: 0.8137
- Overall Accuracy: 0.9805
- Accuracy Unlabeled: nan
- Accuracy Nat: 0.9938
- Accuracy Concrete: 0.9581
- Accuracy Grass: 0.9026
- Accuracy Speedway bricks: 0.9898
- Accuracy Steel: 0.9269
- Accuracy Rough concrete: 0.6252
- Accuracy Dark bricks: 0.8541
- Accuracy Road: 0.9817
- Accuracy Rough red sidewalk: 0.7797
- Accuracy Tiles: 0.2518
- Accuracy Red bricks: 0.9326
- Accuracy Concrete tiles: 0.9447
- Accuracy Rest: 0.4374
- Iou Unlabeled: nan
- Iou Nat: 0.9843
- Iou Concrete: 0.8941
- Iou Grass: 0.8458
- Iou Speedway bricks: 0.9802
- Iou Steel: 0.8745
- Iou Rough concrete: 0.6199
- Iou Dark bricks: 0.8378
- Iou Road: 0.9610
- Iou Rough red sidewalk: 0.6254
- Iou Tiles: 0.2496
- Iou Red bricks: 0.9058
- Iou Concrete tiles: 0.8800
- Iou Rest: 0.4151
## 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: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- 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: 300
### Training results
| Training Loss | Epoch | Step | Accuracy Nat | Accuracy Rest | Accuracy Concrete | Accuracy Concrete tiles | Accuracy Dark bricks | Accuracy Grass | Accuracy Red bricks | Accuracy Road | Accuracy Rough concrete | Accuracy Rough red sidewalk | Accuracy Speedway bricks | Accuracy Steel | Accuracy Tiles | Accuracy Unlabeled | Iou Nat | Iou Rest | Iou Concrete | Iou Concrete tiles | Iou Dark bricks | Iou Grass | Iou Red bricks | Iou Road | Iou Rough concrete | Iou Rough red sidewalk | Iou Speedway bricks | Iou Steel | Iou Tiles | Iou Unlabeled | Validation Loss | Mean Accuracy | Mean Iou | Overall Accuracy |
|:-------------:|:------:|:----:|:------------:|:-------------:|:-----------------:|:-----------------------:|:--------------------:|:--------------:|:-------------------:|:-------------:|:-----------------------:|:---------------------------:|:------------------------:|:--------------:|:--------------:|:------------------:|:-------:|:--------:|:------------:|:------------------:|:---------------:|:---------:|:--------------:|:--------:|:------------------:|:----------------------:|:-------------------:|:---------:|:---------:|:-------------:|:---------------:|:-------------:|:--------:|:----------------:|
| 2.51 | 1.18 | 20 | 0.0902 | 0.1772 | 0.2184 | 0.1090 | 0.0127 | 0.0271 | 0.0004 | 0.0071 | 0.0027 | 0.0 | 0.6742 | 0.0008 | 0.2799 | nan | 0.0901 | 0.0000 | 0.0797 | 0.0012 | 0.0031 | 0.0192 | 0.0000 | 0.0068 | 0.0001 | 0.0 | 0.4633 | 0.0007 | 0.0032 | 0.0 | 2.5071 | 0.1230 | 0.0477 | 0.2016 |
| 1.5504 | 2.35 | 40 | 0.7602 | 0.0 | 0.3387 | 0.0079 | 0.0014 | 0.0745 | 0.0 | 0.3332 | 0.0010 | 0.0 | 0.9880 | 0.0 | 0.0088 | nan | 0.7577 | 0.0 | 0.2038 | 0.0003 | 0.0010 | 0.0682 | 0.0 | 0.3127 | 0.0002 | 0.0 | 0.5711 | 0.0 | 0.0008 | 0.0 | 1.8408 | 0.1934 | 0.1368 | 0.6936 |
| 0.6271 | 3.53 | 60 | 0.9551 | 0.0 | 0.8127 | 0.0 | 0.0 | 0.2590 | 0.0 | 0.8979 | 0.0 | 0.0 | 0.9793 | 0.0 | 0.0000 | nan | 0.9405 | 0.0 | 0.5259 | 0.0 | 0.0 | 0.2392 | 0.0 | 0.6993 | 0.0 | 0.0 | 0.8263 | 0.0 | 0.0000 | nan | 0.8083 | 0.3003 | 0.2486 | 0.8894 |
| 0.3963 | 4.71 | 80 | 0.9698 | 0.0 | 0.7973 | 0.0443 | 0.0 | 0.7826 | 0.0 | 0.9651 | 0.0 | 0.0 | 0.9777 | 0.0004 | 0.0 | nan | 0.9532 | 0.0 | 0.6901 | 0.0443 | 0.0 | 0.5632 | 0.0 | 0.7280 | 0.0 | 0.0 | 0.8641 | 0.0004 | 0.0 | nan | 0.4204 | 0.3490 | 0.2956 | 0.9186 |
| 0.3558 | 5.88 | 100 | 0.9806 | 0.0 | 0.9025 | 0.3050 | 0.0 | 0.7816 | 0.0 | 0.9135 | 0.0031 | 0.0 | 0.9632 | 0.2874 | 0.0 | nan | 0.9618 | 0.0 | 0.6868 | 0.3027 | 0.0 | 0.6345 | 0.0 | 0.8305 | 0.0031 | 0.0 | 0.8915 | 0.2804 | 0.0 | nan | 0.3091 | 0.3952 | 0.3532 | 0.9322 |
| 0.2654 | 7.06 | 120 | 0.9793 | 0.0 | 0.8161 | 0.3875 | 0.0 | 0.8487 | 0.0 | 0.9769 | 0.0002 | 0.0009 | 0.9862 | 0.4149 | 0.0 | nan | 0.9636 | 0.0 | 0.7301 | 0.3046 | 0.0 | 0.6491 | 0.0 | 0.7846 | 0.0002 | 0.0009 | 0.9014 | 0.4015 | 0.0 | nan | 0.2554 | 0.4162 | 0.3643 | 0.9363 |
| 0.1938 | 8.24 | 140 | 0.9830 | 0.0 | 0.9010 | 0.6649 | 0.0 | 0.8719 | 0.0 | 0.9517 | 0.1663 | 0.0374 | 0.9779 | 0.6445 | 0.0 | nan | 0.9681 | 0.0 | 0.7740 | 0.1887 | 0.0 | 0.6642 | 0.0 | 0.8746 | 0.1660 | 0.0374 | 0.9354 | 0.5996 | 0.0 | nan | 0.2059 | 0.4768 | 0.4006 | 0.9478 |
| 0.202 | 9.41 | 160 | 0.9873 | 0.0 | 0.8667 | 0.7499 | 0.0282 | 0.8553 | 0.0 | 0.9539 | 0.5565 | 0.1631 | 0.9878 | 0.6794 | 0.0172 | nan | 0.9705 | 0.0 | 0.7775 | 0.2007 | 0.0282 | 0.7107 | 0.0 | 0.9073 | 0.4995 | 0.1493 | 0.9308 | 0.6268 | 0.0166 | nan | 0.1785 | 0.5266 | 0.4475 | 0.9524 |
| 0.174 | 10.59 | 180 | 0.9880 | 0.0 | 0.9067 | 0.7555 | 0.0684 | 0.8559 | 0.0881 | 0.9470 | 0.5194 | 0.4768 | 0.9831 | 0.7462 | 0.0 | nan | 0.9711 | 0.0 | 0.7934 | 0.2110 | 0.0680 | 0.7406 | 0.0881 | 0.9141 | 0.5091 | 0.3846 | 0.9482 | 0.6883 | 0.0 | nan | 0.1571 | 0.5642 | 0.4859 | 0.9572 |
| 0.1317 | 11.76 | 200 | 0.9865 | 0.0 | 0.9250 | 0.7600 | 0.7836 | 0.8949 | 0.1046 | 0.9492 | 0.5791 | 0.5757 | 0.9715 | 0.7851 | 0.0 | nan | 0.9720 | 0.0 | 0.8087 | 0.6147 | 0.7372 | 0.7440 | 0.1044 | 0.9256 | 0.5756 | 0.4397 | 0.9522 | 0.7135 | 0.0 | nan | 0.1391 | 0.6396 | 0.5837 | 0.9632 |
| 0.0915 | 12.94 | 220 | 0.9860 | 0.0 | 0.9262 | 0.7639 | 0.7600 | 0.9003 | 0.5878 | 0.9337 | 0.6388 | 0.5331 | 0.9805 | 0.7937 | 0.0115 | nan | 0.9733 | 0.0 | 0.8116 | 0.6127 | 0.7370 | 0.7638 | 0.5787 | 0.9065 | 0.5673 | 0.4644 | 0.9561 | 0.7260 | 0.0114 | nan | 0.1252 | 0.6781 | 0.6238 | 0.9644 |
| 0.1027 | 14.12 | 240 | 0.9917 | 0.0 | 0.9190 | 0.7523 | 0.7272 | 0.8350 | 0.6341 | 0.9736 | 0.6123 | 0.5560 | 0.9814 | 0.7842 | 0.0590 | nan | 0.9741 | 0.0 | 0.8297 | 0.6982 | 0.7163 | 0.7690 | 0.6251 | 0.9232 | 0.5949 | 0.4768 | 0.9583 | 0.7348 | 0.0588 | nan | 0.1175 | 0.6789 | 0.6430 | 0.9672 |
| 0.1055 | 15.29 | 260 | 0.9881 | 0.0 | 0.9170 | 0.6841 | 0.7566 | 0.8499 | 0.6607 | 0.9807 | 0.6126 | 0.6318 | 0.9881 | 0.7435 | 0.0304 | nan | 0.9746 | 0.0 | 0.8274 | 0.6670 | 0.7390 | 0.7777 | 0.6508 | 0.9133 | 0.5831 | 0.5124 | 0.9579 | 0.7130 | 0.0301 | nan | 0.1139 | 0.6803 | 0.6420 | 0.9669 |
| 0.089 | 16.47 | 280 | 0.9883 | 0.0 | 0.9266 | 0.7338 | 0.7679 | 0.8684 | 0.7259 | 0.9741 | 0.6241 | 0.7053 | 0.9872 | 0.7572 | 0.0675 | nan | 0.9757 | 0.0 | 0.8339 | 0.6869 | 0.7546 | 0.7875 | 0.7145 | 0.9367 | 0.5637 | 0.5270 | 0.9598 | 0.7243 | 0.0665 | nan | 0.1049 | 0.7020 | 0.6562 | 0.9687 |
| 0.0982 | 17.65 | 300 | 0.9932 | 0.0 | 0.9315 | 0.7460 | 0.8016 | 0.8161 | 0.8457 | 0.9702 | 0.6211 | 0.6153 | 0.9799 | 0.8352 | 0.0917 | nan | 0.9753 | 0.0 | 0.8406 | 0.7205 | 0.7828 | 0.7713 | 0.8009 | 0.9369 | 0.5512 | 0.5013 | 0.9641 | 0.7745 | 0.0881 | nan | 0.1024 | 0.7113 | 0.6698 | 0.9696 |
| 0.0787 | 18.82 | 320 | 0.9902 | 0.0 | 0.9380 | 0.7392 | 0.8253 | 0.8625 | 0.8736 | 0.9765 | 0.6109 | 0.7008 | 0.9773 | 0.8889 | 0.1198 | nan | 0.9772 | 0.0 | 0.8491 | 0.6967 | 0.8024 | 0.7964 | 0.8242 | 0.9342 | 0.5884 | 0.5514 | 0.9625 | 0.7733 | 0.1164 | nan | 0.1005 | 0.7310 | 0.6825 | 0.9711 |
| 0.0659 | 20.0 | 340 | 0.9924 | 0.0 | 0.9213 | 0.8308 | 0.8275 | 0.8675 | 0.8678 | 0.9701 | 0.6168 | 0.7045 | 0.9838 | 0.8907 | 0.1436 | nan | 0.9771 | 0.0 | 0.8576 | 0.7540 | 0.8017 | 0.8037 | 0.8045 | 0.9477 | 0.5888 | 0.5288 | 0.9634 | 0.7818 | 0.1388 | nan | 0.0948 | 0.7398 | 0.6883 | 0.9722 |
| 0.0615 | 21.18 | 360 | 0.9914 | 0.0 | 0.9523 | 0.7668 | 0.8173 | 0.8567 | 0.7849 | 0.9601 | 0.6088 | 0.6383 | 0.9756 | 0.8970 | 0.0394 | nan | 0.9766 | 0.0 | 0.8440 | 0.7240 | 0.8007 | 0.7904 | 0.7613 | 0.9455 | 0.6013 | 0.5302 | 0.9648 | 0.7870 | 0.0386 | nan | 0.0998 | 0.7145 | 0.6742 | 0.9711 |
| 0.0671 | 22.35 | 380 | 0.9918 | 0.0 | 0.9463 | 0.7548 | 0.8054 | 0.8489 | 0.8876 | 0.9673 | 0.6129 | 0.7477 | 0.9791 | 0.8704 | 0.1060 | nan | 0.9774 | 0.0 | 0.8497 | 0.7045 | 0.7850 | 0.7915 | 0.8271 | 0.9405 | 0.5940 | 0.5749 | 0.9671 | 0.7935 | 0.1040 | nan | 0.0957 | 0.7322 | 0.6853 | 0.9719 |
| 0.0917 | 23.53 | 400 | 0.9909 | 0.0 | 0.9336 | 0.7850 | 0.8096 | 0.8687 | 0.8738 | 0.9780 | 0.6158 | 0.6849 | 0.9868 | 0.8362 | 0.1046 | nan | 0.9777 | 0.0 | 0.8545 | 0.7320 | 0.7838 | 0.8004 | 0.8380 | 0.9417 | 0.5996 | 0.5411 | 0.9665 | 0.7895 | 0.1043 | nan | 0.0935 | 0.7283 | 0.6869 | 0.9725 |
| 0.0649 | 24.71 | 420 | 0.9925 | 0.0 | 0.9283 | 0.8514 | 0.8465 | 0.8542 | 0.9041 | 0.9788 | 0.6238 | 0.6471 | 0.9883 | 0.8563 | 0.1356 | nan | 0.9783 | 0.0 | 0.8609 | 0.7683 | 0.8168 | 0.8034 | 0.8423 | 0.9410 | 0.6038 | 0.5446 | 0.9664 | 0.7955 | 0.1335 | nan | 0.0880 | 0.7390 | 0.6965 | 0.9733 |
| 0.0648 | 25.88 | 440 | 0.9920 | 0.0 | 0.9411 | 0.8344 | 0.8282 | 0.8705 | 0.8488 | 0.9759 | 0.6163 | 0.7026 | 0.9870 | 0.8342 | 0.1031 | nan | 0.9789 | 0.0 | 0.8594 | 0.7905 | 0.8074 | 0.8149 | 0.8212 | 0.9523 | 0.5988 | 0.5236 | 0.9685 | 0.7926 | 0.1028 | nan | 0.0886 | 0.7334 | 0.6931 | 0.9739 |
| 0.0633 | 27.06 | 460 | 0.9913 | 0.0 | 0.9298 | 0.8931 | 0.8600 | 0.8680 | 0.9230 | 0.9770 | 0.6187 | 0.7837 | 0.9905 | 0.8313 | 0.1321 | nan | 0.9785 | 0.0 | 0.8658 | 0.7637 | 0.8113 | 0.8027 | 0.8376 | 0.9457 | 0.6000 | 0.6097 | 0.9674 | 0.7922 | 0.1316 | nan | 0.0885 | 0.7537 | 0.7005 | 0.9739 |
| 0.0504 | 28.24 | 480 | 0.9911 | 0.0 | 0.9332 | 0.8848 | 0.8469 | 0.8925 | 0.9045 | 0.9779 | 0.6205 | 0.7196 | 0.9882 | 0.8626 | 0.1751 | nan | 0.9790 | 0.0 | 0.8676 | 0.7879 | 0.8161 | 0.8156 | 0.8464 | 0.9503 | 0.5961 | 0.5367 | 0.9697 | 0.8085 | 0.1739 | nan | 0.0862 | 0.7536 | 0.7037 | 0.9746 |
| 0.0603 | 29.41 | 500 | 0.9932 | 0.0 | 0.9429 | 0.8191 | 0.8274 | 0.8523 | 0.8900 | 0.9719 | 0.6164 | 0.7170 | 0.9858 | 0.8697 | 0.1381 | nan | 0.9783 | 0.0 | 0.8635 | 0.7952 | 0.8105 | 0.8027 | 0.8526 | 0.9460 | 0.6043 | 0.5907 | 0.9711 | 0.8125 | 0.1370 | nan | 0.0885 | 0.7403 | 0.7050 | 0.9743 |
| 0.0447 | 30.59 | 520 | 0.9902 | 0.0 | 0.9484 | 0.8591 | 0.8759 | 0.8866 | 0.9197 | 0.9788 | 0.6183 | 0.7369 | 0.9854 | 0.8896 | 0.2666 | nan | 0.9795 | 0.0 | 0.8699 | 0.8193 | 0.8352 | 0.8187 | 0.8540 | 0.9470 | 0.6008 | 0.5913 | 0.9714 | 0.8157 | 0.2453 | nan | 0.0824 | 0.7658 | 0.7191 | 0.9753 |
| 0.0517 | 31.76 | 540 | 0.9910 | 0.0 | 0.9372 | 0.8937 | 0.8920 | 0.8815 | 0.9331 | 0.9784 | 0.6245 | 0.8062 | 0.9904 | 0.8431 | 0.3040 | nan | 0.9799 | 0.0 | 0.8732 | 0.8217 | 0.8341 | 0.8191 | 0.8354 | 0.9495 | 0.6024 | 0.5985 | 0.9702 | 0.8045 | 0.2819 | nan | 0.0807 | 0.7750 | 0.7208 | 0.9755 |
| 0.0512 | 32.94 | 560 | 0.9934 | 0.0 | 0.9411 | 0.8627 | 0.7835 | 0.8619 | 0.8360 | 0.9789 | 0.6166 | 0.7804 | 0.9853 | 0.8938 | 0.1282 | nan | 0.9793 | 0.0 | 0.8740 | 0.8110 | 0.7669 | 0.8082 | 0.8223 | 0.9476 | 0.6077 | 0.6209 | 0.9704 | 0.8202 | 0.1262 | nan | 0.0856 | 0.7432 | 0.7042 | 0.9752 |
| 0.0474 | 34.12 | 580 | 0.9925 | 0.0 | 0.9511 | 0.8677 | 0.8661 | 0.8697 | 0.8806 | 0.9743 | 0.6254 | 0.7290 | 0.9838 | 0.8987 | 0.2127 | nan | 0.9795 | 0.0 | 0.8724 | 0.8249 | 0.8305 | 0.8163 | 0.8461 | 0.9532 | 0.5900 | 0.6061 | 0.9724 | 0.8224 | 0.2101 | nan | 0.0796 | 0.7578 | 0.7172 | 0.9758 |
| 0.0471 | 35.29 | 600 | 0.9922 | 0.0 | 0.9352 | 0.9168 | 0.8880 | 0.8596 | 0.9220 | 0.9797 | 0.6205 | 0.8090 | 0.9876 | 0.8911 | 0.4564 | nan | 0.9789 | 0.0 | 0.8785 | 0.8174 | 0.8203 | 0.8034 | 0.8567 | 0.9530 | 0.6048 | 0.5828 | 0.9728 | 0.8208 | 0.4101 | nan | 0.0815 | 0.7891 | 0.7307 | 0.9757 |
| 0.0522 | 36.47 | 620 | 0.9943 | 0.0 | 0.9353 | 0.8650 | 0.8185 | 0.8543 | 0.8783 | 0.9783 | 0.6238 | 0.7479 | 0.9850 | 0.9008 | 0.1075 | nan | 0.9786 | 0.0 | 0.8728 | 0.8187 | 0.7978 | 0.8036 | 0.8519 | 0.9475 | 0.6092 | 0.6031 | 0.9727 | 0.8254 | 0.1075 | nan | 0.0846 | 0.7453 | 0.7068 | 0.9752 |
| 0.043 | 37.65 | 640 | 0.9938 | 0.0 | 0.9391 | 0.9101 | 0.8167 | 0.8672 | 0.9004 | 0.9800 | 0.6179 | 0.7609 | 0.9853 | 0.9130 | 0.1707 | nan | 0.9796 | 0.0 | 0.8763 | 0.8325 | 0.7965 | 0.8145 | 0.8582 | 0.9520 | 0.6101 | 0.6211 | 0.9728 | 0.8251 | 0.1693 | nan | 0.0813 | 0.7581 | 0.7160 | 0.9761 |
| 0.0429 | 38.82 | 660 | 0.9931 | 0.0 | 0.9416 | 0.8665 | 0.8163 | 0.8894 | 0.9095 | 0.9792 | 0.6195 | 0.7703 | 0.9876 | 0.8956 | 0.1931 | nan | 0.9804 | 0.0 | 0.8790 | 0.8424 | 0.7970 | 0.8264 | 0.8589 | 0.9544 | 0.6086 | 0.6180 | 0.9729 | 0.8282 | 0.1904 | nan | 0.0792 | 0.7586 | 0.7197 | 0.9768 |
| 0.0506 | 40.0 | 680 | 0.9916 | 0.0 | 0.9474 | 0.8906 | 0.8488 | 0.8903 | 0.8936 | 0.9796 | 0.6164 | 0.7507 | 0.9894 | 0.8788 | 0.2110 | nan | 0.9807 | 0.0 | 0.8770 | 0.8471 | 0.8198 | 0.8269 | 0.8523 | 0.9516 | 0.6061 | 0.6140 | 0.9726 | 0.8269 | 0.2069 | nan | 0.0794 | 0.7606 | 0.7217 | 0.9767 |
| 0.0426 | 41.18 | 700 | 0.9921 | 0.0 | 0.9513 | 0.9062 | 0.8437 | 0.8701 | 0.9256 | 0.9788 | 0.6143 | 0.7620 | 0.9887 | 0.8859 | 0.2141 | nan | 0.9804 | 0.0 | 0.8763 | 0.8417 | 0.8206 | 0.8174 | 0.8579 | 0.9524 | 0.6066 | 0.6145 | 0.9741 | 0.8318 | 0.2104 | nan | 0.0813 | 0.7641 | 0.7219 | 0.9766 |
| 0.043 | 42.35 | 720 | 0.9924 | 0.0 | 0.9485 | 0.8467 | 0.8488 | 0.8918 | 0.9142 | 0.9799 | 0.6665 | 0.7487 | 0.9883 | 0.8804 | 0.1911 | nan | 0.9810 | 0.0 | 0.8794 | 0.8212 | 0.8281 | 0.8290 | 0.8633 | 0.9536 | 0.6521 | 0.6152 | 0.9744 | 0.8307 | 0.1892 | nan | 0.0758 | 0.7613 | 0.7244 | 0.9773 |
| 0.0369 | 43.53 | 740 | 0.9928 | 0.0 | 0.9526 | 0.8837 | 0.8391 | 0.8761 | 0.9155 | 0.9745 | 0.6171 | 0.7684 | 0.9882 | 0.8889 | 0.2243 | nan | 0.9808 | 0.0 | 0.8761 | 0.8354 | 0.8189 | 0.8243 | 0.8648 | 0.9536 | 0.6082 | 0.6259 | 0.9747 | 0.8328 | 0.2171 | nan | 0.0800 | 0.7632 | 0.7241 | 0.9770 |
| 0.0373 | 44.71 | 760 | 0.9928 | 0.0 | 0.9444 | 0.8855 | 0.8561 | 0.8601 | 0.8866 | 0.9836 | 0.6149 | 0.7557 | 0.9886 | 0.8776 | 0.2033 | nan | 0.9803 | 0.0 | 0.8743 | 0.8405 | 0.8347 | 0.8131 | 0.8579 | 0.9458 | 0.6082 | 0.6064 | 0.9741 | 0.8309 | 0.1965 | nan | 0.0832 | 0.7576 | 0.7202 | 0.9762 |
| 0.0332 | 45.88 | 780 | 0.9923 | 0.0 | 0.9401 | 0.8656 | 0.8542 | 0.8879 | 0.8911 | 0.9791 | 0.6248 | 0.8070 | 0.9859 | 0.9102 | 0.2295 | nan | 0.9807 | 0.0 | 0.8770 | 0.8293 | 0.8286 | 0.8240 | 0.8598 | 0.9451 | 0.5887 | 0.5983 | 0.9746 | 0.8353 | 0.2259 | nan | 0.0818 | 0.7668 | 0.7205 | 0.9765 |
| 0.0386 | 47.06 | 800 | 0.9926 | 0.0325 | 0.9593 | 0.8440 | 0.8593 | 0.8725 | 0.8980 | 0.9703 | 0.6201 | 0.7499 | 0.9851 | 0.9043 | 0.1994 | nan | 0.9810 | 0.0325 | 0.8732 | 0.8141 | 0.8340 | 0.8222 | 0.8616 | 0.9529 | 0.5787 | 0.5951 | 0.9753 | 0.8392 | 0.1945 | nan | 0.0835 | 0.7606 | 0.7196 | 0.9767 |
| 0.0457 | 48.24 | 820 | 0.9933 | 0.0114 | 0.9413 | 0.9301 | 0.8847 | 0.8748 | 0.9043 | 0.9777 | 0.6238 | 0.7846 | 0.9887 | 0.8896 | 0.2452 | nan | 0.9810 | 0.0114 | 0.8789 | 0.8180 | 0.8470 | 0.8198 | 0.8569 | 0.9515 | 0.6110 | 0.6043 | 0.9751 | 0.8365 | 0.2376 | nan | 0.0799 | 0.7730 | 0.7253 | 0.9771 |
| 0.045 | 49.41 | 840 | 0.9927 | 0.0 | 0.9411 | 0.8221 | 0.8123 | 0.8807 | 0.8406 | 0.9732 | 0.6200 | 0.7598 | 0.9920 | 0.8704 | 0.1768 | nan | 0.9807 | 0.0 | 0.8722 | 0.7926 | 0.7954 | 0.8200 | 0.8261 | 0.9524 | 0.6057 | 0.6041 | 0.9720 | 0.8282 | 0.1756 | nan | 0.0856 | 0.7447 | 0.7096 | 0.9762 |
| 0.0414 | 50.59 | 860 | 0.9926 | 0.1220 | 0.9469 | 0.8722 | 0.8333 | 0.8965 | 0.8889 | 0.9775 | 0.6201 | 0.7202 | 0.9903 | 0.8716 | 0.2122 | nan | 0.9814 | 0.1218 | 0.8780 | 0.8280 | 0.8171 | 0.8290 | 0.8561 | 0.9514 | 0.6120 | 0.5965 | 0.9745 | 0.8299 | 0.2088 | nan | 0.0802 | 0.7649 | 0.7296 | 0.9772 |
| 0.038 | 51.76 | 880 | 0.9934 | 0.0341 | 0.9430 | 0.8840 | 0.8400 | 0.8810 | 0.8959 | 0.9795 | 0.6205 | 0.7668 | 0.9909 | 0.8688 | 0.1805 | nan | 0.9812 | 0.0341 | 0.8798 | 0.8270 | 0.8212 | 0.8243 | 0.8576 | 0.9539 | 0.6108 | 0.6118 | 0.9746 | 0.8286 | 0.1792 | nan | 0.0805 | 0.7599 | 0.7219 | 0.9773 |
| 0.0348 | 52.94 | 900 | 0.9889 | 0.3008 | 0.9530 | 0.9012 | 0.8565 | 0.9122 | 0.9022 | 0.9801 | 0.6242 | 0.8273 | 0.9888 | 0.8903 | 0.2021 | nan | 0.9810 | 0.2998 | 0.8773 | 0.8303 | 0.8292 | 0.8277 | 0.8710 | 0.9463 | 0.5850 | 0.6260 | 0.9757 | 0.8368 | 0.1981 | nan | 0.0810 | 0.7944 | 0.7449 | 0.9768 |
| 0.0386 | 54.12 | 920 | 0.9938 | 0.0537 | 0.9512 | 0.8835 | 0.8350 | 0.8486 | 0.9054 | 0.9783 | 0.6164 | 0.7138 | 0.9896 | 0.8807 | 0.1991 | nan | 0.9803 | 0.0537 | 0.8779 | 0.8351 | 0.8194 | 0.8058 | 0.8772 | 0.9517 | 0.6106 | 0.6058 | 0.9751 | 0.8357 | 0.1963 | nan | 0.0854 | 0.7576 | 0.7250 | 0.9766 |
| 0.0387 | 55.29 | 940 | 0.9936 | 0.0829 | 0.9422 | 0.8882 | 0.8625 | 0.8795 | 0.8723 | 0.9796 | 0.6231 | 0.8037 | 0.9910 | 0.8757 | 0.2241 | nan | 0.9811 | 0.0828 | 0.8820 | 0.8280 | 0.8400 | 0.8260 | 0.8475 | 0.9557 | 0.6126 | 0.6468 | 0.9754 | 0.8335 | 0.2217 | nan | 0.0794 | 0.7706 | 0.7333 | 0.9777 |
| 0.0283 | 56.47 | 960 | 0.9940 | 0.1073 | 0.9472 | 0.8996 | 0.8596 | 0.8739 | 0.9006 | 0.9807 | 0.6203 | 0.7863 | 0.9864 | 0.8994 | 0.2271 | nan | 0.9810 | 0.1070 | 0.8836 | 0.8254 | 0.8396 | 0.8187 | 0.8586 | 0.9543 | 0.6134 | 0.6249 | 0.9763 | 0.8406 | 0.2245 | nan | 0.0813 | 0.7756 | 0.7345 | 0.9776 |
| 0.0384 | 57.65 | 980 | 0.9925 | 0.1577 | 0.9499 | 0.9201 | 0.8493 | 0.8903 | 0.8871 | 0.9788 | 0.6250 | 0.7860 | 0.9886 | 0.8914 | 0.2491 | nan | 0.9817 | 0.1575 | 0.8825 | 0.8383 | 0.8280 | 0.8280 | 0.8572 | 0.9502 | 0.5993 | 0.6357 | 0.9760 | 0.8399 | 0.2445 | nan | 0.0800 | 0.7820 | 0.7399 | 0.9777 |
| 0.0284 | 58.82 | 1000 | 0.9922 | 0.4341 | 0.9423 | 0.8988 | 0.8606 | 0.8817 | 0.8903 | 0.9850 | 0.6222 | 0.7714 | 0.9912 | 0.8787 | 0.2188 | nan | 0.9813 | 0.4070 | 0.8806 | 0.8373 | 0.8310 | 0.8225 | 0.8639 | 0.9464 | 0.6076 | 0.6204 | 0.9753 | 0.8363 | 0.2159 | nan | 0.0827 | 0.7975 | 0.7558 | 0.9772 |
| 0.0282 | 60.0 | 1020 | 0.9918 | 0.4016 | 0.9464 | 0.9251 | 0.8827 | 0.8950 | 0.8991 | 0.9836 | 0.6233 | 0.7761 | 0.9871 | 0.9167 | 0.2432 | nan | 0.9815 | 0.3927 | 0.8841 | 0.8398 | 0.8436 | 0.8236 | 0.8689 | 0.9497 | 0.6084 | 0.6328 | 0.9760 | 0.8398 | 0.2396 | nan | 0.0809 | 0.8055 | 0.7600 | 0.9777 |
| 0.0327 | 61.18 | 1040 | 0.9918 | 0.4114 | 0.9499 | 0.9102 | 0.8241 | 0.9009 | 0.8756 | 0.9790 | 0.6216 | 0.7633 | 0.9883 | 0.9068 | 0.2295 | nan | 0.9817 | 0.4081 | 0.8796 | 0.8338 | 0.8084 | 0.8279 | 0.8530 | 0.9510 | 0.6062 | 0.6306 | 0.9756 | 0.8438 | 0.2259 | nan | 0.0825 | 0.7963 | 0.7558 | 0.9775 |
| 0.033 | 62.35 | 1060 | 0.9924 | 0.3024 | 0.9527 | 0.8912 | 0.8402 | 0.8845 | 0.9115 | 0.9813 | 0.6220 | 0.7280 | 0.9887 | 0.9029 | 0.2298 | nan | 0.9816 | 0.2995 | 0.8806 | 0.8413 | 0.8209 | 0.8232 | 0.8705 | 0.9529 | 0.6107 | 0.6132 | 0.9762 | 0.8435 | 0.2262 | nan | 0.0824 | 0.7868 | 0.7493 | 0.9776 |
| 0.0368 | 63.53 | 1080 | 0.9934 | 0.1106 | 0.9447 | 0.8896 | 0.8379 | 0.8801 | 0.9108 | 0.9836 | 0.6245 | 0.7779 | 0.9905 | 0.8842 | 0.2147 | nan | 0.9817 | 0.1106 | 0.8837 | 0.8379 | 0.8201 | 0.8246 | 0.8741 | 0.9522 | 0.6121 | 0.6342 | 0.9760 | 0.8399 | 0.2128 | nan | 0.0803 | 0.7725 | 0.7354 | 0.9779 |
| 0.0395 | 64.71 | 1100 | 0.9933 | 0.0553 | 0.9391 | 0.9201 | 0.8681 | 0.8875 | 0.9200 | 0.9820 | 0.6582 | 0.7844 | 0.9909 | 0.8916 | 0.2336 | nan | 0.9816 | 0.0553 | 0.8854 | 0.8479 | 0.8407 | 0.8273 | 0.8752 | 0.9526 | 0.6441 | 0.6288 | 0.9760 | 0.8418 | 0.2306 | nan | 0.0766 | 0.7788 | 0.7375 | 0.9782 |
| 0.0355 | 65.88 | 1120 | 0.9935 | 0.1577 | 0.9472 | 0.9118 | 0.8493 | 0.8630 | 0.9045 | 0.9832 | 0.6617 | 0.7930 | 0.9891 | 0.8981 | 0.2304 | nan | 0.9811 | 0.1575 | 0.8863 | 0.8400 | 0.8324 | 0.8154 | 0.8784 | 0.9513 | 0.6451 | 0.6217 | 0.9769 | 0.8456 | 0.2256 | nan | 0.0792 | 0.7833 | 0.7429 | 0.9778 |
| 0.0326 | 67.06 | 1140 | 0.9919 | 0.1919 | 0.9547 | 0.8761 | 0.8499 | 0.8893 | 0.9099 | 0.9822 | 0.6300 | 0.7588 | 0.9882 | 0.9022 | 0.1801 | nan | 0.9820 | 0.1919 | 0.8805 | 0.8213 | 0.8275 | 0.8292 | 0.8831 | 0.9492 | 0.6199 | 0.6253 | 0.9767 | 0.8458 | 0.1768 | nan | 0.0798 | 0.7773 | 0.7392 | 0.9778 |
| 0.03 | 68.24 | 1160 | 0.9935 | 0.3057 | 0.9438 | 0.9097 | 0.8682 | 0.8853 | 0.9112 | 0.9814 | 0.7520 | 0.7964 | 0.9891 | 0.9062 | 0.2278 | nan | 0.9820 | 0.2998 | 0.8900 | 0.8445 | 0.8443 | 0.8281 | 0.8803 | 0.9556 | 0.7380 | 0.6151 | 0.9768 | 0.8482 | 0.2242 | nan | 0.0735 | 0.8054 | 0.7636 | 0.9789 |
| 0.0304 | 69.41 | 1180 | 0.9931 | 0.2634 | 0.9452 | 0.9119 | 0.8890 | 0.8894 | 0.9082 | 0.9829 | 0.6426 | 0.7216 | 0.9899 | 0.9068 | 0.2100 | nan | 0.9820 | 0.2613 | 0.8847 | 0.8445 | 0.8600 | 0.8291 | 0.8779 | 0.9486 | 0.6299 | 0.6227 | 0.9780 | 0.8495 | 0.2039 | nan | 0.0749 | 0.7888 | 0.7517 | 0.9784 |
| 0.0366 | 70.59 | 1200 | 0.9927 | 0.0472 | 0.9582 | 0.8675 | 0.8251 | 0.8619 | 0.9024 | 0.9774 | 0.6224 | 0.8008 | 0.9870 | 0.9060 | 0.1424 | nan | 0.9819 | 0.0471 | 0.8767 | 0.8272 | 0.8106 | 0.8130 | 0.8767 | 0.9599 | 0.6055 | 0.5239 | 0.9777 | 0.8490 | 0.1354 | nan | 0.0830 | 0.7609 | 0.7142 | 0.9771 |
| 0.0296 | 71.76 | 1220 | 0.9916 | 0.1431 | 0.9524 | 0.9023 | 0.8712 | 0.9014 | 0.8903 | 0.9791 | 0.6243 | 0.7556 | 0.9916 | 0.8860 | 0.1754 | nan | 0.9819 | 0.1431 | 0.8808 | 0.8397 | 0.8471 | 0.8321 | 0.8665 | 0.9586 | 0.6103 | 0.6133 | 0.9772 | 0.8449 | 0.1710 | nan | 0.0791 | 0.7742 | 0.7359 | 0.9782 |
| 0.0313 | 72.94 | 1240 | 0.9927 | 0.0894 | 0.9468 | 0.9155 | 0.8566 | 0.8993 | 0.8841 | 0.9796 | 0.6253 | 0.7843 | 0.9926 | 0.8653 | 0.2090 | nan | 0.9821 | 0.0894 | 0.8860 | 0.8653 | 0.8393 | 0.8309 | 0.8594 | 0.9601 | 0.6150 | 0.6127 | 0.9755 | 0.8342 | 0.2065 | nan | 0.0774 | 0.7724 | 0.7351 | 0.9784 |
| 0.0272 | 74.12 | 1260 | 0.9942 | 0.2228 | 0.9498 | 0.9141 | 0.8849 | 0.8712 | 0.9235 | 0.9781 | 0.6261 | 0.7730 | 0.9907 | 0.8943 | 0.2644 | nan | 0.9817 | 0.2164 | 0.8902 | 0.8554 | 0.8587 | 0.8241 | 0.8853 | 0.9617 | 0.6170 | 0.6001 | 0.9772 | 0.8477 | 0.2536 | nan | 0.0761 | 0.7913 | 0.7515 | 0.9787 |
| 0.0329 | 75.29 | 1280 | 0.9928 | 0.1902 | 0.9563 | 0.8935 | 0.8582 | 0.8855 | 0.8926 | 0.9794 | 0.6249 | 0.7687 | 0.9893 | 0.8970 | 0.2109 | nan | 0.9821 | 0.1896 | 0.8856 | 0.8492 | 0.8390 | 0.8261 | 0.8720 | 0.9610 | 0.6129 | 0.5996 | 0.9775 | 0.8492 | 0.2071 | nan | 0.0783 | 0.7800 | 0.7424 | 0.9785 |
| 0.0297 | 76.47 | 1300 | 0.9925 | 0.2602 | 0.9522 | 0.9211 | 0.8558 | 0.9005 | 0.8835 | 0.9813 | 0.6233 | 0.7873 | 0.9882 | 0.9161 | 0.2259 | nan | 0.9823 | 0.2581 | 0.8877 | 0.8522 | 0.8369 | 0.8292 | 0.8674 | 0.9597 | 0.6142 | 0.6165 | 0.9772 | 0.8511 | 0.2211 | nan | 0.0783 | 0.7914 | 0.7503 | 0.9787 |
| 0.0316 | 77.65 | 1320 | 0.9950 | 0.0683 | 0.9489 | 0.9051 | 0.8369 | 0.8689 | 0.8564 | 0.9788 | 0.6222 | 0.7373 | 0.9890 | 0.9112 | 0.2202 | nan | 0.9813 | 0.0681 | 0.8873 | 0.8526 | 0.8250 | 0.8239 | 0.8418 | 0.9599 | 0.6145 | 0.6000 | 0.9773 | 0.8518 | 0.2182 | nan | 0.0802 | 0.7645 | 0.7309 | 0.9783 |
| 0.0295 | 78.82 | 1340 | 0.9931 | 0.2309 | 0.9575 | 0.8918 | 0.8445 | 0.8918 | 0.8780 | 0.9784 | 0.6227 | 0.7670 | 0.9876 | 0.9198 | 0.2125 | nan | 0.9825 | 0.2276 | 0.8858 | 0.8543 | 0.8294 | 0.8329 | 0.8619 | 0.9603 | 0.6136 | 0.6130 | 0.9771 | 0.8528 | 0.2104 | nan | 0.0793 | 0.7827 | 0.7463 | 0.9787 |
| 0.0363 | 80.0 | 1360 | 0.9935 | 0.2293 | 0.9455 | 0.9084 | 0.8572 | 0.8976 | 0.8853 | 0.9827 | 0.6365 | 0.7868 | 0.9908 | 0.8975 | 0.2276 | nan | 0.9824 | 0.2267 | 0.8881 | 0.8519 | 0.8387 | 0.8352 | 0.8649 | 0.9615 | 0.6243 | 0.6143 | 0.9772 | 0.8497 | 0.2253 | nan | 0.0758 | 0.7876 | 0.7493 | 0.9790 |
| 0.0278 | 81.18 | 1380 | 0.9933 | 0.1659 | 0.9558 | 0.9068 | 0.8466 | 0.8911 | 0.8826 | 0.9817 | 0.6237 | 0.7761 | 0.9879 | 0.8980 | 0.2160 | nan | 0.9825 | 0.1656 | 0.8856 | 0.8531 | 0.8324 | 0.8328 | 0.8661 | 0.9615 | 0.6169 | 0.6027 | 0.9773 | 0.8501 | 0.2138 | nan | 0.0779 | 0.7789 | 0.7416 | 0.9787 |
| 0.0349 | 82.35 | 1400 | 0.9919 | 0.2244 | 0.9584 | 0.8933 | 0.8434 | 0.9011 | 0.8807 | 0.9809 | 0.6226 | 0.7732 | 0.9893 | 0.8945 | 0.2060 | nan | 0.9826 | 0.2240 | 0.8839 | 0.8456 | 0.8265 | 0.8310 | 0.8619 | 0.9604 | 0.6152 | 0.6070 | 0.9772 | 0.8500 | 0.2038 | nan | 0.0789 | 0.7815 | 0.7438 | 0.9785 |
| 0.0334 | 83.53 | 1420 | 0.9938 | 0.2081 | 0.9553 | 0.9087 | 0.8442 | 0.8773 | 0.8931 | 0.9789 | 0.6275 | 0.7603 | 0.9896 | 0.8964 | 0.2237 | nan | 0.9822 | 0.2055 | 0.8865 | 0.8505 | 0.8299 | 0.8272 | 0.8748 | 0.9599 | 0.6198 | 0.6036 | 0.9772 | 0.8502 | 0.2211 | nan | 0.0789 | 0.7813 | 0.7452 | 0.9786 |
| 0.0271 | 84.71 | 1440 | 0.9929 | 0.3496 | 0.9541 | 0.9276 | 0.8700 | 0.8941 | 0.8969 | 0.9810 | 0.6276 | 0.7772 | 0.9882 | 0.9110 | 0.2436 | nan | 0.9825 | 0.3418 | 0.8882 | 0.8426 | 0.8466 | 0.8327 | 0.8717 | 0.9594 | 0.6172 | 0.6108 | 0.9775 | 0.8514 | 0.2407 | nan | 0.0779 | 0.8011 | 0.7587 | 0.9789 |
| 0.0269 | 85.88 | 1460 | 0.9929 | 0.2959 | 0.9507 | 0.9229 | 0.8474 | 0.8995 | 0.9106 | 0.9824 | 0.6299 | 0.7745 | 0.9895 | 0.9106 | 0.2364 | nan | 0.9826 | 0.2940 | 0.8884 | 0.8451 | 0.8318 | 0.8361 | 0.8758 | 0.9576 | 0.6199 | 0.6215 | 0.9774 | 0.8516 | 0.2340 | nan | 0.0778 | 0.7956 | 0.7551 | 0.9790 |
| 0.0273 | 87.06 | 1480 | 0.9937 | 0.0894 | 0.9506 | 0.9190 | 0.8680 | 0.8860 | 0.9251 | 0.9807 | 0.6401 | 0.7765 | 0.9898 | 0.9120 | 0.2603 | nan | 0.9826 | 0.0894 | 0.8905 | 0.8519 | 0.8466 | 0.8315 | 0.8874 | 0.9592 | 0.6285 | 0.6164 | 0.9774 | 0.8540 | 0.2562 | nan | 0.0758 | 0.7839 | 0.7440 | 0.9791 |
| 0.0288 | 88.24 | 1500 | 0.9932 | 0.1854 | 0.9524 | 0.9075 | 0.8556 | 0.8900 | 0.8910 | 0.9808 | 0.6311 | 0.7878 | 0.9903 | 0.9093 | 0.2340 | nan | 0.9828 | 0.1848 | 0.8889 | 0.8508 | 0.8370 | 0.8321 | 0.8751 | 0.9591 | 0.6224 | 0.6146 | 0.9774 | 0.8555 | 0.2317 | nan | 0.0780 | 0.7852 | 0.7471 | 0.9790 |
| 0.0258 | 89.41 | 1520 | 0.9924 | 0.3057 | 0.9572 | 0.9354 | 0.8573 | 0.8933 | 0.8876 | 0.9823 | 0.6272 | 0.7935 | 0.9876 | 0.9146 | 0.2306 | nan | 0.9826 | 0.3003 | 0.8866 | 0.8465 | 0.8400 | 0.8322 | 0.8710 | 0.9575 | 0.6192 | 0.6181 | 0.9778 | 0.8540 | 0.2259 | nan | 0.0794 | 0.7973 | 0.7548 | 0.9788 |
| 0.023 | 90.59 | 1540 | 0.9927 | 0.3252 | 0.9555 | 0.9297 | 0.8655 | 0.8867 | 0.9231 | 0.9818 | 0.6278 | 0.7999 | 0.9899 | 0.9057 | 0.2339 | nan | 0.9828 | 0.3135 | 0.8881 | 0.8506 | 0.8438 | 0.8323 | 0.8904 | 0.9598 | 0.6192 | 0.6107 | 0.9778 | 0.8548 | 0.2281 | nan | 0.0783 | 0.8014 | 0.7578 | 0.9790 |
| 0.0263 | 91.76 | 1560 | 0.9935 | 0.2634 | 0.9549 | 0.9192 | 0.8576 | 0.8835 | 0.9122 | 0.9809 | 0.6293 | 0.7828 | 0.9882 | 0.9137 | 0.2440 | nan | 0.9826 | 0.2576 | 0.8877 | 0.8496 | 0.8401 | 0.8323 | 0.8877 | 0.9592 | 0.6229 | 0.6039 | 0.9777 | 0.8543 | 0.2387 | nan | 0.0788 | 0.7941 | 0.7534 | 0.9789 |
| 0.0308 | 92.94 | 1580 | 0.9933 | 0.2195 | 0.9518 | 0.9267 | 0.8570 | 0.8981 | 0.8983 | 0.9813 | 0.6285 | 0.7817 | 0.9884 | 0.9184 | 0.2340 | nan | 0.9828 | 0.2181 | 0.8883 | 0.8554 | 0.8391 | 0.8335 | 0.8765 | 0.9603 | 0.6199 | 0.6176 | 0.9778 | 0.8563 | 0.2311 | nan | 0.0786 | 0.7905 | 0.7505 | 0.9791 |
| 0.0255 | 94.12 | 1600 | 0.9936 | 0.2065 | 0.9601 | 0.9187 | 0.8598 | 0.8876 | 0.8846 | 0.9775 | 0.6275 | 0.7880 | 0.9860 | 0.9239 | 0.2229 | nan | 0.9829 | 0.2058 | 0.8874 | 0.8559 | 0.8419 | 0.8333 | 0.8670 | 0.9607 | 0.6197 | 0.6095 | 0.9777 | 0.8581 | 0.2203 | nan | 0.0799 | 0.7874 | 0.7477 | 0.9791 |
| 0.0288 | 95.29 | 1620 | 0.9932 | 0.2878 | 0.9565 | 0.9128 | 0.8604 | 0.8750 | 0.9047 | 0.9825 | 0.6288 | 0.7858 | 0.9910 | 0.8878 | 0.2249 | nan | 0.9828 | 0.2846 | 0.8870 | 0.8520 | 0.8408 | 0.8290 | 0.8824 | 0.9594 | 0.6188 | 0.6095 | 0.9775 | 0.8493 | 0.2224 | nan | 0.0808 | 0.7916 | 0.7535 | 0.9789 |
| 0.0278 | 96.47 | 1640 | 0.9944 | 0.1593 | 0.9515 | 0.9112 | 0.8437 | 0.8814 | 0.8830 | 0.9805 | 0.6292 | 0.7454 | 0.9892 | 0.9099 | 0.2248 | nan | 0.9825 | 0.1593 | 0.8880 | 0.8545 | 0.8285 | 0.8316 | 0.8652 | 0.9586 | 0.6228 | 0.5959 | 0.9778 | 0.8548 | 0.2228 | nan | 0.0802 | 0.7772 | 0.7417 | 0.9789 |
| 0.0266 | 97.65 | 1660 | 0.9933 | 0.2033 | 0.9569 | 0.9173 | 0.8506 | 0.8898 | 0.8823 | 0.9815 | 0.6297 | 0.7677 | 0.9875 | 0.9221 | 0.2112 | nan | 0.9829 | 0.2029 | 0.8874 | 0.8550 | 0.8348 | 0.8321 | 0.8654 | 0.9597 | 0.6215 | 0.6081 | 0.9780 | 0.8558 | 0.2093 | nan | 0.0801 | 0.7841 | 0.7456 | 0.9790 |
| 0.025 | 98.82 | 1680 | 0.9930 | 0.2081 | 0.9597 | 0.8978 | 0.8492 | 0.9013 | 0.8684 | 0.9799 | 0.6333 | 0.7604 | 0.9864 | 0.9254 | 0.2005 | nan | 0.9832 | 0.2075 | 0.8871 | 0.8506 | 0.8329 | 0.8398 | 0.8552 | 0.9606 | 0.6287 | 0.6087 | 0.9772 | 0.8545 | 0.1986 | nan | 0.0787 | 0.7818 | 0.7450 | 0.9792 |
| 0.0268 | 100.0 | 1700 | 0.9931 | 0.1870 | 0.9549 | 0.9206 | 0.8659 | 0.8962 | 0.8848 | 0.9826 | 0.6367 | 0.7757 | 0.9882 | 0.9147 | 0.2171 | nan | 0.9830 | 0.1861 | 0.8891 | 0.8483 | 0.8460 | 0.8333 | 0.8671 | 0.9596 | 0.6281 | 0.6210 | 0.9784 | 0.8557 | 0.2148 | nan | 0.0788 | 0.7860 | 0.7470 | 0.9793 |
| 0.0256 | 101.18 | 1720 | 0.9942 | 0.1902 | 0.9516 | 0.9301 | 0.8468 | 0.8849 | 0.9161 | 0.9808 | 0.6354 | 0.7714 | 0.9889 | 0.9183 | 0.2331 | nan | 0.9826 | 0.1896 | 0.8895 | 0.8524 | 0.8318 | 0.8335 | 0.8921 | 0.9605 | 0.6271 | 0.6191 | 0.9780 | 0.8559 | 0.2303 | nan | 0.0785 | 0.7878 | 0.7494 | 0.9792 |
| 0.0256 | 102.35 | 1740 | 0.9930 | 0.3220 | 0.9563 | 0.9174 | 0.8542 | 0.8969 | 0.9228 | 0.9798 | 0.6242 | 0.7796 | 0.9893 | 0.9139 | 0.2347 | nan | 0.9831 | 0.3163 | 0.8872 | 0.8580 | 0.8359 | 0.8384 | 0.8959 | 0.9590 | 0.6187 | 0.6221 | 0.9785 | 0.8583 | 0.2265 | nan | 0.0795 | 0.7988 | 0.7598 | 0.9793 |
| 0.0243 | 103.53 | 1760 | 0.9933 | 0.1967 | 0.9556 | 0.9194 | 0.8592 | 0.9019 | 0.9078 | 0.9791 | 0.6303 | 0.7629 | 0.9883 | 0.9218 | 0.2304 | nan | 0.9830 | 0.1961 | 0.8895 | 0.8594 | 0.8390 | 0.8391 | 0.8899 | 0.9602 | 0.6230 | 0.6181 | 0.9782 | 0.8581 | 0.2273 | nan | 0.0781 | 0.7882 | 0.7509 | 0.9794 |
| 0.0299 | 104.71 | 1780 | 0.9931 | 0.2033 | 0.9584 | 0.9250 | 0.8485 | 0.9021 | 0.8709 | 0.9783 | 0.6225 | 0.7794 | 0.9884 | 0.9216 | 0.2051 | nan | 0.9831 | 0.2026 | 0.8884 | 0.8548 | 0.8335 | 0.8379 | 0.8556 | 0.9612 | 0.6179 | 0.6252 | 0.9788 | 0.8587 | 0.2033 | nan | 0.0785 | 0.7843 | 0.7462 | 0.9794 |
| 0.0238 | 105.88 | 1800 | 0.9939 | 0.1789 | 0.9530 | 0.9209 | 0.8513 | 0.8998 | 0.8795 | 0.9815 | 0.6352 | 0.7671 | 0.9888 | 0.9116 | 0.2369 | nan | 0.9830 | 0.1789 | 0.8912 | 0.8586 | 0.8351 | 0.8372 | 0.8654 | 0.9615 | 0.6288 | 0.6171 | 0.9785 | 0.8580 | 0.2351 | nan | 0.0770 | 0.7845 | 0.7483 | 0.9796 |
| 0.0283 | 107.06 | 1820 | 0.9930 | 0.2358 | 0.9605 | 0.9187 | 0.8514 | 0.8910 | 0.9089 | 0.9780 | 0.6273 | 0.8059 | 0.9888 | 0.9097 | 0.2182 | nan | 0.9829 | 0.2342 | 0.8885 | 0.8595 | 0.8352 | 0.8344 | 0.8892 | 0.9608 | 0.6210 | 0.6203 | 0.9786 | 0.8585 | 0.2165 | nan | 0.0792 | 0.7913 | 0.7523 | 0.9792 |
| 0.0236 | 108.24 | 1840 | 0.9934 | 0.3024 | 0.9579 | 0.9291 | 0.8560 | 0.8895 | 0.9201 | 0.9805 | 0.6352 | 0.7655 | 0.9884 | 0.9079 | 0.2409 | nan | 0.9828 | 0.2981 | 0.8888 | 0.8550 | 0.8388 | 0.8342 | 0.8929 | 0.9592 | 0.6231 | 0.6139 | 0.9783 | 0.8570 | 0.2367 | nan | 0.0789 | 0.7974 | 0.7584 | 0.9792 |
| 0.0248 | 109.41 | 1860 | 0.9936 | 0.2927 | 0.9553 | 0.9286 | 0.8521 | 0.8933 | 0.9070 | 0.9819 | 0.6299 | 0.7726 | 0.9893 | 0.9061 | 0.2390 | nan | 0.9830 | 0.2885 | 0.8901 | 0.8463 | 0.8344 | 0.8375 | 0.8853 | 0.9592 | 0.6220 | 0.6224 | 0.9784 | 0.8568 | 0.2365 | nan | 0.0784 | 0.7955 | 0.7570 | 0.9794 |
| 0.0296 | 110.59 | 1880 | 0.9933 | 0.1561 | 0.9523 | 0.9349 | 0.8549 | 0.9022 | 0.8833 | 0.9830 | 0.6291 | 0.7902 | 0.9888 | 0.9162 | 0.2348 | nan | 0.9831 | 0.1561 | 0.8907 | 0.8562 | 0.8386 | 0.8375 | 0.8652 | 0.9607 | 0.6205 | 0.6305 | 0.9783 | 0.8588 | 0.2331 | nan | 0.0777 | 0.7861 | 0.7469 | 0.9795 |
| 0.0234 | 111.76 | 1900 | 0.9937 | 0.2764 | 0.9536 | 0.9374 | 0.8559 | 0.8959 | 0.9211 | 0.9791 | 0.6245 | 0.7706 | 0.9896 | 0.9138 | 0.2421 | nan | 0.9828 | 0.2742 | 0.8901 | 0.8577 | 0.8386 | 0.8378 | 0.8941 | 0.9596 | 0.6196 | 0.6235 | 0.9785 | 0.8596 | 0.2400 | nan | 0.0799 | 0.7964 | 0.7582 | 0.9794 |
| 0.0256 | 112.94 | 1920 | 0.9931 | 0.3415 | 0.9587 | 0.9101 | 0.8473 | 0.8977 | 0.9016 | 0.9780 | 0.6255 | 0.7751 | 0.9892 | 0.9108 | 0.2290 | nan | 0.9830 | 0.3371 | 0.8884 | 0.8634 | 0.8312 | 0.8370 | 0.8852 | 0.9599 | 0.6191 | 0.6203 | 0.9783 | 0.8605 | 0.2273 | nan | 0.0801 | 0.7967 | 0.7608 | 0.9793 |
| 0.022 | 114.12 | 1940 | 0.9933 | 0.3789 | 0.9556 | 0.9383 | 0.8550 | 0.8948 | 0.9147 | 0.9789 | 0.6288 | 0.7992 | 0.9892 | 0.9181 | 0.2431 | nan | 0.9830 | 0.3612 | 0.8901 | 0.8594 | 0.8375 | 0.8357 | 0.8922 | 0.9607 | 0.6224 | 0.6209 | 0.9785 | 0.8616 | 0.2407 | nan | 0.0786 | 0.8068 | 0.7649 | 0.9794 |
| 0.0235 | 115.29 | 1960 | 0.9932 | 0.3480 | 0.9560 | 0.9251 | 0.8506 | 0.8939 | 0.9053 | 0.9799 | 0.6274 | 0.7836 | 0.9905 | 0.9063 | 0.2364 | nan | 0.9830 | 0.3424 | 0.8901 | 0.8615 | 0.8324 | 0.8352 | 0.8878 | 0.9598 | 0.6207 | 0.6235 | 0.9783 | 0.8597 | 0.2343 | nan | 0.0790 | 0.7997 | 0.7622 | 0.9794 |
| 0.0292 | 116.47 | 1980 | 0.9939 | 0.3545 | 0.9550 | 0.9267 | 0.8588 | 0.8872 | 0.9186 | 0.9809 | 0.6221 | 0.7914 | 0.9883 | 0.9215 | 0.2433 | nan | 0.9829 | 0.3455 | 0.8907 | 0.8650 | 0.8402 | 0.8341 | 0.8967 | 0.9594 | 0.6182 | 0.6286 | 0.9787 | 0.8614 | 0.2409 | nan | 0.0803 | 0.8032 | 0.7648 | 0.9795 |
| 0.0252 | 117.65 | 2000 | 0.9940 | 0.3480 | 0.9533 | 0.9367 | 0.8492 | 0.8846 | 0.9283 | 0.9816 | 0.6248 | 0.7847 | 0.9894 | 0.9175 | 0.2436 | nan | 0.9829 | 0.3386 | 0.8908 | 0.8639 | 0.8326 | 0.8315 | 0.8974 | 0.9589 | 0.6189 | 0.6293 | 0.9788 | 0.8600 | 0.2391 | nan | 0.0801 | 0.8027 | 0.7633 | 0.9794 |
| 0.0266 | 118.82 | 2020 | 0.9924 | 0.4439 | 0.9605 | 0.9216 | 0.8813 | 0.9003 | 0.9196 | 0.9826 | 0.6329 | 0.7891 | 0.9875 | 0.9215 | 0.1686 | nan | 0.9834 | 0.4326 | 0.8888 | 0.8657 | 0.8562 | 0.8397 | 0.8957 | 0.9589 | 0.6227 | 0.6283 | 0.9782 | 0.8601 | 0.1679 | nan | 0.0790 | 0.8078 | 0.7676 | 0.9795 |
| 0.0257 | 120.0 | 2040 | 0.9935 | 0.3317 | 0.9584 | 0.9307 | 0.8576 | 0.8875 | 0.9198 | 0.9791 | 0.6243 | 0.8030 | 0.9882 | 0.9262 | 0.1780 | nan | 0.9831 | 0.3259 | 0.8903 | 0.8655 | 0.8413 | 0.8344 | 0.8958 | 0.9607 | 0.6169 | 0.6193 | 0.9788 | 0.8634 | 0.1772 | nan | 0.0813 | 0.7983 | 0.7579 | 0.9795 |
| 0.0246 | 121.18 | 2060 | 0.9937 | 0.2504 | 0.9544 | 0.9303 | 0.8725 | 0.8938 | 0.9228 | 0.9800 | 0.6265 | 0.7641 | 0.9910 | 0.9045 | 0.2586 | nan | 0.9833 | 0.2476 | 0.8922 | 0.8671 | 0.8509 | 0.8386 | 0.9003 | 0.9603 | 0.6180 | 0.6211 | 0.9782 | 0.8594 | 0.2520 | nan | 0.0773 | 0.7956 | 0.7592 | 0.9797 |
| 0.0273 | 122.35 | 2080 | 0.9939 | 0.1935 | 0.9529 | 0.9174 | 0.8531 | 0.8845 | 0.9048 | 0.9814 | 0.6249 | 0.7741 | 0.9913 | 0.9008 | 0.2092 | nan | 0.9832 | 0.1926 | 0.8896 | 0.8640 | 0.8383 | 0.8356 | 0.8907 | 0.9592 | 0.6192 | 0.6205 | 0.9774 | 0.8581 | 0.2077 | nan | 0.0812 | 0.7832 | 0.7489 | 0.9794 |
| 0.0209 | 123.53 | 2100 | 0.9933 | 0.2455 | 0.9573 | 0.9207 | 0.8545 | 0.9000 | 0.9154 | 0.9801 | 0.6232 | 0.7778 | 0.9897 | 0.9137 | 0.2016 | nan | 0.9834 | 0.2439 | 0.8904 | 0.8679 | 0.8394 | 0.8419 | 0.8981 | 0.9600 | 0.6177 | 0.6289 | 0.9784 | 0.8627 | 0.2002 | nan | 0.0805 | 0.7902 | 0.7548 | 0.9797 |
| 0.0233 | 124.71 | 2120 | 0.9930 | 0.2423 | 0.9551 | 0.9354 | 0.8548 | 0.9022 | 0.9183 | 0.9807 | 0.6224 | 0.7888 | 0.9906 | 0.9106 | 0.2290 | nan | 0.9834 | 0.2407 | 0.8903 | 0.8648 | 0.8388 | 0.8394 | 0.8962 | 0.9600 | 0.6161 | 0.6274 | 0.9785 | 0.8623 | 0.2271 | nan | 0.0803 | 0.7941 | 0.7558 | 0.9797 |
| 0.0206 | 125.88 | 2140 | 0.9938 | 0.3089 | 0.9518 | 0.9177 | 0.8557 | 0.8886 | 0.9249 | 0.9814 | 0.6287 | 0.7948 | 0.9914 | 0.9048 | 0.2116 | nan | 0.9832 | 0.3035 | 0.8902 | 0.8658 | 0.8395 | 0.8396 | 0.9013 | 0.9591 | 0.6217 | 0.6244 | 0.9783 | 0.8598 | 0.2103 | nan | 0.0804 | 0.7965 | 0.7598 | 0.9796 |
| 0.0252 | 127.06 | 2160 | 0.9933 | 0.3285 | 0.9544 | 0.9381 | 0.8706 | 0.8985 | 0.9303 | 0.9813 | 0.6272 | 0.7816 | 0.9902 | 0.9175 | 0.2381 | nan | 0.9834 | 0.3211 | 0.8908 | 0.8686 | 0.8502 | 0.8415 | 0.9023 | 0.9597 | 0.6207 | 0.6264 | 0.9788 | 0.8633 | 0.2337 | nan | 0.0794 | 0.8038 | 0.7646 | 0.9798 |
| 0.0274 | 128.24 | 2180 | 0.9935 | 0.3366 | 0.9562 | 0.9205 | 0.8627 | 0.8976 | 0.9170 | 0.9812 | 0.6234 | 0.7904 | 0.9889 | 0.9198 | 0.2291 | nan | 0.9833 | 0.3312 | 0.8904 | 0.8680 | 0.8469 | 0.8408 | 0.8969 | 0.9593 | 0.6176 | 0.6297 | 0.9789 | 0.8639 | 0.2272 | nan | 0.0801 | 0.8013 | 0.7642 | 0.9797 |
| 0.0254 | 129.41 | 2200 | 0.9936 | 0.2537 | 0.9551 | 0.9270 | 0.8635 | 0.8960 | 0.9123 | 0.9819 | 0.6250 | 0.7929 | 0.9886 | 0.9260 | 0.2223 | nan | 0.9833 | 0.2512 | 0.8911 | 0.8658 | 0.8461 | 0.8386 | 0.8925 | 0.9590 | 0.6188 | 0.6304 | 0.9792 | 0.8636 | 0.2206 | nan | 0.0796 | 0.7952 | 0.7569 | 0.9797 |
| 0.024 | 130.59 | 2220 | 0.9936 | 0.1951 | 0.9572 | 0.9302 | 0.8622 | 0.8970 | 0.9229 | 0.9811 | 0.6275 | 0.7900 | 0.9893 | 0.9206 | 0.2262 | nan | 0.9835 | 0.1942 | 0.8927 | 0.8688 | 0.8467 | 0.8410 | 0.8989 | 0.9612 | 0.6217 | 0.6272 | 0.9791 | 0.8650 | 0.2247 | nan | 0.0783 | 0.7918 | 0.7542 | 0.9800 |
| 0.027 | 131.76 | 2240 | 0.9933 | 0.2813 | 0.9517 | 0.9241 | 0.8712 | 0.9027 | 0.9345 | 0.9833 | 0.6333 | 0.7869 | 0.9902 | 0.9146 | 0.2275 | nan | 0.9834 | 0.2777 | 0.8926 | 0.8661 | 0.8497 | 0.8405 | 0.9018 | 0.9597 | 0.6237 | 0.6262 | 0.9790 | 0.8631 | 0.2257 | nan | 0.0786 | 0.7996 | 0.7607 | 0.9799 |
| 0.0208 | 132.94 | 2260 | 0.9935 | 0.2358 | 0.9551 | 0.9257 | 0.8583 | 0.8920 | 0.9265 | 0.9821 | 0.6282 | 0.8028 | 0.9903 | 0.9136 | 0.2308 | nan | 0.9833 | 0.2339 | 0.8921 | 0.8694 | 0.8426 | 0.8365 | 0.8995 | 0.9604 | 0.6216 | 0.6271 | 0.9791 | 0.8638 | 0.2291 | nan | 0.0801 | 0.7950 | 0.7568 | 0.9798 |
| 0.0251 | 134.12 | 2280 | 0.9937 | 0.2894 | 0.9541 | 0.9327 | 0.8687 | 0.8883 | 0.9182 | 0.9822 | 0.6234 | 0.7846 | 0.9905 | 0.9137 | 0.2341 | nan | 0.9833 | 0.2848 | 0.8915 | 0.8688 | 0.8491 | 0.8362 | 0.8970 | 0.9603 | 0.6178 | 0.6223 | 0.9790 | 0.8634 | 0.2323 | nan | 0.0810 | 0.7980 | 0.7604 | 0.9797 |
| 0.0217 | 135.29 | 2300 | 0.9942 | 0.3285 | 0.9531 | 0.9385 | 0.8568 | 0.8883 | 0.9183 | 0.9803 | 0.6244 | 0.7928 | 0.9904 | 0.9173 | 0.2393 | nan | 0.9833 | 0.3201 | 0.8922 | 0.8765 | 0.8403 | 0.8374 | 0.8983 | 0.9603 | 0.6188 | 0.6297 | 0.9789 | 0.8644 | 0.2366 | nan | 0.0809 | 0.8017 | 0.7644 | 0.9798 |
| 0.0249 | 136.47 | 2320 | 0.9937 | 0.2976 | 0.9560 | 0.9356 | 0.8588 | 0.8969 | 0.8910 | 0.9818 | 0.6262 | 0.7744 | 0.9887 | 0.9167 | 0.2345 | nan | 0.9833 | 0.2928 | 0.8913 | 0.8725 | 0.8419 | 0.8377 | 0.8746 | 0.9608 | 0.6198 | 0.6203 | 0.9789 | 0.8643 | 0.2324 | nan | 0.0812 | 0.7963 | 0.7593 | 0.9797 |
| 0.0229 | 137.65 | 2340 | 0.9940 | 0.3398 | 0.9522 | 0.9262 | 0.8622 | 0.8958 | 0.9253 | 0.9809 | 0.6251 | 0.7975 | 0.9905 | 0.9102 | 0.2338 | nan | 0.9834 | 0.3333 | 0.8922 | 0.8732 | 0.8430 | 0.8405 | 0.9013 | 0.9609 | 0.6189 | 0.6253 | 0.9788 | 0.8638 | 0.2321 | nan | 0.0800 | 0.8026 | 0.7651 | 0.9799 |
| 0.0255 | 138.82 | 2360 | 0.9942 | 0.3220 | 0.9547 | 0.9288 | 0.8616 | 0.8916 | 0.9138 | 0.9814 | 0.6246 | 0.7646 | 0.9898 | 0.9134 | 0.2408 | nan | 0.9832 | 0.3153 | 0.8923 | 0.8761 | 0.8445 | 0.8383 | 0.8958 | 0.9602 | 0.6180 | 0.6198 | 0.9792 | 0.8644 | 0.2385 | nan | 0.0807 | 0.7986 | 0.7635 | 0.9798 |
| 0.025 | 140.0 | 2380 | 0.9932 | 0.3626 | 0.9544 | 0.9285 | 0.8567 | 0.8978 | 0.9276 | 0.9807 | 0.6266 | 0.7963 | 0.9910 | 0.9159 | 0.2400 | nan | 0.9836 | 0.3551 | 0.8904 | 0.8750 | 0.8394 | 0.8405 | 0.9008 | 0.9601 | 0.6177 | 0.6291 | 0.9785 | 0.8647 | 0.2366 | nan | 0.0811 | 0.8055 | 0.7670 | 0.9798 |
| 0.0203 | 141.18 | 2400 | 0.9937 | 0.3220 | 0.9577 | 0.9230 | 0.8747 | 0.8940 | 0.9281 | 0.9797 | 0.6233 | 0.7675 | 0.9893 | 0.9159 | 0.2408 | nan | 0.9834 | 0.3163 | 0.8907 | 0.8699 | 0.8540 | 0.8388 | 0.8999 | 0.9594 | 0.6165 | 0.6187 | 0.9794 | 0.8643 | 0.2345 | nan | 0.0815 | 0.8007 | 0.7635 | 0.9798 |
| 0.0245 | 142.35 | 2420 | 0.9939 | 0.3122 | 0.9541 | 0.9387 | 0.8693 | 0.8924 | 0.9261 | 0.9827 | 0.6251 | 0.7980 | 0.9883 | 0.9334 | 0.2442 | nan | 0.9834 | 0.3077 | 0.8928 | 0.8696 | 0.8511 | 0.8393 | 0.9012 | 0.9599 | 0.6196 | 0.6327 | 0.9793 | 0.8639 | 0.2411 | nan | 0.0800 | 0.8045 | 0.7647 | 0.9800 |
| 0.021 | 143.53 | 2440 | 0.9934 | 0.3626 | 0.9557 | 0.9449 | 0.8650 | 0.8963 | 0.9220 | 0.9824 | 0.6284 | 0.7961 | 0.9896 | 0.9210 | 0.2369 | nan | 0.9836 | 0.3562 | 0.8920 | 0.8759 | 0.8457 | 0.8395 | 0.8999 | 0.9591 | 0.6215 | 0.6309 | 0.9794 | 0.8647 | 0.2342 | nan | 0.0797 | 0.8073 | 0.7679 | 0.9799 |
| 0.0235 | 144.71 | 2460 | 0.9943 | 0.2911 | 0.9581 | 0.9411 | 0.8603 | 0.8844 | 0.9149 | 0.9794 | 0.6232 | 0.7764 | 0.9884 | 0.9207 | 0.2400 | nan | 0.9832 | 0.2869 | 0.8910 | 0.8680 | 0.8450 | 0.8354 | 0.8936 | 0.9600 | 0.6179 | 0.6198 | 0.9793 | 0.8658 | 0.2369 | nan | 0.0825 | 0.7979 | 0.7602 | 0.9797 |
| 0.0254 | 145.88 | 2480 | 0.9941 | 0.2846 | 0.9532 | 0.9409 | 0.8680 | 0.8930 | 0.9247 | 0.9798 | 0.6242 | 0.7814 | 0.9903 | 0.9162 | 0.2461 | nan | 0.9833 | 0.2809 | 0.8925 | 0.8708 | 0.8467 | 0.8382 | 0.9010 | 0.9607 | 0.6183 | 0.6232 | 0.9792 | 0.8653 | 0.2431 | nan | 0.0812 | 0.7997 | 0.7618 | 0.9799 |
| 0.0216 | 147.06 | 2500 | 0.9935 | 0.2927 | 0.9526 | 0.9281 | 0.8561 | 0.8995 | 0.9277 | 0.9810 | 0.6235 | 0.7848 | 0.9913 | 0.9075 | 0.2323 | nan | 0.9834 | 0.2903 | 0.8914 | 0.8714 | 0.8393 | 0.8375 | 0.9033 | 0.9601 | 0.6180 | 0.6270 | 0.9788 | 0.8628 | 0.2305 | nan | 0.0810 | 0.7977 | 0.7611 | 0.9798 |
| 0.0229 | 148.24 | 2520 | 0.9936 | 0.3642 | 0.9542 | 0.9384 | 0.8601 | 0.8935 | 0.9304 | 0.9833 | 0.6248 | 0.7977 | 0.9898 | 0.9155 | 0.2459 | nan | 0.9835 | 0.3544 | 0.8921 | 0.8637 | 0.8429 | 0.8380 | 0.8966 | 0.9593 | 0.6182 | 0.6257 | 0.9792 | 0.8650 | 0.2430 | nan | 0.0810 | 0.8070 | 0.7663 | 0.9798 |
| 0.022 | 149.41 | 2540 | 0.9934 | 0.3138 | 0.9572 | 0.9460 | 0.8611 | 0.8924 | 0.9241 | 0.9815 | 0.6235 | 0.7865 | 0.9897 | 0.9176 | 0.2397 | nan | 0.9835 | 0.3030 | 0.8909 | 0.8671 | 0.8420 | 0.8378 | 0.8953 | 0.9597 | 0.6182 | 0.6212 | 0.9792 | 0.8652 | 0.2377 | nan | 0.0817 | 0.8020 | 0.7616 | 0.9798 |
| 0.0235 | 150.59 | 2560 | 0.9938 | 0.2667 | 0.9539 | 0.9397 | 0.8590 | 0.8940 | 0.9200 | 0.9818 | 0.6240 | 0.7736 | 0.9897 | 0.9229 | 0.2428 | nan | 0.9834 | 0.2641 | 0.8916 | 0.8688 | 0.8425 | 0.8378 | 0.8992 | 0.9601 | 0.6176 | 0.6177 | 0.9790 | 0.8660 | 0.2402 | nan | 0.0817 | 0.7971 | 0.7591 | 0.9798 |
| 0.0224 | 151.76 | 2580 | 0.9938 | 0.3561 | 0.9555 | 0.9403 | 0.8661 | 0.8892 | 0.9244 | 0.9814 | 0.6238 | 0.7724 | 0.9899 | 0.9214 | 0.2453 | nan | 0.9834 | 0.3471 | 0.8912 | 0.8688 | 0.8470 | 0.8374 | 0.8984 | 0.9600 | 0.6176 | 0.6209 | 0.9793 | 0.8658 | 0.2398 | nan | 0.0820 | 0.8046 | 0.7659 | 0.9798 |
| 0.0205 | 152.94 | 2600 | 0.9939 | 0.2943 | 0.9546 | 0.9375 | 0.8547 | 0.8966 | 0.9193 | 0.9801 | 0.6246 | 0.7738 | 0.9904 | 0.9152 | 0.2378 | nan | 0.9835 | 0.2896 | 0.8918 | 0.8715 | 0.8392 | 0.8383 | 0.8984 | 0.9611 | 0.6185 | 0.6206 | 0.9793 | 0.8657 | 0.2359 | nan | 0.0810 | 0.7979 | 0.7610 | 0.9799 |
| 0.0197 | 154.12 | 2620 | 0.9929 | 0.3382 | 0.9570 | 0.9462 | 0.8656 | 0.9036 | 0.9324 | 0.9828 | 0.6258 | 0.7921 | 0.9891 | 0.9219 | 0.2389 | nan | 0.9836 | 0.3323 | 0.8919 | 0.8674 | 0.8475 | 0.8405 | 0.9058 | 0.9604 | 0.6171 | 0.6255 | 0.9794 | 0.8656 | 0.2358 | nan | 0.0808 | 0.8067 | 0.7656 | 0.9799 |
| 0.0209 | 155.29 | 2640 | 0.9943 | 0.2423 | 0.9555 | 0.9340 | 0.8575 | 0.8939 | 0.9254 | 0.9817 | 0.6240 | 0.7638 | 0.9886 | 0.9252 | 0.2443 | nan | 0.9835 | 0.2399 | 0.8926 | 0.8723 | 0.8421 | 0.8398 | 0.9027 | 0.9610 | 0.6175 | 0.6173 | 0.9793 | 0.8657 | 0.2419 | nan | 0.0812 | 0.7946 | 0.7581 | 0.9800 |
| 0.0203 | 156.47 | 2660 | 0.9940 | 0.3496 | 0.9558 | 0.9387 | 0.8629 | 0.8939 | 0.9251 | 0.9808 | 0.6245 | 0.7735 | 0.9892 | 0.9231 | 0.2499 | nan | 0.9834 | 0.3429 | 0.8926 | 0.8695 | 0.8463 | 0.8400 | 0.9050 | 0.9608 | 0.6177 | 0.6220 | 0.9796 | 0.8664 | 0.2460 | nan | 0.0809 | 0.8047 | 0.7671 | 0.9800 |
| 0.0225 | 157.65 | 2680 | 0.9938 | 0.3203 | 0.9571 | 0.9292 | 0.8643 | 0.8980 | 0.9265 | 0.9810 | 0.6220 | 0.7662 | 0.9885 | 0.9237 | 0.2427 | nan | 0.9836 | 0.3152 | 0.8912 | 0.8653 | 0.8467 | 0.8419 | 0.9053 | 0.9602 | 0.6169 | 0.6222 | 0.9794 | 0.8654 | 0.2388 | nan | 0.0808 | 0.8010 | 0.7640 | 0.9800 |
| 0.0269 | 158.82 | 2700 | 0.9943 | 0.2553 | 0.9558 | 0.9247 | 0.8603 | 0.8894 | 0.9212 | 0.9807 | 0.6250 | 0.7761 | 0.9899 | 0.9177 | 0.2444 | nan | 0.9834 | 0.2516 | 0.8928 | 0.8697 | 0.8439 | 0.8390 | 0.9014 | 0.9609 | 0.6184 | 0.6272 | 0.9795 | 0.8653 | 0.2418 | nan | 0.0806 | 0.7950 | 0.7596 | 0.9800 |
| 0.0204 | 160.0 | 2720 | 0.9940 | 0.3480 | 0.9543 | 0.9310 | 0.8668 | 0.8949 | 0.9281 | 0.9816 | 0.6257 | 0.7981 | 0.9892 | 0.9248 | 0.2527 | nan | 0.9835 | 0.3391 | 0.8932 | 0.8665 | 0.8497 | 0.8404 | 0.9049 | 0.9605 | 0.6187 | 0.6308 | 0.9796 | 0.8656 | 0.2475 | nan | 0.0805 | 0.8069 | 0.7677 | 0.9801 |
| 0.0188 | 161.18 | 2740 | 0.9934 | 0.3659 | 0.9579 | 0.9386 | 0.8677 | 0.8992 | 0.9274 | 0.9823 | 0.6255 | 0.7694 | 0.9896 | 0.9168 | 0.2531 | nan | 0.9837 | 0.3571 | 0.8920 | 0.8709 | 0.8494 | 0.8420 | 0.9019 | 0.9608 | 0.6191 | 0.6213 | 0.9794 | 0.8654 | 0.2484 | nan | 0.0801 | 0.8067 | 0.7686 | 0.9801 |
| 0.0218 | 162.35 | 2760 | 0.9936 | 0.3577 | 0.9578 | 0.9321 | 0.8665 | 0.9000 | 0.9290 | 0.9800 | 0.6247 | 0.7756 | 0.9894 | 0.9216 | 0.2515 | nan | 0.9837 | 0.3514 | 0.8919 | 0.8732 | 0.8478 | 0.8421 | 0.9041 | 0.9609 | 0.6183 | 0.6240 | 0.9795 | 0.8674 | 0.2469 | nan | 0.0805 | 0.8061 | 0.7686 | 0.9801 |
| 0.0203 | 163.53 | 2780 | 0.9931 | 0.3268 | 0.9580 | 0.9177 | 0.8569 | 0.9023 | 0.9230 | 0.9822 | 0.6227 | 0.7698 | 0.9898 | 0.9155 | 0.2411 | nan | 0.9836 | 0.3216 | 0.8910 | 0.8713 | 0.8405 | 0.8406 | 0.9018 | 0.9599 | 0.6167 | 0.6242 | 0.9795 | 0.8664 | 0.2384 | nan | 0.0815 | 0.7999 | 0.7643 | 0.9799 |
| 0.0229 | 164.71 | 2800 | 0.9933 | 0.3301 | 0.9548 | 0.9399 | 0.8574 | 0.9024 | 0.9303 | 0.9801 | 0.6251 | 0.7891 | 0.9912 | 0.9162 | 0.2512 | nan | 0.9836 | 0.3248 | 0.8924 | 0.8793 | 0.8401 | 0.8410 | 0.9061 | 0.9611 | 0.6190 | 0.6316 | 0.9792 | 0.8669 | 0.2481 | nan | 0.0805 | 0.8047 | 0.7672 | 0.9801 |
| 0.0189 | 165.88 | 2820 | 0.9940 | 0.3350 | 0.9556 | 0.9351 | 0.8622 | 0.8921 | 0.9278 | 0.9821 | 0.6248 | 0.7816 | 0.9890 | 0.9258 | 0.2524 | nan | 0.9835 | 0.3285 | 0.8930 | 0.8755 | 0.8450 | 0.8390 | 0.9041 | 0.9605 | 0.6187 | 0.6255 | 0.9795 | 0.8665 | 0.2472 | nan | 0.0816 | 0.8044 | 0.7667 | 0.9800 |
| 0.0235 | 167.06 | 2840 | 0.9933 | 0.3772 | 0.9555 | 0.9379 | 0.8622 | 0.9032 | 0.9265 | 0.9822 | 0.6231 | 0.7864 | 0.9899 | 0.9224 | 0.2539 | nan | 0.9837 | 0.3700 | 0.8925 | 0.8772 | 0.8443 | 0.8412 | 0.9049 | 0.9603 | 0.6176 | 0.6272 | 0.9795 | 0.8669 | 0.2486 | nan | 0.0809 | 0.8087 | 0.7703 | 0.9801 |
| 0.0218 | 168.24 | 2860 | 0.9935 | 0.3350 | 0.9582 | 0.9314 | 0.8572 | 0.8961 | 0.9207 | 0.9809 | 0.6220 | 0.7770 | 0.9906 | 0.9125 | 0.2426 | nan | 0.9837 | 0.3291 | 0.8914 | 0.8749 | 0.8395 | 0.8412 | 0.9003 | 0.9613 | 0.6170 | 0.6243 | 0.9792 | 0.8658 | 0.2400 | nan | 0.0825 | 0.8013 | 0.7652 | 0.9800 |
| 0.0225 | 169.41 | 2880 | 0.9941 | 0.3089 | 0.9553 | 0.9303 | 0.8597 | 0.8913 | 0.9232 | 0.9819 | 0.6236 | 0.7837 | 0.9896 | 0.9214 | 0.2450 | nan | 0.9835 | 0.304 | 0.8928 | 0.8759 | 0.8426 | 0.8392 | 0.9029 | 0.9611 | 0.6185 | 0.6286 | 0.9794 | 0.8665 | 0.2414 | nan | 0.0818 | 0.8006 | 0.7643 | 0.9800 |
| 0.0204 | 170.59 | 2900 | 0.9937 | 0.3870 | 0.9557 | 0.9338 | 0.8589 | 0.8986 | 0.9322 | 0.9815 | 0.6253 | 0.7736 | 0.9902 | 0.9196 | 0.2531 | nan | 0.9837 | 0.3766 | 0.8928 | 0.8770 | 0.8424 | 0.8412 | 0.9061 | 0.9611 | 0.6192 | 0.6238 | 0.9793 | 0.8667 | 0.2497 | nan | 0.0808 | 0.8079 | 0.7707 | 0.9801 |
| 0.0184 | 171.76 | 2920 | 0.9939 | 0.3577 | 0.9575 | 0.9346 | 0.8621 | 0.8910 | 0.9337 | 0.9813 | 0.6253 | 0.7793 | 0.9892 | 0.9239 | 0.2545 | nan | 0.9836 | 0.3487 | 0.8927 | 0.8715 | 0.8450 | 0.8385 | 0.9022 | 0.9612 | 0.6189 | 0.6238 | 0.9795 | 0.8668 | 0.2488 | nan | 0.0817 | 0.8065 | 0.7678 | 0.9800 |
| 0.0234 | 172.94 | 2940 | 0.9938 | 0.3301 | 0.9576 | 0.9343 | 0.8640 | 0.8945 | 0.9314 | 0.9801 | 0.6259 | 0.7919 | 0.9890 | 0.9268 | 0.2530 | nan | 0.9837 | 0.3232 | 0.8928 | 0.8738 | 0.8453 | 0.8400 | 0.9008 | 0.9615 | 0.6194 | 0.6259 | 0.9794 | 0.8671 | 0.2474 | nan | 0.0814 | 0.8056 | 0.7662 | 0.9801 |
| 0.0213 | 174.12 | 2960 | 0.9934 | 0.3528 | 0.9570 | 0.9312 | 0.8599 | 0.9020 | 0.9337 | 0.9818 | 0.6259 | 0.7751 | 0.9894 | 0.9218 | 0.2475 | nan | 0.9837 | 0.3461 | 0.8921 | 0.8755 | 0.8432 | 0.8416 | 0.9035 | 0.9609 | 0.6192 | 0.6199 | 0.9796 | 0.8672 | 0.2440 | nan | 0.0815 | 0.8055 | 0.7674 | 0.9801 |
| 0.0182 | 175.29 | 2980 | 0.9934 | 0.3610 | 0.9574 | 0.9413 | 0.8613 | 0.8957 | 0.9366 | 0.9802 | 0.6249 | 0.7775 | 0.9902 | 0.9251 | 0.2460 | nan | 0.9836 | 0.3535 | 0.8918 | 0.8758 | 0.8435 | 0.8402 | 0.9023 | 0.9612 | 0.6179 | 0.6216 | 0.9794 | 0.8677 | 0.2437 | nan | 0.0820 | 0.8070 | 0.7679 | 0.9800 |
| 0.0203 | 176.47 | 3000 | 0.9934 | 0.3236 | 0.9573 | 0.9337 | 0.8583 | 0.8992 | 0.9322 | 0.9811 | 0.6247 | 0.7840 | 0.9893 | 0.9246 | 0.2318 | nan | 0.9836 | 0.3184 | 0.8917 | 0.8729 | 0.8421 | 0.8399 | 0.9037 | 0.9607 | 0.6183 | 0.6227 | 0.9795 | 0.8674 | 0.2303 | nan | 0.0825 | 0.8026 | 0.7639 | 0.9800 |
| 0.024 | 177.65 | 3020 | 0.9938 | 0.3236 | 0.9539 | 0.9346 | 0.8584 | 0.8971 | 0.9300 | 0.9825 | 0.6259 | 0.7842 | 0.9899 | 0.9241 | 0.2416 | nan | 0.9837 | 0.3179 | 0.8926 | 0.8711 | 0.8415 | 0.8404 | 0.9034 | 0.9607 | 0.6197 | 0.6244 | 0.9794 | 0.8673 | 0.2400 | nan | 0.0821 | 0.8030 | 0.7648 | 0.9800 |
| 0.0182 | 178.82 | 3040 | 0.9933 | 0.3740 | 0.9574 | 0.9400 | 0.8569 | 0.9011 | 0.9271 | 0.9818 | 0.6261 | 0.7775 | 0.9900 | 0.9205 | 0.2384 | nan | 0.9838 | 0.3668 | 0.8916 | 0.8713 | 0.8399 | 0.8421 | 0.9023 | 0.9607 | 0.6196 | 0.6247 | 0.9794 | 0.8675 | 0.2366 | nan | 0.0814 | 0.8065 | 0.7682 | 0.9801 |
| 0.0227 | 180.0 | 3060 | 0.9932 | 0.3447 | 0.9574 | 0.9368 | 0.8584 | 0.9025 | 0.9287 | 0.9817 | 0.6249 | 0.7810 | 0.9896 | 0.9228 | 0.2408 | nan | 0.9838 | 0.3387 | 0.8918 | 0.8728 | 0.8409 | 0.8411 | 0.9050 | 0.9605 | 0.6186 | 0.6261 | 0.9795 | 0.8672 | 0.2391 | nan | 0.0813 | 0.8048 | 0.7665 | 0.9800 |
| 0.0198 | 181.18 | 3080 | 0.9940 | 0.3593 | 0.9564 | 0.9417 | 0.8583 | 0.8938 | 0.9340 | 0.9814 | 0.6248 | 0.7771 | 0.9889 | 0.9282 | 0.2478 | nan | 0.9837 | 0.3508 | 0.8918 | 0.8712 | 0.8429 | 0.8406 | 0.9037 | 0.9606 | 0.6177 | 0.6240 | 0.9794 | 0.8673 | 0.2456 | nan | 0.0816 | 0.8066 | 0.7676 | 0.9800 |
| 0.0249 | 182.35 | 3100 | 0.9939 | 0.3122 | 0.9550 | 0.9416 | 0.8634 | 0.8990 | 0.9334 | 0.9814 | 0.6256 | 0.7774 | 0.9899 | 0.9186 | 0.2534 | nan | 0.9838 | 0.3062 | 0.8929 | 0.8700 | 0.8448 | 0.8416 | 0.9050 | 0.9611 | 0.6180 | 0.6212 | 0.9795 | 0.8677 | 0.2501 | nan | 0.0812 | 0.8034 | 0.7648 | 0.9801 |
| 0.0201 | 183.53 | 3120 | 0.9934 | 0.3008 | 0.9578 | 0.9378 | 0.8544 | 0.8992 | 0.9277 | 0.9808 | 0.6233 | 0.7769 | 0.9899 | 0.9199 | 0.2465 | nan | 0.9838 | 0.2955 | 0.8920 | 0.8724 | 0.8382 | 0.8405 | 0.9022 | 0.9609 | 0.6166 | 0.6208 | 0.9794 | 0.8678 | 0.2438 | nan | 0.0822 | 0.8007 | 0.7626 | 0.9800 |
| 0.0262 | 184.71 | 3140 | 0.9936 | 0.3382 | 0.9554 | 0.9305 | 0.8554 | 0.8991 | 0.9308 | 0.9814 | 0.6254 | 0.7831 | 0.9905 | 0.9193 | 0.2475 | nan | 0.9838 | 0.3323 | 0.8927 | 0.8766 | 0.8390 | 0.8408 | 0.9037 | 0.9610 | 0.6180 | 0.6240 | 0.9794 | 0.8674 | 0.2455 | nan | 0.0807 | 0.8039 | 0.7665 | 0.9801 |
| 0.0217 | 185.88 | 3160 | 0.9937 | 0.3740 | 0.9571 | 0.9372 | 0.8574 | 0.8971 | 0.9322 | 0.9816 | 0.6257 | 0.7808 | 0.9894 | 0.9236 | 0.2459 | nan | 0.9838 | 0.3651 | 0.8924 | 0.8744 | 0.8419 | 0.8408 | 0.9036 | 0.9608 | 0.6183 | 0.6234 | 0.9796 | 0.8684 | 0.2437 | nan | 0.0813 | 0.8073 | 0.7689 | 0.9801 |
| 0.0193 | 187.06 | 3180 | 0.9937 | 0.3854 | 0.9561 | 0.9362 | 0.8592 | 0.8967 | 0.9305 | 0.9825 | 0.6256 | 0.7832 | 0.9895 | 0.9242 | 0.2482 | nan | 0.9837 | 0.375 | 0.8928 | 0.8725 | 0.8426 | 0.8408 | 0.9029 | 0.9606 | 0.6183 | 0.6244 | 0.9796 | 0.8681 | 0.2457 | nan | 0.0813 | 0.8085 | 0.7698 | 0.9801 |
| 0.0252 | 188.24 | 3200 | 0.9938 | 0.3691 | 0.9568 | 0.9326 | 0.8565 | 0.8948 | 0.9250 | 0.9813 | 0.6246 | 0.7735 | 0.9899 | 0.9238 | 0.2452 | nan | 0.9837 | 0.3603 | 0.8923 | 0.8751 | 0.8404 | 0.8403 | 0.9006 | 0.9608 | 0.6178 | 0.6210 | 0.9794 | 0.8683 | 0.2428 | nan | 0.0817 | 0.8051 | 0.7679 | 0.9801 |
| 0.0204 | 189.41 | 3220 | 0.9938 | 0.3626 | 0.9558 | 0.9326 | 0.8602 | 0.8968 | 0.9294 | 0.9805 | 0.6239 | 0.7823 | 0.9902 | 0.9197 | 0.2490 | nan | 0.9837 | 0.3557 | 0.8927 | 0.8750 | 0.8431 | 0.8403 | 0.9029 | 0.9610 | 0.6175 | 0.6246 | 0.9795 | 0.8682 | 0.2456 | nan | 0.0819 | 0.8059 | 0.7684 | 0.9801 |
| 0.0249 | 190.59 | 3240 | 0.9936 | 0.3366 | 0.9576 | 0.9339 | 0.8609 | 0.8992 | 0.9281 | 0.9814 | 0.6233 | 0.7887 | 0.9894 | 0.9215 | 0.2500 | nan | 0.9838 | 0.3307 | 0.8927 | 0.8725 | 0.8438 | 0.8409 | 0.9025 | 0.9609 | 0.6170 | 0.6282 | 0.9796 | 0.8679 | 0.2464 | nan | 0.0822 | 0.8049 | 0.7667 | 0.9801 |
| 0.0215 | 191.76 | 3260 | 0.9939 | 0.3463 | 0.9557 | 0.9361 | 0.8647 | 0.8962 | 0.9289 | 0.9821 | 0.6244 | 0.7839 | 0.9894 | 0.9245 | 0.2526 | nan | 0.9837 | 0.3397 | 0.8932 | 0.8727 | 0.8466 | 0.8406 | 0.9027 | 0.9609 | 0.6172 | 0.6255 | 0.9796 | 0.8678 | 0.2487 | nan | 0.0820 | 0.8060 | 0.7676 | 0.9801 |
| 0.0225 | 192.94 | 3280 | 0.9937 | 0.3821 | 0.9572 | 0.9380 | 0.8615 | 0.8938 | 0.9264 | 0.9820 | 0.6240 | 0.7830 | 0.9897 | 0.9226 | 0.2461 | nan | 0.9838 | 0.3718 | 0.8921 | 0.8718 | 0.8438 | 0.8402 | 0.8987 | 0.9607 | 0.6166 | 0.6233 | 0.9795 | 0.8679 | 0.2435 | nan | 0.0824 | 0.8077 | 0.7687 | 0.9801 |
| 0.0221 | 194.12 | 3300 | 0.9937 | 0.3675 | 0.9554 | 0.9395 | 0.8611 | 0.8971 | 0.9268 | 0.9819 | 0.6245 | 0.7911 | 0.9899 | 0.9238 | 0.2495 | nan | 0.9838 | 0.3604 | 0.8930 | 0.8720 | 0.8434 | 0.8408 | 0.9010 | 0.9610 | 0.6170 | 0.6262 | 0.9795 | 0.8679 | 0.2472 | nan | 0.0816 | 0.8078 | 0.7687 | 0.9801 |
| 0.0198 | 195.29 | 3320 | 0.9939 | 0.3561 | 0.9560 | 0.9346 | 0.8574 | 0.8955 | 0.9280 | 0.9815 | 0.6237 | 0.7885 | 0.9897 | 0.9187 | 0.2494 | nan | 0.9837 | 0.3493 | 0.8926 | 0.8724 | 0.8411 | 0.8404 | 0.9010 | 0.9609 | 0.6173 | 0.6257 | 0.9796 | 0.8679 | 0.2463 | nan | 0.0821 | 0.8056 | 0.7675 | 0.9801 |
| 0.0182 | 196.47 | 3340 | 0.9936 | 0.3545 | 0.9579 | 0.9313 | 0.8589 | 0.8976 | 0.9259 | 0.9813 | 0.6236 | 0.7862 | 0.9891 | 0.9238 | 0.2451 | nan | 0.9838 | 0.3482 | 0.8920 | 0.8730 | 0.8417 | 0.8409 | 0.9003 | 0.9609 | 0.6171 | 0.6250 | 0.9795 | 0.8682 | 0.2426 | nan | 0.0824 | 0.8053 | 0.7672 | 0.9801 |
| 0.0186 | 197.65 | 3360 | 0.9936 | 0.3593 | 0.9573 | 0.9342 | 0.8621 | 0.8982 | 0.9247 | 0.9811 | 0.6239 | 0.7856 | 0.9894 | 0.9232 | 0.2462 | nan | 0.9838 | 0.3530 | 0.8923 | 0.8729 | 0.8439 | 0.8413 | 0.9004 | 0.9610 | 0.6173 | 0.6248 | 0.9796 | 0.8684 | 0.2439 | nan | 0.0821 | 0.8061 | 0.7679 | 0.9801 |
| 0.0241 | 198.82 | 3380 | 0.0823 | 0.7674 | 0.8059 | 0.9801 | nan | 0.9940 | 0.9557 | 0.8904 | 0.9899 | 0.9173 | 0.6260 | 0.8677 | 0.9817 | 0.7848 | 0.2559 | 0.9302 | 0.9396 | 0.3431 | nan | 0.9836 | 0.8929 | 0.8387 | 0.9796 | 0.8669 | 0.6195 | 0.8493 | 0.9606 | 0.6250 | 0.2493 | 0.9028 | 0.8736 | 0.3344 |
| 0.0212 | 200.0 | 3400 | 0.0827 | 0.7614 | 0.7969 | 0.9800 | nan | 0.9945 | 0.9566 | 0.8866 | 0.9894 | 0.9187 | 0.6251 | 0.8484 | 0.9818 | 0.7763 | 0.2221 | 0.9209 | 0.9141 | 0.3252 | nan | 0.9835 | 0.8928 | 0.8386 | 0.9793 | 0.8673 | 0.6194 | 0.8352 | 0.9615 | 0.6165 | 0.2204 | 0.8999 | 0.8665 | 0.3175 |
| 0.0204 | 201.18 | 3420 | 0.0817 | 0.7690 | 0.8088 | 0.9801 | nan | 0.9936 | 0.9568 | 0.9025 | 0.9885 | 0.9281 | 0.6253 | 0.8583 | 0.9818 | 0.7838 | 0.2431 | 0.9272 | 0.9381 | 0.3870 | nan | 0.9839 | 0.8919 | 0.8438 | 0.9794 | 0.8688 | 0.6190 | 0.8419 | 0.9610 | 0.6216 | 0.2403 | 0.9017 | 0.8633 | 0.3802 |
| 0.0216 | 202.35 | 3440 | 0.0829 | 0.7673 | 0.8044 | 0.9799 | nan | 0.9938 | 0.9606 | 0.8912 | 0.9890 | 0.9203 | 0.6227 | 0.8438 | 0.9803 | 0.7608 | 0.2388 | 0.9277 | 0.9362 | 0.3919 | nan | 0.9837 | 0.8904 | 0.8408 | 0.9791 | 0.8668 | 0.6166 | 0.8296 | 0.9610 | 0.6171 | 0.2372 | 0.9007 | 0.8701 | 0.3813 |
| 0.0192 | 203.53 | 3460 | 0.0827 | 0.7676 | 0.8049 | 0.9800 | nan | 0.9938 | 0.9581 | 0.8967 | 0.9886 | 0.9360 | 0.6228 | 0.8510 | 0.9803 | 0.7711 | 0.2317 | 0.9139 | 0.9246 | 0.3951 | nan | 0.9839 | 0.8910 | 0.8436 | 0.9792 | 0.8666 | 0.6176 | 0.8356 | 0.9600 | 0.6196 | 0.2299 | 0.8956 | 0.8700 | 0.3857 |
| 0.0189 | 204.71 | 3480 | 0.0822 | 0.7666 | 0.8069 | 0.9800 | nan | 0.9939 | 0.9578 | 0.8993 | 0.9867 | 0.9351 | 0.6256 | 0.8616 | 0.9806 | 0.7930 | 0.2401 | 0.9235 | 0.9363 | 0.3561 | nan | 0.9837 | 0.8919 | 0.8427 | 0.9791 | 0.8657 | 0.6185 | 0.8441 | 0.9608 | 0.6242 | 0.2386 | 0.8997 | 0.8699 | 0.3471 |
| 0.0226 | 205.88 | 3500 | 0.0807 | 0.7616 | 0.8000 | 0.9801 | nan | 0.9929 | 0.9535 | 0.9105 | 0.9912 | 0.9195 | 0.6284 | 0.8572 | 0.9821 | 0.7859 | 0.2203 | 0.9212 | 0.9352 | 0.3024 | nan | 0.9840 | 0.8917 | 0.8440 | 0.9788 | 0.8678 | 0.6222 | 0.8367 | 0.9606 | 0.6266 | 0.2190 | 0.8974 | 0.8777 | 0.2948 |
| 0.019 | 207.06 | 3520 | 0.0816 | 0.7630 | 0.8003 | 0.9802 | nan | 0.9932 | 0.9541 | 0.9081 | 0.9918 | 0.9102 | 0.6292 | 0.8537 | 0.9808 | 0.7824 | 0.2333 | 0.9246 | 0.9493 | 0.2927 | nan | 0.9840 | 0.8920 | 0.8451 | 0.9791 | 0.8668 | 0.6222 | 0.8380 | 0.9604 | 0.6305 | 0.2318 | 0.9021 | 0.8771 | 0.2894 |
| 0.0192 | 208.24 | 3540 | 0.0819 | 0.7699 | 0.8089 | 0.9803 | nan | 0.9940 | 0.9518 | 0.8984 | 0.9912 | 0.9161 | 0.6263 | 0.8676 | 0.9820 | 0.7955 | 0.2501 | 0.9314 | 0.9420 | 0.3691 | nan | 0.9838 | 0.8937 | 0.8416 | 0.9798 | 0.8693 | 0.6197 | 0.8469 | 0.9613 | 0.6279 | 0.2475 | 0.9064 | 0.8717 | 0.3586 |
| 0.0183 | 209.41 | 3560 | 0.0829 | 0.7660 | 0.8040 | 0.9801 | nan | 0.9934 | 0.9579 | 0.9046 | 0.9898 | 0.9218 | 0.6222 | 0.8505 | 0.9808 | 0.7652 | 0.2416 | 0.9235 | 0.9417 | 0.3593 | nan | 0.9839 | 0.8911 | 0.8452 | 0.9797 | 0.8693 | 0.6160 | 0.8347 | 0.9597 | 0.6251 | 0.2332 | 0.9017 | 0.8719 | 0.3469 |
| 0.0203 | 210.59 | 3580 | 0.0813 | 0.7623 | 0.7998 | 0.9801 | nan | 0.9936 | 0.9575 | 0.8987 | 0.9898 | 0.9163 | 0.6303 | 0.8535 | 0.9809 | 0.8001 | 0.2412 | 0.9253 | 0.9368 | 0.2732 | nan | 0.9838 | 0.8924 | 0.8418 | 0.9795 | 0.8694 | 0.6226 | 0.8377 | 0.9605 | 0.6354 | 0.2368 | 0.9035 | 0.8761 | 0.2701 |
| 0.0202 | 211.76 | 3600 | 0.0827 | 0.7707 | 0.8130 | 0.9800 | nan | 0.9940 | 0.9544 | 0.8902 | 0.9894 | 0.9287 | 0.6282 | 0.8578 | 0.9820 | 0.7908 | 0.2551 | 0.9383 | 0.9563 | 0.4033 | nan | 0.9837 | 0.8925 | 0.8385 | 0.9795 | 0.8693 | 0.6211 | 0.8412 | 0.9599 | 0.6218 | 0.2502 | 0.9049 | 0.8662 | 0.3899 |
| 0.0166 | 212.94 | 3620 | 0.0835 | 0.7612 | 0.7986 | 0.9799 | nan | 0.9944 | 0.9547 | 0.8885 | 0.9892 | 0.9279 | 0.6238 | 0.8550 | 0.9824 | 0.7580 | 0.2508 | 0.9356 | 0.9338 | 0.2878 | nan | 0.9836 | 0.8923 | 0.8381 | 0.9797 | 0.8700 | 0.6176 | 0.8384 | 0.9597 | 0.6064 | 0.2483 | 0.9061 | 0.8738 | 0.2823 |
| 0.0211 | 214.12 | 3640 | 0.0829 | 0.7661 | 0.8052 | 0.9801 | nan | 0.9942 | 0.9542 | 0.8890 | 0.9906 | 0.9218 | 0.6263 | 0.8648 | 0.9806 | 0.7818 | 0.2551 | 0.9359 | 0.9483 | 0.3252 | nan | 0.9836 | 0.8936 | 0.8378 | 0.9796 | 0.8705 | 0.6199 | 0.8477 | 0.9612 | 0.6162 | 0.2513 | 0.9079 | 0.8714 | 0.3180 |
| 0.0217 | 215.29 | 3660 | 0.0806 | 0.7763 | 0.8147 | 0.9804 | nan | 0.9938 | 0.9548 | 0.8987 | 0.9910 | 0.9140 | 0.6275 | 0.8702 | 0.9829 | 0.7809 | 0.2478 | 0.9307 | 0.9303 | 0.4683 | nan | 0.9841 | 0.8930 | 0.8446 | 0.9797 | 0.8681 | 0.6205 | 0.8507 | 0.9605 | 0.6242 | 0.2431 | 0.9020 | 0.8733 | 0.4486 |
| 0.0191 | 216.47 | 3680 | 0.0811 | 0.7703 | 0.8090 | 0.9803 | nan | 0.9941 | 0.9546 | 0.8988 | 0.9893 | 0.9253 | 0.6285 | 0.8528 | 0.9824 | 0.7986 | 0.2534 | 0.9296 | 0.9322 | 0.3772 | nan | 0.9839 | 0.8941 | 0.8427 | 0.9797 | 0.8702 | 0.6208 | 0.8372 | 0.9605 | 0.6240 | 0.2514 | 0.9067 | 0.8726 | 0.3694 |
| 0.0202 | 217.65 | 3700 | 0.0823 | 0.7687 | 0.8058 | 0.9802 | nan | 0.9936 | 0.9585 | 0.9000 | 0.9895 | 0.9255 | 0.6279 | 0.8553 | 0.9813 | 0.7648 | 0.2396 | 0.9307 | 0.9363 | 0.3724 | nan | 0.9840 | 0.8923 | 0.8432 | 0.9798 | 0.8708 | 0.6208 | 0.8386 | 0.9599 | 0.6136 | 0.2372 | 0.9073 | 0.8793 | 0.3658 |
| 0.0192 | 218.82 | 3720 | 0.0816 | 0.7716 | 0.8111 | 0.9803 | nan | 0.9938 | 0.9556 | 0.8988 | 0.9897 | 0.9304 | 0.6290 | 0.8705 | 0.9813 | 0.7774 | 0.2487 | 0.9315 | 0.9488 | 0.3886 | nan | 0.9840 | 0.8944 | 0.8429 | 0.9797 | 0.8704 | 0.6228 | 0.8481 | 0.9610 | 0.6140 | 0.2451 | 0.9072 | 0.8817 | 0.3794 |
| 0.0211 | 220.0 | 3740 | 0.0837 | 0.7660 | 0.8027 | 0.9802 | nan | 0.9943 | 0.9568 | 0.8932 | 0.9897 | 0.9231 | 0.6242 | 0.8628 | 0.9793 | 0.7699 | 0.2349 | 0.9251 | 0.9372 | 0.3447 | nan | 0.9839 | 0.8930 | 0.8413 | 0.9799 | 0.8703 | 0.6190 | 0.8455 | 0.9600 | 0.6111 | 0.2297 | 0.9037 | 0.8822 | 0.3387 |
| 0.0169 | 221.18 | 3760 | 0.0826 | 0.7735 | 0.8152 | 0.9802 | nan | 0.9934 | 0.9574 | 0.9003 | 0.9893 | 0.9292 | 0.6276 | 0.8633 | 0.9820 | 0.7915 | 0.2544 | 0.9379 | 0.9449 | 0.4260 | nan | 0.9840 | 0.8935 | 0.8396 | 0.9801 | 0.8713 | 0.6209 | 0.8463 | 0.9605 | 0.6207 | 0.2485 | 0.9068 | 0.8798 | 0.4031 |
| 0.0179 | 222.35 | 3780 | 0.0818 | 0.7765 | 0.8168 | 0.9804 | nan | 0.9943 | 0.9546 | 0.8969 | 0.9895 | 0.9230 | 0.6284 | 0.8707 | 0.9812 | 0.7858 | 0.2580 | 0.9343 | 0.9557 | 0.4455 | nan | 0.9838 | 0.8944 | 0.8404 | 0.9801 | 0.8724 | 0.6224 | 0.8492 | 0.9619 | 0.6242 | 0.2549 | 0.9090 | 0.8720 | 0.4295 |
| 0.0174 | 223.53 | 3800 | 0.0845 | 0.7589 | 0.7941 | 0.9801 | nan | 0.9941 | 0.9578 | 0.8960 | 0.9891 | 0.9271 | 0.6218 | 0.8487 | 0.9813 | 0.7664 | 0.2324 | 0.9115 | 0.9291 | 0.2683 | nan | 0.9839 | 0.8924 | 0.8414 | 0.9797 | 0.8718 | 0.6180 | 0.8345 | 0.9607 | 0.6167 | 0.2309 | 0.8948 | 0.8757 | 0.2657 |
| 0.0177 | 224.71 | 3820 | 0.0815 | 0.7701 | 0.8086 | 0.9805 | nan | 0.9939 | 0.9566 | 0.8967 | 0.9894 | 0.9307 | 0.6266 | 0.8628 | 0.9826 | 0.7956 | 0.2566 | 0.9329 | 0.9368 | 0.3512 | nan | 0.9840 | 0.8948 | 0.8426 | 0.9799 | 0.8718 | 0.6203 | 0.8452 | 0.9618 | 0.6299 | 0.2531 | 0.9045 | 0.8795 | 0.3445 |
| 0.0207 | 225.88 | 3840 | 0.0825 | 0.7729 | 0.8120 | 0.9802 | nan | 0.9934 | 0.9566 | 0.8968 | 0.9907 | 0.9247 | 0.6270 | 0.8625 | 0.9825 | 0.7652 | 0.2518 | 0.9374 | 0.9327 | 0.4341 | nan | 0.9840 | 0.8920 | 0.8427 | 0.9796 | 0.8708 | 0.6198 | 0.8435 | 0.9601 | 0.6150 | 0.2468 | 0.8982 | 0.8749 | 0.4205 |
| 0.0186 | 227.06 | 3860 | 0.0832 | 0.7675 | 0.8046 | 0.9802 | nan | 0.9944 | 0.9568 | 0.8876 | 0.9903 | 0.9223 | 0.6258 | 0.8586 | 0.9812 | 0.7708 | 0.2453 | 0.9340 | 0.9338 | 0.3593 | nan | 0.9839 | 0.8931 | 0.8409 | 0.9798 | 0.8716 | 0.6192 | 0.8429 | 0.9609 | 0.6172 | 0.2401 | 0.8995 | 0.8787 | 0.3491 |
| 0.0215 | 228.24 | 3880 | 0.0826 | 0.7740 | 0.8117 | 0.9803 | nan | 0.9938 | 0.9571 | 0.8989 | 0.9900 | 0.9258 | 0.6253 | 0.8621 | 0.9819 | 0.7557 | 0.2545 | 0.9379 | 0.9345 | 0.4341 | nan | 0.9839 | 0.8930 | 0.8447 | 0.9800 | 0.8715 | 0.6205 | 0.8442 | 0.9598 | 0.6098 | 0.2500 | 0.9060 | 0.8791 | 0.4192 |
| 0.0191 | 229.41 | 3900 | 0.0839 | 0.7707 | 0.8080 | 0.9801 | nan | 0.9935 | 0.9609 | 0.8971 | 0.9892 | 0.9239 | 0.6242 | 0.8530 | 0.9810 | 0.7614 | 0.2450 | 0.9220 | 0.9298 | 0.4228 | nan | 0.9840 | 0.8910 | 0.8431 | 0.9798 | 0.8712 | 0.6181 | 0.8368 | 0.9596 | 0.6114 | 0.2416 | 0.8969 | 0.8748 | 0.4107 |
| 0.0194 | 230.59 | 3920 | 0.0825 | 0.7729 | 0.8121 | 0.9803 | nan | 0.9935 | 0.9572 | 0.9017 | 0.9901 | 0.9263 | 0.6252 | 0.8608 | 0.9809 | 0.7815 | 0.2493 | 0.9329 | 0.9463 | 0.4114 | nan | 0.9841 | 0.8930 | 0.8443 | 0.9797 | 0.8721 | 0.6189 | 0.8421 | 0.9610 | 0.6224 | 0.2465 | 0.9048 | 0.8789 | 0.4003 |
| 0.0181 | 231.76 | 3940 | 0.0813 | 0.7733 | 0.8109 | 0.9804 | nan | 0.9935 | 0.9567 | 0.9068 | 0.9905 | 0.9218 | 0.6239 | 0.8638 | 0.9793 | 0.7886 | 0.2480 | 0.9288 | 0.9417 | 0.3984 | nan | 0.9841 | 0.8936 | 0.8443 | 0.9800 | 0.8721 | 0.6184 | 0.8454 | 0.9609 | 0.6328 | 0.2439 | 0.9052 | 0.8811 | 0.3907 |
| 0.0219 | 232.94 | 3960 | 0.0816 | 0.7777 | 0.8176 | 0.9804 | nan | 0.9933 | 0.9603 | 0.9075 | 0.9884 | 0.9301 | 0.6246 | 0.8654 | 0.9802 | 0.7859 | 0.2488 | 0.9241 | 0.9400 | 0.4797 | nan | 0.9841 | 0.8924 | 0.8453 | 0.9800 | 0.8722 | 0.6176 | 0.8482 | 0.9612 | 0.6328 | 0.2445 | 0.9005 | 0.8777 | 0.4531 |
| 0.017 | 234.12 | 3980 | 0.0822 | 0.7708 | 0.8075 | 0.9803 | nan | 0.9943 | 0.9591 | 0.8959 | 0.9886 | 0.9256 | 0.6254 | 0.8552 | 0.9810 | 0.7733 | 0.2392 | 0.9249 | 0.9360 | 0.3984 | nan | 0.9840 | 0.8924 | 0.8454 | 0.9798 | 0.8721 | 0.6199 | 0.8409 | 0.9609 | 0.6260 | 0.2357 | 0.9022 | 0.8772 | 0.3834 |
| 0.0178 | 235.29 | 4000 | 0.0836 | 0.7723 | 0.8115 | 0.9802 | nan | 0.9938 | 0.9568 | 0.8952 | 0.9895 | 0.9196 | 0.6245 | 0.8601 | 0.9842 | 0.7851 | 0.2356 | 0.9263 | 0.9284 | 0.4504 | nan | 0.9841 | 0.8926 | 0.8439 | 0.9801 | 0.8699 | 0.6172 | 0.8432 | 0.9587 | 0.6180 | 0.2261 | 0.9021 | 0.8717 | 0.4321 |
| 0.0198 | 236.47 | 4020 | 0.0836 | 0.7683 | 0.8062 | 0.9803 | nan | 0.9939 | 0.9591 | 0.8932 | 0.9902 | 0.9249 | 0.6237 | 0.8569 | 0.9807 | 0.7595 | 0.2407 | 0.9280 | 0.9406 | 0.3886 | nan | 0.9842 | 0.8928 | 0.8432 | 0.9797 | 0.8717 | 0.6186 | 0.8403 | 0.9603 | 0.6093 | 0.2346 | 0.9005 | 0.8755 | 0.3776 |
| 0.017 | 237.65 | 4040 | 0.0826 | 0.7716 | 0.8074 | 0.9804 | nan | 0.9941 | 0.9591 | 0.8945 | 0.9907 | 0.9183 | 0.6263 | 0.8549 | 0.9806 | 0.7652 | 0.2460 | 0.9281 | 0.9322 | 0.4065 | nan | 0.9842 | 0.8937 | 0.8443 | 0.9798 | 0.8723 | 0.6205 | 0.8395 | 0.9611 | 0.6150 | 0.2421 | 0.9029 | 0.8821 | 0.3937 |
| 0.0195 | 238.82 | 4060 | 0.0848 | 0.7684 | 0.8037 | 0.9803 | nan | 0.9942 | 0.9595 | 0.8913 | 0.9901 | 0.9209 | 0.6239 | 0.8475 | 0.9799 | 0.7692 | 0.2439 | 0.9235 | 0.9244 | 0.3805 | nan | 0.9840 | 0.8931 | 0.8419 | 0.9798 | 0.8725 | 0.6195 | 0.8345 | 0.9607 | 0.6139 | 0.2412 | 0.9021 | 0.8770 | 0.3685 |
| 0.0195 | 240.0 | 4080 | 0.0841 | 0.7690 | 0.8055 | 0.9803 | nan | 0.9939 | 0.9576 | 0.9005 | 0.9900 | 0.9267 | 0.6219 | 0.8518 | 0.9802 | 0.7682 | 0.2434 | 0.9294 | 0.9336 | 0.3740 | nan | 0.9841 | 0.8932 | 0.8436 | 0.9798 | 0.8731 | 0.6179 | 0.8362 | 0.9609 | 0.6148 | 0.2409 | 0.9046 | 0.8810 | 0.3668 |
| 0.019 | 241.18 | 4100 | 0.0839 | 0.7720 | 0.8088 | 0.9803 | nan | 0.9934 | 0.9557 | 0.9091 | 0.9907 | 0.9207 | 0.6237 | 0.8568 | 0.9816 | 0.7526 | 0.2527 | 0.9265 | 0.9383 | 0.4130 | nan | 0.9842 | 0.8923 | 0.8452 | 0.9801 | 0.8726 | 0.6181 | 0.8388 | 0.9596 | 0.6075 | 0.2473 | 0.9044 | 0.8823 | 0.4032 |
| 0.0155 | 242.35 | 4120 | 0.0827 | 0.7718 | 0.8102 | 0.9803 | nan | 0.9937 | 0.9588 | 0.8980 | 0.9903 | 0.9263 | 0.6262 | 0.8506 | 0.9800 | 0.7814 | 0.2435 | 0.9292 | 0.9401 | 0.4146 | nan | 0.9841 | 0.8933 | 0.8436 | 0.9796 | 0.8736 | 0.6203 | 0.8337 | 0.9615 | 0.6218 | 0.2413 | 0.9036 | 0.8803 | 0.3966 |
| 0.0185 | 243.53 | 4140 | 0.0827 | 0.7734 | 0.8109 | 0.9803 | nan | 0.9933 | 0.9586 | 0.9064 | 0.9902 | 0.9265 | 0.6269 | 0.8511 | 0.9809 | 0.7668 | 0.2348 | 0.9302 | 0.9358 | 0.4407 | nan | 0.9842 | 0.8925 | 0.8460 | 0.9797 | 0.8737 | 0.6209 | 0.8337 | 0.9601 | 0.6185 | 0.2329 | 0.9038 | 0.8811 | 0.4274 |
| 0.0197 | 244.71 | 4160 | 0.0838 | 0.7714 | 0.8097 | 0.9803 | nan | 0.9941 | 0.9574 | 0.8953 | 0.9889 | 0.9315 | 0.6265 | 0.8594 | 0.9816 | 0.7806 | 0.2460 | 0.9265 | 0.9368 | 0.4016 | nan | 0.9840 | 0.8931 | 0.8429 | 0.9800 | 0.8737 | 0.6198 | 0.8421 | 0.9601 | 0.6194 | 0.2438 | 0.9029 | 0.8748 | 0.3914 |
| 0.0178 | 245.88 | 4180 | 0.0851 | 0.7718 | 0.8105 | 0.9802 | nan | 0.9942 | 0.9549 | 0.8957 | 0.9887 | 0.9300 | 0.6257 | 0.8526 | 0.9834 | 0.7645 | 0.2505 | 0.9281 | 0.9475 | 0.4211 | nan | 0.9838 | 0.8933 | 0.8414 | 0.9801 | 0.8723 | 0.6200 | 0.8387 | 0.9585 | 0.6099 | 0.2476 | 0.9039 | 0.8740 | 0.4098 |
| 0.0181 | 247.06 | 4200 | 0.0819 | 0.7780 | 0.8178 | 0.9804 | nan | 0.9934 | 0.9565 | 0.9014 | 0.9903 | 0.9272 | 0.6290 | 0.8639 | 0.9820 | 0.7834 | 0.2492 | 0.9278 | 0.9473 | 0.4797 | nan | 0.9841 | 0.8940 | 0.8423 | 0.9799 | 0.8731 | 0.6226 | 0.8450 | 0.9606 | 0.6200 | 0.2465 | 0.9042 | 0.8791 | 0.4631 |
| 0.0222 | 248.24 | 4220 | 0.0837 | 0.7708 | 0.8090 | 0.9803 | nan | 0.9938 | 0.9570 | 0.9025 | 0.9900 | 0.9230 | 0.6242 | 0.8531 | 0.9807 | 0.7708 | 0.2420 | 0.9344 | 0.9411 | 0.4049 | nan | 0.9841 | 0.8930 | 0.8430 | 0.9800 | 0.8723 | 0.6193 | 0.8377 | 0.9607 | 0.6136 | 0.2393 | 0.9060 | 0.8778 | 0.3934 |
| 0.0197 | 249.41 | 4240 | 0.0835 | 0.7690 | 0.8072 | 0.9803 | nan | 0.9936 | 0.9589 | 0.9008 | 0.9897 | 0.9225 | 0.6252 | 0.8535 | 0.9819 | 0.7759 | 0.2403 | 0.9293 | 0.9474 | 0.3740 | nan | 0.9841 | 0.8932 | 0.8433 | 0.9800 | 0.8733 | 0.6193 | 0.8384 | 0.9607 | 0.6239 | 0.2382 | 0.9037 | 0.8757 | 0.3633 |
| 0.0198 | 250.59 | 4260 | 0.0848 | 0.7691 | 0.8085 | 0.9803 | nan | 0.9939 | 0.9596 | 0.8952 | 0.9886 | 0.9305 | 0.6238 | 0.8664 | 0.9808 | 0.7739 | 0.2437 | 0.9290 | 0.9399 | 0.3854 | nan | 0.9840 | 0.8927 | 0.8428 | 0.9799 | 0.8736 | 0.6167 | 0.8457 | 0.9609 | 0.6180 | 0.2415 | 0.9030 | 0.8747 | 0.3652 |
| 0.0194 | 251.76 | 4280 | 0.0835 | 0.7731 | 0.8110 | 0.9803 | nan | 0.9936 | 0.9588 | 0.9022 | 0.9897 | 0.9296 | 0.6247 | 0.8496 | 0.9809 | 0.7580 | 0.2382 | 0.9293 | 0.9327 | 0.4553 | nan | 0.9842 | 0.8918 | 0.8450 | 0.9799 | 0.8738 | 0.6185 | 0.8360 | 0.9606 | 0.6111 | 0.2361 | 0.9026 | 0.8756 | 0.4355 |
| 0.0181 | 252.94 | 4300 | 0.0834 | 0.7760 | 0.8161 | 0.9805 | nan | 0.9935 | 0.9567 | 0.9062 | 0.9900 | 0.9281 | 0.6251 | 0.8640 | 0.9819 | 0.7717 | 0.2511 | 0.9366 | 0.9443 | 0.4602 | nan | 0.9842 | 0.8939 | 0.8454 | 0.9800 | 0.8732 | 0.6190 | 0.8460 | 0.9610 | 0.6160 | 0.2487 | 0.9043 | 0.8769 | 0.4388 |
| 0.024 | 254.12 | 4320 | 0.0847 | 0.7709 | 0.8083 | 0.9803 | nan | 0.9944 | 0.9566 | 0.8940 | 0.9891 | 0.9283 | 0.6241 | 0.8590 | 0.9804 | 0.7724 | 0.2530 | 0.9317 | 0.9335 | 0.3919 | nan | 0.9839 | 0.8934 | 0.8412 | 0.9800 | 0.8729 | 0.6196 | 0.8436 | 0.9602 | 0.6129 | 0.2507 | 0.9047 | 0.8777 | 0.3813 |
| 0.0186 | 255.29 | 4340 | 0.0830 | 0.7759 | 0.8151 | 0.9805 | nan | 0.9942 | 0.9557 | 0.9019 | 0.9895 | 0.9279 | 0.6262 | 0.8635 | 0.9813 | 0.7775 | 0.2574 | 0.9373 | 0.9383 | 0.4455 | nan | 0.9842 | 0.8947 | 0.8457 | 0.9801 | 0.8731 | 0.6209 | 0.8463 | 0.9605 | 0.6189 | 0.2546 | 0.9051 | 0.8749 | 0.4281 |
| 0.0222 | 256.47 | 4360 | 0.0845 | 0.7753 | 0.8152 | 0.9805 | nan | 0.9940 | 0.9572 | 0.8992 | 0.9897 | 0.9272 | 0.6243 | 0.8710 | 0.9807 | 0.7862 | 0.2564 | 0.9341 | 0.9444 | 0.4325 | nan | 0.9841 | 0.8945 | 0.8440 | 0.9804 | 0.8735 | 0.6192 | 0.8524 | 0.9603 | 0.6287 | 0.2526 | 0.9022 | 0.8743 | 0.4130 |
| 0.0218 | 257.65 | 4380 | 0.0837 | 0.7733 | 0.8127 | 0.9804 | nan | 0.9937 | 0.9583 | 0.8997 | 0.9900 | 0.9263 | 0.6261 | 0.8610 | 0.9813 | 0.7693 | 0.2509 | 0.9356 | 0.9415 | 0.4309 | nan | 0.9842 | 0.8936 | 0.8442 | 0.9800 | 0.8737 | 0.6198 | 0.8437 | 0.9600 | 0.6182 | 0.2489 | 0.9018 | 0.8816 | 0.4033 |
| 0.0192 | 258.82 | 4400 | 0.0834 | 0.7749 | 0.8160 | 0.9804 | nan | 0.9938 | 0.9569 | 0.8980 | 0.9900 | 0.9276 | 0.6272 | 0.8656 | 0.9821 | 0.7713 | 0.2486 | 0.9341 | 0.9477 | 0.4650 | nan | 0.9841 | 0.8939 | 0.8449 | 0.9799 | 0.8731 | 0.6197 | 0.8465 | 0.9603 | 0.6161 | 0.2468 | 0.9027 | 0.8792 | 0.4269 |
| 0.0184 | 260.0 | 4420 | 0.0842 | 0.7751 | 0.8147 | 0.9804 | nan | 0.9941 | 0.9547 | 0.8966 | 0.9907 | 0.9238 | 0.6281 | 0.8584 | 0.9813 | 0.7855 | 0.2488 | 0.9336 | 0.9486 | 0.4472 | nan | 0.9841 | 0.8939 | 0.8439 | 0.9801 | 0.8740 | 0.6214 | 0.8417 | 0.9600 | 0.6226 | 0.2469 | 0.9044 | 0.8808 | 0.4224 |
| 0.022 | 261.18 | 4440 | 0.0853 | 0.7708 | 0.8085 | 0.9804 | nan | 0.9941 | 0.9557 | 0.8976 | 0.9910 | 0.9207 | 0.6246 | 0.8583 | 0.9808 | 0.7736 | 0.2465 | 0.9382 | 0.9395 | 0.3902 | nan | 0.9841 | 0.8935 | 0.8451 | 0.9798 | 0.8739 | 0.6192 | 0.8425 | 0.9606 | 0.6170 | 0.2445 | 0.9033 | 0.8816 | 0.3756 |
| 0.0171 | 262.35 | 4460 | 0.0846 | 0.7705 | 0.8078 | 0.9804 | nan | 0.9938 | 0.9571 | 0.9032 | 0.9902 | 0.9245 | 0.6240 | 0.8589 | 0.9815 | 0.7598 | 0.2466 | 0.9348 | 0.9364 | 0.3902 | nan | 0.9842 | 0.8933 | 0.8455 | 0.9801 | 0.8745 | 0.6179 | 0.8419 | 0.9605 | 0.6089 | 0.2446 | 0.9045 | 0.8816 | 0.3785 |
| 0.0186 | 263.53 | 4480 | 0.0860 | 0.7711 | 0.8093 | 0.9803 | nan | 0.9938 | 0.9589 | 0.8974 | 0.9894 | 0.9279 | 0.6224 | 0.8536 | 0.9810 | 0.7809 | 0.2440 | 0.9305 | 0.9366 | 0.4049 | nan | 0.9841 | 0.8926 | 0.8423 | 0.9802 | 0.8740 | 0.6177 | 0.8384 | 0.9601 | 0.6193 | 0.2417 | 0.9034 | 0.8789 | 0.3915 |
| 0.0161 | 264.71 | 4500 | 0.0846 | 0.7739 | 0.8127 | 0.9804 | nan | 0.9936 | 0.9587 | 0.9029 | 0.9893 | 0.9286 | 0.6250 | 0.8584 | 0.9817 | 0.7839 | 0.2442 | 0.9324 | 0.9336 | 0.4325 | nan | 0.9842 | 0.8937 | 0.8443 | 0.9801 | 0.8744 | 0.6189 | 0.8413 | 0.9605 | 0.6239 | 0.2420 | 0.9049 | 0.8809 | 0.4111 |
| 0.0159 | 265.88 | 4520 | 0.0841 | 0.7737 | 0.8125 | 0.9805 | nan | 0.9938 | 0.9579 | 0.9034 | 0.9897 | 0.9289 | 0.6251 | 0.8556 | 0.9812 | 0.7862 | 0.2462 | 0.9332 | 0.9452 | 0.4163 | nan | 0.9842 | 0.8942 | 0.8449 | 0.9802 | 0.8750 | 0.6194 | 0.8398 | 0.9611 | 0.6278 | 0.2443 | 0.9062 | 0.8814 | 0.4 |
| 0.0195 | 267.06 | 4540 | 0.0858 | 0.7729 | 0.8105 | 0.9803 | nan | 0.9940 | 0.9593 | 0.8952 | 0.9897 | 0.9249 | 0.6239 | 0.8514 | 0.9814 | 0.7695 | 0.2377 | 0.9284 | 0.9412 | 0.4407 | nan | 0.9842 | 0.8929 | 0.8433 | 0.9800 | 0.8746 | 0.6183 | 0.8358 | 0.9603 | 0.6176 | 0.2360 | 0.9019 | 0.8807 | 0.4215 |
| 0.0172 | 268.24 | 4560 | 0.0835 | 0.7745 | 0.8157 | 0.9805 | nan | 0.9934 | 0.9586 | 0.9058 | 0.9899 | 0.9261 | 0.6260 | 0.8576 | 0.9817 | 0.7862 | 0.2372 | 0.9289 | 0.9494 | 0.4634 | nan | 0.9843 | 0.8937 | 0.8461 | 0.9800 | 0.8740 | 0.6199 | 0.8384 | 0.9609 | 0.6251 | 0.2354 | 0.9010 | 0.8813 | 0.4286 |
| 0.019 | 269.41 | 4580 | 0.0834 | 0.7722 | 0.8104 | 0.9806 | nan | 0.9940 | 0.9559 | 0.9055 | 0.9897 | 0.9284 | 0.6256 | 0.8570 | 0.9818 | 0.7708 | 0.2432 | 0.9306 | 0.9444 | 0.4081 | nan | 0.9843 | 0.8943 | 0.8466 | 0.9800 | 0.8742 | 0.6203 | 0.8404 | 0.9613 | 0.6223 | 0.2415 | 0.9033 | 0.8814 | 0.3885 |
| 0.018 | 270.59 | 4600 | 0.0835 | 0.7718 | 0.8115 | 0.9805 | nan | 0.9938 | 0.9568 | 0.9018 | 0.9904 | 0.9227 | 0.6257 | 0.8524 | 0.9821 | 0.7869 | 0.2394 | 0.9287 | 0.9400 | 0.4293 | nan | 0.9843 | 0.8938 | 0.8462 | 0.9799 | 0.8736 | 0.6200 | 0.8364 | 0.9614 | 0.6244 | 0.2377 | 0.9013 | 0.8821 | 0.3923 |
| 0.0223 | 271.76 | 4620 | 0.0839 | 0.7710 | 0.8110 | 0.9805 | nan | 0.9937 | 0.9571 | 0.9023 | 0.9903 | 0.9257 | 0.6254 | 0.8528 | 0.9811 | 0.7921 | 0.2447 | 0.9291 | 0.9406 | 0.4081 | nan | 0.9843 | 0.8937 | 0.8446 | 0.9799 | 0.8734 | 0.6194 | 0.8364 | 0.9610 | 0.6266 | 0.2425 | 0.9017 | 0.8822 | 0.3769 |
| 0.0227 | 272.94 | 4640 | 0.0845 | 0.7715 | 0.8089 | 0.9805 | nan | 0.9940 | 0.9574 | 0.8968 | 0.9906 | 0.9236 | 0.6246 | 0.8553 | 0.9807 | 0.7851 | 0.2449 | 0.9276 | 0.9357 | 0.4 | nan | 0.9842 | 0.8941 | 0.8435 | 0.9801 | 0.8743 | 0.6195 | 0.8386 | 0.9612 | 0.6246 | 0.2430 | 0.9026 | 0.8830 | 0.3814 |
| 0.0165 | 274.12 | 4660 | 0.0850 | 0.7722 | 0.8126 | 0.9806 | nan | 0.9940 | 0.9576 | 0.8980 | 0.9900 | 0.9278 | 0.6254 | 0.8601 | 0.9805 | 0.7957 | 0.2541 | 0.9318 | 0.9453 | 0.4033 | nan | 0.9842 | 0.8946 | 0.8438 | 0.9802 | 0.8743 | 0.6199 | 0.8433 | 0.9615 | 0.6288 | 0.2517 | 0.9025 | 0.8774 | 0.3758 |
| 0.0192 | 275.29 | 4680 | 0.0836 | 0.7724 | 0.8102 | 0.9806 | nan | 0.9941 | 0.9571 | 0.8986 | 0.9903 | 0.9243 | 0.6271 | 0.8547 | 0.9805 | 0.7904 | 0.2444 | 0.9298 | 0.9376 | 0.4033 | nan | 0.9842 | 0.8946 | 0.8444 | 0.9801 | 0.8747 | 0.6214 | 0.8394 | 0.9617 | 0.6275 | 0.2426 | 0.9025 | 0.8788 | 0.3887 |
| 0.0172 | 276.47 | 4700 | 0.0843 | 0.7712 | 0.8099 | 0.9804 | nan | 0.9940 | 0.9573 | 0.8995 | 0.9894 | 0.9315 | 0.6278 | 0.8525 | 0.9818 | 0.7866 | 0.2391 | 0.9312 | 0.9333 | 0.4049 | nan | 0.9842 | 0.8943 | 0.8443 | 0.9798 | 0.8740 | 0.6212 | 0.8361 | 0.9609 | 0.6245 | 0.2374 | 0.9031 | 0.8779 | 0.3879 |
| 0.0173 | 277.65 | 4720 | 0.0851 | 0.7717 | 0.8105 | 0.9805 | nan | 0.9942 | 0.9576 | 0.8968 | 0.9892 | 0.9319 | 0.6268 | 0.8548 | 0.9812 | 0.7832 | 0.2483 | 0.9321 | 0.9424 | 0.3984 | nan | 0.9842 | 0.8948 | 0.8436 | 0.9800 | 0.8738 | 0.6215 | 0.8391 | 0.9609 | 0.6230 | 0.2464 | 0.9037 | 0.8782 | 0.3834 |
| 0.0183 | 278.82 | 4740 | 0.0844 | 0.7712 | 0.8099 | 0.9805 | nan | 0.9941 | 0.9570 | 0.8972 | 0.9901 | 0.9249 | 0.6268 | 0.8546 | 0.9814 | 0.7811 | 0.2505 | 0.9328 | 0.9430 | 0.3951 | nan | 0.9842 | 0.8947 | 0.8437 | 0.9799 | 0.8737 | 0.6208 | 0.8386 | 0.9609 | 0.6215 | 0.2485 | 0.9043 | 0.8781 | 0.3767 |
| 0.0193 | 280.0 | 4760 | 0.0838 | 0.7730 | 0.8113 | 0.9805 | nan | 0.9941 | 0.9565 | 0.8988 | 0.9901 | 0.9254 | 0.6264 | 0.8497 | 0.9818 | 0.7781 | 0.2521 | 0.9308 | 0.9445 | 0.4179 | nan | 0.9842 | 0.8945 | 0.8440 | 0.9799 | 0.8737 | 0.6205 | 0.8353 | 0.9607 | 0.6244 | 0.2500 | 0.9032 | 0.8806 | 0.3984 |
| 0.0207 | 281.18 | 4780 | 0.0842 | 0.7727 | 0.8098 | 0.9805 | nan | 0.9939 | 0.9582 | 0.9014 | 0.9905 | 0.9217 | 0.6262 | 0.8501 | 0.9805 | 0.7810 | 0.2484 | 0.9304 | 0.9366 | 0.4081 | nan | 0.9843 | 0.8940 | 0.8462 | 0.9800 | 0.8740 | 0.6204 | 0.8351 | 0.9610 | 0.6277 | 0.2463 | 0.9038 | 0.8790 | 0.3928 |
| 0.0166 | 282.35 | 4800 | 0.0846 | 0.7740 | 0.8114 | 0.9805 | nan | 0.9942 | 0.9571 | 0.8966 | 0.9900 | 0.9290 | 0.6259 | 0.8498 | 0.9815 | 0.7806 | 0.2540 | 0.9317 | 0.9356 | 0.4228 | nan | 0.9842 | 0.8946 | 0.8444 | 0.9800 | 0.8741 | 0.6203 | 0.8356 | 0.9609 | 0.6242 | 0.2518 | 0.9057 | 0.8781 | 0.4075 |
| 0.0203 | 283.53 | 4820 | 0.0843 | 0.7745 | 0.8131 | 0.9805 | nan | 0.9941 | 0.9571 | 0.8984 | 0.9901 | 0.9257 | 0.6270 | 0.8525 | 0.9813 | 0.7913 | 0.2532 | 0.9327 | 0.9421 | 0.4244 | nan | 0.9842 | 0.8948 | 0.8445 | 0.9801 | 0.8745 | 0.6204 | 0.8370 | 0.9613 | 0.6273 | 0.2510 | 0.9065 | 0.8788 | 0.4078 |
| 0.0153 | 284.71 | 4840 | 0.0842 | 0.7717 | 0.8094 | 0.9805 | nan | 0.9939 | 0.9586 | 0.9007 | 0.9900 | 0.9249 | 0.6264 | 0.8477 | 0.9805 | 0.7916 | 0.2477 | 0.9293 | 0.9311 | 0.4 | nan | 0.9842 | 0.8942 | 0.8451 | 0.9799 | 0.8742 | 0.6202 | 0.8333 | 0.9614 | 0.6283 | 0.2458 | 0.9043 | 0.8752 | 0.3862 |
| 0.017 | 285.88 | 4860 | 0.0843 | 0.7733 | 0.8117 | 0.9805 | nan | 0.9938 | 0.9583 | 0.9027 | 0.9899 | 0.9276 | 0.6260 | 0.8532 | 0.9802 | 0.7857 | 0.2542 | 0.9308 | 0.9444 | 0.4049 | nan | 0.9843 | 0.8941 | 0.8460 | 0.9800 | 0.8744 | 0.6199 | 0.8372 | 0.9611 | 0.6283 | 0.2516 | 0.9050 | 0.8785 | 0.3921 |
| 0.0192 | 287.06 | 4880 | 0.0848 | 0.7732 | 0.8119 | 0.9805 | nan | 0.9941 | 0.9575 | 0.8979 | 0.9896 | 0.9279 | 0.6260 | 0.8526 | 0.9813 | 0.7883 | 0.2535 | 0.9343 | 0.9453 | 0.4065 | nan | 0.9842 | 0.8945 | 0.8446 | 0.9801 | 0.8744 | 0.6202 | 0.8372 | 0.9612 | 0.6266 | 0.2513 | 0.9069 | 0.8776 | 0.3925 |
| 0.0173 | 288.24 | 4900 | 0.0854 | 0.7727 | 0.8099 | 0.9805 | nan | 0.9941 | 0.9586 | 0.8983 | 0.9899 | 0.9256 | 0.6255 | 0.8501 | 0.9805 | 0.7836 | 0.2480 | 0.9294 | 0.9355 | 0.4098 | nan | 0.9842 | 0.8940 | 0.8452 | 0.9800 | 0.8744 | 0.6197 | 0.8350 | 0.9611 | 0.6256 | 0.2459 | 0.9048 | 0.8788 | 0.3962 |
| 0.0162 | 289.41 | 4920 | 0.0848 | 0.7744 | 0.8121 | 0.9805 | nan | 0.9940 | 0.9584 | 0.9000 | 0.9900 | 0.9283 | 0.6253 | 0.8496 | 0.9803 | 0.7781 | 0.2452 | 0.9311 | 0.9386 | 0.4390 | nan | 0.9843 | 0.8938 | 0.8458 | 0.9800 | 0.8746 | 0.6198 | 0.8341 | 0.9611 | 0.6240 | 0.2433 | 0.9055 | 0.8789 | 0.4225 |
| 0.0181 | 290.59 | 4940 | 0.0856 | 0.7737 | 0.8114 | 0.9805 | nan | 0.9940 | 0.9578 | 0.8986 | 0.9900 | 0.9262 | 0.6253 | 0.8518 | 0.9817 | 0.7813 | 0.2500 | 0.9304 | 0.9367 | 0.4244 | nan | 0.9842 | 0.8941 | 0.8452 | 0.9801 | 0.8743 | 0.6197 | 0.8356 | 0.9608 | 0.6246 | 0.2476 | 0.9054 | 0.8775 | 0.4085 |
| 0.02 | 291.76 | 4960 | 0.0854 | 0.7742 | 0.8134 | 0.9805 | nan | 0.9938 | 0.9577 | 0.9013 | 0.9899 | 0.9269 | 0.6250 | 0.8527 | 0.9820 | 0.7868 | 0.2499 | 0.9346 | 0.9439 | 0.4293 | nan | 0.9843 | 0.8941 | 0.8456 | 0.9801 | 0.8745 | 0.6197 | 0.8363 | 0.9609 | 0.6259 | 0.2476 | 0.9060 | 0.8791 | 0.4106 |
| 0.0202 | 292.94 | 4980 | 0.0845 | 0.7738 | 0.8120 | 0.9805 | nan | 0.9939 | 0.9585 | 0.9000 | 0.9902 | 0.9257 | 0.6256 | 0.8516 | 0.9804 | 0.7881 | 0.2459 | 0.9309 | 0.9413 | 0.4244 | nan | 0.9843 | 0.8940 | 0.8456 | 0.9801 | 0.8748 | 0.6198 | 0.8353 | 0.9615 | 0.6272 | 0.2440 | 0.9054 | 0.8797 | 0.4078 |
| 0.0179 | 294.12 | 5000 | 0.0847 | 0.7754 | 0.8130 | 0.9805 | nan | 0.9939 | 0.9586 | 0.9009 | 0.9899 | 0.9268 | 0.6256 | 0.8508 | 0.9810 | 0.7896 | 0.2483 | 0.9313 | 0.9298 | 0.4423 | nan | 0.9843 | 0.8940 | 0.8459 | 0.9801 | 0.8749 | 0.6199 | 0.8353 | 0.9614 | 0.6280 | 0.2463 | 0.9060 | 0.8800 | 0.4243 |
| 0.0163 | 295.29 | 5020 | 0.0845 | 0.7753 | 0.8149 | 0.9805 | nan | 0.9938 | 0.9584 | 0.9005 | 0.9902 | 0.9256 | 0.6257 | 0.8520 | 0.9814 | 0.7885 | 0.2510 | 0.9351 | 0.9438 | 0.4472 | nan | 0.9843 | 0.8940 | 0.8459 | 0.9801 | 0.8747 | 0.6200 | 0.8358 | 0.9613 | 0.6274 | 0.2488 | 0.9061 | 0.8804 | 0.4198 |
| 0.0172 | 296.47 | 5040 | 0.0843 | 0.7751 | 0.8148 | 0.9806 | nan | 0.9939 | 0.9577 | 0.9005 | 0.9902 | 0.9259 | 0.6260 | 0.8509 | 0.9814 | 0.7869 | 0.2548 | 0.9342 | 0.9471 | 0.4423 | nan | 0.9843 | 0.8944 | 0.8456 | 0.9801 | 0.8747 | 0.6198 | 0.8355 | 0.9613 | 0.6271 | 0.2524 | 0.9066 | 0.8798 | 0.4146 |
| 0.0189 | 297.65 | 5060 | 0.0843 | 0.7749 | 0.8142 | 0.9806 | nan | 0.9938 | 0.9576 | 0.9018 | 0.9904 | 0.9234 | 0.6262 | 0.8516 | 0.9809 | 0.7913 | 0.2478 | 0.9342 | 0.9465 | 0.4390 | nan | 0.9843 | 0.8944 | 0.8458 | 0.9801 | 0.8746 | 0.6198 | 0.8358 | 0.9615 | 0.6283 | 0.2458 | 0.9067 | 0.8806 | 0.4160 |
| 0.0197 | 298.82 | 5080 | 0.0841 | 0.7752 | 0.8145 | 0.9806 | nan | 0.9938 | 0.9577 | 0.9019 | 0.9905 | 0.9231 | 0.6261 | 0.8523 | 0.9809 | 0.7896 | 0.2518 | 0.9319 | 0.9488 | 0.4407 | nan | 0.9843 | 0.8945 | 0.8457 | 0.9801 | 0.8745 | 0.6199 | 0.8361 | 0.9615 | 0.6281 | 0.2496 | 0.9063 | 0.8800 | 0.4176 |
| 0.0189 | 300.0 | 5100 | 0.0851 | 0.7749 | 0.8137 | 0.9805 | nan | 0.9938 | 0.9581 | 0.9026 | 0.9898 | 0.9269 | 0.6252 | 0.8541 | 0.9817 | 0.7797 | 0.2518 | 0.9326 | 0.9447 | 0.4374 | nan | 0.9843 | 0.8941 | 0.8458 | 0.9802 | 0.8745 | 0.6199 | 0.8378 | 0.9610 | 0.6254 | 0.2496 | 0.9058 | 0.8800 | 0.4151 |
### Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3
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