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---
license: other
tags:
- vision
- image-segmentation
- odontology
- x-ray
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-sidewalk-oct-22
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b0-finetuned-segments-sidewalk-oct-22
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the vimassaru/teethsegmentation dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1880
- Mean Iou: 0.7311
- Mean Accuracy: 0.8106
- Overall Accuracy: 0.8184
- Accuracy Background: nan
- Accuracy 11: 0.8456
- Accuracy 12: 0.8351
- Accuracy 13: 0.8619
- Accuracy 14: 0.8112
- Accuracy 15: 0.8087
- Accuracy 16: 0.9141
- Accuracy 17: 0.8742
- Accuracy 18: 0.7394
- Accuracy 21: 0.8758
- Accuracy 22: 0.8579
- Accuracy 23: 0.8480
- Accuracy 24: 0.7169
- Accuracy 25: 0.8273
- Accuracy 26: 0.8481
- Accuracy 27: 0.8284
- Accuracy 28: 0.7298
- Accuracy 31: 0.7495
- Accuracy 32: 0.7987
- Accuracy 33: 0.8661
- Accuracy 34: 0.8392
- Accuracy 35: 0.7596
- Accuracy 36: 0.7482
- Accuracy 37: 0.8109
- Accuracy 38: 0.7016
- Accuracy 41: 0.7217
- Accuracy 42: 0.7480
- Accuracy 43: 0.8447
- Accuracy 44: 0.7868
- Accuracy 45: 0.8250
- Accuracy 46: 0.8762
- Accuracy 47: 0.8519
- Accuracy 48: 0.7878
- Iou Background: 0.0
- Iou 11: 0.8226
- Iou 12: 0.8155
- Iou 13: 0.8048
- Iou 14: 0.7807
- Iou 15: 0.7909
- Iou 16: 0.8609
- Iou 17: 0.8145
- Iou 18: 0.6999
- Iou 21: 0.8266
- Iou 22: 0.8160
- Iou 23: 0.8000
- Iou 24: 0.6900
- Iou 25: 0.7760
- Iou 26: 0.8065
- Iou 27: 0.7338
- Iou 28: 0.6771
- Iou 31: 0.6604
- Iou 32: 0.7394
- Iou 33: 0.7977
- Iou 34: 0.7577
- Iou 35: 0.6944
- Iou 36: 0.6774
- Iou 37: 0.7224
- Iou 38: 0.6099
- Iou 41: 0.6166
- Iou 42: 0.6741
- Iou 43: 0.7706
- Iou 44: 0.7386
- Iou 45: 0.7555
- Iou 46: 0.8271
- Iou 47: 0.8210
- Iou 48: 0.7466
## 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: 0.0006
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 200
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy 11 | Accuracy 12 | Accuracy 13 | Accuracy 14 | Accuracy 15 | Accuracy 16 | Accuracy 17 | Accuracy 18 | Accuracy 21 | Accuracy 22 | Accuracy 23 | Accuracy 24 | Accuracy 25 | Accuracy 26 | Accuracy 27 | Accuracy 28 | Accuracy 31 | Accuracy 32 | Accuracy 33 | Accuracy 34 | Accuracy 35 | Accuracy 36 | Accuracy 37 | Accuracy 38 | Accuracy 41 | Accuracy 42 | Accuracy 43 | Accuracy 44 | Accuracy 45 | Accuracy 46 | Accuracy 47 | Accuracy 48 | Iou Background | Iou 11 | Iou 12 | Iou 13 | Iou 14 | Iou 15 | Iou 16 | Iou 17 | Iou 18 | Iou 21 | Iou 22 | Iou 23 | Iou 24 | Iou 25 | Iou 26 | Iou 27 | Iou 28 | Iou 31 | Iou 32 | Iou 33 | Iou 34 | Iou 35 | Iou 36 | Iou 37 | Iou 38 | Iou 41 | Iou 42 | Iou 43 | Iou 44 | Iou 45 | Iou 46 | Iou 47 | Iou 48 |
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| 1.5068 | 2.0 | 20 | 1.5257 | 0.0331 | 0.0872 | 0.1082 | nan | 0.0 | 0.0 | 0.0325 | 0.0 | 0.0 | 0.3861 | 0.7782 | 0.0 | 0.5551 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0025 | 0.5879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1233 | 0.1058 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.2200 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0298 | 0.0 | 0.0 | 0.2256 | 0.2666 | 0.0 | 0.0733 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0025 | 0.1063 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0983 | 0.0956 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.1930 | 0.0 |
| 0.6989 | 4.0 | 40 | 0.6959 | 0.0319 | 0.0406 | 0.0525 | nan | 0.0032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1235 | 0.5046 | 0.0 | 0.0025 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.0821 | 0.2861 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2543 | 0.0 | 0.0 | 0.0032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1124 | 0.3456 | 0.0 | 0.0024 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.0706 | 0.2383 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0395 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2387 | 0.0 |
| 0.5093 | 6.0 | 60 | 0.4954 | 0.1659 | 0.2494 | 0.3064 | nan | 0.4165 | 0.0 | 0.5606 | 0.2388 | 0.2757 | 0.7236 | 0.7757 | 0.0 | 0.6343 | 0.0 | 0.5877 | 0.0009 | 0.0374 | 0.7495 | 0.7771 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0323 | 0.0 | 0.0006 | 0.8019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0436 | 0.0 | 0.0556 | 0.7505 | 0.5182 | 0.0 | 0.2822 | 0.0 | 0.3631 | 0.2026 | 0.2067 | 0.4694 | 0.5250 | 0.0 | 0.3620 | 0.0 | 0.4125 | 0.0009 | 0.0358 | 0.4261 | 0.5167 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0299 | 0.0 | 0.0006 | 0.5306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0423 | 0.0 | 0.0555 | 0.5479 | 0.4643 |
| 0.3942 | 8.0 | 80 | 0.3680 | 0.3501 | 0.4658 | 0.5243 | nan | 0.5738 | 0.1433 | 0.7262 | 0.5454 | 0.5830 | 0.7900 | 0.8112 | 0.0005 | 0.7442 | 0.0533 | 0.8308 | 0.3071 | 0.5064 | 0.8316 | 0.7153 | 0.0 | 0.0000 | 0.0743 | 0.6079 | 0.4475 | 0.1634 | 0.6588 | 0.7590 | 0.2711 | 0.0 | 0.3319 | 0.4395 | 0.6430 | 0.2279 | 0.7393 | 0.6828 | 0.6962 | 0.0 | 0.4491 | 0.1389 | 0.5260 | 0.4596 | 0.5023 | 0.6223 | 0.5467 | 0.0005 | 0.5418 | 0.0531 | 0.5015 | 0.2715 | 0.4175 | 0.6065 | 0.4828 | 0.0 | 0.0000 | 0.0713 | 0.3230 | 0.3481 | 0.1586 | 0.5433 | 0.5740 | 0.2533 | 0.0 | 0.2423 | 0.3966 | 0.4280 | 0.2200 | 0.6234 | 0.6177 | 0.6324 |
| 0.2784 | 10.0 | 100 | 0.2889 | 0.4636 | 0.5684 | 0.6056 | nan | 0.7515 | 0.3831 | 0.6687 | 0.4978 | 0.5445 | 0.7171 | 0.8213 | 0.3704 | 0.8125 | 0.4238 | 0.7137 | 0.3553 | 0.3746 | 0.6771 | 0.7124 | 0.3304 | 0.2737 | 0.3675 | 0.6784 | 0.5418 | 0.5543 | 0.6343 | 0.7606 | 0.5879 | 0.0628 | 0.4605 | 0.6789 | 0.6545 | 0.4182 | 0.8261 | 0.8022 | 0.7318 | 0.0 | 0.5755 | 0.3346 | 0.5240 | 0.4448 | 0.5151 | 0.6337 | 0.6315 | 0.3573 | 0.5967 | 0.3743 | 0.5367 | 0.2860 | 0.3354 | 0.6064 | 0.5735 | 0.3130 | 0.2389 | 0.3153 | 0.5370 | 0.4762 | 0.4740 | 0.5568 | 0.6436 | 0.4934 | 0.0622 | 0.3368 | 0.5307 | 0.4908 | 0.4042 | 0.7224 | 0.7127 | 0.6656 |
| 0.2464 | 12.0 | 120 | 0.2468 | 0.5400 | 0.6505 | 0.6768 | nan | 0.7948 | 0.5458 | 0.7406 | 0.5603 | 0.6560 | 0.8367 | 0.8329 | 0.4258 | 0.8497 | 0.5678 | 0.7320 | 0.5367 | 0.6036 | 0.7622 | 0.7365 | 0.5251 | 0.4648 | 0.6275 | 0.7353 | 0.5512 | 0.6709 | 0.6991 | 0.7896 | 0.6117 | 0.2989 | 0.5592 | 0.6312 | 0.5789 | 0.6009 | 0.8589 | 0.7659 | 0.6656 | 0.0 | 0.6477 | 0.4822 | 0.5850 | 0.4886 | 0.6094 | 0.7392 | 0.6728 | 0.4202 | 0.6684 | 0.4945 | 0.6069 | 0.4492 | 0.4973 | 0.6686 | 0.6208 | 0.4915 | 0.3555 | 0.4906 | 0.5972 | 0.4926 | 0.5760 | 0.6233 | 0.6776 | 0.5277 | 0.2650 | 0.4418 | 0.5141 | 0.4982 | 0.5567 | 0.7441 | 0.6964 | 0.6216 |
| 0.1842 | 14.0 | 140 | 0.2142 | 0.6089 | 0.7198 | 0.7422 | nan | 0.7984 | 0.6803 | 0.7803 | 0.6313 | 0.7672 | 0.8662 | 0.8918 | 0.6084 | 0.8619 | 0.7294 | 0.8191 | 0.6076 | 0.7007 | 0.8122 | 0.8322 | 0.3832 | 0.5565 | 0.6651 | 0.8472 | 0.7226 | 0.7371 | 0.7750 | 0.7743 | 0.5362 | 0.5420 | 0.6400 | 0.7419 | 0.7320 | 0.6402 | 0.8401 | 0.8309 | 0.6816 | 0.0 | 0.7143 | 0.6368 | 0.7007 | 0.5825 | 0.6365 | 0.7816 | 0.7521 | 0.5826 | 0.7414 | 0.6622 | 0.7151 | 0.5453 | 0.5588 | 0.7077 | 0.6385 | 0.3652 | 0.4556 | 0.5434 | 0.7138 | 0.6374 | 0.6336 | 0.6464 | 0.6580 | 0.4844 | 0.4542 | 0.5349 | 0.6565 | 0.6279 | 0.5893 | 0.7605 | 0.7330 | 0.6423 |
| 0.1488 | 16.0 | 160 | 0.1933 | 0.6322 | 0.7373 | 0.7542 | nan | 0.7908 | 0.6508 | 0.7861 | 0.7352 | 0.7521 | 0.8892 | 0.8725 | 0.6348 | 0.8581 | 0.6927 | 0.8070 | 0.6642 | 0.7642 | 0.8278 | 0.8363 | 0.5789 | 0.6088 | 0.6556 | 0.8139 | 0.6966 | 0.6829 | 0.7853 | 0.7453 | 0.6678 | 0.5757 | 0.6036 | 0.7537 | 0.7381 | 0.7114 | 0.8446 | 0.8103 | 0.7584 | 0.0 | 0.6990 | 0.6113 | 0.7069 | 0.6612 | 0.7097 | 0.7968 | 0.7383 | 0.6079 | 0.7618 | 0.6629 | 0.7209 | 0.5896 | 0.6152 | 0.7371 | 0.6847 | 0.5395 | 0.5130 | 0.5606 | 0.6936 | 0.6153 | 0.5981 | 0.6347 | 0.6535 | 0.5868 | 0.4842 | 0.5324 | 0.6701 | 0.6410 | 0.6346 | 0.7595 | 0.7362 | 0.7052 |
| 0.1416 | 18.0 | 180 | 0.1841 | 0.6533 | 0.7530 | 0.7611 | nan | 0.8485 | 0.7657 | 0.8163 | 0.6475 | 0.6706 | 0.7889 | 0.8295 | 0.8478 | 0.8320 | 0.7455 | 0.7939 | 0.5882 | 0.6691 | 0.7761 | 0.7446 | 0.7167 | 0.5879 | 0.6785 | 0.7867 | 0.7367 | 0.7456 | 0.7522 | 0.7657 | 0.7979 | 0.6336 | 0.7404 | 0.8204 | 0.7517 | 0.6922 | 0.8420 | 0.8470 | 0.8352 | 0.0 | 0.7802 | 0.7301 | 0.7232 | 0.6005 | 0.6380 | 0.7526 | 0.7347 | 0.6939 | 0.7603 | 0.6879 | 0.6913 | 0.5221 | 0.5773 | 0.7374 | 0.6773 | 0.6223 | 0.5234 | 0.5861 | 0.7062 | 0.6492 | 0.6365 | 0.6644 | 0.6850 | 0.6211 | 0.5522 | 0.6502 | 0.7557 | 0.6860 | 0.6374 | 0.7636 | 0.7728 | 0.7395 |
| 0.1346 | 20.0 | 200 | 0.1742 | 0.6462 | 0.7375 | 0.7528 | nan | 0.8037 | 0.7862 | 0.7855 | 0.7327 | 0.7617 | 0.8752 | 0.8049 | 0.5045 | 0.8113 | 0.7420 | 0.8055 | 0.5818 | 0.6962 | 0.7828 | 0.8136 | 0.5866 | 0.5741 | 0.7100 | 0.8119 | 0.7525 | 0.6603 | 0.7224 | 0.8027 | 0.6645 | 0.6230 | 0.7702 | 0.8144 | 0.6772 | 0.7818 | 0.8084 | 0.8461 | 0.7052 | 0.0 | 0.7651 | 0.7384 | 0.7206 | 0.6790 | 0.7135 | 0.7803 | 0.6876 | 0.4954 | 0.7515 | 0.6922 | 0.7354 | 0.5483 | 0.6050 | 0.7345 | 0.6809 | 0.5512 | 0.5261 | 0.6238 | 0.7292 | 0.6495 | 0.5871 | 0.6396 | 0.7011 | 0.5818 | 0.5478 | 0.6583 | 0.7103 | 0.6303 | 0.6758 | 0.7516 | 0.7592 | 0.6734 |
| 0.1042 | 22.0 | 220 | 0.1637 | 0.6758 | 0.7706 | 0.7839 | nan | 0.8440 | 0.8257 | 0.8354 | 0.7495 | 0.7759 | 0.9255 | 0.8405 | 0.5792 | 0.8443 | 0.8035 | 0.8293 | 0.6949 | 0.8221 | 0.8176 | 0.7856 | 0.5664 | 0.6291 | 0.7734 | 0.8161 | 0.7754 | 0.6758 | 0.7612 | 0.7892 | 0.6925 | 0.6765 | 0.7656 | 0.8216 | 0.7656 | 0.7414 | 0.8543 | 0.8211 | 0.7612 | 0.0 | 0.7956 | 0.7843 | 0.7713 | 0.6988 | 0.7373 | 0.8287 | 0.7380 | 0.5596 | 0.7925 | 0.7543 | 0.7762 | 0.6417 | 0.6676 | 0.7463 | 0.6649 | 0.5328 | 0.5629 | 0.6537 | 0.7400 | 0.6748 | 0.6041 | 0.6581 | 0.6950 | 0.6081 | 0.5778 | 0.6579 | 0.7449 | 0.6918 | 0.6812 | 0.7902 | 0.7652 | 0.7059 |
| 0.1014 | 24.0 | 240 | 0.1628 | 0.6739 | 0.7704 | 0.7833 | nan | 0.8358 | 0.8065 | 0.8226 | 0.7126 | 0.7269 | 0.8906 | 0.8694 | 0.6430 | 0.8772 | 0.7933 | 0.8077 | 0.6404 | 0.7989 | 0.8127 | 0.7760 | 0.5488 | 0.7075 | 0.7579 | 0.8430 | 0.7868 | 0.7336 | 0.7986 | 0.7866 | 0.6533 | 0.6949 | 0.6935 | 0.7829 | 0.7970 | 0.7933 | 0.8418 | 0.8350 | 0.7834 | 0.0 | 0.7942 | 0.7717 | 0.7501 | 0.6543 | 0.7011 | 0.8332 | 0.7823 | 0.6183 | 0.8028 | 0.7212 | 0.7369 | 0.5974 | 0.6623 | 0.7291 | 0.6472 | 0.5168 | 0.6019 | 0.6628 | 0.7611 | 0.6877 | 0.6428 | 0.6768 | 0.6912 | 0.5835 | 0.5659 | 0.5941 | 0.7315 | 0.7195 | 0.7043 | 0.7870 | 0.7801 | 0.7295 |
| 0.1026 | 26.0 | 260 | 0.1600 | 0.7036 | 0.7975 | 0.8086 | nan | 0.8306 | 0.8021 | 0.8395 | 0.8163 | 0.8010 | 0.9308 | 0.8947 | 0.7863 | 0.8411 | 0.7763 | 0.8088 | 0.6931 | 0.8100 | 0.8361 | 0.8549 | 0.6659 | 0.6646 | 0.7211 | 0.8081 | 0.7935 | 0.7318 | 0.7776 | 0.8230 | 0.7290 | 0.6925 | 0.7631 | 0.8611 | 0.8405 | 0.7458 | 0.8987 | 0.8776 | 0.8035 | 0.0 | 0.7789 | 0.7732 | 0.7981 | 0.7548 | 0.7578 | 0.8710 | 0.8372 | 0.7335 | 0.7657 | 0.7307 | 0.7706 | 0.6434 | 0.6820 | 0.7926 | 0.7346 | 0.6132 | 0.5936 | 0.6512 | 0.7460 | 0.6843 | 0.6222 | 0.6729 | 0.7212 | 0.6212 | 0.5839 | 0.6754 | 0.8011 | 0.7558 | 0.6898 | 0.8159 | 0.8071 | 0.7388 |
| 0.084 | 28.0 | 280 | 0.1555 | 0.6998 | 0.7893 | 0.7998 | nan | 0.8122 | 0.7962 | 0.8345 | 0.7668 | 0.7207 | 0.8815 | 0.9032 | 0.7212 | 0.8329 | 0.7968 | 0.8244 | 0.7527 | 0.8032 | 0.8308 | 0.8524 | 0.7154 | 0.6876 | 0.7525 | 0.8473 | 0.8036 | 0.7202 | 0.7676 | 0.8123 | 0.7076 | 0.6789 | 0.7105 | 0.8426 | 0.8048 | 0.8069 | 0.8447 | 0.8490 | 0.7757 | 0.0 | 0.7794 | 0.7652 | 0.7627 | 0.6891 | 0.6996 | 0.8404 | 0.8134 | 0.6859 | 0.7800 | 0.7435 | 0.7758 | 0.6849 | 0.7065 | 0.7928 | 0.7470 | 0.6594 | 0.6171 | 0.6737 | 0.7581 | 0.6921 | 0.6345 | 0.6805 | 0.7251 | 0.6076 | 0.5847 | 0.6444 | 0.7949 | 0.7383 | 0.7164 | 0.7882 | 0.7837 | 0.7271 |
| 0.0833 | 30.0 | 300 | 0.1561 | 0.6956 | 0.7859 | 0.7970 | nan | 0.8366 | 0.8484 | 0.8740 | 0.7845 | 0.7260 | 0.9071 | 0.8607 | 0.7272 | 0.8362 | 0.8175 | 0.8326 | 0.7091 | 0.7824 | 0.8454 | 0.8095 | 0.6050 | 0.6899 | 0.7374 | 0.8240 | 0.7946 | 0.7254 | 0.7469 | 0.7926 | 0.7184 | 0.6670 | 0.7099 | 0.8738 | 0.8384 | 0.7947 | 0.8672 | 0.8294 | 0.7376 | 0.0 | 0.7987 | 0.8188 | 0.7940 | 0.7065 | 0.7027 | 0.8353 | 0.7950 | 0.6931 | 0.7850 | 0.7667 | 0.7680 | 0.6546 | 0.6978 | 0.7799 | 0.6885 | 0.5668 | 0.6143 | 0.6660 | 0.7517 | 0.6993 | 0.6363 | 0.6589 | 0.7118 | 0.6149 | 0.5743 | 0.6468 | 0.8047 | 0.7501 | 0.7138 | 0.7978 | 0.7651 | 0.6976 |
| 0.0824 | 32.0 | 320 | 0.1543 | 0.7109 | 0.7960 | 0.8060 | nan | 0.8509 | 0.8384 | 0.8601 | 0.7927 | 0.8072 | 0.8660 | 0.8671 | 0.7814 | 0.8639 | 0.8340 | 0.8483 | 0.7068 | 0.7814 | 0.8166 | 0.8125 | 0.7173 | 0.6564 | 0.7617 | 0.8475 | 0.7745 | 0.7266 | 0.7506 | 0.8202 | 0.6921 | 0.6683 | 0.7198 | 0.8480 | 0.8344 | 0.8031 | 0.8905 | 0.8563 | 0.7774 | 0.0 | 0.8177 | 0.8143 | 0.8060 | 0.7503 | 0.7626 | 0.8317 | 0.8088 | 0.7207 | 0.8040 | 0.7938 | 0.8027 | 0.6677 | 0.6924 | 0.7851 | 0.7154 | 0.6584 | 0.5943 | 0.6837 | 0.7704 | 0.6973 | 0.6296 | 0.6607 | 0.7231 | 0.5996 | 0.5774 | 0.6510 | 0.7985 | 0.7611 | 0.7318 | 0.8271 | 0.8028 | 0.7185 |
| 0.0723 | 34.0 | 340 | 0.1557 | 0.6945 | 0.7807 | 0.7881 | nan | 0.8142 | 0.7941 | 0.8237 | 0.7511 | 0.7073 | 0.8734 | 0.8676 | 0.8159 | 0.8608 | 0.7947 | 0.8292 | 0.7155 | 0.7700 | 0.7827 | 0.8070 | 0.7627 | 0.6978 | 0.7275 | 0.8387 | 0.7683 | 0.7554 | 0.7509 | 0.8002 | 0.6639 | 0.7231 | 0.7017 | 0.8350 | 0.7678 | 0.7631 | 0.8388 | 0.8231 | 0.7584 | 0.0 | 0.7804 | 0.7599 | 0.7532 | 0.6917 | 0.6949 | 0.8422 | 0.8220 | 0.7555 | 0.7997 | 0.7583 | 0.7800 | 0.6642 | 0.6893 | 0.7639 | 0.7098 | 0.6723 | 0.6146 | 0.6639 | 0.7536 | 0.6897 | 0.6526 | 0.6674 | 0.7148 | 0.5882 | 0.5982 | 0.6309 | 0.7618 | 0.6946 | 0.6893 | 0.7850 | 0.7720 | 0.7044 |
| 0.0698 | 36.0 | 360 | 0.1523 | 0.7141 | 0.8005 | 0.8103 | nan | 0.8578 | 0.8162 | 0.8537 | 0.8157 | 0.7768 | 0.8899 | 0.8776 | 0.7987 | 0.8764 | 0.8345 | 0.8257 | 0.7107 | 0.8293 | 0.8590 | 0.8323 | 0.6399 | 0.6852 | 0.7657 | 0.8407 | 0.8026 | 0.7116 | 0.7590 | 0.8231 | 0.7489 | 0.6981 | 0.7221 | 0.8288 | 0.8048 | 0.8054 | 0.8520 | 0.8476 | 0.8261 | 0.0 | 0.8173 | 0.7990 | 0.8041 | 0.7614 | 0.7533 | 0.8548 | 0.8267 | 0.7320 | 0.8152 | 0.7863 | 0.7887 | 0.6712 | 0.7290 | 0.8003 | 0.6995 | 0.5925 | 0.6193 | 0.6904 | 0.7656 | 0.7110 | 0.6409 | 0.6690 | 0.7318 | 0.6404 | 0.5937 | 0.6535 | 0.7776 | 0.7466 | 0.7242 | 0.8047 | 0.8067 | 0.7573 |
| 0.0634 | 38.0 | 380 | 0.1554 | 0.7284 | 0.8209 | 0.8313 | nan | 0.8666 | 0.8745 | 0.8763 | 0.8678 | 0.8072 | 0.9112 | 0.9292 | 0.6655 | 0.8992 | 0.8717 | 0.8572 | 0.7633 | 0.8456 | 0.8279 | 0.8630 | 0.7138 | 0.7027 | 0.8109 | 0.8767 | 0.8415 | 0.7641 | 0.7846 | 0.8168 | 0.7206 | 0.7123 | 0.7586 | 0.8802 | 0.8160 | 0.8257 | 0.8813 | 0.8567 | 0.7810 | 0.0 | 0.8428 | 0.8406 | 0.8132 | 0.7981 | 0.7843 | 0.8678 | 0.8113 | 0.6434 | 0.8351 | 0.8149 | 0.8119 | 0.7135 | 0.7373 | 0.7971 | 0.7440 | 0.6618 | 0.6258 | 0.7111 | 0.8028 | 0.7348 | 0.6718 | 0.6903 | 0.7266 | 0.6194 | 0.6041 | 0.6767 | 0.8105 | 0.7543 | 0.7418 | 0.8154 | 0.8005 | 0.7354 |
| 0.0713 | 40.0 | 400 | 0.1525 | 0.7218 | 0.8123 | 0.8201 | nan | 0.8704 | 0.8448 | 0.8440 | 0.8238 | 0.7767 | 0.8975 | 0.8755 | 0.7267 | 0.8803 | 0.8616 | 0.8490 | 0.7422 | 0.7974 | 0.8279 | 0.8353 | 0.7166 | 0.7667 | 0.7983 | 0.8684 | 0.8377 | 0.7420 | 0.7794 | 0.8101 | 0.7151 | 0.7616 | 0.7408 | 0.8664 | 0.8062 | 0.8180 | 0.8802 | 0.8365 | 0.7950 | 0.0 | 0.8312 | 0.8095 | 0.7830 | 0.7623 | 0.7541 | 0.8481 | 0.8065 | 0.6990 | 0.8168 | 0.8020 | 0.7944 | 0.6918 | 0.7074 | 0.7924 | 0.7342 | 0.6590 | 0.6746 | 0.7122 | 0.7795 | 0.7377 | 0.6698 | 0.6866 | 0.7207 | 0.6159 | 0.6364 | 0.6663 | 0.7890 | 0.7472 | 0.7391 | 0.8140 | 0.7936 | 0.7434 |
| 0.0643 | 42.0 | 420 | 0.1553 | 0.7148 | 0.8042 | 0.8125 | nan | 0.8499 | 0.8216 | 0.8582 | 0.8145 | 0.7421 | 0.9148 | 0.9039 | 0.7032 | 0.8476 | 0.8359 | 0.8361 | 0.6862 | 0.8163 | 0.8320 | 0.8711 | 0.6857 | 0.7295 | 0.7706 | 0.8683 | 0.8590 | 0.7374 | 0.7249 | 0.7984 | 0.7706 | 0.7609 | 0.7409 | 0.8611 | 0.8164 | 0.8064 | 0.8565 | 0.8488 | 0.7650 | 0.0 | 0.8118 | 0.7943 | 0.7992 | 0.7484 | 0.7254 | 0.8550 | 0.8101 | 0.6735 | 0.7970 | 0.7858 | 0.7818 | 0.6519 | 0.7299 | 0.7955 | 0.7341 | 0.6359 | 0.6543 | 0.7031 | 0.7862 | 0.7336 | 0.6665 | 0.6664 | 0.7158 | 0.6325 | 0.6354 | 0.6694 | 0.7977 | 0.7527 | 0.7212 | 0.8083 | 0.8006 | 0.7150 |
| 0.0736 | 44.0 | 440 | 0.1546 | 0.7082 | 0.7925 | 0.8019 | nan | 0.8349 | 0.8097 | 0.8161 | 0.7697 | 0.7851 | 0.8876 | 0.8887 | 0.7442 | 0.8519 | 0.8535 | 0.8236 | 0.7030 | 0.8141 | 0.8471 | 0.8394 | 0.6563 | 0.7174 | 0.7590 | 0.8509 | 0.8080 | 0.7455 | 0.7675 | 0.7895 | 0.7165 | 0.6985 | 0.7191 | 0.8403 | 0.7541 | 0.7865 | 0.8846 | 0.8307 | 0.7672 | 0.0 | 0.7948 | 0.7605 | 0.7549 | 0.7271 | 0.7573 | 0.8537 | 0.8262 | 0.7135 | 0.7982 | 0.7927 | 0.7788 | 0.6656 | 0.7290 | 0.8111 | 0.7311 | 0.6179 | 0.6431 | 0.6932 | 0.7715 | 0.7216 | 0.6715 | 0.6895 | 0.7092 | 0.5991 | 0.5982 | 0.6453 | 0.7688 | 0.7157 | 0.7171 | 0.8114 | 0.7870 | 0.7169 |
| 0.061 | 46.0 | 460 | 0.1509 | 0.7221 | 0.8067 | 0.8162 | nan | 0.8450 | 0.8356 | 0.8496 | 0.7940 | 0.7847 | 0.8876 | 0.9201 | 0.7856 | 0.8733 | 0.8131 | 0.8391 | 0.7294 | 0.8558 | 0.8497 | 0.8405 | 0.7322 | 0.6868 | 0.7573 | 0.8596 | 0.7881 | 0.7321 | 0.7653 | 0.8078 | 0.7268 | 0.6762 | 0.7257 | 0.8676 | 0.8073 | 0.8238 | 0.8874 | 0.8516 | 0.8170 | 0.0 | 0.8206 | 0.8087 | 0.8025 | 0.7576 | 0.7481 | 0.8499 | 0.8369 | 0.7417 | 0.8124 | 0.7749 | 0.7963 | 0.6909 | 0.7448 | 0.8059 | 0.7367 | 0.6721 | 0.6221 | 0.6917 | 0.7695 | 0.7114 | 0.6621 | 0.6866 | 0.7227 | 0.6101 | 0.5882 | 0.6541 | 0.8083 | 0.7590 | 0.7457 | 0.8294 | 0.8115 | 0.7571 |
| 0.0536 | 48.0 | 480 | 0.1521 | 0.7308 | 0.8173 | 0.8245 | nan | 0.8590 | 0.8676 | 0.8617 | 0.8409 | 0.8160 | 0.9215 | 0.8884 | 0.7822 | 0.8956 | 0.8719 | 0.8377 | 0.7602 | 0.8218 | 0.8316 | 0.8560 | 0.7428 | 0.7031 | 0.7863 | 0.8546 | 0.8231 | 0.7696 | 0.7685 | 0.8087 | 0.7229 | 0.7263 | 0.7567 | 0.8379 | 0.8288 | 0.8430 | 0.8626 | 0.8406 | 0.7670 | 0.0 | 0.8344 | 0.8360 | 0.8057 | 0.7941 | 0.7925 | 0.8777 | 0.8388 | 0.7420 | 0.8293 | 0.7991 | 0.7835 | 0.7108 | 0.7494 | 0.8075 | 0.7551 | 0.6756 | 0.6385 | 0.7085 | 0.7825 | 0.7440 | 0.6904 | 0.6901 | 0.7235 | 0.6201 | 0.6148 | 0.6691 | 0.7887 | 0.7640 | 0.7343 | 0.8044 | 0.7917 | 0.7213 |
| 0.076 | 50.0 | 500 | 0.1520 | 0.7336 | 0.8204 | 0.8296 | nan | 0.8641 | 0.8672 | 0.8854 | 0.8506 | 0.8172 | 0.8983 | 0.9032 | 0.7429 | 0.8765 | 0.8368 | 0.8308 | 0.7443 | 0.8053 | 0.8632 | 0.8471 | 0.7114 | 0.7605 | 0.7863 | 0.8809 | 0.8453 | 0.7561 | 0.7871 | 0.8335 | 0.7037 | 0.7512 | 0.7384 | 0.8678 | 0.8357 | 0.7978 | 0.8895 | 0.8628 | 0.8111 | 0.0 | 0.8336 | 0.8387 | 0.8238 | 0.7964 | 0.7937 | 0.8658 | 0.8315 | 0.7116 | 0.8165 | 0.7868 | 0.7900 | 0.6980 | 0.7288 | 0.8131 | 0.7442 | 0.6538 | 0.6699 | 0.7143 | 0.7932 | 0.7474 | 0.6859 | 0.7028 | 0.7366 | 0.6159 | 0.6315 | 0.6707 | 0.8037 | 0.7708 | 0.7340 | 0.8311 | 0.8219 | 0.7517 |
| 0.0562 | 52.0 | 520 | 0.1628 | 0.7150 | 0.8054 | 0.8084 | nan | 0.8622 | 0.8430 | 0.8413 | 0.8382 | 0.8163 | 0.8398 | 0.7818 | 0.8451 | 0.8844 | 0.8439 | 0.8295 | 0.6901 | 0.7747 | 0.8257 | 0.8079 | 0.7877 | 0.7749 | 0.7851 | 0.8438 | 0.8018 | 0.7190 | 0.7503 | 0.7810 | 0.7472 | 0.7554 | 0.7455 | 0.8367 | 0.7893 | 0.8200 | 0.8742 | 0.8448 | 0.7913 | 0.0 | 0.8255 | 0.8175 | 0.8066 | 0.7834 | 0.7810 | 0.8205 | 0.7279 | 0.6485 | 0.8254 | 0.8013 | 0.7820 | 0.6641 | 0.7145 | 0.7787 | 0.7157 | 0.6751 | 0.6732 | 0.7057 | 0.7626 | 0.7167 | 0.6539 | 0.6710 | 0.7056 | 0.6244 | 0.6314 | 0.6625 | 0.7731 | 0.7407 | 0.7382 | 0.8232 | 0.8138 | 0.7333 |
| 0.0682 | 54.0 | 540 | 0.1544 | 0.7273 | 0.8147 | 0.8239 | nan | 0.8486 | 0.8597 | 0.8338 | 0.8060 | 0.7833 | 0.9164 | 0.8783 | 0.6689 | 0.8977 | 0.8613 | 0.8336 | 0.7496 | 0.8304 | 0.8650 | 0.8593 | 0.6824 | 0.7622 | 0.7868 | 0.8478 | 0.8315 | 0.7794 | 0.7738 | 0.8061 | 0.7577 | 0.7475 | 0.7457 | 0.8716 | 0.8245 | 0.8340 | 0.8787 | 0.8517 | 0.7978 | 0.0 | 0.8216 | 0.8116 | 0.7853 | 0.7635 | 0.7660 | 0.8542 | 0.7961 | 0.6473 | 0.8352 | 0.8144 | 0.7992 | 0.7083 | 0.7510 | 0.8180 | 0.7399 | 0.6359 | 0.6697 | 0.7070 | 0.7719 | 0.7462 | 0.6891 | 0.6863 | 0.7279 | 0.6595 | 0.6366 | 0.6769 | 0.8054 | 0.7596 | 0.7396 | 0.8220 | 0.8085 | 0.7471 |
| 0.0478 | 56.0 | 560 | 0.1564 | 0.7253 | 0.8132 | 0.8223 | nan | 0.8486 | 0.8530 | 0.8762 | 0.8190 | 0.7620 | 0.9052 | 0.8812 | 0.6975 | 0.9016 | 0.8451 | 0.8575 | 0.7538 | 0.8509 | 0.8625 | 0.8264 | 0.7102 | 0.7573 | 0.7668 | 0.8688 | 0.8337 | 0.7683 | 0.7906 | 0.7989 | 0.7494 | 0.7500 | 0.7366 | 0.8623 | 0.7946 | 0.7657 | 0.8953 | 0.8399 | 0.7950 | 0.0 | 0.8231 | 0.8223 | 0.8105 | 0.7623 | 0.7461 | 0.8610 | 0.8095 | 0.6731 | 0.8305 | 0.8006 | 0.8120 | 0.7162 | 0.7677 | 0.8179 | 0.7354 | 0.6530 | 0.6614 | 0.7003 | 0.7871 | 0.7482 | 0.6905 | 0.6961 | 0.7200 | 0.6325 | 0.6232 | 0.6626 | 0.7738 | 0.7204 | 0.7057 | 0.8244 | 0.8010 | 0.7470 |
| 0.0512 | 58.0 | 580 | 0.1546 | 0.7298 | 0.8150 | 0.8235 | nan | 0.8586 | 0.8815 | 0.8680 | 0.8305 | 0.8242 | 0.9193 | 0.8879 | 0.7123 | 0.8771 | 0.8630 | 0.8356 | 0.7117 | 0.8269 | 0.8482 | 0.8489 | 0.6943 | 0.7425 | 0.7987 | 0.8770 | 0.8386 | 0.7397 | 0.7332 | 0.8208 | 0.7140 | 0.7405 | 0.7508 | 0.8443 | 0.8103 | 0.8435 | 0.8862 | 0.8513 | 0.7999 | 0.0 | 0.8338 | 0.8388 | 0.8168 | 0.7895 | 0.7902 | 0.8661 | 0.8277 | 0.6841 | 0.8246 | 0.8068 | 0.7864 | 0.6815 | 0.7506 | 0.8171 | 0.7428 | 0.6401 | 0.6576 | 0.7185 | 0.7898 | 0.7393 | 0.6714 | 0.6679 | 0.7291 | 0.6156 | 0.6306 | 0.6758 | 0.7821 | 0.7577 | 0.7551 | 0.8339 | 0.8141 | 0.7489 |
| 0.0509 | 60.0 | 600 | 0.1545 | 0.7353 | 0.8220 | 0.8302 | nan | 0.8592 | 0.8720 | 0.8776 | 0.8462 | 0.8195 | 0.9220 | 0.8871 | 0.7440 | 0.8924 | 0.8589 | 0.8449 | 0.7433 | 0.8409 | 0.8667 | 0.8295 | 0.7048 | 0.7500 | 0.7998 | 0.8735 | 0.8245 | 0.7994 | 0.7692 | 0.8092 | 0.7337 | 0.7343 | 0.7453 | 0.8745 | 0.7983 | 0.8337 | 0.8995 | 0.8459 | 0.8055 | 0.0 | 0.8356 | 0.8372 | 0.8225 | 0.7993 | 0.7965 | 0.8741 | 0.8249 | 0.7122 | 0.8357 | 0.8147 | 0.8049 | 0.7064 | 0.7649 | 0.8106 | 0.7248 | 0.6528 | 0.6648 | 0.7211 | 0.7911 | 0.7476 | 0.7076 | 0.6945 | 0.7237 | 0.6179 | 0.6177 | 0.6697 | 0.7939 | 0.7466 | 0.7526 | 0.8392 | 0.8083 | 0.7503 |
| 0.0435 | 62.0 | 620 | 0.1551 | 0.7266 | 0.8095 | 0.8188 | nan | 0.8571 | 0.8378 | 0.8806 | 0.8244 | 0.7731 | 0.8974 | 0.8916 | 0.7253 | 0.8926 | 0.8779 | 0.8292 | 0.7394 | 0.8426 | 0.8510 | 0.8405 | 0.6897 | 0.7349 | 0.7807 | 0.8512 | 0.8099 | 0.7835 | 0.7475 | 0.8269 | 0.7194 | 0.7203 | 0.7187 | 0.8435 | 0.7898 | 0.8434 | 0.8713 | 0.8395 | 0.7721 | 0.0 | 0.8293 | 0.8170 | 0.8173 | 0.7700 | 0.7571 | 0.8613 | 0.8173 | 0.6964 | 0.8389 | 0.8144 | 0.7866 | 0.7000 | 0.7620 | 0.8155 | 0.7395 | 0.6413 | 0.6535 | 0.7092 | 0.7790 | 0.7303 | 0.6927 | 0.6821 | 0.7387 | 0.6235 | 0.6178 | 0.6549 | 0.7860 | 0.7458 | 0.7499 | 0.8195 | 0.8017 | 0.7275 |
| 0.05 | 64.0 | 640 | 0.1608 | 0.7221 | 0.8067 | 0.8152 | nan | 0.8488 | 0.8286 | 0.8781 | 0.7988 | 0.7907 | 0.9218 | 0.8732 | 0.7222 | 0.8763 | 0.8504 | 0.8118 | 0.7154 | 0.7931 | 0.8343 | 0.8289 | 0.6667 | 0.7748 | 0.7844 | 0.8624 | 0.8260 | 0.7703 | 0.7547 | 0.8016 | 0.7299 | 0.7529 | 0.7077 | 0.8586 | 0.8032 | 0.8272 | 0.8605 | 0.8591 | 0.8017 | 0.0 | 0.8249 | 0.8068 | 0.8109 | 0.7560 | 0.7735 | 0.8627 | 0.8140 | 0.6892 | 0.8176 | 0.7994 | 0.7727 | 0.6770 | 0.7346 | 0.8053 | 0.7320 | 0.6090 | 0.6701 | 0.7123 | 0.7792 | 0.7336 | 0.6902 | 0.6858 | 0.7224 | 0.6134 | 0.6299 | 0.6523 | 0.7845 | 0.7433 | 0.7416 | 0.8153 | 0.8225 | 0.7489 |
| 0.0459 | 66.0 | 660 | 0.1576 | 0.7261 | 0.8120 | 0.8214 | nan | 0.8631 | 0.8474 | 0.8776 | 0.7995 | 0.8026 | 0.9172 | 0.8583 | 0.6941 | 0.8725 | 0.8579 | 0.8357 | 0.6982 | 0.8411 | 0.8560 | 0.8450 | 0.6744 | 0.7390 | 0.7989 | 0.8662 | 0.8403 | 0.7824 | 0.7822 | 0.8095 | 0.7108 | 0.7288 | 0.7710 | 0.8529 | 0.8120 | 0.8185 | 0.8926 | 0.8564 | 0.7811 | 0.0 | 0.8341 | 0.8175 | 0.8080 | 0.7581 | 0.7869 | 0.8494 | 0.7878 | 0.6688 | 0.8230 | 0.8118 | 0.7919 | 0.6771 | 0.7617 | 0.8151 | 0.7318 | 0.6268 | 0.6483 | 0.7184 | 0.7954 | 0.7654 | 0.7075 | 0.6965 | 0.7241 | 0.6160 | 0.6164 | 0.6757 | 0.7775 | 0.7471 | 0.7440 | 0.8312 | 0.8088 | 0.7404 |
| 0.0439 | 68.0 | 680 | 0.1598 | 0.7224 | 0.8018 | 0.8101 | nan | 0.8218 | 0.8233 | 0.8531 | 0.8371 | 0.7939 | 0.9067 | 0.8828 | 0.7340 | 0.8563 | 0.8277 | 0.8418 | 0.7215 | 0.8087 | 0.8318 | 0.8512 | 0.7260 | 0.7475 | 0.7617 | 0.8591 | 0.8351 | 0.7281 | 0.7451 | 0.8040 | 0.6741 | 0.7338 | 0.7377 | 0.8337 | 0.7935 | 0.7990 | 0.8600 | 0.8537 | 0.7724 | 0.0 | 0.8019 | 0.7945 | 0.8109 | 0.7917 | 0.7781 | 0.8646 | 0.8215 | 0.7020 | 0.8158 | 0.7960 | 0.7933 | 0.6862 | 0.7495 | 0.8034 | 0.7442 | 0.6638 | 0.6640 | 0.7041 | 0.7812 | 0.7349 | 0.6623 | 0.6755 | 0.7208 | 0.5887 | 0.6181 | 0.6632 | 0.7688 | 0.7450 | 0.7438 | 0.8133 | 0.8124 | 0.7250 |
| 0.0429 | 70.0 | 700 | 0.1567 | 0.7318 | 0.8169 | 0.8234 | nan | 0.8528 | 0.8642 | 0.8606 | 0.8186 | 0.7842 | 0.9068 | 0.8902 | 0.7569 | 0.8653 | 0.8556 | 0.8600 | 0.7249 | 0.8386 | 0.8292 | 0.8274 | 0.7651 | 0.7225 | 0.7881 | 0.8830 | 0.8518 | 0.7644 | 0.7596 | 0.8094 | 0.7457 | 0.7419 | 0.7706 | 0.8486 | 0.8048 | 0.8377 | 0.8595 | 0.8543 | 0.7989 | 0.0 | 0.8324 | 0.8198 | 0.7989 | 0.7664 | 0.7683 | 0.8598 | 0.8278 | 0.7256 | 0.8254 | 0.8086 | 0.8097 | 0.6964 | 0.7582 | 0.7994 | 0.7423 | 0.6893 | 0.6474 | 0.7181 | 0.8038 | 0.7661 | 0.6991 | 0.6877 | 0.7223 | 0.6216 | 0.6318 | 0.6820 | 0.7805 | 0.7464 | 0.7383 | 0.8097 | 0.8156 | 0.7518 |
| 0.0451 | 72.0 | 720 | 0.1599 | 0.7259 | 0.8108 | 0.8180 | nan | 0.8575 | 0.8445 | 0.8569 | 0.7949 | 0.7508 | 0.9182 | 0.8857 | 0.7585 | 0.8817 | 0.8459 | 0.8278 | 0.7283 | 0.8307 | 0.8325 | 0.8339 | 0.7285 | 0.7605 | 0.7848 | 0.8750 | 0.8350 | 0.7597 | 0.7324 | 0.8046 | 0.7325 | 0.7270 | 0.7560 | 0.8507 | 0.8074 | 0.8130 | 0.8853 | 0.8430 | 0.8029 | 0.0 | 0.8328 | 0.8076 | 0.7840 | 0.7446 | 0.7429 | 0.8682 | 0.8291 | 0.7225 | 0.8281 | 0.8035 | 0.7867 | 0.6942 | 0.7558 | 0.8016 | 0.7417 | 0.6661 | 0.6629 | 0.7118 | 0.7904 | 0.7454 | 0.6875 | 0.6717 | 0.7177 | 0.6107 | 0.6183 | 0.6711 | 0.7747 | 0.7439 | 0.7470 | 0.8309 | 0.8111 | 0.7506 |
| 0.0438 | 74.0 | 740 | 0.1589 | 0.7383 | 0.8252 | 0.8335 | nan | 0.8535 | 0.8510 | 0.8886 | 0.7967 | 0.8137 | 0.9233 | 0.8862 | 0.7682 | 0.8849 | 0.8755 | 0.8550 | 0.7480 | 0.8585 | 0.8498 | 0.8561 | 0.7181 | 0.7650 | 0.7855 | 0.8884 | 0.8541 | 0.7811 | 0.7735 | 0.8343 | 0.6991 | 0.7570 | 0.7538 | 0.8659 | 0.8262 | 0.8308 | 0.9056 | 0.8575 | 0.8012 | 0.0 | 0.8326 | 0.8242 | 0.8009 | 0.7576 | 0.7948 | 0.8759 | 0.8293 | 0.7336 | 0.8340 | 0.8217 | 0.8060 | 0.7140 | 0.7731 | 0.8162 | 0.7444 | 0.6609 | 0.6723 | 0.7180 | 0.7997 | 0.7656 | 0.7070 | 0.6972 | 0.7367 | 0.6091 | 0.6385 | 0.6746 | 0.7887 | 0.7608 | 0.7612 | 0.8432 | 0.8193 | 0.7545 |
| 0.0458 | 76.0 | 760 | 0.1601 | 0.7269 | 0.8121 | 0.8214 | nan | 0.8496 | 0.8397 | 0.8527 | 0.8475 | 0.7941 | 0.9220 | 0.8976 | 0.7672 | 0.8544 | 0.8667 | 0.8357 | 0.7116 | 0.8245 | 0.8729 | 0.8328 | 0.6342 | 0.7355 | 0.7903 | 0.8746 | 0.8412 | 0.7663 | 0.7404 | 0.8199 | 0.6719 | 0.7317 | 0.7733 | 0.8619 | 0.8197 | 0.8283 | 0.8852 | 0.8562 | 0.7875 | 0.0 | 0.8262 | 0.8090 | 0.8018 | 0.7990 | 0.7828 | 0.8765 | 0.8352 | 0.7289 | 0.8138 | 0.8143 | 0.7966 | 0.6834 | 0.7534 | 0.8096 | 0.7147 | 0.5933 | 0.6504 | 0.7155 | 0.7886 | 0.7423 | 0.6852 | 0.6693 | 0.7205 | 0.5887 | 0.6236 | 0.6879 | 0.7929 | 0.7577 | 0.7455 | 0.8230 | 0.8136 | 0.7431 |
| 0.0465 | 78.0 | 780 | 0.1574 | 0.7369 | 0.8213 | 0.8291 | nan | 0.8351 | 0.8481 | 0.8662 | 0.8399 | 0.8210 | 0.9261 | 0.8788 | 0.7511 | 0.8876 | 0.8659 | 0.8343 | 0.7471 | 0.8311 | 0.8514 | 0.8520 | 0.7376 | 0.7532 | 0.8092 | 0.8687 | 0.8439 | 0.7719 | 0.7718 | 0.8254 | 0.7229 | 0.7217 | 0.7521 | 0.8460 | 0.8123 | 0.8303 | 0.8966 | 0.8571 | 0.8238 | 0.0 | 0.8189 | 0.8116 | 0.8060 | 0.7959 | 0.7975 | 0.8742 | 0.8205 | 0.7198 | 0.8357 | 0.8136 | 0.7898 | 0.7078 | 0.7645 | 0.8182 | 0.7533 | 0.6787 | 0.6575 | 0.7309 | 0.7971 | 0.7619 | 0.7030 | 0.6908 | 0.7315 | 0.6232 | 0.6156 | 0.6728 | 0.7805 | 0.7588 | 0.7594 | 0.8367 | 0.8209 | 0.7706 |
| 0.0472 | 80.0 | 800 | 0.1581 | 0.7398 | 0.8240 | 0.8319 | nan | 0.8523 | 0.8478 | 0.8569 | 0.8497 | 0.8148 | 0.9077 | 0.9090 | 0.7707 | 0.8890 | 0.8710 | 0.8457 | 0.7326 | 0.8413 | 0.8534 | 0.8573 | 0.7417 | 0.7604 | 0.7896 | 0.8915 | 0.8587 | 0.7877 | 0.7637 | 0.8249 | 0.7050 | 0.7075 | 0.7400 | 0.8388 | 0.8288 | 0.8473 | 0.9037 | 0.8491 | 0.8298 | 0.0 | 0.8314 | 0.8178 | 0.8091 | 0.8070 | 0.7953 | 0.8692 | 0.8361 | 0.7350 | 0.8355 | 0.8235 | 0.7971 | 0.6969 | 0.7691 | 0.8213 | 0.7577 | 0.6832 | 0.6606 | 0.7202 | 0.8031 | 0.7647 | 0.7041 | 0.6895 | 0.7314 | 0.6169 | 0.6006 | 0.6666 | 0.7819 | 0.7754 | 0.7739 | 0.8431 | 0.8235 | 0.7715 |
| 0.0382 | 82.0 | 820 | 0.1604 | 0.7403 | 0.8266 | 0.8343 | nan | 0.8591 | 0.8582 | 0.8789 | 0.8152 | 0.8205 | 0.9297 | 0.8853 | 0.7376 | 0.9018 | 0.8919 | 0.8719 | 0.7329 | 0.8391 | 0.8647 | 0.8502 | 0.7493 | 0.7837 | 0.8071 | 0.8941 | 0.8678 | 0.7693 | 0.7661 | 0.8292 | 0.7238 | 0.7455 | 0.7454 | 0.8597 | 0.8130 | 0.8221 | 0.8851 | 0.8525 | 0.8015 | 0.0 | 0.8372 | 0.8320 | 0.8087 | 0.7724 | 0.7967 | 0.8729 | 0.8232 | 0.7083 | 0.8480 | 0.8377 | 0.8183 | 0.7049 | 0.7683 | 0.8204 | 0.7546 | 0.6896 | 0.6755 | 0.7341 | 0.8079 | 0.7696 | 0.7004 | 0.6932 | 0.7355 | 0.6306 | 0.6242 | 0.6749 | 0.7846 | 0.7499 | 0.7518 | 0.8345 | 0.8204 | 0.7512 |
| 0.0442 | 84.0 | 840 | 0.1602 | 0.7390 | 0.8225 | 0.8302 | nan | 0.8469 | 0.8636 | 0.8656 | 0.8214 | 0.8119 | 0.9160 | 0.8997 | 0.7620 | 0.8728 | 0.8538 | 0.8407 | 0.7200 | 0.8656 | 0.8623 | 0.8515 | 0.7622 | 0.7776 | 0.7777 | 0.8701 | 0.8395 | 0.7936 | 0.7658 | 0.8260 | 0.7419 | 0.7210 | 0.7438 | 0.8456 | 0.7999 | 0.8217 | 0.8964 | 0.8775 | 0.8064 | 0.0 | 0.8276 | 0.8309 | 0.8056 | 0.7837 | 0.7960 | 0.8768 | 0.8374 | 0.7284 | 0.8277 | 0.8097 | 0.7978 | 0.6942 | 0.7736 | 0.8200 | 0.7589 | 0.6973 | 0.6743 | 0.7147 | 0.7911 | 0.7617 | 0.7151 | 0.6981 | 0.7359 | 0.6366 | 0.6127 | 0.6653 | 0.7748 | 0.7463 | 0.7519 | 0.8417 | 0.8378 | 0.7623 |
| 0.045 | 86.0 | 860 | 0.1615 | 0.7351 | 0.8164 | 0.8236 | nan | 0.8602 | 0.8347 | 0.8650 | 0.8180 | 0.8123 | 0.9033 | 0.8974 | 0.7588 | 0.8922 | 0.8646 | 0.8608 | 0.7367 | 0.8179 | 0.8463 | 0.8300 | 0.7655 | 0.7742 | 0.7765 | 0.8641 | 0.8422 | 0.7663 | 0.7427 | 0.8051 | 0.7022 | 0.7413 | 0.7390 | 0.8461 | 0.8004 | 0.8476 | 0.8903 | 0.8514 | 0.7723 | 0.0 | 0.8395 | 0.8132 | 0.8107 | 0.7807 | 0.7913 | 0.8657 | 0.8293 | 0.7245 | 0.8426 | 0.8242 | 0.8086 | 0.7018 | 0.7566 | 0.8118 | 0.7474 | 0.6984 | 0.6687 | 0.7128 | 0.7916 | 0.7562 | 0.6928 | 0.6757 | 0.7181 | 0.6045 | 0.6275 | 0.6717 | 0.7856 | 0.7561 | 0.7628 | 0.8292 | 0.8143 | 0.7443 |
| 0.0372 | 88.0 | 880 | 0.1615 | 0.7345 | 0.8151 | 0.8228 | nan | 0.8501 | 0.8432 | 0.8601 | 0.8370 | 0.7936 | 0.9159 | 0.8956 | 0.7217 | 0.8874 | 0.8570 | 0.8584 | 0.7030 | 0.8326 | 0.8443 | 0.8394 | 0.7630 | 0.7447 | 0.8013 | 0.8724 | 0.8381 | 0.7680 | 0.7537 | 0.8095 | 0.7261 | 0.7406 | 0.7492 | 0.8459 | 0.7901 | 0.8240 | 0.8649 | 0.8693 | 0.7821 | 0.0 | 0.8303 | 0.8200 | 0.8122 | 0.7979 | 0.7812 | 0.8714 | 0.8228 | 0.6926 | 0.8368 | 0.8187 | 0.8106 | 0.6809 | 0.7613 | 0.8081 | 0.7474 | 0.6928 | 0.6641 | 0.7333 | 0.7950 | 0.7589 | 0.7026 | 0.6846 | 0.7242 | 0.6239 | 0.6259 | 0.6749 | 0.7725 | 0.7395 | 0.7564 | 0.8177 | 0.8299 | 0.7489 |
| 0.0374 | 90.0 | 900 | 0.1635 | 0.7259 | 0.8057 | 0.8148 | nan | 0.8591 | 0.8400 | 0.8580 | 0.7711 | 0.8184 | 0.9109 | 0.8792 | 0.7200 | 0.8711 | 0.8568 | 0.8521 | 0.7213 | 0.8264 | 0.8453 | 0.8146 | 0.7050 | 0.7370 | 0.7954 | 0.8592 | 0.8366 | 0.7650 | 0.7493 | 0.8102 | 0.6756 | 0.6970 | 0.7472 | 0.8469 | 0.7833 | 0.8377 | 0.8697 | 0.8496 | 0.7751 | 0.0 | 0.8369 | 0.8173 | 0.7969 | 0.7483 | 0.7888 | 0.8639 | 0.8139 | 0.6916 | 0.8248 | 0.8155 | 0.8037 | 0.6921 | 0.7614 | 0.8073 | 0.7249 | 0.6526 | 0.6468 | 0.7254 | 0.7886 | 0.7558 | 0.7013 | 0.6802 | 0.7164 | 0.5877 | 0.6011 | 0.6717 | 0.7772 | 0.7363 | 0.7569 | 0.8189 | 0.8122 | 0.7389 |
| 0.0384 | 92.0 | 920 | 0.1662 | 0.7294 | 0.8119 | 0.8203 | nan | 0.8282 | 0.8271 | 0.8567 | 0.8378 | 0.7946 | 0.9053 | 0.8808 | 0.7401 | 0.8701 | 0.8589 | 0.8436 | 0.7213 | 0.8308 | 0.8552 | 0.8439 | 0.6911 | 0.7356 | 0.7934 | 0.8829 | 0.8517 | 0.7629 | 0.7474 | 0.8203 | 0.7053 | 0.7211 | 0.7537 | 0.8616 | 0.8006 | 0.8185 | 0.8969 | 0.8312 | 0.8113 | 0.0 | 0.8096 | 0.8029 | 0.8050 | 0.7889 | 0.7801 | 0.8595 | 0.8151 | 0.7064 | 0.8158 | 0.8083 | 0.7966 | 0.6928 | 0.7656 | 0.8169 | 0.7399 | 0.6401 | 0.6575 | 0.7283 | 0.7965 | 0.7560 | 0.6938 | 0.6824 | 0.7235 | 0.6078 | 0.6164 | 0.6815 | 0.7879 | 0.7477 | 0.7537 | 0.8352 | 0.8107 | 0.7488 |
| 0.0438 | 94.0 | 940 | 0.1668 | 0.7331 | 0.8169 | 0.8256 | nan | 0.8588 | 0.8564 | 0.8736 | 0.8234 | 0.8153 | 0.9055 | 0.8821 | 0.7226 | 0.8809 | 0.8822 | 0.8553 | 0.7457 | 0.8471 | 0.8471 | 0.8523 | 0.7147 | 0.7399 | 0.7916 | 0.8845 | 0.8448 | 0.7651 | 0.7410 | 0.8162 | 0.6957 | 0.7298 | 0.7561 | 0.8573 | 0.8067 | 0.8185 | 0.8912 | 0.8541 | 0.7861 | 0.0 | 0.8350 | 0.8294 | 0.8091 | 0.7862 | 0.7920 | 0.8529 | 0.8077 | 0.6923 | 0.8300 | 0.8309 | 0.8144 | 0.7136 | 0.7743 | 0.8169 | 0.7471 | 0.6616 | 0.6505 | 0.7217 | 0.7928 | 0.7604 | 0.7004 | 0.6766 | 0.7234 | 0.6043 | 0.6203 | 0.6742 | 0.7783 | 0.7471 | 0.7520 | 0.8373 | 0.8209 | 0.7389 |
| 0.036 | 96.0 | 960 | 0.1674 | 0.7379 | 0.8217 | 0.8288 | nan | 0.8562 | 0.8515 | 0.8737 | 0.8185 | 0.8144 | 0.9195 | 0.8892 | 0.7625 | 0.8920 | 0.8553 | 0.8526 | 0.7277 | 0.8312 | 0.8595 | 0.8382 | 0.7206 | 0.7780 | 0.8313 | 0.8830 | 0.8468 | 0.7676 | 0.7622 | 0.8153 | 0.7412 | 0.7288 | 0.7703 | 0.8552 | 0.8082 | 0.8225 | 0.8717 | 0.8556 | 0.7941 | 0.0 | 0.8298 | 0.8227 | 0.8102 | 0.7819 | 0.7973 | 0.8743 | 0.8283 | 0.7266 | 0.8337 | 0.8152 | 0.8044 | 0.6983 | 0.7631 | 0.8144 | 0.7376 | 0.6675 | 0.6867 | 0.7528 | 0.8016 | 0.7655 | 0.7023 | 0.6916 | 0.7313 | 0.6315 | 0.6264 | 0.6847 | 0.7747 | 0.7466 | 0.7519 | 0.8261 | 0.8239 | 0.7469 |
| 0.0336 | 98.0 | 980 | 0.1666 | 0.7321 | 0.8133 | 0.8210 | nan | 0.8512 | 0.8465 | 0.8526 | 0.8285 | 0.8063 | 0.9100 | 0.8760 | 0.7369 | 0.8817 | 0.8537 | 0.8466 | 0.7324 | 0.8159 | 0.8514 | 0.8478 | 0.7347 | 0.7401 | 0.7874 | 0.8621 | 0.8562 | 0.7723 | 0.7436 | 0.8167 | 0.7125 | 0.7452 | 0.7370 | 0.8484 | 0.7910 | 0.8418 | 0.8693 | 0.8446 | 0.7867 | 0.0 | 0.8303 | 0.8223 | 0.8027 | 0.7934 | 0.7914 | 0.8688 | 0.8148 | 0.7023 | 0.8320 | 0.8147 | 0.8049 | 0.6995 | 0.7540 | 0.8128 | 0.7473 | 0.6752 | 0.6575 | 0.7213 | 0.7858 | 0.7661 | 0.6974 | 0.6766 | 0.7266 | 0.6161 | 0.6280 | 0.6708 | 0.7772 | 0.7430 | 0.7540 | 0.8177 | 0.8117 | 0.7435 |
| 0.0402 | 100.0 | 1000 | 0.1703 | 0.7283 | 0.8083 | 0.8167 | nan | 0.8417 | 0.8270 | 0.8618 | 0.8060 | 0.7990 | 0.9187 | 0.8680 | 0.7391 | 0.8604 | 0.8639 | 0.8454 | 0.7151 | 0.8381 | 0.8506 | 0.8240 | 0.7009 | 0.7356 | 0.7958 | 0.8773 | 0.8330 | 0.7522 | 0.7655 | 0.8111 | 0.6956 | 0.7258 | 0.7469 | 0.8437 | 0.7864 | 0.8300 | 0.8780 | 0.8506 | 0.7773 | 0.0 | 0.8190 | 0.8057 | 0.8047 | 0.7723 | 0.7831 | 0.8695 | 0.8148 | 0.7016 | 0.8134 | 0.8207 | 0.7982 | 0.6919 | 0.7658 | 0.8089 | 0.7312 | 0.6512 | 0.6577 | 0.7291 | 0.7901 | 0.7548 | 0.6958 | 0.6875 | 0.7229 | 0.6040 | 0.6209 | 0.6727 | 0.7701 | 0.7373 | 0.7581 | 0.8238 | 0.8180 | 0.7404 |
| 0.0347 | 102.0 | 1020 | 0.1680 | 0.7300 | 0.8095 | 0.8185 | nan | 0.8335 | 0.8526 | 0.8599 | 0.8135 | 0.8154 | 0.9168 | 0.8851 | 0.7336 | 0.8708 | 0.8607 | 0.8366 | 0.7145 | 0.8258 | 0.8478 | 0.8360 | 0.7021 | 0.7329 | 0.7911 | 0.8575 | 0.8391 | 0.7793 | 0.7499 | 0.8254 | 0.7139 | 0.6868 | 0.7281 | 0.8375 | 0.7948 | 0.8374 | 0.8808 | 0.8540 | 0.7907 | 0.0 | 0.8145 | 0.8159 | 0.8009 | 0.7799 | 0.7974 | 0.8760 | 0.8206 | 0.6990 | 0.8228 | 0.8132 | 0.7939 | 0.6895 | 0.7628 | 0.8095 | 0.7383 | 0.6521 | 0.6488 | 0.7220 | 0.7855 | 0.7690 | 0.7114 | 0.6840 | 0.7336 | 0.6189 | 0.5949 | 0.6616 | 0.7669 | 0.7456 | 0.7633 | 0.8265 | 0.8223 | 0.7484 |
| 0.035 | 104.0 | 1040 | 0.1709 | 0.7282 | 0.8072 | 0.8153 | nan | 0.8385 | 0.8355 | 0.8511 | 0.8131 | 0.8032 | 0.9103 | 0.8779 | 0.7489 | 0.8680 | 0.8531 | 0.8395 | 0.7471 | 0.8207 | 0.8457 | 0.8215 | 0.7057 | 0.7264 | 0.7784 | 0.8638 | 0.8373 | 0.7677 | 0.7568 | 0.8065 | 0.7143 | 0.7195 | 0.7515 | 0.8402 | 0.7681 | 0.8156 | 0.8734 | 0.8441 | 0.7879 | 0.0 | 0.8147 | 0.8090 | 0.7994 | 0.7804 | 0.7863 | 0.8696 | 0.8223 | 0.7123 | 0.8177 | 0.8129 | 0.8034 | 0.7119 | 0.7568 | 0.8036 | 0.7286 | 0.6583 | 0.6486 | 0.7185 | 0.7887 | 0.7588 | 0.7049 | 0.6852 | 0.7208 | 0.6119 | 0.6146 | 0.6757 | 0.7664 | 0.7245 | 0.7467 | 0.8158 | 0.8122 | 0.7505 |
| 0.0335 | 106.0 | 1060 | 0.1689 | 0.7300 | 0.8104 | 0.8182 | nan | 0.8563 | 0.8375 | 0.8646 | 0.8213 | 0.8099 | 0.9055 | 0.8828 | 0.7513 | 0.8787 | 0.8536 | 0.8481 | 0.7179 | 0.8123 | 0.8572 | 0.7962 | 0.7255 | 0.7425 | 0.7871 | 0.8624 | 0.8377 | 0.7535 | 0.7514 | 0.8050 | 0.7108 | 0.7213 | 0.7394 | 0.8308 | 0.7975 | 0.8429 | 0.8777 | 0.8517 | 0.8019 | 0.0 | 0.8308 | 0.8139 | 0.8088 | 0.7867 | 0.7939 | 0.8679 | 0.8210 | 0.7128 | 0.8253 | 0.8151 | 0.7990 | 0.6890 | 0.7583 | 0.7943 | 0.7122 | 0.6754 | 0.6602 | 0.7267 | 0.7851 | 0.7517 | 0.6909 | 0.6781 | 0.7182 | 0.6179 | 0.6152 | 0.6650 | 0.7644 | 0.7454 | 0.7630 | 0.8260 | 0.8216 | 0.7548 |
| 0.029 | 108.0 | 1080 | 0.1700 | 0.7333 | 0.8136 | 0.8212 | nan | 0.8593 | 0.8467 | 0.8682 | 0.8181 | 0.8034 | 0.9091 | 0.8770 | 0.7556 | 0.8722 | 0.8573 | 0.8582 | 0.7310 | 0.8322 | 0.8397 | 0.8298 | 0.7147 | 0.7410 | 0.8034 | 0.8671 | 0.8498 | 0.7648 | 0.7557 | 0.8068 | 0.7033 | 0.7165 | 0.7594 | 0.8566 | 0.8019 | 0.8280 | 0.8694 | 0.8471 | 0.7909 | 0.0 | 0.8341 | 0.8231 | 0.8103 | 0.7854 | 0.7882 | 0.8689 | 0.8238 | 0.7129 | 0.8249 | 0.8184 | 0.8094 | 0.7041 | 0.7673 | 0.8042 | 0.7326 | 0.6637 | 0.6579 | 0.7350 | 0.7960 | 0.7669 | 0.7013 | 0.6828 | 0.7193 | 0.6081 | 0.6149 | 0.6780 | 0.7786 | 0.7489 | 0.7559 | 0.8205 | 0.8165 | 0.7464 |
| 0.0417 | 110.0 | 1100 | 0.1772 | 0.7194 | 0.7972 | 0.8058 | nan | 0.8280 | 0.8238 | 0.8445 | 0.7908 | 0.8269 | 0.8967 | 0.8600 | 0.6878 | 0.8638 | 0.8630 | 0.8371 | 0.7040 | 0.8095 | 0.8234 | 0.8274 | 0.6681 | 0.7270 | 0.7865 | 0.8624 | 0.8220 | 0.7584 | 0.7468 | 0.7957 | 0.7270 | 0.7154 | 0.7303 | 0.8290 | 0.7464 | 0.8262 | 0.8746 | 0.8342 | 0.7745 | 0.0 | 0.8075 | 0.7958 | 0.7914 | 0.7650 | 0.8027 | 0.8522 | 0.7956 | 0.6631 | 0.8181 | 0.8149 | 0.7969 | 0.6840 | 0.7509 | 0.7863 | 0.7170 | 0.6226 | 0.6511 | 0.7267 | 0.7909 | 0.7570 | 0.7006 | 0.6756 | 0.7117 | 0.6107 | 0.6136 | 0.6580 | 0.7549 | 0.7100 | 0.7532 | 0.8196 | 0.8043 | 0.7387 |
| 0.0374 | 112.0 | 1120 | 0.1725 | 0.7319 | 0.8114 | 0.8198 | nan | 0.8322 | 0.8258 | 0.8711 | 0.8108 | 0.8157 | 0.9173 | 0.8848 | 0.7720 | 0.8807 | 0.8693 | 0.8443 | 0.7110 | 0.8353 | 0.8411 | 0.8234 | 0.7056 | 0.7309 | 0.7907 | 0.8726 | 0.8280 | 0.7818 | 0.7314 | 0.8230 | 0.6778 | 0.7216 | 0.7462 | 0.8578 | 0.7922 | 0.8357 | 0.8744 | 0.8664 | 0.7935 | 0.0 | 0.8132 | 0.8054 | 0.8010 | 0.7790 | 0.8020 | 0.8777 | 0.8298 | 0.7268 | 0.8316 | 0.8168 | 0.7957 | 0.6886 | 0.7706 | 0.8004 | 0.7338 | 0.6568 | 0.6538 | 0.7290 | 0.7916 | 0.7569 | 0.7091 | 0.6688 | 0.7263 | 0.5925 | 0.6175 | 0.6760 | 0.7787 | 0.7433 | 0.7608 | 0.8271 | 0.8359 | 0.7577 |
| 0.0297 | 114.0 | 1140 | 0.1727 | 0.7286 | 0.8091 | 0.8163 | nan | 0.8480 | 0.8568 | 0.8539 | 0.8107 | 0.8011 | 0.9095 | 0.8637 | 0.7787 | 0.8682 | 0.8601 | 0.8313 | 0.7293 | 0.8333 | 0.8472 | 0.8031 | 0.6997 | 0.7535 | 0.7978 | 0.8637 | 0.8442 | 0.7672 | 0.7536 | 0.7994 | 0.6785 | 0.7323 | 0.7394 | 0.8431 | 0.7923 | 0.8053 | 0.8831 | 0.8481 | 0.7952 | 0.0 | 0.8277 | 0.8237 | 0.8014 | 0.7776 | 0.7850 | 0.8648 | 0.8196 | 0.7270 | 0.8211 | 0.8147 | 0.7931 | 0.7001 | 0.7679 | 0.7956 | 0.7174 | 0.6506 | 0.6663 | 0.7323 | 0.7890 | 0.7627 | 0.7017 | 0.6809 | 0.7092 | 0.5732 | 0.6222 | 0.6654 | 0.7670 | 0.7410 | 0.7481 | 0.8236 | 0.8202 | 0.7549 |
| 0.0294 | 116.0 | 1160 | 0.1741 | 0.7289 | 0.8097 | 0.8181 | nan | 0.8451 | 0.8299 | 0.8669 | 0.8066 | 0.8102 | 0.9189 | 0.8663 | 0.7263 | 0.8787 | 0.8623 | 0.8572 | 0.7096 | 0.8258 | 0.8393 | 0.8254 | 0.7209 | 0.7396 | 0.7924 | 0.8813 | 0.8413 | 0.7707 | 0.7449 | 0.8108 | 0.7085 | 0.7097 | 0.7435 | 0.8482 | 0.7987 | 0.8178 | 0.8761 | 0.8525 | 0.7865 | 0.0 | 0.8209 | 0.8086 | 0.8036 | 0.7730 | 0.7910 | 0.8641 | 0.8041 | 0.6909 | 0.8297 | 0.8162 | 0.8059 | 0.6831 | 0.7628 | 0.7974 | 0.7325 | 0.6700 | 0.6527 | 0.7279 | 0.8020 | 0.7636 | 0.7085 | 0.6812 | 0.7240 | 0.6049 | 0.6047 | 0.6683 | 0.7679 | 0.7448 | 0.7561 | 0.8237 | 0.8200 | 0.7508 |
| 0.0359 | 118.0 | 1180 | 0.1696 | 0.7373 | 0.8183 | 0.8263 | nan | 0.8415 | 0.8324 | 0.8779 | 0.8223 | 0.8145 | 0.9132 | 0.8831 | 0.7632 | 0.8907 | 0.8551 | 0.8537 | 0.7395 | 0.8336 | 0.8347 | 0.8538 | 0.7489 | 0.7662 | 0.7845 | 0.8690 | 0.8365 | 0.7750 | 0.7394 | 0.8282 | 0.7179 | 0.7087 | 0.7534 | 0.8516 | 0.8153 | 0.8305 | 0.8821 | 0.8731 | 0.7971 | 0.0 | 0.8213 | 0.8147 | 0.8140 | 0.7900 | 0.7971 | 0.8686 | 0.8203 | 0.7237 | 0.8391 | 0.8161 | 0.8070 | 0.7056 | 0.7721 | 0.8014 | 0.7469 | 0.6930 | 0.6718 | 0.7250 | 0.7900 | 0.7569 | 0.7040 | 0.6781 | 0.7344 | 0.6230 | 0.6113 | 0.6740 | 0.7783 | 0.7598 | 0.7589 | 0.8341 | 0.8390 | 0.7620 |
| 0.0313 | 120.0 | 1200 | 0.1764 | 0.7273 | 0.8058 | 0.8135 | nan | 0.8369 | 0.8273 | 0.8485 | 0.8146 | 0.7969 | 0.9080 | 0.8679 | 0.7526 | 0.8618 | 0.8506 | 0.8432 | 0.7363 | 0.8113 | 0.8472 | 0.8241 | 0.7444 | 0.7278 | 0.7724 | 0.8587 | 0.8412 | 0.7388 | 0.7400 | 0.8219 | 0.7169 | 0.7267 | 0.7404 | 0.8295 | 0.7807 | 0.8083 | 0.8742 | 0.8474 | 0.7890 | 0.0 | 0.8122 | 0.8035 | 0.7992 | 0.7815 | 0.7815 | 0.8618 | 0.8129 | 0.7130 | 0.8159 | 0.8134 | 0.8015 | 0.7036 | 0.7602 | 0.8034 | 0.7366 | 0.6886 | 0.6460 | 0.7135 | 0.7851 | 0.7406 | 0.6792 | 0.6769 | 0.7315 | 0.6211 | 0.6179 | 0.6664 | 0.7607 | 0.7361 | 0.7435 | 0.8216 | 0.8177 | 0.7533 |
| 0.0329 | 122.0 | 1220 | 0.1771 | 0.7252 | 0.8059 | 0.8141 | nan | 0.8437 | 0.8362 | 0.8540 | 0.7926 | 0.8117 | 0.9154 | 0.8612 | 0.7062 | 0.8569 | 0.8485 | 0.8420 | 0.7121 | 0.8323 | 0.8448 | 0.7997 | 0.7292 | 0.7499 | 0.7871 | 0.8639 | 0.8462 | 0.7443 | 0.7533 | 0.8169 | 0.7038 | 0.7194 | 0.7506 | 0.8452 | 0.7877 | 0.8170 | 0.8761 | 0.8577 | 0.7840 | 0.0 | 0.8204 | 0.8071 | 0.7921 | 0.7643 | 0.7929 | 0.8554 | 0.7942 | 0.6749 | 0.8127 | 0.8085 | 0.8011 | 0.6862 | 0.7614 | 0.7949 | 0.7177 | 0.6742 | 0.6616 | 0.7244 | 0.7864 | 0.7570 | 0.6883 | 0.6835 | 0.7267 | 0.6077 | 0.6149 | 0.6708 | 0.7716 | 0.7383 | 0.7481 | 0.8252 | 0.8227 | 0.7478 |
| 0.0331 | 124.0 | 1240 | 0.1752 | 0.7266 | 0.8066 | 0.8152 | nan | 0.8327 | 0.8351 | 0.8520 | 0.8300 | 0.8021 | 0.9078 | 0.8735 | 0.7416 | 0.8724 | 0.8526 | 0.8503 | 0.7145 | 0.8238 | 0.8628 | 0.8091 | 0.6907 | 0.7477 | 0.7998 | 0.8757 | 0.8473 | 0.7857 | 0.7623 | 0.7796 | 0.6566 | 0.6925 | 0.7452 | 0.8477 | 0.7840 | 0.8092 | 0.8763 | 0.8595 | 0.7925 | 0.0 | 0.8133 | 0.8089 | 0.8030 | 0.7938 | 0.7893 | 0.8603 | 0.8155 | 0.7067 | 0.8229 | 0.8124 | 0.8022 | 0.6871 | 0.7651 | 0.8067 | 0.7168 | 0.6469 | 0.6612 | 0.7356 | 0.8006 | 0.7659 | 0.7079 | 0.6698 | 0.6958 | 0.5808 | 0.5977 | 0.6661 | 0.7631 | 0.7310 | 0.7430 | 0.8245 | 0.8265 | 0.7578 |
| 0.0361 | 126.0 | 1260 | 0.1760 | 0.7281 | 0.8066 | 0.8149 | nan | 0.8466 | 0.8424 | 0.8478 | 0.8209 | 0.8079 | 0.9042 | 0.8718 | 0.7475 | 0.8674 | 0.8598 | 0.8431 | 0.7180 | 0.8312 | 0.8591 | 0.8210 | 0.7164 | 0.7286 | 0.7876 | 0.8620 | 0.8371 | 0.7558 | 0.7635 | 0.8017 | 0.6584 | 0.7283 | 0.7397 | 0.8309 | 0.7813 | 0.8198 | 0.8722 | 0.8533 | 0.7845 | 0.0 | 0.8253 | 0.8165 | 0.7986 | 0.7862 | 0.7933 | 0.8552 | 0.8134 | 0.7104 | 0.8199 | 0.8164 | 0.8013 | 0.6914 | 0.7703 | 0.8109 | 0.7329 | 0.6689 | 0.6540 | 0.7295 | 0.7917 | 0.7571 | 0.6948 | 0.6801 | 0.7140 | 0.5799 | 0.6173 | 0.6632 | 0.7611 | 0.7343 | 0.7483 | 0.8242 | 0.8219 | 0.7448 |
| 0.0312 | 128.0 | 1280 | 0.1742 | 0.7341 | 0.8152 | 0.8232 | nan | 0.8516 | 0.8397 | 0.8645 | 0.8195 | 0.8220 | 0.9142 | 0.8781 | 0.7514 | 0.8924 | 0.8513 | 0.8453 | 0.7260 | 0.8381 | 0.8475 | 0.8443 | 0.7235 | 0.7607 | 0.7856 | 0.8649 | 0.8366 | 0.7681 | 0.7626 | 0.8138 | 0.7074 | 0.7219 | 0.7571 | 0.8486 | 0.7923 | 0.8338 | 0.8693 | 0.8587 | 0.7970 | 0.0 | 0.8313 | 0.8132 | 0.8057 | 0.7875 | 0.8008 | 0.8622 | 0.8182 | 0.7143 | 0.8354 | 0.8092 | 0.7986 | 0.6982 | 0.7714 | 0.8099 | 0.7470 | 0.6739 | 0.6682 | 0.7270 | 0.7921 | 0.7614 | 0.7032 | 0.6868 | 0.7228 | 0.6151 | 0.6166 | 0.6750 | 0.7740 | 0.7450 | 0.7576 | 0.8214 | 0.8268 | 0.7545 |
| 0.0352 | 130.0 | 1300 | 0.1762 | 0.7337 | 0.8138 | 0.8214 | nan | 0.8465 | 0.8373 | 0.8601 | 0.8223 | 0.8076 | 0.9237 | 0.8686 | 0.7449 | 0.8788 | 0.8631 | 0.8411 | 0.7332 | 0.8329 | 0.8459 | 0.8440 | 0.7533 | 0.7380 | 0.8051 | 0.8671 | 0.8474 | 0.7680 | 0.7653 | 0.8178 | 0.7100 | 0.7248 | 0.7397 | 0.8380 | 0.7731 | 0.8290 | 0.8703 | 0.8504 | 0.7949 | 0.0 | 0.8242 | 0.8128 | 0.8075 | 0.7872 | 0.7894 | 0.8733 | 0.8143 | 0.7046 | 0.8274 | 0.8169 | 0.8003 | 0.7033 | 0.7728 | 0.8140 | 0.7518 | 0.6947 | 0.6550 | 0.7367 | 0.7973 | 0.7702 | 0.7038 | 0.6868 | 0.7290 | 0.6183 | 0.6147 | 0.6654 | 0.7641 | 0.7300 | 0.7536 | 0.8197 | 0.8219 | 0.7516 |
| 0.0308 | 132.0 | 1320 | 0.1767 | 0.7336 | 0.8145 | 0.8229 | nan | 0.8483 | 0.8388 | 0.8638 | 0.8193 | 0.8139 | 0.9136 | 0.8830 | 0.7430 | 0.8761 | 0.8595 | 0.8565 | 0.7363 | 0.8355 | 0.8456 | 0.8410 | 0.7363 | 0.7327 | 0.7974 | 0.8752 | 0.8396 | 0.7640 | 0.7673 | 0.8122 | 0.6917 | 0.7051 | 0.7496 | 0.8453 | 0.7955 | 0.8435 | 0.8762 | 0.8540 | 0.8046 | 0.0 | 0.8244 | 0.8181 | 0.8043 | 0.7850 | 0.7983 | 0.8644 | 0.8190 | 0.7058 | 0.8264 | 0.8159 | 0.8095 | 0.7073 | 0.7770 | 0.8103 | 0.7450 | 0.6838 | 0.6462 | 0.7324 | 0.8007 | 0.7607 | 0.6988 | 0.6883 | 0.7210 | 0.6047 | 0.6040 | 0.6700 | 0.7729 | 0.7485 | 0.7593 | 0.8249 | 0.8245 | 0.7580 |
| 0.035 | 134.0 | 1340 | 0.1803 | 0.7278 | 0.8081 | 0.8162 | nan | 0.8446 | 0.8499 | 0.8584 | 0.8092 | 0.7799 | 0.9063 | 0.8774 | 0.7270 | 0.8824 | 0.8659 | 0.8517 | 0.7241 | 0.8169 | 0.8429 | 0.8405 | 0.7277 | 0.7534 | 0.8073 | 0.8616 | 0.8423 | 0.7534 | 0.7434 | 0.8055 | 0.6901 | 0.7149 | 0.7441 | 0.8304 | 0.7820 | 0.8303 | 0.8671 | 0.8533 | 0.7749 | 0.0 | 0.8253 | 0.8253 | 0.8002 | 0.7727 | 0.7689 | 0.8543 | 0.8127 | 0.6947 | 0.8321 | 0.8170 | 0.7998 | 0.6925 | 0.7684 | 0.8080 | 0.7446 | 0.6750 | 0.6590 | 0.7378 | 0.7909 | 0.7509 | 0.6843 | 0.6724 | 0.7162 | 0.6003 | 0.6115 | 0.6695 | 0.7651 | 0.7366 | 0.7534 | 0.8191 | 0.8223 | 0.7365 |
| 0.0277 | 136.0 | 1360 | 0.1799 | 0.7223 | 0.8025 | 0.8122 | nan | 0.8432 | 0.8488 | 0.8584 | 0.8239 | 0.8034 | 0.9104 | 0.8691 | 0.7429 | 0.8737 | 0.8555 | 0.8366 | 0.7177 | 0.8265 | 0.8570 | 0.8051 | 0.6303 | 0.7380 | 0.7781 | 0.8611 | 0.8211 | 0.7401 | 0.7377 | 0.8163 | 0.6755 | 0.7193 | 0.7427 | 0.8413 | 0.7722 | 0.8081 | 0.8594 | 0.8588 | 0.8084 | 0.0 | 0.8236 | 0.8221 | 0.8016 | 0.7879 | 0.7886 | 0.8592 | 0.8099 | 0.7052 | 0.8223 | 0.8106 | 0.7946 | 0.6935 | 0.7682 | 0.8002 | 0.6989 | 0.5919 | 0.6496 | 0.7201 | 0.7830 | 0.7299 | 0.6780 | 0.6707 | 0.7208 | 0.5938 | 0.6121 | 0.6670 | 0.7627 | 0.7224 | 0.7397 | 0.8182 | 0.8300 | 0.7590 |
| 0.0307 | 138.0 | 1380 | 0.1802 | 0.7245 | 0.8013 | 0.8095 | nan | 0.8385 | 0.8174 | 0.8352 | 0.8052 | 0.8034 | 0.8987 | 0.8775 | 0.7357 | 0.8731 | 0.8513 | 0.8348 | 0.7135 | 0.8138 | 0.8448 | 0.8180 | 0.7142 | 0.7243 | 0.7833 | 0.8580 | 0.8321 | 0.7576 | 0.7388 | 0.7974 | 0.7235 | 0.6939 | 0.7228 | 0.8385 | 0.7783 | 0.8230 | 0.8595 | 0.8492 | 0.7873 | 0.0 | 0.8155 | 0.7950 | 0.7886 | 0.7774 | 0.7849 | 0.8558 | 0.8145 | 0.7004 | 0.8249 | 0.8121 | 0.7952 | 0.6879 | 0.7599 | 0.8019 | 0.7250 | 0.6596 | 0.6484 | 0.7282 | 0.7865 | 0.7487 | 0.6937 | 0.6718 | 0.7151 | 0.6187 | 0.6004 | 0.6595 | 0.7698 | 0.7383 | 0.7514 | 0.8129 | 0.8199 | 0.7473 |
| 0.0283 | 140.0 | 1400 | 0.1792 | 0.7326 | 0.8125 | 0.8197 | nan | 0.8466 | 0.8472 | 0.8611 | 0.8056 | 0.8019 | 0.9130 | 0.8852 | 0.7560 | 0.8805 | 0.8542 | 0.8499 | 0.7225 | 0.8237 | 0.8454 | 0.8324 | 0.7328 | 0.7552 | 0.7947 | 0.8646 | 0.8414 | 0.7641 | 0.7516 | 0.8140 | 0.7148 | 0.7387 | 0.7463 | 0.8488 | 0.7753 | 0.8213 | 0.8729 | 0.8411 | 0.7963 | 0.0 | 0.8251 | 0.8231 | 0.8012 | 0.7725 | 0.7882 | 0.8639 | 0.8282 | 0.7158 | 0.8309 | 0.8158 | 0.8031 | 0.6937 | 0.7658 | 0.8063 | 0.7413 | 0.6777 | 0.6618 | 0.7335 | 0.7961 | 0.7604 | 0.7012 | 0.6825 | 0.7285 | 0.6238 | 0.6253 | 0.6738 | 0.7682 | 0.7284 | 0.7490 | 0.8214 | 0.8157 | 0.7530 |
| 0.032 | 142.0 | 1420 | 0.1782 | 0.7359 | 0.8148 | 0.8227 | nan | 0.8447 | 0.8586 | 0.8601 | 0.8306 | 0.8056 | 0.9163 | 0.8769 | 0.7472 | 0.8807 | 0.8624 | 0.8474 | 0.7149 | 0.8277 | 0.8526 | 0.8325 | 0.7280 | 0.7362 | 0.7980 | 0.8824 | 0.8403 | 0.7766 | 0.7512 | 0.8220 | 0.7046 | 0.7182 | 0.7597 | 0.8495 | 0.7981 | 0.8356 | 0.8716 | 0.8525 | 0.7917 | 0.0 | 0.8253 | 0.8349 | 0.8092 | 0.7952 | 0.7917 | 0.8619 | 0.8187 | 0.7090 | 0.8314 | 0.8187 | 0.7992 | 0.6885 | 0.7709 | 0.8074 | 0.7391 | 0.6736 | 0.6597 | 0.7402 | 0.8074 | 0.7667 | 0.7118 | 0.6832 | 0.7323 | 0.6161 | 0.6170 | 0.6827 | 0.7782 | 0.7522 | 0.7633 | 0.8251 | 0.8233 | 0.7493 |
| 0.029 | 144.0 | 1440 | 0.1780 | 0.7373 | 0.8182 | 0.8264 | nan | 0.8570 | 0.8497 | 0.8668 | 0.8319 | 0.8065 | 0.9194 | 0.8787 | 0.7312 | 0.8838 | 0.8607 | 0.8491 | 0.7423 | 0.8263 | 0.8604 | 0.8412 | 0.7344 | 0.7569 | 0.8025 | 0.8743 | 0.8491 | 0.7783 | 0.7626 | 0.8250 | 0.7136 | 0.7273 | 0.7537 | 0.8432 | 0.7922 | 0.8298 | 0.8805 | 0.8544 | 0.8006 | 0.0 | 0.8327 | 0.8304 | 0.8108 | 0.7923 | 0.7925 | 0.8637 | 0.8148 | 0.6967 | 0.8307 | 0.8200 | 0.8057 | 0.7088 | 0.7713 | 0.8156 | 0.7470 | 0.6800 | 0.6636 | 0.7417 | 0.8046 | 0.7709 | 0.7133 | 0.6905 | 0.7341 | 0.6251 | 0.6158 | 0.6745 | 0.7686 | 0.7426 | 0.7584 | 0.8307 | 0.8270 | 0.7567 |
| 0.0289 | 146.0 | 1460 | 0.1787 | 0.7346 | 0.8149 | 0.8229 | nan | 0.8505 | 0.8500 | 0.8619 | 0.8067 | 0.8082 | 0.9105 | 0.8871 | 0.7411 | 0.8737 | 0.8626 | 0.8506 | 0.7233 | 0.8163 | 0.8523 | 0.8352 | 0.7293 | 0.7532 | 0.8141 | 0.8757 | 0.8426 | 0.7655 | 0.7607 | 0.8212 | 0.7049 | 0.7267 | 0.7522 | 0.8479 | 0.8038 | 0.8267 | 0.8764 | 0.8507 | 0.7960 | 0.0 | 0.8249 | 0.8258 | 0.8040 | 0.7770 | 0.7921 | 0.8604 | 0.8229 | 0.7050 | 0.8246 | 0.8199 | 0.8038 | 0.6938 | 0.7631 | 0.8100 | 0.7388 | 0.6730 | 0.6690 | 0.7482 | 0.8026 | 0.7619 | 0.7020 | 0.6885 | 0.7293 | 0.6158 | 0.6216 | 0.6773 | 0.7779 | 0.7508 | 0.7559 | 0.8265 | 0.8222 | 0.7546 |
| 0.0281 | 148.0 | 1480 | 0.1775 | 0.7392 | 0.8203 | 0.8280 | nan | 0.8508 | 0.8442 | 0.8667 | 0.8302 | 0.8155 | 0.9178 | 0.8824 | 0.7545 | 0.8821 | 0.8560 | 0.8632 | 0.7410 | 0.8384 | 0.8568 | 0.8490 | 0.7439 | 0.7587 | 0.8097 | 0.8712 | 0.8525 | 0.7617 | 0.7538 | 0.8246 | 0.7197 | 0.7421 | 0.7511 | 0.8444 | 0.8008 | 0.8240 | 0.8784 | 0.8653 | 0.7978 | 0.0 | 0.8263 | 0.8225 | 0.8069 | 0.7944 | 0.7990 | 0.8648 | 0.8203 | 0.7155 | 0.8299 | 0.8172 | 0.8164 | 0.7091 | 0.7799 | 0.8189 | 0.7499 | 0.6866 | 0.6691 | 0.7456 | 0.8035 | 0.7649 | 0.6946 | 0.6838 | 0.7340 | 0.6297 | 0.6294 | 0.6793 | 0.7739 | 0.7465 | 0.7570 | 0.8306 | 0.8329 | 0.7607 |
| 0.0332 | 150.0 | 1500 | 0.1792 | 0.7336 | 0.8136 | 0.8217 | nan | 0.8568 | 0.8505 | 0.8623 | 0.8151 | 0.8078 | 0.9123 | 0.8824 | 0.7335 | 0.8848 | 0.8571 | 0.8517 | 0.7219 | 0.8249 | 0.8522 | 0.8308 | 0.7083 | 0.7610 | 0.7893 | 0.8641 | 0.8350 | 0.7722 | 0.7547 | 0.8089 | 0.7215 | 0.7347 | 0.7638 | 0.8456 | 0.7854 | 0.8360 | 0.8720 | 0.8656 | 0.7724 | 0.0 | 0.8330 | 0.8240 | 0.8081 | 0.7810 | 0.7891 | 0.8612 | 0.8186 | 0.6966 | 0.8358 | 0.8138 | 0.8052 | 0.6956 | 0.7701 | 0.8101 | 0.7335 | 0.6582 | 0.6690 | 0.7304 | 0.7977 | 0.7621 | 0.7050 | 0.6831 | 0.7228 | 0.6235 | 0.6289 | 0.6834 | 0.7737 | 0.7388 | 0.7567 | 0.8245 | 0.8295 | 0.7468 |
| 0.0291 | 152.0 | 1520 | 0.1799 | 0.7337 | 0.8141 | 0.8214 | nan | 0.8494 | 0.8450 | 0.8653 | 0.8177 | 0.8065 | 0.9123 | 0.8752 | 0.7344 | 0.8787 | 0.8574 | 0.8536 | 0.7175 | 0.8308 | 0.8506 | 0.8196 | 0.7452 | 0.7553 | 0.8132 | 0.8770 | 0.8531 | 0.7556 | 0.7567 | 0.8006 | 0.7159 | 0.7221 | 0.7552 | 0.8497 | 0.7921 | 0.8170 | 0.8732 | 0.8570 | 0.7982 | 0.0 | 0.8265 | 0.8223 | 0.8096 | 0.7854 | 0.7897 | 0.8597 | 0.8126 | 0.6968 | 0.8281 | 0.8128 | 0.8013 | 0.6905 | 0.7758 | 0.8091 | 0.7349 | 0.6885 | 0.6691 | 0.7480 | 0.8043 | 0.7622 | 0.6921 | 0.6835 | 0.7156 | 0.6130 | 0.6203 | 0.6812 | 0.7770 | 0.7415 | 0.7522 | 0.8277 | 0.8274 | 0.7545 |
| 0.0277 | 154.0 | 1540 | 0.1808 | 0.7323 | 0.8116 | 0.8195 | nan | 0.8513 | 0.8379 | 0.8606 | 0.8222 | 0.8142 | 0.9126 | 0.8771 | 0.7298 | 0.8759 | 0.8535 | 0.8461 | 0.7141 | 0.8245 | 0.8472 | 0.8311 | 0.7385 | 0.7372 | 0.7938 | 0.8634 | 0.8418 | 0.7667 | 0.7537 | 0.8095 | 0.7078 | 0.7253 | 0.7529 | 0.8392 | 0.7919 | 0.8226 | 0.8739 | 0.8571 | 0.7972 | 0.0 | 0.8285 | 0.8178 | 0.8094 | 0.7907 | 0.7973 | 0.8612 | 0.8096 | 0.6925 | 0.8260 | 0.8109 | 0.7993 | 0.6875 | 0.7680 | 0.8076 | 0.7380 | 0.6804 | 0.6574 | 0.7350 | 0.7975 | 0.7642 | 0.7014 | 0.6814 | 0.7207 | 0.6152 | 0.6193 | 0.6755 | 0.7714 | 0.7425 | 0.7518 | 0.8257 | 0.8278 | 0.7539 |
| 0.0292 | 156.0 | 1560 | 0.1859 | 0.7238 | 0.8011 | 0.8093 | nan | 0.8294 | 0.8357 | 0.8605 | 0.8069 | 0.7959 | 0.9057 | 0.8540 | 0.7322 | 0.8619 | 0.8489 | 0.8441 | 0.7070 | 0.8227 | 0.8408 | 0.8060 | 0.7021 | 0.7333 | 0.7911 | 0.8673 | 0.8255 | 0.7497 | 0.7470 | 0.8060 | 0.6920 | 0.7086 | 0.7381 | 0.8357 | 0.7860 | 0.8055 | 0.8674 | 0.8495 | 0.7777 | 0.0 | 0.8099 | 0.8138 | 0.8054 | 0.7749 | 0.7821 | 0.8557 | 0.8003 | 0.6927 | 0.8131 | 0.8067 | 0.7957 | 0.6830 | 0.7676 | 0.7967 | 0.7140 | 0.6517 | 0.6539 | 0.7342 | 0.7969 | 0.7492 | 0.6895 | 0.6757 | 0.7184 | 0.6024 | 0.6085 | 0.6675 | 0.7679 | 0.7360 | 0.7407 | 0.8194 | 0.8187 | 0.7420 |
| 0.0279 | 158.0 | 1580 | 0.1847 | 0.7279 | 0.8060 | 0.8142 | nan | 0.8367 | 0.8391 | 0.8552 | 0.8125 | 0.8153 | 0.9116 | 0.8662 | 0.7244 | 0.8689 | 0.8487 | 0.8458 | 0.7036 | 0.8311 | 0.8449 | 0.8109 | 0.7154 | 0.7376 | 0.7914 | 0.8641 | 0.8313 | 0.7614 | 0.7504 | 0.8056 | 0.6889 | 0.7204 | 0.7518 | 0.8379 | 0.7850 | 0.8219 | 0.8749 | 0.8583 | 0.7803 | 0.0 | 0.8173 | 0.8171 | 0.8043 | 0.7854 | 0.7943 | 0.8602 | 0.8086 | 0.6878 | 0.8179 | 0.8071 | 0.7973 | 0.6816 | 0.7720 | 0.8005 | 0.7206 | 0.6633 | 0.6571 | 0.7325 | 0.7954 | 0.7566 | 0.6982 | 0.6781 | 0.7175 | 0.6025 | 0.6164 | 0.6764 | 0.7686 | 0.7371 | 0.7524 | 0.8267 | 0.8253 | 0.7452 |
| 0.0298 | 160.0 | 1600 | 0.1824 | 0.7338 | 0.8144 | 0.8217 | nan | 0.8455 | 0.8396 | 0.8622 | 0.8193 | 0.8132 | 0.9161 | 0.8752 | 0.7435 | 0.8903 | 0.8611 | 0.8510 | 0.7263 | 0.8425 | 0.8508 | 0.8256 | 0.7413 | 0.7524 | 0.8004 | 0.8684 | 0.8540 | 0.7644 | 0.7460 | 0.8022 | 0.7112 | 0.7222 | 0.7507 | 0.8409 | 0.7912 | 0.8231 | 0.8810 | 0.8511 | 0.7977 | 0.0 | 0.8257 | 0.8205 | 0.8048 | 0.7884 | 0.7975 | 0.8641 | 0.8146 | 0.7048 | 0.8350 | 0.8171 | 0.8038 | 0.6999 | 0.7808 | 0.8122 | 0.7373 | 0.6832 | 0.6643 | 0.7409 | 0.8032 | 0.7667 | 0.6943 | 0.6754 | 0.7168 | 0.6070 | 0.6147 | 0.6741 | 0.7693 | 0.7405 | 0.7553 | 0.8296 | 0.8223 | 0.7522 |
| 0.0254 | 162.0 | 1620 | 0.1856 | 0.7297 | 0.8098 | 0.8177 | nan | 0.8487 | 0.8393 | 0.8513 | 0.8164 | 0.8033 | 0.9125 | 0.8814 | 0.7298 | 0.8786 | 0.8559 | 0.8537 | 0.7208 | 0.8270 | 0.8475 | 0.8300 | 0.7144 | 0.7444 | 0.7952 | 0.8683 | 0.8515 | 0.7607 | 0.7373 | 0.8042 | 0.7122 | 0.7206 | 0.7583 | 0.8391 | 0.7885 | 0.8128 | 0.8681 | 0.8472 | 0.7961 | 0.0 | 0.8252 | 0.8109 | 0.7970 | 0.7827 | 0.7869 | 0.8639 | 0.8172 | 0.6932 | 0.8278 | 0.8147 | 0.8044 | 0.6936 | 0.7733 | 0.8055 | 0.7300 | 0.6650 | 0.6587 | 0.7362 | 0.8000 | 0.7630 | 0.6908 | 0.6699 | 0.7170 | 0.6149 | 0.6166 | 0.6797 | 0.7666 | 0.7390 | 0.7466 | 0.8211 | 0.8200 | 0.7496 |
| 0.0275 | 164.0 | 1640 | 0.1851 | 0.7295 | 0.8084 | 0.8160 | nan | 0.8475 | 0.8370 | 0.8551 | 0.8002 | 0.8093 | 0.9130 | 0.8779 | 0.7404 | 0.8736 | 0.8540 | 0.8449 | 0.7173 | 0.8303 | 0.8507 | 0.8253 | 0.7393 | 0.7446 | 0.7915 | 0.8626 | 0.8431 | 0.7646 | 0.7365 | 0.8091 | 0.6926 | 0.7120 | 0.7572 | 0.8406 | 0.7791 | 0.8217 | 0.8647 | 0.8467 | 0.7854 | 0.0 | 0.8251 | 0.8155 | 0.8034 | 0.7728 | 0.7882 | 0.8621 | 0.8137 | 0.7022 | 0.8229 | 0.8112 | 0.7980 | 0.6913 | 0.7744 | 0.8073 | 0.7356 | 0.6850 | 0.6599 | 0.7334 | 0.7958 | 0.7616 | 0.6944 | 0.6678 | 0.7206 | 0.6069 | 0.6129 | 0.6772 | 0.7689 | 0.7345 | 0.7519 | 0.8166 | 0.8184 | 0.7442 |
| 0.029 | 166.0 | 1660 | 0.1840 | 0.7319 | 0.8120 | 0.8197 | nan | 0.8442 | 0.8316 | 0.8567 | 0.8064 | 0.8119 | 0.9196 | 0.8693 | 0.7249 | 0.8771 | 0.8643 | 0.8471 | 0.7223 | 0.8302 | 0.8456 | 0.8353 | 0.7415 | 0.7557 | 0.7994 | 0.8692 | 0.8477 | 0.7721 | 0.7368 | 0.8183 | 0.7002 | 0.7173 | 0.7560 | 0.8483 | 0.7923 | 0.8273 | 0.8705 | 0.8562 | 0.7885 | 0.0 | 0.8225 | 0.8129 | 0.8029 | 0.7779 | 0.7922 | 0.8616 | 0.8062 | 0.6881 | 0.8236 | 0.8180 | 0.8002 | 0.6952 | 0.7754 | 0.8064 | 0.7406 | 0.6888 | 0.6677 | 0.7397 | 0.8004 | 0.7627 | 0.6990 | 0.6710 | 0.7288 | 0.6150 | 0.6170 | 0.6768 | 0.7730 | 0.7413 | 0.7535 | 0.8219 | 0.8229 | 0.7508 |
| 0.0261 | 168.0 | 1680 | 0.1841 | 0.7311 | 0.8108 | 0.8188 | nan | 0.8462 | 0.8403 | 0.8589 | 0.8086 | 0.8042 | 0.9140 | 0.8736 | 0.7250 | 0.8793 | 0.8599 | 0.8408 | 0.7201 | 0.8344 | 0.8519 | 0.8209 | 0.7249 | 0.7517 | 0.7900 | 0.8691 | 0.8414 | 0.7688 | 0.7450 | 0.8147 | 0.7092 | 0.7171 | 0.7593 | 0.8458 | 0.7937 | 0.8229 | 0.8717 | 0.8535 | 0.7894 | 0.0 | 0.8238 | 0.8165 | 0.8046 | 0.7783 | 0.7868 | 0.8603 | 0.8095 | 0.6877 | 0.8267 | 0.8143 | 0.7973 | 0.6947 | 0.7759 | 0.8044 | 0.7286 | 0.6743 | 0.6628 | 0.7353 | 0.8006 | 0.7619 | 0.6998 | 0.6745 | 0.7272 | 0.6214 | 0.6163 | 0.6794 | 0.7738 | 0.7429 | 0.7535 | 0.8226 | 0.8213 | 0.7482 |
| 0.0245 | 170.0 | 1700 | 0.1876 | 0.7285 | 0.8066 | 0.8147 | nan | 0.8357 | 0.8356 | 0.8585 | 0.8069 | 0.8036 | 0.9098 | 0.8707 | 0.7247 | 0.8638 | 0.8570 | 0.8461 | 0.7160 | 0.8180 | 0.8456 | 0.8237 | 0.7374 | 0.7329 | 0.7946 | 0.8684 | 0.8429 | 0.7519 | 0.7456 | 0.8141 | 0.6880 | 0.7154 | 0.7514 | 0.8366 | 0.7872 | 0.8250 | 0.8723 | 0.8485 | 0.7848 | 0.0 | 0.8149 | 0.8165 | 0.8029 | 0.7754 | 0.7869 | 0.8586 | 0.8079 | 0.6861 | 0.8149 | 0.8149 | 0.7974 | 0.6883 | 0.7705 | 0.8049 | 0.7334 | 0.6821 | 0.6529 | 0.7384 | 0.8002 | 0.7576 | 0.6902 | 0.6753 | 0.7257 | 0.6044 | 0.6137 | 0.6751 | 0.7679 | 0.7407 | 0.7562 | 0.8241 | 0.8192 | 0.7435 |
| 0.0256 | 172.0 | 1720 | 0.1836 | 0.7363 | 0.8183 | 0.8267 | nan | 0.8529 | 0.8438 | 0.8728 | 0.8277 | 0.8176 | 0.9211 | 0.8840 | 0.7331 | 0.8799 | 0.8667 | 0.8582 | 0.7325 | 0.8303 | 0.8598 | 0.8328 | 0.7167 | 0.7596 | 0.8124 | 0.8778 | 0.8484 | 0.7648 | 0.7527 | 0.8207 | 0.7065 | 0.7303 | 0.7640 | 0.8577 | 0.7886 | 0.8302 | 0.8848 | 0.8643 | 0.7931 | 0.0 | 0.8307 | 0.8250 | 0.8146 | 0.7947 | 0.7984 | 0.8649 | 0.8164 | 0.6957 | 0.8281 | 0.8225 | 0.8087 | 0.7020 | 0.7792 | 0.8087 | 0.7316 | 0.6679 | 0.6669 | 0.7515 | 0.8068 | 0.7631 | 0.6983 | 0.6814 | 0.7287 | 0.6153 | 0.6229 | 0.6818 | 0.7775 | 0.7394 | 0.7584 | 0.8334 | 0.8303 | 0.7533 |
| 0.0264 | 174.0 | 1740 | 0.1903 | 0.7228 | 0.8005 | 0.8088 | nan | 0.8311 | 0.8224 | 0.8559 | 0.7999 | 0.8008 | 0.9034 | 0.8693 | 0.7272 | 0.8645 | 0.8519 | 0.8333 | 0.7081 | 0.8129 | 0.8380 | 0.8263 | 0.7127 | 0.7399 | 0.7811 | 0.8516 | 0.8377 | 0.7393 | 0.7429 | 0.8033 | 0.6958 | 0.7164 | 0.7352 | 0.8246 | 0.7811 | 0.8105 | 0.8734 | 0.8495 | 0.7764 | 0.0 | 0.8108 | 0.8055 | 0.8013 | 0.7703 | 0.7813 | 0.8546 | 0.8081 | 0.6896 | 0.8169 | 0.8091 | 0.7892 | 0.6828 | 0.7626 | 0.7990 | 0.7291 | 0.6637 | 0.6525 | 0.7266 | 0.7878 | 0.7504 | 0.6811 | 0.6734 | 0.7159 | 0.6009 | 0.6105 | 0.6637 | 0.7580 | 0.7328 | 0.7463 | 0.8242 | 0.8188 | 0.7358 |
| 0.0254 | 176.0 | 1760 | 0.1851 | 0.7329 | 0.8133 | 0.8210 | nan | 0.8454 | 0.8359 | 0.8607 | 0.8075 | 0.8079 | 0.9141 | 0.8796 | 0.7433 | 0.8770 | 0.8540 | 0.8512 | 0.7177 | 0.8306 | 0.8483 | 0.8371 | 0.7307 | 0.7700 | 0.7971 | 0.8656 | 0.8472 | 0.7533 | 0.7532 | 0.8147 | 0.7093 | 0.7321 | 0.7544 | 0.8442 | 0.7939 | 0.8231 | 0.8844 | 0.8553 | 0.7865 | 0.0 | 0.8231 | 0.8168 | 0.8074 | 0.7788 | 0.7869 | 0.8613 | 0.8164 | 0.7033 | 0.8245 | 0.8129 | 0.8027 | 0.6910 | 0.7781 | 0.8075 | 0.7378 | 0.6783 | 0.6715 | 0.7385 | 0.7993 | 0.7594 | 0.6900 | 0.6823 | 0.7255 | 0.6139 | 0.6236 | 0.6791 | 0.7742 | 0.7442 | 0.7569 | 0.8322 | 0.8235 | 0.7451 |
| 0.0308 | 178.0 | 1780 | 0.1852 | 0.7337 | 0.8138 | 0.8218 | nan | 0.8503 | 0.8397 | 0.8655 | 0.8156 | 0.8118 | 0.9154 | 0.8784 | 0.7386 | 0.8773 | 0.8570 | 0.8505 | 0.7158 | 0.8339 | 0.8476 | 0.8361 | 0.7338 | 0.7595 | 0.7961 | 0.8685 | 0.8398 | 0.7659 | 0.7532 | 0.8194 | 0.7005 | 0.7309 | 0.7517 | 0.8436 | 0.7897 | 0.8269 | 0.8776 | 0.8598 | 0.7928 | 0.0 | 0.8268 | 0.8195 | 0.8102 | 0.7848 | 0.7922 | 0.8614 | 0.8154 | 0.7008 | 0.8270 | 0.8153 | 0.8025 | 0.6906 | 0.7764 | 0.8065 | 0.7387 | 0.6817 | 0.6656 | 0.7383 | 0.7991 | 0.7626 | 0.6980 | 0.6813 | 0.7269 | 0.6126 | 0.6227 | 0.6760 | 0.7706 | 0.7422 | 0.7573 | 0.8297 | 0.8275 | 0.7506 |
| 0.0276 | 180.0 | 1800 | 0.1873 | 0.7312 | 0.8109 | 0.8189 | nan | 0.8443 | 0.8352 | 0.8662 | 0.8145 | 0.8125 | 0.9143 | 0.8711 | 0.7360 | 0.8739 | 0.8583 | 0.8472 | 0.7210 | 0.8280 | 0.8502 | 0.8326 | 0.7291 | 0.7501 | 0.7977 | 0.8652 | 0.8431 | 0.7609 | 0.7515 | 0.8124 | 0.7082 | 0.7151 | 0.7460 | 0.8429 | 0.7880 | 0.8217 | 0.8773 | 0.8523 | 0.7820 | 0.0 | 0.8220 | 0.8169 | 0.8089 | 0.7836 | 0.7938 | 0.8607 | 0.8113 | 0.6969 | 0.8228 | 0.8152 | 0.7999 | 0.6928 | 0.7756 | 0.8085 | 0.7378 | 0.6780 | 0.6600 | 0.7379 | 0.7968 | 0.7614 | 0.6951 | 0.6802 | 0.7246 | 0.6142 | 0.6103 | 0.6719 | 0.7691 | 0.7399 | 0.7546 | 0.8261 | 0.8200 | 0.7428 |
| 0.0257 | 182.0 | 1820 | 0.1877 | 0.7298 | 0.8088 | 0.8166 | nan | 0.8449 | 0.8334 | 0.8575 | 0.8103 | 0.8032 | 0.9135 | 0.8732 | 0.7342 | 0.8737 | 0.8544 | 0.8449 | 0.7154 | 0.8283 | 0.8480 | 0.8235 | 0.7249 | 0.7549 | 0.7946 | 0.8629 | 0.8491 | 0.7555 | 0.7506 | 0.8078 | 0.6947 | 0.7270 | 0.7445 | 0.8433 | 0.7819 | 0.8222 | 0.8744 | 0.8508 | 0.7826 | 0.0 | 0.8226 | 0.8132 | 0.8047 | 0.7797 | 0.7859 | 0.8607 | 0.8130 | 0.6960 | 0.8234 | 0.8133 | 0.7987 | 0.6898 | 0.7747 | 0.8050 | 0.7305 | 0.6734 | 0.6642 | 0.7372 | 0.7977 | 0.7624 | 0.6911 | 0.6786 | 0.7205 | 0.6045 | 0.6202 | 0.6722 | 0.7695 | 0.7364 | 0.7548 | 0.8250 | 0.8204 | 0.7434 |
| 0.026 | 184.0 | 1840 | 0.1863 | 0.7317 | 0.8112 | 0.8191 | nan | 0.8458 | 0.8364 | 0.8604 | 0.8130 | 0.8083 | 0.9127 | 0.8757 | 0.7385 | 0.8779 | 0.8557 | 0.8464 | 0.7177 | 0.8292 | 0.8525 | 0.8303 | 0.7248 | 0.7541 | 0.7961 | 0.8657 | 0.8440 | 0.7666 | 0.7510 | 0.8102 | 0.7000 | 0.7253 | 0.7503 | 0.8437 | 0.7840 | 0.8262 | 0.8763 | 0.8556 | 0.7829 | 0.0 | 0.8230 | 0.8154 | 0.8057 | 0.7824 | 0.7899 | 0.8607 | 0.8148 | 0.6988 | 0.8258 | 0.8163 | 0.8009 | 0.6915 | 0.7771 | 0.8084 | 0.7335 | 0.6725 | 0.6633 | 0.7387 | 0.7993 | 0.7628 | 0.6983 | 0.6794 | 0.7224 | 0.6090 | 0.6192 | 0.6759 | 0.7707 | 0.7374 | 0.7561 | 0.8284 | 0.8232 | 0.7439 |
| 0.0289 | 186.0 | 1860 | 0.1875 | 0.7302 | 0.8093 | 0.8173 | nan | 0.8412 | 0.8336 | 0.8576 | 0.8097 | 0.8073 | 0.9110 | 0.8750 | 0.7390 | 0.8742 | 0.8607 | 0.8443 | 0.7199 | 0.8323 | 0.8472 | 0.8270 | 0.7220 | 0.7408 | 0.7988 | 0.8599 | 0.8392 | 0.7653 | 0.7522 | 0.8111 | 0.7013 | 0.7143 | 0.7506 | 0.8392 | 0.7803 | 0.8271 | 0.8773 | 0.8531 | 0.7836 | 0.0 | 0.8196 | 0.8131 | 0.8034 | 0.7796 | 0.7895 | 0.8597 | 0.8148 | 0.6983 | 0.8239 | 0.8167 | 0.7992 | 0.6937 | 0.7756 | 0.8062 | 0.7326 | 0.6707 | 0.6550 | 0.7389 | 0.7958 | 0.7615 | 0.6987 | 0.6796 | 0.7237 | 0.6113 | 0.6111 | 0.6729 | 0.7675 | 0.7358 | 0.7563 | 0.8265 | 0.8213 | 0.7455 |
| 0.0258 | 188.0 | 1880 | 0.1875 | 0.7318 | 0.8117 | 0.8194 | nan | 0.8459 | 0.8376 | 0.8662 | 0.8114 | 0.8108 | 0.9142 | 0.8761 | 0.7311 | 0.8758 | 0.8572 | 0.8502 | 0.7221 | 0.8312 | 0.8503 | 0.8294 | 0.7372 | 0.7509 | 0.7980 | 0.8662 | 0.8423 | 0.7588 | 0.7480 | 0.8105 | 0.7155 | 0.7207 | 0.7486 | 0.8435 | 0.7893 | 0.8208 | 0.8752 | 0.8500 | 0.7879 | 0.0 | 0.8232 | 0.8173 | 0.8062 | 0.7807 | 0.7927 | 0.8608 | 0.8137 | 0.6929 | 0.8254 | 0.8164 | 0.8030 | 0.6946 | 0.7775 | 0.8094 | 0.7381 | 0.6829 | 0.6598 | 0.7387 | 0.7989 | 0.7613 | 0.6952 | 0.6791 | 0.7233 | 0.6162 | 0.6157 | 0.6727 | 0.7695 | 0.7393 | 0.7525 | 0.8261 | 0.8195 | 0.7471 |
| 0.0285 | 190.0 | 1900 | 0.1871 | 0.7306 | 0.8102 | 0.8183 | nan | 0.8448 | 0.8349 | 0.8621 | 0.8193 | 0.8042 | 0.9109 | 0.8756 | 0.7317 | 0.8754 | 0.8574 | 0.8481 | 0.7196 | 0.8264 | 0.8495 | 0.8323 | 0.7198 | 0.7453 | 0.7921 | 0.8648 | 0.8401 | 0.7619 | 0.7456 | 0.8120 | 0.7060 | 0.7283 | 0.7501 | 0.8450 | 0.7884 | 0.8223 | 0.8728 | 0.8511 | 0.7893 | 0.0 | 0.8222 | 0.8149 | 0.8062 | 0.7865 | 0.7884 | 0.8584 | 0.8127 | 0.6937 | 0.8258 | 0.8148 | 0.8006 | 0.6916 | 0.7753 | 0.8076 | 0.7341 | 0.6694 | 0.6588 | 0.7346 | 0.7965 | 0.7587 | 0.6946 | 0.6760 | 0.7239 | 0.6135 | 0.6213 | 0.6749 | 0.7712 | 0.7389 | 0.7522 | 0.8247 | 0.8207 | 0.7475 |
| 0.0334 | 192.0 | 1920 | 0.1871 | 0.7317 | 0.8114 | 0.8194 | nan | 0.8425 | 0.8345 | 0.8608 | 0.8102 | 0.8113 | 0.9146 | 0.8768 | 0.7392 | 0.8772 | 0.8562 | 0.8486 | 0.7204 | 0.8274 | 0.8481 | 0.8296 | 0.7253 | 0.7522 | 0.7959 | 0.8665 | 0.8412 | 0.7626 | 0.7533 | 0.8133 | 0.7042 | 0.7227 | 0.7496 | 0.8450 | 0.7897 | 0.8246 | 0.8783 | 0.8556 | 0.7859 | 0.0 | 0.8203 | 0.8136 | 0.8031 | 0.7806 | 0.7937 | 0.8613 | 0.8163 | 0.7001 | 0.8266 | 0.8148 | 0.8018 | 0.6933 | 0.7761 | 0.8068 | 0.7335 | 0.6733 | 0.6610 | 0.7373 | 0.7990 | 0.7612 | 0.6971 | 0.6811 | 0.7245 | 0.6110 | 0.6171 | 0.6751 | 0.7725 | 0.7410 | 0.7552 | 0.8289 | 0.8235 | 0.7462 |
| 0.0209 | 194.0 | 1940 | 0.1880 | 0.7311 | 0.8105 | 0.8184 | nan | 0.8476 | 0.8353 | 0.8611 | 0.8127 | 0.8063 | 0.9114 | 0.8740 | 0.7454 | 0.8760 | 0.8597 | 0.8502 | 0.7193 | 0.8253 | 0.8481 | 0.8298 | 0.7268 | 0.7446 | 0.7980 | 0.8653 | 0.8433 | 0.7607 | 0.7463 | 0.8123 | 0.7000 | 0.7201 | 0.7481 | 0.8438 | 0.7867 | 0.8235 | 0.8737 | 0.8521 | 0.7870 | 0.0 | 0.8244 | 0.8154 | 0.8046 | 0.7810 | 0.7901 | 0.8597 | 0.8154 | 0.7041 | 0.8272 | 0.8174 | 0.8014 | 0.6915 | 0.7763 | 0.8067 | 0.7342 | 0.6749 | 0.6572 | 0.7390 | 0.7983 | 0.7593 | 0.6943 | 0.6763 | 0.7235 | 0.6095 | 0.6153 | 0.6742 | 0.7707 | 0.7383 | 0.7530 | 0.8255 | 0.8211 | 0.7461 |
| 0.0274 | 196.0 | 1960 | 0.1877 | 0.7308 | 0.8101 | 0.8181 | nan | 0.8445 | 0.8356 | 0.8623 | 0.8141 | 0.8091 | 0.9131 | 0.8760 | 0.7369 | 0.8765 | 0.8584 | 0.8487 | 0.7158 | 0.8265 | 0.8497 | 0.8279 | 0.7256 | 0.7473 | 0.7972 | 0.8635 | 0.8395 | 0.7573 | 0.7462 | 0.8114 | 0.7015 | 0.7210 | 0.7511 | 0.8454 | 0.7854 | 0.8240 | 0.8745 | 0.8523 | 0.7857 | 0.0 | 0.8223 | 0.8166 | 0.8061 | 0.7833 | 0.7915 | 0.8604 | 0.8146 | 0.6981 | 0.8270 | 0.8162 | 0.8000 | 0.6891 | 0.7760 | 0.8073 | 0.7326 | 0.6736 | 0.6598 | 0.7385 | 0.7963 | 0.7567 | 0.6926 | 0.6765 | 0.7229 | 0.6099 | 0.6169 | 0.6753 | 0.7707 | 0.7378 | 0.7541 | 0.8260 | 0.8209 | 0.7453 |
| 0.0259 | 198.0 | 1980 | 0.1877 | 0.7309 | 0.8104 | 0.8184 | nan | 0.8458 | 0.8344 | 0.8619 | 0.8111 | 0.8092 | 0.9141 | 0.8752 | 0.7359 | 0.8780 | 0.8592 | 0.8490 | 0.7169 | 0.8276 | 0.8488 | 0.8287 | 0.7272 | 0.7489 | 0.7987 | 0.8668 | 0.8387 | 0.7594 | 0.7491 | 0.8117 | 0.7003 | 0.7217 | 0.7463 | 0.8436 | 0.7857 | 0.8229 | 0.8764 | 0.8517 | 0.7869 | 0.0 | 0.8231 | 0.8150 | 0.8045 | 0.7807 | 0.7914 | 0.8605 | 0.8139 | 0.6975 | 0.8282 | 0.8169 | 0.8007 | 0.6902 | 0.7764 | 0.8067 | 0.7335 | 0.6750 | 0.6600 | 0.7397 | 0.7981 | 0.7575 | 0.6945 | 0.6781 | 0.7228 | 0.6094 | 0.6163 | 0.6730 | 0.7695 | 0.7376 | 0.7544 | 0.8271 | 0.8207 | 0.7461 |
| 0.0276 | 200.0 | 2000 | 0.1880 | 0.7311 | 0.8106 | 0.8184 | nan | 0.8456 | 0.8351 | 0.8619 | 0.8112 | 0.8087 | 0.9141 | 0.8742 | 0.7394 | 0.8758 | 0.8579 | 0.8480 | 0.7169 | 0.8273 | 0.8481 | 0.8284 | 0.7298 | 0.7495 | 0.7987 | 0.8661 | 0.8392 | 0.7596 | 0.7482 | 0.8109 | 0.7016 | 0.7217 | 0.7480 | 0.8447 | 0.7868 | 0.8250 | 0.8762 | 0.8519 | 0.7878 | 0.0 | 0.8226 | 0.8155 | 0.8048 | 0.7807 | 0.7909 | 0.8609 | 0.8145 | 0.6999 | 0.8266 | 0.8160 | 0.8000 | 0.6900 | 0.7760 | 0.8065 | 0.7338 | 0.6771 | 0.6604 | 0.7394 | 0.7977 | 0.7577 | 0.6944 | 0.6774 | 0.7224 | 0.6099 | 0.6166 | 0.6741 | 0.7706 | 0.7386 | 0.7555 | 0.8271 | 0.8210 | 0.7466 |
### Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
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