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---
license: other
base_model: nvidia/mit-b0
tags:
- image-segmentation
- vision
- generated_from_trainer
model-index:
- name: segformer-finetuned-biofilm-randaug
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-finetuned-biofilm-randaug
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the heroza/biofilm dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4306
- Mean Iou: 0.3057
- Mean Accuracy: 0.6114
- Overall Accuracy: 0.6114
- Accuracy Background: nan
- Accuracy Biofilm: 0.6114
- Iou Background: 0.0
- Iou Biofilm: 0.6114
## 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: 6e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: polynomial
- training_steps: 10000
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Biofilm | Iou Background | Iou Biofilm |
|:-------------:|:------:|:-----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:----------------:|:--------------:|:-----------:|
| No log | 1.0 | 17 | 0.6674 | 0.4844 | 0.9688 | 0.9688 | nan | 0.9688 | 0.0 | 0.9688 |
| No log | 2.0 | 34 | 0.5518 | 0.4793 | 0.9586 | 0.9586 | nan | 0.9586 | 0.0 | 0.9586 |
| No log | 3.0 | 51 | 0.4222 | 0.4466 | 0.8932 | 0.8932 | nan | 0.8932 | 0.0 | 0.8932 |
| No log | 4.0 | 68 | 0.3177 | 0.4490 | 0.8981 | 0.8981 | nan | 0.8981 | 0.0 | 0.8981 |
| No log | 5.0 | 85 | 0.2738 | 0.3556 | 0.7111 | 0.7111 | nan | 0.7111 | 0.0 | 0.7111 |
| 0.4889 | 6.0 | 102 | 0.2759 | 0.2803 | 0.5605 | 0.5605 | nan | 0.5605 | 0.0 | 0.5605 |
| 0.4889 | 7.0 | 119 | 0.2249 | 0.2976 | 0.5952 | 0.5952 | nan | 0.5952 | 0.0 | 0.5952 |
| 0.4889 | 8.0 | 136 | 0.2192 | 0.3665 | 0.7330 | 0.7330 | nan | 0.7330 | 0.0 | 0.7330 |
| 0.4889 | 9.0 | 153 | 0.2162 | 0.3126 | 0.6251 | 0.6251 | nan | 0.6251 | 0.0 | 0.6251 |
| 0.4889 | 10.0 | 170 | 0.2030 | 0.2166 | 0.4333 | 0.4333 | nan | 0.4333 | 0.0 | 0.4333 |
| 0.4889 | 11.0 | 187 | 0.1832 | 0.1711 | 0.3421 | 0.3421 | nan | 0.3421 | 0.0 | 0.3421 |
| 0.2609 | 12.0 | 204 | 0.1986 | 0.1989 | 0.3979 | 0.3979 | nan | 0.3979 | 0.0 | 0.3979 |
| 0.2609 | 13.0 | 221 | 0.1815 | 0.2160 | 0.4319 | 0.4319 | nan | 0.4319 | 0.0 | 0.4319 |
| 0.2609 | 14.0 | 238 | 0.1765 | 0.2622 | 0.5245 | 0.5245 | nan | 0.5245 | 0.0 | 0.5245 |
| 0.2609 | 15.0 | 255 | 0.1582 | 0.3057 | 0.6114 | 0.6114 | nan | 0.6114 | 0.0 | 0.6114 |
| 0.2609 | 16.0 | 272 | 0.1587 | 0.2145 | 0.4289 | 0.4289 | nan | 0.4289 | 0.0 | 0.4289 |
| 0.2609 | 17.0 | 289 | 0.1613 | 0.2606 | 0.5212 | 0.5212 | nan | 0.5212 | 0.0 | 0.5212 |
| 0.1999 | 18.0 | 306 | 0.1600 | 0.2311 | 0.4623 | 0.4623 | nan | 0.4623 | 0.0 | 0.4623 |
| 0.1999 | 19.0 | 323 | 0.1679 | 0.3086 | 0.6173 | 0.6173 | nan | 0.6173 | 0.0 | 0.6173 |
| 0.1999 | 20.0 | 340 | 0.1552 | 0.3064 | 0.6129 | 0.6129 | nan | 0.6129 | 0.0 | 0.6129 |
| 0.1999 | 21.0 | 357 | 0.1766 | 0.2478 | 0.4956 | 0.4956 | nan | 0.4956 | 0.0 | 0.4956 |
| 0.1999 | 22.0 | 374 | 0.1458 | 0.2863 | 0.5726 | 0.5726 | nan | 0.5726 | 0.0 | 0.5726 |
| 0.1999 | 23.0 | 391 | 0.1632 | 0.2746 | 0.5492 | 0.5492 | nan | 0.5492 | 0.0 | 0.5492 |
| 0.1578 | 24.0 | 408 | 0.1879 | 0.2251 | 0.4501 | 0.4501 | nan | 0.4501 | 0.0 | 0.4501 |
| 0.1578 | 25.0 | 425 | 0.2066 | 0.1449 | 0.2898 | 0.2898 | nan | 0.2898 | 0.0 | 0.2898 |
| 0.1578 | 26.0 | 442 | 0.1912 | 0.2241 | 0.4482 | 0.4482 | nan | 0.4482 | 0.0 | 0.4482 |
| 0.1578 | 27.0 | 459 | 0.1981 | 0.2262 | 0.4524 | 0.4524 | nan | 0.4524 | 0.0 | 0.4524 |
| 0.1578 | 28.0 | 476 | 0.1459 | 0.3215 | 0.6431 | 0.6431 | nan | 0.6431 | 0.0 | 0.6431 |
| 0.1578 | 29.0 | 493 | 0.1668 | 0.2364 | 0.4728 | 0.4728 | nan | 0.4728 | 0.0 | 0.4728 |
| 0.1261 | 30.0 | 510 | 0.1760 | 0.2889 | 0.5777 | 0.5777 | nan | 0.5777 | 0.0 | 0.5777 |
| 0.1261 | 31.0 | 527 | 0.1763 | 0.2784 | 0.5569 | 0.5569 | nan | 0.5569 | 0.0 | 0.5569 |
| 0.1261 | 32.0 | 544 | 0.1706 | 0.2825 | 0.5649 | 0.5649 | nan | 0.5649 | 0.0 | 0.5649 |
| 0.1261 | 33.0 | 561 | 0.2034 | 0.2156 | 0.4311 | 0.4311 | nan | 0.4311 | 0.0 | 0.4311 |
| 0.1261 | 34.0 | 578 | 0.1936 | 0.3185 | 0.6371 | 0.6371 | nan | 0.6371 | 0.0 | 0.6371 |
| 0.1261 | 35.0 | 595 | 0.2123 | 0.3298 | 0.6596 | 0.6596 | nan | 0.6596 | 0.0 | 0.6596 |
| 0.1059 | 36.0 | 612 | 0.1412 | 0.3405 | 0.6809 | 0.6809 | nan | 0.6809 | 0.0 | 0.6809 |
| 0.1059 | 37.0 | 629 | 0.2145 | 0.1968 | 0.3937 | 0.3937 | nan | 0.3937 | 0.0 | 0.3937 |
| 0.1059 | 38.0 | 646 | 0.1642 | 0.3003 | 0.6006 | 0.6006 | nan | 0.6006 | 0.0 | 0.6006 |
| 0.1059 | 39.0 | 663 | 0.1624 | 0.2944 | 0.5887 | 0.5887 | nan | 0.5887 | 0.0 | 0.5887 |
| 0.1059 | 40.0 | 680 | 0.1407 | 0.3553 | 0.7107 | 0.7107 | nan | 0.7107 | 0.0 | 0.7107 |
| 0.1059 | 41.0 | 697 | 0.1870 | 0.3126 | 0.6252 | 0.6252 | nan | 0.6252 | 0.0 | 0.6252 |
| 0.0872 | 42.0 | 714 | 0.2347 | 0.1837 | 0.3674 | 0.3674 | nan | 0.3674 | 0.0 | 0.3674 |
| 0.0872 | 43.0 | 731 | 0.1563 | 0.3162 | 0.6325 | 0.6325 | nan | 0.6325 | 0.0 | 0.6325 |
| 0.0872 | 44.0 | 748 | 0.1643 | 0.3404 | 0.6808 | 0.6808 | nan | 0.6808 | 0.0 | 0.6808 |
| 0.0872 | 45.0 | 765 | 0.1649 | 0.3465 | 0.6930 | 0.6930 | nan | 0.6930 | 0.0 | 0.6930 |
| 0.0872 | 46.0 | 782 | 0.1919 | 0.2682 | 0.5364 | 0.5364 | nan | 0.5364 | 0.0 | 0.5364 |
| 0.0872 | 47.0 | 799 | 0.1742 | 0.2860 | 0.5721 | 0.5721 | nan | 0.5721 | 0.0 | 0.5721 |
| 0.0752 | 48.0 | 816 | 0.2261 | 0.2519 | 0.5038 | 0.5038 | nan | 0.5038 | 0.0 | 0.5038 |
| 0.0752 | 49.0 | 833 | 0.2543 | 0.1762 | 0.3525 | 0.3525 | nan | 0.3525 | 0.0 | 0.3525 |
| 0.0752 | 50.0 | 850 | 0.1658 | 0.3234 | 0.6467 | 0.6467 | nan | 0.6467 | 0.0 | 0.6467 |
| 0.0752 | 51.0 | 867 | 0.1978 | 0.2601 | 0.5202 | 0.5202 | nan | 0.5202 | 0.0 | 0.5202 |
| 0.0752 | 52.0 | 884 | 0.1715 | 0.3039 | 0.6078 | 0.6078 | nan | 0.6078 | 0.0 | 0.6078 |
| 0.0689 | 53.0 | 901 | 0.1934 | 0.3212 | 0.6424 | 0.6424 | nan | 0.6424 | 0.0 | 0.6424 |
| 0.0689 | 54.0 | 918 | 0.1992 | 0.2743 | 0.5487 | 0.5487 | nan | 0.5487 | 0.0 | 0.5487 |
| 0.0689 | 55.0 | 935 | 0.2585 | 0.2042 | 0.4084 | 0.4084 | nan | 0.4084 | 0.0 | 0.4084 |
| 0.0689 | 56.0 | 952 | 0.2068 | 0.3436 | 0.6873 | 0.6873 | nan | 0.6873 | 0.0 | 0.6873 |
| 0.0689 | 57.0 | 969 | 0.2734 | 0.1813 | 0.3626 | 0.3626 | nan | 0.3626 | 0.0 | 0.3626 |
| 0.0689 | 58.0 | 986 | 0.2364 | 0.2680 | 0.5361 | 0.5361 | nan | 0.5361 | 0.0 | 0.5361 |
| 0.0645 | 59.0 | 1003 | 0.1642 | 0.3341 | 0.6682 | 0.6682 | nan | 0.6682 | 0.0 | 0.6682 |
| 0.0645 | 60.0 | 1020 | 0.2442 | 0.2592 | 0.5184 | 0.5184 | nan | 0.5184 | 0.0 | 0.5184 |
| 0.0645 | 61.0 | 1037 | 0.2419 | 0.2353 | 0.4706 | 0.4706 | nan | 0.4706 | 0.0 | 0.4706 |
| 0.0645 | 62.0 | 1054 | 0.1654 | 0.2982 | 0.5964 | 0.5964 | nan | 0.5964 | 0.0 | 0.5964 |
| 0.0645 | 63.0 | 1071 | 0.2362 | 0.2378 | 0.4756 | 0.4756 | nan | 0.4756 | 0.0 | 0.4756 |
| 0.0645 | 64.0 | 1088 | 0.2227 | 0.2483 | 0.4965 | 0.4965 | nan | 0.4965 | 0.0 | 0.4965 |
| 0.0561 | 65.0 | 1105 | 0.2380 | 0.2635 | 0.5270 | 0.5270 | nan | 0.5270 | 0.0 | 0.5270 |
| 0.0561 | 66.0 | 1122 | 0.2745 | 0.1629 | 0.3258 | 0.3258 | nan | 0.3258 | 0.0 | 0.3258 |
| 0.0561 | 67.0 | 1139 | 0.1961 | 0.3244 | 0.6487 | 0.6487 | nan | 0.6487 | 0.0 | 0.6487 |
| 0.0561 | 68.0 | 1156 | 0.1577 | 0.3272 | 0.6544 | 0.6544 | nan | 0.6544 | 0.0 | 0.6544 |
| 0.0561 | 69.0 | 1173 | 0.1463 | 0.3780 | 0.7560 | 0.7560 | nan | 0.7560 | 0.0 | 0.7560 |
| 0.0561 | 70.0 | 1190 | 0.2141 | 0.2545 | 0.5091 | 0.5091 | nan | 0.5091 | 0.0 | 0.5091 |
| 0.0549 | 71.0 | 1207 | 0.2394 | 0.2334 | 0.4668 | 0.4668 | nan | 0.4668 | 0.0 | 0.4668 |
| 0.0549 | 72.0 | 1224 | 0.2085 | 0.2973 | 0.5946 | 0.5946 | nan | 0.5946 | 0.0 | 0.5946 |
| 0.0549 | 73.0 | 1241 | 0.3042 | 0.2044 | 0.4089 | 0.4089 | nan | 0.4089 | 0.0 | 0.4089 |
| 0.0549 | 74.0 | 1258 | 0.2356 | 0.2256 | 0.4511 | 0.4511 | nan | 0.4511 | 0.0 | 0.4511 |
| 0.0549 | 75.0 | 1275 | 0.3331 | 0.1956 | 0.3912 | 0.3912 | nan | 0.3912 | 0.0 | 0.3912 |
| 0.0549 | 76.0 | 1292 | 0.2038 | 0.2883 | 0.5765 | 0.5765 | nan | 0.5765 | 0.0 | 0.5765 |
| 0.052 | 77.0 | 1309 | 0.2562 | 0.2729 | 0.5458 | 0.5458 | nan | 0.5458 | 0.0 | 0.5458 |
| 0.052 | 78.0 | 1326 | 0.2636 | 0.2572 | 0.5144 | 0.5144 | nan | 0.5144 | 0.0 | 0.5144 |
| 0.052 | 79.0 | 1343 | 0.2173 | 0.2927 | 0.5855 | 0.5855 | nan | 0.5855 | 0.0 | 0.5855 |
| 0.052 | 80.0 | 1360 | 0.2501 | 0.2696 | 0.5392 | 0.5392 | nan | 0.5392 | 0.0 | 0.5392 |
| 0.052 | 81.0 | 1377 | 0.2161 | 0.2966 | 0.5931 | 0.5931 | nan | 0.5931 | 0.0 | 0.5931 |
| 0.052 | 82.0 | 1394 | 0.1909 | 0.3241 | 0.6483 | 0.6483 | nan | 0.6483 | 0.0 | 0.6483 |
| 0.0443 | 83.0 | 1411 | 0.2050 | 0.3288 | 0.6575 | 0.6575 | nan | 0.6575 | 0.0 | 0.6575 |
| 0.0443 | 84.0 | 1428 | 0.2235 | 0.2729 | 0.5457 | 0.5457 | nan | 0.5457 | 0.0 | 0.5457 |
| 0.0443 | 85.0 | 1445 | 0.1675 | 0.3638 | 0.7277 | 0.7277 | nan | 0.7277 | 0.0 | 0.7277 |
| 0.0443 | 86.0 | 1462 | 0.2688 | 0.2368 | 0.4736 | 0.4736 | nan | 0.4736 | 0.0 | 0.4736 |
| 0.0443 | 87.0 | 1479 | 0.2157 | 0.3284 | 0.6567 | 0.6567 | nan | 0.6567 | 0.0 | 0.6567 |
| 0.0443 | 88.0 | 1496 | 0.1939 | 0.3152 | 0.6305 | 0.6305 | nan | 0.6305 | 0.0 | 0.6305 |
| 0.0415 | 89.0 | 1513 | 0.2414 | 0.2721 | 0.5443 | 0.5443 | nan | 0.5443 | 0.0 | 0.5443 |
| 0.0415 | 90.0 | 1530 | 0.2420 | 0.2787 | 0.5574 | 0.5574 | nan | 0.5574 | 0.0 | 0.5574 |
| 0.0415 | 91.0 | 1547 | 0.2366 | 0.2895 | 0.5791 | 0.5791 | nan | 0.5791 | 0.0 | 0.5791 |
| 0.0415 | 92.0 | 1564 | 0.2166 | 0.3065 | 0.6129 | 0.6129 | nan | 0.6129 | 0.0 | 0.6129 |
| 0.0415 | 93.0 | 1581 | 0.2434 | 0.2527 | 0.5054 | 0.5054 | nan | 0.5054 | 0.0 | 0.5054 |
| 0.0415 | 94.0 | 1598 | 0.2563 | 0.2580 | 0.5160 | 0.5160 | nan | 0.5160 | 0.0 | 0.5160 |
| 0.0388 | 95.0 | 1615 | 0.2248 | 0.3255 | 0.6510 | 0.6510 | nan | 0.6510 | 0.0 | 0.6510 |
| 0.0388 | 96.0 | 1632 | 0.2401 | 0.3084 | 0.6168 | 0.6168 | nan | 0.6168 | 0.0 | 0.6168 |
| 0.0388 | 97.0 | 1649 | 0.2428 | 0.2843 | 0.5686 | 0.5686 | nan | 0.5686 | 0.0 | 0.5686 |
| 0.0388 | 98.0 | 1666 | 0.2312 | 0.3100 | 0.6201 | 0.6201 | nan | 0.6201 | 0.0 | 0.6201 |
| 0.0388 | 99.0 | 1683 | 0.1953 | 0.3197 | 0.6393 | 0.6393 | nan | 0.6393 | 0.0 | 0.6393 |
| 0.0373 | 100.0 | 1700 | 0.2306 | 0.3005 | 0.6011 | 0.6011 | nan | 0.6011 | 0.0 | 0.6011 |
| 0.0373 | 101.0 | 1717 | 0.2107 | 0.3189 | 0.6378 | 0.6378 | nan | 0.6378 | 0.0 | 0.6378 |
| 0.0373 | 102.0 | 1734 | 0.2802 | 0.2345 | 0.4690 | 0.4690 | nan | 0.4690 | 0.0 | 0.4690 |
| 0.0373 | 103.0 | 1751 | 0.2648 | 0.2681 | 0.5362 | 0.5362 | nan | 0.5362 | 0.0 | 0.5362 |
| 0.0373 | 104.0 | 1768 | 0.2315 | 0.2959 | 0.5917 | 0.5917 | nan | 0.5917 | 0.0 | 0.5917 |
| 0.0373 | 105.0 | 1785 | 0.1873 | 0.3414 | 0.6827 | 0.6827 | nan | 0.6827 | 0.0 | 0.6827 |
| 0.0342 | 106.0 | 1802 | 0.2400 | 0.2910 | 0.5820 | 0.5820 | nan | 0.5820 | 0.0 | 0.5820 |
| 0.0342 | 107.0 | 1819 | 0.2519 | 0.2744 | 0.5488 | 0.5488 | nan | 0.5488 | 0.0 | 0.5488 |
| 0.0342 | 108.0 | 1836 | 0.2480 | 0.3019 | 0.6039 | 0.6039 | nan | 0.6039 | 0.0 | 0.6039 |
| 0.0342 | 109.0 | 1853 | 0.1951 | 0.3181 | 0.6361 | 0.6361 | nan | 0.6361 | 0.0 | 0.6361 |
| 0.0342 | 110.0 | 1870 | 0.2524 | 0.2850 | 0.5700 | 0.5700 | nan | 0.5700 | 0.0 | 0.5700 |
| 0.0342 | 111.0 | 1887 | 0.2509 | 0.2905 | 0.5810 | 0.5810 | nan | 0.5810 | 0.0 | 0.5810 |
| 0.035 | 112.0 | 1904 | 0.2675 | 0.2813 | 0.5626 | 0.5626 | nan | 0.5626 | 0.0 | 0.5626 |
| 0.035 | 113.0 | 1921 | 0.2675 | 0.2514 | 0.5029 | 0.5029 | nan | 0.5029 | 0.0 | 0.5029 |
| 0.035 | 114.0 | 1938 | 0.2168 | 0.2963 | 0.5925 | 0.5925 | nan | 0.5925 | 0.0 | 0.5925 |
| 0.035 | 115.0 | 1955 | 0.2993 | 0.2421 | 0.4842 | 0.4842 | nan | 0.4842 | 0.0 | 0.4842 |
| 0.035 | 116.0 | 1972 | 0.2444 | 0.2834 | 0.5667 | 0.5667 | nan | 0.5667 | 0.0 | 0.5667 |
| 0.035 | 117.0 | 1989 | 0.2413 | 0.3029 | 0.6059 | 0.6059 | nan | 0.6059 | 0.0 | 0.6059 |
| 0.0309 | 118.0 | 2006 | 0.2579 | 0.2634 | 0.5268 | 0.5268 | nan | 0.5268 | 0.0 | 0.5268 |
| 0.0309 | 119.0 | 2023 | 0.2970 | 0.2105 | 0.4210 | 0.4210 | nan | 0.4210 | 0.0 | 0.4210 |
| 0.0309 | 120.0 | 2040 | 0.2393 | 0.3094 | 0.6188 | 0.6188 | nan | 0.6188 | 0.0 | 0.6188 |
| 0.0309 | 121.0 | 2057 | 0.2451 | 0.3052 | 0.6104 | 0.6104 | nan | 0.6104 | 0.0 | 0.6104 |
| 0.0309 | 122.0 | 2074 | 0.2217 | 0.3164 | 0.6328 | 0.6328 | nan | 0.6328 | 0.0 | 0.6328 |
| 0.0309 | 123.0 | 2091 | 0.3259 | 0.2213 | 0.4425 | 0.4425 | nan | 0.4425 | 0.0 | 0.4425 |
| 0.0309 | 124.0 | 2108 | 0.2079 | 0.3135 | 0.6271 | 0.6271 | nan | 0.6271 | 0.0 | 0.6271 |
| 0.0309 | 125.0 | 2125 | 0.2401 | 0.2751 | 0.5501 | 0.5501 | nan | 0.5501 | 0.0 | 0.5501 |
| 0.0309 | 126.0 | 2142 | 0.2544 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 |
| 0.0309 | 127.0 | 2159 | 0.2099 | 0.3293 | 0.6585 | 0.6585 | nan | 0.6585 | 0.0 | 0.6585 |
| 0.0309 | 128.0 | 2176 | 0.2413 | 0.2934 | 0.5868 | 0.5868 | nan | 0.5868 | 0.0 | 0.5868 |
| 0.0309 | 129.0 | 2193 | 0.2365 | 0.2859 | 0.5717 | 0.5717 | nan | 0.5717 | 0.0 | 0.5717 |
| 0.0292 | 130.0 | 2210 | 0.2953 | 0.2527 | 0.5054 | 0.5054 | nan | 0.5054 | 0.0 | 0.5054 |
| 0.0292 | 131.0 | 2227 | 0.2130 | 0.3461 | 0.6922 | 0.6922 | nan | 0.6922 | 0.0 | 0.6922 |
| 0.0292 | 132.0 | 2244 | 0.2623 | 0.2781 | 0.5562 | 0.5562 | nan | 0.5562 | 0.0 | 0.5562 |
| 0.0292 | 133.0 | 2261 | 0.2711 | 0.2683 | 0.5366 | 0.5366 | nan | 0.5366 | 0.0 | 0.5366 |
| 0.0292 | 134.0 | 2278 | 0.3353 | 0.2347 | 0.4693 | 0.4693 | nan | 0.4693 | 0.0 | 0.4693 |
| 0.0292 | 135.0 | 2295 | 0.2565 | 0.2801 | 0.5602 | 0.5602 | nan | 0.5602 | 0.0 | 0.5602 |
| 0.027 | 136.0 | 2312 | 0.2862 | 0.2654 | 0.5308 | 0.5308 | nan | 0.5308 | 0.0 | 0.5308 |
| 0.027 | 137.0 | 2329 | 0.2559 | 0.2845 | 0.5691 | 0.5691 | nan | 0.5691 | 0.0 | 0.5691 |
| 0.027 | 138.0 | 2346 | 0.3036 | 0.2306 | 0.4612 | 0.4612 | nan | 0.4612 | 0.0 | 0.4612 |
| 0.027 | 139.0 | 2363 | 0.2488 | 0.2880 | 0.5759 | 0.5759 | nan | 0.5759 | 0.0 | 0.5759 |
| 0.027 | 140.0 | 2380 | 0.3199 | 0.2499 | 0.4999 | 0.4999 | nan | 0.4999 | 0.0 | 0.4999 |
| 0.027 | 141.0 | 2397 | 0.2886 | 0.2628 | 0.5257 | 0.5257 | nan | 0.5257 | 0.0 | 0.5257 |
| 0.0252 | 142.0 | 2414 | 0.3268 | 0.2443 | 0.4886 | 0.4886 | nan | 0.4886 | 0.0 | 0.4886 |
| 0.0252 | 143.0 | 2431 | 0.2823 | 0.2895 | 0.5789 | 0.5789 | nan | 0.5789 | 0.0 | 0.5789 |
| 0.0252 | 144.0 | 2448 | 0.2377 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 |
| 0.0252 | 145.0 | 2465 | 0.2820 | 0.2937 | 0.5874 | 0.5874 | nan | 0.5874 | 0.0 | 0.5874 |
| 0.0252 | 146.0 | 2482 | 0.2880 | 0.2930 | 0.5859 | 0.5859 | nan | 0.5859 | 0.0 | 0.5859 |
| 0.0252 | 147.0 | 2499 | 0.2945 | 0.2652 | 0.5305 | 0.5305 | nan | 0.5305 | 0.0 | 0.5305 |
| 0.0259 | 148.0 | 2516 | 0.2535 | 0.3036 | 0.6071 | 0.6071 | nan | 0.6071 | 0.0 | 0.6071 |
| 0.0259 | 149.0 | 2533 | 0.2400 | 0.3087 | 0.6175 | 0.6175 | nan | 0.6175 | 0.0 | 0.6175 |
| 0.0259 | 150.0 | 2550 | 0.2727 | 0.2967 | 0.5935 | 0.5935 | nan | 0.5935 | 0.0 | 0.5935 |
| 0.0259 | 151.0 | 2567 | 0.2657 | 0.2979 | 0.5959 | 0.5959 | nan | 0.5959 | 0.0 | 0.5959 |
| 0.0259 | 152.0 | 2584 | 0.2841 | 0.2768 | 0.5535 | 0.5535 | nan | 0.5535 | 0.0 | 0.5535 |
| 0.0254 | 153.0 | 2601 | 0.2791 | 0.2798 | 0.5595 | 0.5595 | nan | 0.5595 | 0.0 | 0.5595 |
| 0.0254 | 154.0 | 2618 | 0.2479 | 0.3126 | 0.6253 | 0.6253 | nan | 0.6253 | 0.0 | 0.6253 |
| 0.0254 | 155.0 | 2635 | 0.2676 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 |
| 0.0254 | 156.0 | 2652 | 0.2739 | 0.2887 | 0.5774 | 0.5774 | nan | 0.5774 | 0.0 | 0.5774 |
| 0.0254 | 157.0 | 2669 | 0.2819 | 0.2740 | 0.5480 | 0.5480 | nan | 0.5480 | 0.0 | 0.5480 |
| 0.0254 | 158.0 | 2686 | 0.3070 | 0.2606 | 0.5212 | 0.5212 | nan | 0.5212 | 0.0 | 0.5212 |
| 0.0227 | 159.0 | 2703 | 0.3424 | 0.2430 | 0.4859 | 0.4859 | nan | 0.4859 | 0.0 | 0.4859 |
| 0.0227 | 160.0 | 2720 | 0.2430 | 0.3139 | 0.6277 | 0.6277 | nan | 0.6277 | 0.0 | 0.6277 |
| 0.0227 | 161.0 | 2737 | 0.2543 | 0.3147 | 0.6294 | 0.6294 | nan | 0.6294 | 0.0 | 0.6294 |
| 0.0227 | 162.0 | 2754 | 0.2940 | 0.2663 | 0.5326 | 0.5326 | nan | 0.5326 | 0.0 | 0.5326 |
| 0.0227 | 163.0 | 2771 | 0.2740 | 0.2860 | 0.5720 | 0.5720 | nan | 0.5720 | 0.0 | 0.5720 |
| 0.0227 | 164.0 | 2788 | 0.2627 | 0.3038 | 0.6077 | 0.6077 | nan | 0.6077 | 0.0 | 0.6077 |
| 0.0252 | 165.0 | 2805 | 0.2962 | 0.2780 | 0.5560 | 0.5560 | nan | 0.5560 | 0.0 | 0.5560 |
| 0.0252 | 166.0 | 2822 | 0.2378 | 0.3219 | 0.6438 | 0.6438 | nan | 0.6438 | 0.0 | 0.6438 |
| 0.0252 | 167.0 | 2839 | 0.2764 | 0.2984 | 0.5969 | 0.5969 | nan | 0.5969 | 0.0 | 0.5969 |
| 0.0252 | 168.0 | 2856 | 0.2967 | 0.2638 | 0.5275 | 0.5275 | nan | 0.5275 | 0.0 | 0.5275 |
| 0.0252 | 169.0 | 2873 | 0.3079 | 0.2656 | 0.5312 | 0.5312 | nan | 0.5312 | 0.0 | 0.5312 |
| 0.0252 | 170.0 | 2890 | 0.2756 | 0.2822 | 0.5644 | 0.5644 | nan | 0.5644 | 0.0 | 0.5644 |
| 0.0209 | 171.0 | 2907 | 0.2951 | 0.2918 | 0.5837 | 0.5837 | nan | 0.5837 | 0.0 | 0.5837 |
| 0.0209 | 172.0 | 2924 | 0.3033 | 0.2662 | 0.5323 | 0.5323 | nan | 0.5323 | 0.0 | 0.5323 |
| 0.0209 | 173.0 | 2941 | 0.3063 | 0.2787 | 0.5574 | 0.5574 | nan | 0.5574 | 0.0 | 0.5574 |
| 0.0209 | 174.0 | 2958 | 0.3466 | 0.2723 | 0.5447 | 0.5447 | nan | 0.5447 | 0.0 | 0.5447 |
| 0.0209 | 175.0 | 2975 | 0.2581 | 0.3308 | 0.6615 | 0.6615 | nan | 0.6615 | 0.0 | 0.6615 |
| 0.0209 | 176.0 | 2992 | 0.2857 | 0.2992 | 0.5984 | 0.5984 | nan | 0.5984 | 0.0 | 0.5984 |
| 0.023 | 177.0 | 3009 | 0.3121 | 0.2833 | 0.5667 | 0.5667 | nan | 0.5667 | 0.0 | 0.5667 |
| 0.023 | 178.0 | 3026 | 0.2946 | 0.2924 | 0.5848 | 0.5848 | nan | 0.5848 | 0.0 | 0.5848 |
| 0.023 | 179.0 | 3043 | 0.3218 | 0.2661 | 0.5322 | 0.5322 | nan | 0.5322 | 0.0 | 0.5322 |
| 0.023 | 180.0 | 3060 | 0.2708 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 |
| 0.023 | 181.0 | 3077 | 0.2583 | 0.3168 | 0.6335 | 0.6335 | nan | 0.6335 | 0.0 | 0.6335 |
| 0.023 | 182.0 | 3094 | 0.2973 | 0.2877 | 0.5753 | 0.5753 | nan | 0.5753 | 0.0 | 0.5753 |
| 0.0219 | 183.0 | 3111 | 0.2475 | 0.3187 | 0.6375 | 0.6375 | nan | 0.6375 | 0.0 | 0.6375 |
| 0.0219 | 184.0 | 3128 | 0.3199 | 0.2603 | 0.5206 | 0.5206 | nan | 0.5206 | 0.0 | 0.5206 |
| 0.0219 | 185.0 | 3145 | 0.3216 | 0.2710 | 0.5421 | 0.5421 | nan | 0.5421 | 0.0 | 0.5421 |
| 0.0219 | 186.0 | 3162 | 0.2588 | 0.3185 | 0.6370 | 0.6370 | nan | 0.6370 | 0.0 | 0.6370 |
| 0.0219 | 187.0 | 3179 | 0.3004 | 0.2752 | 0.5504 | 0.5504 | nan | 0.5504 | 0.0 | 0.5504 |
| 0.0219 | 188.0 | 3196 | 0.3277 | 0.2858 | 0.5715 | 0.5715 | nan | 0.5715 | 0.0 | 0.5715 |
| 0.0202 | 189.0 | 3213 | 0.3171 | 0.2589 | 0.5177 | 0.5177 | nan | 0.5177 | 0.0 | 0.5177 |
| 0.0202 | 190.0 | 3230 | 0.3149 | 0.3120 | 0.6240 | 0.6240 | nan | 0.6240 | 0.0 | 0.6240 |
| 0.0202 | 191.0 | 3247 | 0.3082 | 0.2806 | 0.5613 | 0.5613 | nan | 0.5613 | 0.0 | 0.5613 |
| 0.0202 | 192.0 | 3264 | 0.2720 | 0.3069 | 0.6138 | 0.6138 | nan | 0.6138 | 0.0 | 0.6138 |
| 0.0202 | 193.0 | 3281 | 0.3200 | 0.2755 | 0.5510 | 0.5510 | nan | 0.5510 | 0.0 | 0.5510 |
| 0.0202 | 194.0 | 3298 | 0.3433 | 0.2613 | 0.5227 | 0.5227 | nan | 0.5227 | 0.0 | 0.5227 |
| 0.0237 | 195.0 | 3315 | 0.3030 | 0.2728 | 0.5457 | 0.5457 | nan | 0.5457 | 0.0 | 0.5457 |
| 0.0237 | 196.0 | 3332 | 0.2819 | 0.3170 | 0.6340 | 0.6340 | nan | 0.6340 | 0.0 | 0.6340 |
| 0.0237 | 197.0 | 3349 | 0.3183 | 0.2835 | 0.5669 | 0.5669 | nan | 0.5669 | 0.0 | 0.5669 |
| 0.0237 | 198.0 | 3366 | 0.3097 | 0.2933 | 0.5866 | 0.5866 | nan | 0.5866 | 0.0 | 0.5866 |
| 0.0237 | 199.0 | 3383 | 0.3036 | 0.2938 | 0.5875 | 0.5875 | nan | 0.5875 | 0.0 | 0.5875 |
| 0.0205 | 200.0 | 3400 | 0.2574 | 0.3236 | 0.6472 | 0.6472 | nan | 0.6472 | 0.0 | 0.6472 |
| 0.0205 | 201.0 | 3417 | 0.3599 | 0.2607 | 0.5214 | 0.5214 | nan | 0.5214 | 0.0 | 0.5214 |
| 0.0205 | 202.0 | 3434 | 0.2962 | 0.2975 | 0.5949 | 0.5949 | nan | 0.5949 | 0.0 | 0.5949 |
| 0.0205 | 203.0 | 3451 | 0.3501 | 0.2784 | 0.5569 | 0.5569 | nan | 0.5569 | 0.0 | 0.5569 |
| 0.0205 | 204.0 | 3468 | 0.3454 | 0.2505 | 0.5010 | 0.5010 | nan | 0.5010 | 0.0 | 0.5010 |
| 0.0205 | 205.0 | 3485 | 0.2727 | 0.3116 | 0.6231 | 0.6231 | nan | 0.6231 | 0.0 | 0.6231 |
| 0.0193 | 206.0 | 3502 | 0.2819 | 0.3079 | 0.6158 | 0.6158 | nan | 0.6158 | 0.0 | 0.6158 |
| 0.0193 | 207.0 | 3519 | 0.3562 | 0.2504 | 0.5008 | 0.5008 | nan | 0.5008 | 0.0 | 0.5008 |
| 0.0193 | 208.0 | 3536 | 0.3218 | 0.2848 | 0.5695 | 0.5695 | nan | 0.5695 | 0.0 | 0.5695 |
| 0.0193 | 209.0 | 3553 | 0.3169 | 0.2918 | 0.5837 | 0.5837 | nan | 0.5837 | 0.0 | 0.5837 |
| 0.0193 | 210.0 | 3570 | 0.3461 | 0.2552 | 0.5104 | 0.5104 | nan | 0.5104 | 0.0 | 0.5104 |
| 0.0193 | 211.0 | 3587 | 0.2890 | 0.3014 | 0.6028 | 0.6028 | nan | 0.6028 | 0.0 | 0.6028 |
| 0.0189 | 212.0 | 3604 | 0.3352 | 0.2722 | 0.5444 | 0.5444 | nan | 0.5444 | 0.0 | 0.5444 |
| 0.0189 | 213.0 | 3621 | 0.3063 | 0.2986 | 0.5972 | 0.5972 | nan | 0.5972 | 0.0 | 0.5972 |
| 0.0189 | 214.0 | 3638 | 0.2891 | 0.3274 | 0.6548 | 0.6548 | nan | 0.6548 | 0.0 | 0.6548 |
| 0.0189 | 215.0 | 3655 | 0.3136 | 0.2936 | 0.5873 | 0.5873 | nan | 0.5873 | 0.0 | 0.5873 |
| 0.0189 | 216.0 | 3672 | 0.2965 | 0.3023 | 0.6046 | 0.6046 | nan | 0.6046 | 0.0 | 0.6046 |
| 0.0189 | 217.0 | 3689 | 0.2980 | 0.2987 | 0.5975 | 0.5975 | nan | 0.5975 | 0.0 | 0.5975 |
| 0.0172 | 218.0 | 3706 | 0.3808 | 0.2472 | 0.4944 | 0.4944 | nan | 0.4944 | 0.0 | 0.4944 |
| 0.0172 | 219.0 | 3723 | 0.2865 | 0.3246 | 0.6492 | 0.6492 | nan | 0.6492 | 0.0 | 0.6492 |
| 0.0172 | 220.0 | 3740 | 0.3163 | 0.2957 | 0.5914 | 0.5914 | nan | 0.5914 | 0.0 | 0.5914 |
| 0.0172 | 221.0 | 3757 | 0.2988 | 0.3035 | 0.6071 | 0.6071 | nan | 0.6071 | 0.0 | 0.6071 |
| 0.0172 | 222.0 | 3774 | 0.3583 | 0.2603 | 0.5206 | 0.5206 | nan | 0.5206 | 0.0 | 0.5206 |
| 0.0172 | 223.0 | 3791 | 0.3014 | 0.3014 | 0.6027 | 0.6027 | nan | 0.6027 | 0.0 | 0.6027 |
| 0.0177 | 224.0 | 3808 | 0.3326 | 0.2789 | 0.5578 | 0.5578 | nan | 0.5578 | 0.0 | 0.5578 |
| 0.0177 | 225.0 | 3825 | 0.3320 | 0.2892 | 0.5785 | 0.5785 | nan | 0.5785 | 0.0 | 0.5785 |
| 0.0177 | 226.0 | 3842 | 0.3026 | 0.3162 | 0.6325 | 0.6325 | nan | 0.6325 | 0.0 | 0.6325 |
| 0.0177 | 227.0 | 3859 | 0.3152 | 0.2933 | 0.5867 | 0.5867 | nan | 0.5867 | 0.0 | 0.5867 |
| 0.0177 | 228.0 | 3876 | 0.3405 | 0.2700 | 0.5399 | 0.5399 | nan | 0.5399 | 0.0 | 0.5399 |
| 0.0177 | 229.0 | 3893 | 0.3267 | 0.2962 | 0.5924 | 0.5924 | nan | 0.5924 | 0.0 | 0.5924 |
| 0.0176 | 230.0 | 3910 | 0.2928 | 0.3337 | 0.6675 | 0.6675 | nan | 0.6675 | 0.0 | 0.6675 |
| 0.0176 | 231.0 | 3927 | 0.2953 | 0.3159 | 0.6318 | 0.6318 | nan | 0.6318 | 0.0 | 0.6318 |
| 0.0176 | 232.0 | 3944 | 0.3160 | 0.2893 | 0.5785 | 0.5785 | nan | 0.5785 | 0.0 | 0.5785 |
| 0.0176 | 233.0 | 3961 | 0.3832 | 0.2587 | 0.5174 | 0.5174 | nan | 0.5174 | 0.0 | 0.5174 |
| 0.0176 | 234.0 | 3978 | 0.3068 | 0.3039 | 0.6078 | 0.6078 | nan | 0.6078 | 0.0 | 0.6078 |
| 0.0176 | 235.0 | 3995 | 0.2875 | 0.3287 | 0.6575 | 0.6575 | nan | 0.6575 | 0.0 | 0.6575 |
| 0.0183 | 236.0 | 4012 | 0.3400 | 0.2744 | 0.5487 | 0.5487 | nan | 0.5487 | 0.0 | 0.5487 |
| 0.0183 | 237.0 | 4029 | 0.3610 | 0.2548 | 0.5096 | 0.5096 | nan | 0.5096 | 0.0 | 0.5096 |
| 0.0183 | 238.0 | 4046 | 0.3143 | 0.2795 | 0.5590 | 0.5590 | nan | 0.5590 | 0.0 | 0.5590 |
| 0.0183 | 239.0 | 4063 | 0.3445 | 0.2789 | 0.5578 | 0.5578 | nan | 0.5578 | 0.0 | 0.5578 |
| 0.0183 | 240.0 | 4080 | 0.3204 | 0.2886 | 0.5773 | 0.5773 | nan | 0.5773 | 0.0 | 0.5773 |
| 0.0183 | 241.0 | 4097 | 0.3391 | 0.2724 | 0.5448 | 0.5448 | nan | 0.5448 | 0.0 | 0.5448 |
| 0.0176 | 242.0 | 4114 | 0.2673 | 0.3249 | 0.6498 | 0.6498 | nan | 0.6498 | 0.0 | 0.6498 |
| 0.0176 | 243.0 | 4131 | 0.3581 | 0.2691 | 0.5381 | 0.5381 | nan | 0.5381 | 0.0 | 0.5381 |
| 0.0176 | 244.0 | 4148 | 0.2896 | 0.3244 | 0.6487 | 0.6487 | nan | 0.6487 | 0.0 | 0.6487 |
| 0.0176 | 245.0 | 4165 | 0.3103 | 0.3114 | 0.6228 | 0.6228 | nan | 0.6228 | 0.0 | 0.6228 |
| 0.0176 | 246.0 | 4182 | 0.3214 | 0.2851 | 0.5701 | 0.5701 | nan | 0.5701 | 0.0 | 0.5701 |
| 0.0176 | 247.0 | 4199 | 0.3394 | 0.2713 | 0.5426 | 0.5426 | nan | 0.5426 | 0.0 | 0.5426 |
| 0.0176 | 248.0 | 4216 | 0.2937 | 0.3104 | 0.6209 | 0.6209 | nan | 0.6209 | 0.0 | 0.6209 |
| 0.0176 | 249.0 | 4233 | 0.3031 | 0.2906 | 0.5811 | 0.5811 | nan | 0.5811 | 0.0 | 0.5811 |
| 0.0176 | 250.0 | 4250 | 0.3393 | 0.2733 | 0.5465 | 0.5465 | nan | 0.5465 | 0.0 | 0.5465 |
| 0.0176 | 251.0 | 4267 | 0.3367 | 0.2670 | 0.5339 | 0.5339 | nan | 0.5339 | 0.0 | 0.5339 |
| 0.0176 | 252.0 | 4284 | 0.3201 | 0.2960 | 0.5919 | 0.5919 | nan | 0.5919 | 0.0 | 0.5919 |
| 0.0165 | 253.0 | 4301 | 0.3096 | 0.3043 | 0.6087 | 0.6087 | nan | 0.6087 | 0.0 | 0.6087 |
| 0.0165 | 254.0 | 4318 | 0.3716 | 0.2687 | 0.5375 | 0.5375 | nan | 0.5375 | 0.0 | 0.5375 |
| 0.0165 | 255.0 | 4335 | 0.3400 | 0.2955 | 0.5910 | 0.5910 | nan | 0.5910 | 0.0 | 0.5910 |
| 0.0165 | 256.0 | 4352 | 0.3462 | 0.2935 | 0.5871 | 0.5871 | nan | 0.5871 | 0.0 | 0.5871 |
| 0.0165 | 257.0 | 4369 | 0.3156 | 0.3052 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 |
| 0.0165 | 258.0 | 4386 | 0.3513 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 |
| 0.0176 | 259.0 | 4403 | 0.3405 | 0.2740 | 0.5479 | 0.5479 | nan | 0.5479 | 0.0 | 0.5479 |
| 0.0176 | 260.0 | 4420 | 0.3940 | 0.2478 | 0.4957 | 0.4957 | nan | 0.4957 | 0.0 | 0.4957 |
| 0.0176 | 261.0 | 4437 | 0.3228 | 0.3051 | 0.6103 | 0.6103 | nan | 0.6103 | 0.0 | 0.6103 |
| 0.0176 | 262.0 | 4454 | 0.3313 | 0.2954 | 0.5907 | 0.5907 | nan | 0.5907 | 0.0 | 0.5907 |
| 0.0176 | 263.0 | 4471 | 0.3177 | 0.3012 | 0.6025 | 0.6025 | nan | 0.6025 | 0.0 | 0.6025 |
| 0.0176 | 264.0 | 4488 | 0.3824 | 0.2735 | 0.5471 | 0.5471 | nan | 0.5471 | 0.0 | 0.5471 |
| 0.0159 | 265.0 | 4505 | 0.3360 | 0.2949 | 0.5898 | 0.5898 | nan | 0.5898 | 0.0 | 0.5898 |
| 0.0159 | 266.0 | 4522 | 0.3452 | 0.2923 | 0.5846 | 0.5846 | nan | 0.5846 | 0.0 | 0.5846 |
| 0.0159 | 267.0 | 4539 | 0.3172 | 0.3009 | 0.6019 | 0.6019 | nan | 0.6019 | 0.0 | 0.6019 |
| 0.0159 | 268.0 | 4556 | 0.3600 | 0.2714 | 0.5428 | 0.5428 | nan | 0.5428 | 0.0 | 0.5428 |
| 0.0159 | 269.0 | 4573 | 0.3350 | 0.2964 | 0.5928 | 0.5928 | nan | 0.5928 | 0.0 | 0.5928 |
| 0.0159 | 270.0 | 4590 | 0.3303 | 0.3055 | 0.6110 | 0.6110 | nan | 0.6110 | 0.0 | 0.6110 |
| 0.015 | 271.0 | 4607 | 0.3159 | 0.3038 | 0.6075 | 0.6075 | nan | 0.6075 | 0.0 | 0.6075 |
| 0.015 | 272.0 | 4624 | 0.3426 | 0.2952 | 0.5904 | 0.5904 | nan | 0.5904 | 0.0 | 0.5904 |
| 0.015 | 273.0 | 4641 | 0.3598 | 0.2912 | 0.5823 | 0.5823 | nan | 0.5823 | 0.0 | 0.5823 |
| 0.015 | 274.0 | 4658 | 0.3687 | 0.2806 | 0.5612 | 0.5612 | nan | 0.5612 | 0.0 | 0.5612 |
| 0.015 | 275.0 | 4675 | 0.3577 | 0.2775 | 0.5549 | 0.5549 | nan | 0.5549 | 0.0 | 0.5549 |
| 0.015 | 276.0 | 4692 | 0.3415 | 0.3010 | 0.6020 | 0.6020 | nan | 0.6020 | 0.0 | 0.6020 |
| 0.015 | 277.0 | 4709 | 0.3399 | 0.2908 | 0.5815 | 0.5815 | nan | 0.5815 | 0.0 | 0.5815 |
| 0.015 | 278.0 | 4726 | 0.3701 | 0.2750 | 0.5500 | 0.5500 | nan | 0.5500 | 0.0 | 0.5500 |
| 0.015 | 279.0 | 4743 | 0.3450 | 0.2918 | 0.5835 | 0.5835 | nan | 0.5835 | 0.0 | 0.5835 |
| 0.015 | 280.0 | 4760 | 0.3458 | 0.2988 | 0.5976 | 0.5976 | nan | 0.5976 | 0.0 | 0.5976 |
| 0.015 | 281.0 | 4777 | 0.2950 | 0.3359 | 0.6718 | 0.6718 | nan | 0.6718 | 0.0 | 0.6718 |
| 0.015 | 282.0 | 4794 | 0.3417 | 0.2909 | 0.5817 | 0.5817 | nan | 0.5817 | 0.0 | 0.5817 |
| 0.0177 | 283.0 | 4811 | 0.3767 | 0.2765 | 0.5530 | 0.5530 | nan | 0.5530 | 0.0 | 0.5530 |
| 0.0177 | 284.0 | 4828 | 0.3312 | 0.3076 | 0.6153 | 0.6153 | nan | 0.6153 | 0.0 | 0.6153 |
| 0.0177 | 285.0 | 4845 | 0.3705 | 0.2740 | 0.5480 | 0.5480 | nan | 0.5480 | 0.0 | 0.5480 |
| 0.0177 | 286.0 | 4862 | 0.3555 | 0.2927 | 0.5853 | 0.5853 | nan | 0.5853 | 0.0 | 0.5853 |
| 0.0177 | 287.0 | 4879 | 0.2890 | 0.3176 | 0.6351 | 0.6351 | nan | 0.6351 | 0.0 | 0.6351 |
| 0.0177 | 288.0 | 4896 | 0.3108 | 0.3086 | 0.6171 | 0.6171 | nan | 0.6171 | 0.0 | 0.6171 |
| 0.0141 | 289.0 | 4913 | 0.3178 | 0.3024 | 0.6049 | 0.6049 | nan | 0.6049 | 0.0 | 0.6049 |
| 0.0141 | 290.0 | 4930 | 0.3496 | 0.2756 | 0.5513 | 0.5513 | nan | 0.5513 | 0.0 | 0.5513 |
| 0.0141 | 291.0 | 4947 | 0.3050 | 0.3160 | 0.6319 | 0.6319 | nan | 0.6319 | 0.0 | 0.6319 |
| 0.0141 | 292.0 | 4964 | 0.3678 | 0.2767 | 0.5534 | 0.5534 | nan | 0.5534 | 0.0 | 0.5534 |
| 0.0141 | 293.0 | 4981 | 0.3403 | 0.3096 | 0.6191 | 0.6191 | nan | 0.6191 | 0.0 | 0.6191 |
| 0.0141 | 294.0 | 4998 | 0.3362 | 0.2952 | 0.5904 | 0.5904 | nan | 0.5904 | 0.0 | 0.5904 |
| 0.0137 | 295.0 | 5015 | 0.3655 | 0.2832 | 0.5664 | 0.5664 | nan | 0.5664 | 0.0 | 0.5664 |
| 0.0137 | 296.0 | 5032 | 0.3423 | 0.2967 | 0.5935 | 0.5935 | nan | 0.5935 | 0.0 | 0.5935 |
| 0.0137 | 297.0 | 5049 | 0.3575 | 0.2761 | 0.5523 | 0.5523 | nan | 0.5523 | 0.0 | 0.5523 |
| 0.0137 | 298.0 | 5066 | 0.3543 | 0.2991 | 0.5982 | 0.5982 | nan | 0.5982 | 0.0 | 0.5982 |
| 0.0137 | 299.0 | 5083 | 0.3959 | 0.2557 | 0.5114 | 0.5114 | nan | 0.5114 | 0.0 | 0.5114 |
| 0.0134 | 300.0 | 5100 | 0.3686 | 0.2771 | 0.5543 | 0.5543 | nan | 0.5543 | 0.0 | 0.5543 |
| 0.0134 | 301.0 | 5117 | 0.3616 | 0.2870 | 0.5740 | 0.5740 | nan | 0.5740 | 0.0 | 0.5740 |
| 0.0134 | 302.0 | 5134 | 0.3575 | 0.3045 | 0.6090 | 0.6090 | nan | 0.6090 | 0.0 | 0.6090 |
| 0.0134 | 303.0 | 5151 | 0.4048 | 0.2654 | 0.5308 | 0.5308 | nan | 0.5308 | 0.0 | 0.5308 |
| 0.0134 | 304.0 | 5168 | 0.3203 | 0.3055 | 0.6111 | 0.6111 | nan | 0.6111 | 0.0 | 0.6111 |
| 0.0134 | 305.0 | 5185 | 0.3840 | 0.2958 | 0.5916 | 0.5916 | nan | 0.5916 | 0.0 | 0.5916 |
| 0.0149 | 306.0 | 5202 | 0.3473 | 0.3099 | 0.6198 | 0.6198 | nan | 0.6198 | 0.0 | 0.6198 |
| 0.0149 | 307.0 | 5219 | 0.3686 | 0.2898 | 0.5796 | 0.5796 | nan | 0.5796 | 0.0 | 0.5796 |
| 0.0149 | 308.0 | 5236 | 0.3559 | 0.3002 | 0.6003 | 0.6003 | nan | 0.6003 | 0.0 | 0.6003 |
| 0.0149 | 309.0 | 5253 | 0.3551 | 0.2998 | 0.5996 | 0.5996 | nan | 0.5996 | 0.0 | 0.5996 |
| 0.0149 | 310.0 | 5270 | 0.3639 | 0.3031 | 0.6061 | 0.6061 | nan | 0.6061 | 0.0 | 0.6061 |
| 0.0149 | 311.0 | 5287 | 0.3499 | 0.3016 | 0.6032 | 0.6032 | nan | 0.6032 | 0.0 | 0.6032 |
| 0.013 | 312.0 | 5304 | 0.3516 | 0.3023 | 0.6047 | 0.6047 | nan | 0.6047 | 0.0 | 0.6047 |
| 0.013 | 313.0 | 5321 | 0.3578 | 0.3069 | 0.6137 | 0.6137 | nan | 0.6137 | 0.0 | 0.6137 |
| 0.013 | 314.0 | 5338 | 0.3605 | 0.2896 | 0.5793 | 0.5793 | nan | 0.5793 | 0.0 | 0.5793 |
| 0.013 | 315.0 | 5355 | 0.3435 | 0.3082 | 0.6163 | 0.6163 | nan | 0.6163 | 0.0 | 0.6163 |
| 0.013 | 316.0 | 5372 | 0.3669 | 0.2863 | 0.5727 | 0.5727 | nan | 0.5727 | 0.0 | 0.5727 |
| 0.013 | 317.0 | 5389 | 0.3849 | 0.2894 | 0.5789 | 0.5789 | nan | 0.5789 | 0.0 | 0.5789 |
| 0.0127 | 318.0 | 5406 | 0.3881 | 0.2824 | 0.5648 | 0.5648 | nan | 0.5648 | 0.0 | 0.5648 |
| 0.0127 | 319.0 | 5423 | 0.4092 | 0.2698 | 0.5396 | 0.5396 | nan | 0.5396 | 0.0 | 0.5396 |
| 0.0127 | 320.0 | 5440 | 0.3684 | 0.2866 | 0.5731 | 0.5731 | nan | 0.5731 | 0.0 | 0.5731 |
| 0.0127 | 321.0 | 5457 | 0.4034 | 0.2695 | 0.5391 | 0.5391 | nan | 0.5391 | 0.0 | 0.5391 |
| 0.0127 | 322.0 | 5474 | 0.3403 | 0.2960 | 0.5920 | 0.5920 | nan | 0.5920 | 0.0 | 0.5920 |
| 0.0127 | 323.0 | 5491 | 0.3584 | 0.3027 | 0.6054 | 0.6054 | nan | 0.6054 | 0.0 | 0.6054 |
| 0.013 | 324.0 | 5508 | 0.3437 | 0.2961 | 0.5921 | 0.5921 | nan | 0.5921 | 0.0 | 0.5921 |
| 0.013 | 325.0 | 5525 | 0.3828 | 0.2776 | 0.5553 | 0.5553 | nan | 0.5553 | 0.0 | 0.5553 |
| 0.013 | 326.0 | 5542 | 0.3391 | 0.3048 | 0.6096 | 0.6096 | nan | 0.6096 | 0.0 | 0.6096 |
| 0.013 | 327.0 | 5559 | 0.3471 | 0.3090 | 0.6181 | 0.6181 | nan | 0.6181 | 0.0 | 0.6181 |
| 0.013 | 328.0 | 5576 | 0.3542 | 0.3043 | 0.6086 | 0.6086 | nan | 0.6086 | 0.0 | 0.6086 |
| 0.013 | 329.0 | 5593 | 0.3437 | 0.3135 | 0.6271 | 0.6271 | nan | 0.6271 | 0.0 | 0.6271 |
| 0.0132 | 330.0 | 5610 | 0.3819 | 0.2882 | 0.5763 | 0.5763 | nan | 0.5763 | 0.0 | 0.5763 |
| 0.0132 | 331.0 | 5627 | 0.3618 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 |
| 0.0132 | 332.0 | 5644 | 0.3527 | 0.3005 | 0.6011 | 0.6011 | nan | 0.6011 | 0.0 | 0.6011 |
| 0.0132 | 333.0 | 5661 | 0.3699 | 0.3012 | 0.6023 | 0.6023 | nan | 0.6023 | 0.0 | 0.6023 |
| 0.0132 | 334.0 | 5678 | 0.3810 | 0.2864 | 0.5728 | 0.5728 | nan | 0.5728 | 0.0 | 0.5728 |
| 0.0132 | 335.0 | 5695 | 0.3724 | 0.2967 | 0.5934 | 0.5934 | nan | 0.5934 | 0.0 | 0.5934 |
| 0.0119 | 336.0 | 5712 | 0.3927 | 0.2764 | 0.5528 | 0.5528 | nan | 0.5528 | 0.0 | 0.5528 |
| 0.0119 | 337.0 | 5729 | 0.3961 | 0.2872 | 0.5743 | 0.5743 | nan | 0.5743 | 0.0 | 0.5743 |
| 0.0119 | 338.0 | 5746 | 0.4118 | 0.2622 | 0.5244 | 0.5244 | nan | 0.5244 | 0.0 | 0.5244 |
| 0.0119 | 339.0 | 5763 | 0.3707 | 0.3027 | 0.6054 | 0.6054 | nan | 0.6054 | 0.0 | 0.6054 |
| 0.0119 | 340.0 | 5780 | 0.4401 | 0.2636 | 0.5273 | 0.5273 | nan | 0.5273 | 0.0 | 0.5273 |
| 0.0119 | 341.0 | 5797 | 0.4054 | 0.2786 | 0.5573 | 0.5573 | nan | 0.5573 | 0.0 | 0.5573 |
| 0.0121 | 342.0 | 5814 | 0.3708 | 0.2966 | 0.5932 | 0.5932 | nan | 0.5932 | 0.0 | 0.5932 |
| 0.0121 | 343.0 | 5831 | 0.3484 | 0.3136 | 0.6272 | 0.6272 | nan | 0.6272 | 0.0 | 0.6272 |
| 0.0121 | 344.0 | 5848 | 0.4617 | 0.2425 | 0.4850 | 0.4850 | nan | 0.4850 | 0.0 | 0.4850 |
| 0.0121 | 345.0 | 5865 | 0.3462 | 0.3117 | 0.6234 | 0.6234 | nan | 0.6234 | 0.0 | 0.6234 |
| 0.0121 | 346.0 | 5882 | 0.4022 | 0.2726 | 0.5452 | 0.5452 | nan | 0.5452 | 0.0 | 0.5452 |
| 0.0121 | 347.0 | 5899 | 0.3907 | 0.2866 | 0.5732 | 0.5732 | nan | 0.5732 | 0.0 | 0.5732 |
| 0.0126 | 348.0 | 5916 | 0.3738 | 0.3015 | 0.6029 | 0.6029 | nan | 0.6029 | 0.0 | 0.6029 |
| 0.0126 | 349.0 | 5933 | 0.3815 | 0.2915 | 0.5830 | 0.5830 | nan | 0.5830 | 0.0 | 0.5830 |
| 0.0126 | 350.0 | 5950 | 0.3698 | 0.2972 | 0.5944 | 0.5944 | nan | 0.5944 | 0.0 | 0.5944 |
| 0.0126 | 351.0 | 5967 | 0.3967 | 0.2870 | 0.5740 | 0.5740 | nan | 0.5740 | 0.0 | 0.5740 |
| 0.0126 | 352.0 | 5984 | 0.3529 | 0.3153 | 0.6306 | 0.6306 | nan | 0.6306 | 0.0 | 0.6306 |
| 0.0126 | 353.0 | 6001 | 0.3957 | 0.2905 | 0.5810 | 0.5810 | nan | 0.5810 | 0.0 | 0.5810 |
| 0.0126 | 354.0 | 6018 | 0.3360 | 0.3171 | 0.6341 | 0.6341 | nan | 0.6341 | 0.0 | 0.6341 |
| 0.0126 | 355.0 | 6035 | 0.4099 | 0.2797 | 0.5593 | 0.5593 | nan | 0.5593 | 0.0 | 0.5593 |
| 0.0126 | 356.0 | 6052 | 0.4151 | 0.2711 | 0.5421 | 0.5421 | nan | 0.5421 | 0.0 | 0.5421 |
| 0.0126 | 357.0 | 6069 | 0.3506 | 0.3159 | 0.6317 | 0.6317 | nan | 0.6317 | 0.0 | 0.6317 |
| 0.0126 | 358.0 | 6086 | 0.3742 | 0.2985 | 0.5969 | 0.5969 | nan | 0.5969 | 0.0 | 0.5969 |
| 0.0134 | 359.0 | 6103 | 0.3900 | 0.2913 | 0.5826 | 0.5826 | nan | 0.5826 | 0.0 | 0.5826 |
| 0.0134 | 360.0 | 6120 | 0.3736 | 0.3033 | 0.6066 | 0.6066 | nan | 0.6066 | 0.0 | 0.6066 |
| 0.0134 | 361.0 | 6137 | 0.3695 | 0.3157 | 0.6315 | 0.6315 | nan | 0.6315 | 0.0 | 0.6315 |
| 0.0134 | 362.0 | 6154 | 0.3773 | 0.2943 | 0.5886 | 0.5886 | nan | 0.5886 | 0.0 | 0.5886 |
| 0.0134 | 363.0 | 6171 | 0.3692 | 0.3104 | 0.6207 | 0.6207 | nan | 0.6207 | 0.0 | 0.6207 |
| 0.0134 | 364.0 | 6188 | 0.3700 | 0.3126 | 0.6253 | 0.6253 | nan | 0.6253 | 0.0 | 0.6253 |
| 0.0117 | 365.0 | 6205 | 0.3609 | 0.3122 | 0.6243 | 0.6243 | nan | 0.6243 | 0.0 | 0.6243 |
| 0.0117 | 366.0 | 6222 | 0.3590 | 0.3186 | 0.6372 | 0.6372 | nan | 0.6372 | 0.0 | 0.6372 |
| 0.0117 | 367.0 | 6239 | 0.3464 | 0.3221 | 0.6442 | 0.6442 | nan | 0.6442 | 0.0 | 0.6442 |
| 0.0117 | 368.0 | 6256 | 0.3958 | 0.2918 | 0.5836 | 0.5836 | nan | 0.5836 | 0.0 | 0.5836 |
| 0.0117 | 369.0 | 6273 | 0.3808 | 0.3016 | 0.6033 | 0.6033 | nan | 0.6033 | 0.0 | 0.6033 |
| 0.0117 | 370.0 | 6290 | 0.3834 | 0.2957 | 0.5914 | 0.5914 | nan | 0.5914 | 0.0 | 0.5914 |
| 0.0114 | 371.0 | 6307 | 0.3721 | 0.3046 | 0.6092 | 0.6092 | nan | 0.6092 | 0.0 | 0.6092 |
| 0.0114 | 372.0 | 6324 | 0.3786 | 0.3175 | 0.6350 | 0.6350 | nan | 0.6350 | 0.0 | 0.6350 |
| 0.0114 | 373.0 | 6341 | 0.3807 | 0.2941 | 0.5882 | 0.5882 | nan | 0.5882 | 0.0 | 0.5882 |
| 0.0114 | 374.0 | 6358 | 0.3935 | 0.3061 | 0.6123 | 0.6123 | nan | 0.6123 | 0.0 | 0.6123 |
| 0.0114 | 375.0 | 6375 | 0.3702 | 0.3025 | 0.6049 | 0.6049 | nan | 0.6049 | 0.0 | 0.6049 |
| 0.0114 | 376.0 | 6392 | 0.3514 | 0.3190 | 0.6380 | 0.6380 | nan | 0.6380 | 0.0 | 0.6380 |
| 0.012 | 377.0 | 6409 | 0.3828 | 0.3028 | 0.6056 | 0.6056 | nan | 0.6056 | 0.0 | 0.6056 |
| 0.012 | 378.0 | 6426 | 0.3852 | 0.2957 | 0.5915 | 0.5915 | nan | 0.5915 | 0.0 | 0.5915 |
| 0.012 | 379.0 | 6443 | 0.3942 | 0.3131 | 0.6262 | 0.6262 | nan | 0.6262 | 0.0 | 0.6262 |
| 0.012 | 380.0 | 6460 | 0.3838 | 0.2971 | 0.5943 | 0.5943 | nan | 0.5943 | 0.0 | 0.5943 |
| 0.012 | 381.0 | 6477 | 0.3799 | 0.2971 | 0.5943 | 0.5943 | nan | 0.5943 | 0.0 | 0.5943 |
| 0.012 | 382.0 | 6494 | 0.3492 | 0.3258 | 0.6516 | 0.6516 | nan | 0.6516 | 0.0 | 0.6516 |
| 0.0137 | 383.0 | 6511 | 0.4109 | 0.2858 | 0.5715 | 0.5715 | nan | 0.5715 | 0.0 | 0.5715 |
| 0.0137 | 384.0 | 6528 | 0.3701 | 0.3131 | 0.6261 | 0.6261 | nan | 0.6261 | 0.0 | 0.6261 |
| 0.0137 | 385.0 | 6545 | 0.3942 | 0.3056 | 0.6112 | 0.6112 | nan | 0.6112 | 0.0 | 0.6112 |
| 0.0137 | 386.0 | 6562 | 0.3748 | 0.3113 | 0.6227 | 0.6227 | nan | 0.6227 | 0.0 | 0.6227 |
| 0.0137 | 387.0 | 6579 | 0.3961 | 0.2857 | 0.5713 | 0.5713 | nan | 0.5713 | 0.0 | 0.5713 |
| 0.0137 | 388.0 | 6596 | 0.3775 | 0.3060 | 0.6120 | 0.6120 | nan | 0.6120 | 0.0 | 0.6120 |
| 0.013 | 389.0 | 6613 | 0.3553 | 0.3196 | 0.6392 | 0.6392 | nan | 0.6392 | 0.0 | 0.6392 |
| 0.013 | 390.0 | 6630 | 0.4183 | 0.2746 | 0.5493 | 0.5493 | nan | 0.5493 | 0.0 | 0.5493 |
| 0.013 | 391.0 | 6647 | 0.4013 | 0.2962 | 0.5923 | 0.5923 | nan | 0.5923 | 0.0 | 0.5923 |
| 0.013 | 392.0 | 6664 | 0.4183 | 0.2864 | 0.5729 | 0.5729 | nan | 0.5729 | 0.0 | 0.5729 |
| 0.013 | 393.0 | 6681 | 0.4034 | 0.2889 | 0.5777 | 0.5777 | nan | 0.5777 | 0.0 | 0.5777 |
| 0.013 | 394.0 | 6698 | 0.4180 | 0.2766 | 0.5531 | 0.5531 | nan | 0.5531 | 0.0 | 0.5531 |
| 0.0114 | 395.0 | 6715 | 0.4006 | 0.2946 | 0.5893 | 0.5893 | nan | 0.5893 | 0.0 | 0.5893 |
| 0.0114 | 396.0 | 6732 | 0.3759 | 0.3092 | 0.6184 | 0.6184 | nan | 0.6184 | 0.0 | 0.6184 |
| 0.0114 | 397.0 | 6749 | 0.4370 | 0.2754 | 0.5508 | 0.5508 | nan | 0.5508 | 0.0 | 0.5508 |
| 0.0114 | 398.0 | 6766 | 0.3669 | 0.3088 | 0.6176 | 0.6176 | nan | 0.6176 | 0.0 | 0.6176 |
| 0.0114 | 399.0 | 6783 | 0.4105 | 0.2878 | 0.5755 | 0.5755 | nan | 0.5755 | 0.0 | 0.5755 |
| 0.0125 | 400.0 | 6800 | 0.3808 | 0.3061 | 0.6121 | 0.6121 | nan | 0.6121 | 0.0 | 0.6121 |
| 0.0125 | 401.0 | 6817 | 0.3680 | 0.3080 | 0.6160 | 0.6160 | nan | 0.6160 | 0.0 | 0.6160 |
| 0.0125 | 402.0 | 6834 | 0.4110 | 0.2948 | 0.5896 | 0.5896 | nan | 0.5896 | 0.0 | 0.5896 |
| 0.0125 | 403.0 | 6851 | 0.3865 | 0.3077 | 0.6153 | 0.6153 | nan | 0.6153 | 0.0 | 0.6153 |
| 0.0125 | 404.0 | 6868 | 0.3828 | 0.3065 | 0.6130 | 0.6130 | nan | 0.6130 | 0.0 | 0.6130 |
| 0.0125 | 405.0 | 6885 | 0.3869 | 0.3053 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 |
| 0.0117 | 406.0 | 6902 | 0.4107 | 0.2783 | 0.5565 | 0.5565 | nan | 0.5565 | 0.0 | 0.5565 |
| 0.0117 | 407.0 | 6919 | 0.4052 | 0.2900 | 0.5800 | 0.5800 | nan | 0.5800 | 0.0 | 0.5800 |
| 0.0117 | 408.0 | 6936 | 0.4042 | 0.2892 | 0.5784 | 0.5784 | nan | 0.5784 | 0.0 | 0.5784 |
| 0.0117 | 409.0 | 6953 | 0.4005 | 0.2936 | 0.5871 | 0.5871 | nan | 0.5871 | 0.0 | 0.5871 |
| 0.0117 | 410.0 | 6970 | 0.3994 | 0.2975 | 0.5949 | 0.5949 | nan | 0.5949 | 0.0 | 0.5949 |
| 0.0117 | 411.0 | 6987 | 0.3861 | 0.3029 | 0.6057 | 0.6057 | nan | 0.6057 | 0.0 | 0.6057 |
| 0.011 | 412.0 | 7004 | 0.4277 | 0.2810 | 0.5619 | 0.5619 | nan | 0.5619 | 0.0 | 0.5619 |
| 0.011 | 413.0 | 7021 | 0.3776 | 0.3246 | 0.6492 | 0.6492 | nan | 0.6492 | 0.0 | 0.6492 |
| 0.011 | 414.0 | 7038 | 0.4270 | 0.2907 | 0.5814 | 0.5814 | nan | 0.5814 | 0.0 | 0.5814 |
| 0.011 | 415.0 | 7055 | 0.3845 | 0.3086 | 0.6172 | 0.6172 | nan | 0.6172 | 0.0 | 0.6172 |
| 0.011 | 416.0 | 7072 | 0.4029 | 0.2980 | 0.5960 | 0.5960 | nan | 0.5960 | 0.0 | 0.5960 |
| 0.011 | 417.0 | 7089 | 0.4041 | 0.2979 | 0.5958 | 0.5958 | nan | 0.5958 | 0.0 | 0.5958 |
| 0.0111 | 418.0 | 7106 | 0.3687 | 0.3175 | 0.6350 | 0.6350 | nan | 0.6350 | 0.0 | 0.6350 |
| 0.0111 | 419.0 | 7123 | 0.4329 | 0.2840 | 0.5680 | 0.5680 | nan | 0.5680 | 0.0 | 0.5680 |
| 0.0111 | 420.0 | 7140 | 0.3608 | 0.3251 | 0.6503 | 0.6503 | nan | 0.6503 | 0.0 | 0.6503 |
| 0.0111 | 421.0 | 7157 | 0.3662 | 0.3171 | 0.6343 | 0.6343 | nan | 0.6343 | 0.0 | 0.6343 |
| 0.0111 | 422.0 | 7174 | 0.3927 | 0.3113 | 0.6226 | 0.6226 | nan | 0.6226 | 0.0 | 0.6226 |
| 0.0111 | 423.0 | 7191 | 0.3859 | 0.3161 | 0.6322 | 0.6322 | nan | 0.6322 | 0.0 | 0.6322 |
| 0.0114 | 424.0 | 7208 | 0.4033 | 0.2949 | 0.5898 | 0.5898 | nan | 0.5898 | 0.0 | 0.5898 |
| 0.0114 | 425.0 | 7225 | 0.3905 | 0.3066 | 0.6132 | 0.6132 | nan | 0.6132 | 0.0 | 0.6132 |
| 0.0114 | 426.0 | 7242 | 0.4054 | 0.3013 | 0.6026 | 0.6026 | nan | 0.6026 | 0.0 | 0.6026 |
| 0.0114 | 427.0 | 7259 | 0.3976 | 0.2998 | 0.5995 | 0.5995 | nan | 0.5995 | 0.0 | 0.5995 |
| 0.0114 | 428.0 | 7276 | 0.4032 | 0.2969 | 0.5938 | 0.5938 | nan | 0.5938 | 0.0 | 0.5938 |
| 0.0114 | 429.0 | 7293 | 0.3856 | 0.3159 | 0.6317 | 0.6317 | nan | 0.6317 | 0.0 | 0.6317 |
| 0.0107 | 430.0 | 7310 | 0.4234 | 0.2856 | 0.5712 | 0.5712 | nan | 0.5712 | 0.0 | 0.5712 |
| 0.0107 | 431.0 | 7327 | 0.3784 | 0.3183 | 0.6365 | 0.6365 | nan | 0.6365 | 0.0 | 0.6365 |
| 0.0107 | 432.0 | 7344 | 0.4185 | 0.2906 | 0.5812 | 0.5812 | nan | 0.5812 | 0.0 | 0.5812 |
| 0.0107 | 433.0 | 7361 | 0.4295 | 0.2887 | 0.5773 | 0.5773 | nan | 0.5773 | 0.0 | 0.5773 |
| 0.0107 | 434.0 | 7378 | 0.3991 | 0.3034 | 0.6068 | 0.6068 | nan | 0.6068 | 0.0 | 0.6068 |
| 0.0107 | 435.0 | 7395 | 0.3924 | 0.3143 | 0.6285 | 0.6285 | nan | 0.6285 | 0.0 | 0.6285 |
| 0.0104 | 436.0 | 7412 | 0.4117 | 0.3069 | 0.6138 | 0.6138 | nan | 0.6138 | 0.0 | 0.6138 |
| 0.0104 | 437.0 | 7429 | 0.3965 | 0.3102 | 0.6203 | 0.6203 | nan | 0.6203 | 0.0 | 0.6203 |
| 0.0104 | 438.0 | 7446 | 0.4059 | 0.3076 | 0.6153 | 0.6153 | nan | 0.6153 | 0.0 | 0.6153 |
| 0.0104 | 439.0 | 7463 | 0.4026 | 0.3072 | 0.6144 | 0.6144 | nan | 0.6144 | 0.0 | 0.6144 |
| 0.0104 | 440.0 | 7480 | 0.3962 | 0.3115 | 0.6229 | 0.6229 | nan | 0.6229 | 0.0 | 0.6229 |
| 0.0104 | 441.0 | 7497 | 0.3985 | 0.3039 | 0.6077 | 0.6077 | nan | 0.6077 | 0.0 | 0.6077 |
| 0.0108 | 442.0 | 7514 | 0.3926 | 0.3166 | 0.6332 | 0.6332 | nan | 0.6332 | 0.0 | 0.6332 |
| 0.0108 | 443.0 | 7531 | 0.3894 | 0.3161 | 0.6323 | 0.6323 | nan | 0.6323 | 0.0 | 0.6323 |
| 0.0108 | 444.0 | 7548 | 0.4121 | 0.3083 | 0.6166 | 0.6166 | nan | 0.6166 | 0.0 | 0.6166 |
| 0.0108 | 445.0 | 7565 | 0.4097 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 |
| 0.0108 | 446.0 | 7582 | 0.4162 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 |
| 0.0108 | 447.0 | 7599 | 0.4119 | 0.3048 | 0.6097 | 0.6097 | nan | 0.6097 | 0.0 | 0.6097 |
| 0.0108 | 448.0 | 7616 | 0.4082 | 0.3072 | 0.6144 | 0.6144 | nan | 0.6144 | 0.0 | 0.6144 |
| 0.0108 | 449.0 | 7633 | 0.3888 | 0.3153 | 0.6307 | 0.6307 | nan | 0.6307 | 0.0 | 0.6307 |
| 0.0108 | 450.0 | 7650 | 0.3877 | 0.3159 | 0.6318 | 0.6318 | nan | 0.6318 | 0.0 | 0.6318 |
| 0.0108 | 451.0 | 7667 | 0.3793 | 0.3185 | 0.6370 | 0.6370 | nan | 0.6370 | 0.0 | 0.6370 |
| 0.0108 | 452.0 | 7684 | 0.4008 | 0.3073 | 0.6146 | 0.6146 | nan | 0.6146 | 0.0 | 0.6146 |
| 0.0107 | 453.0 | 7701 | 0.4087 | 0.3082 | 0.6163 | 0.6163 | nan | 0.6163 | 0.0 | 0.6163 |
| 0.0107 | 454.0 | 7718 | 0.3860 | 0.3167 | 0.6334 | 0.6334 | nan | 0.6334 | 0.0 | 0.6334 |
| 0.0107 | 455.0 | 7735 | 0.3681 | 0.3211 | 0.6422 | 0.6422 | nan | 0.6422 | 0.0 | 0.6422 |
| 0.0107 | 456.0 | 7752 | 0.4282 | 0.2851 | 0.5701 | 0.5701 | nan | 0.5701 | 0.0 | 0.5701 |
| 0.0107 | 457.0 | 7769 | 0.4037 | 0.3032 | 0.6063 | 0.6063 | nan | 0.6063 | 0.0 | 0.6063 |
| 0.0107 | 458.0 | 7786 | 0.4016 | 0.3133 | 0.6266 | 0.6266 | nan | 0.6266 | 0.0 | 0.6266 |
| 0.0101 | 459.0 | 7803 | 0.4082 | 0.3082 | 0.6164 | 0.6164 | nan | 0.6164 | 0.0 | 0.6164 |
| 0.0101 | 460.0 | 7820 | 0.3902 | 0.3100 | 0.6199 | 0.6199 | nan | 0.6199 | 0.0 | 0.6199 |
| 0.0101 | 461.0 | 7837 | 0.4145 | 0.3007 | 0.6014 | 0.6014 | nan | 0.6014 | 0.0 | 0.6014 |
| 0.0101 | 462.0 | 7854 | 0.4340 | 0.2965 | 0.5930 | 0.5930 | nan | 0.5930 | 0.0 | 0.5930 |
| 0.0101 | 463.0 | 7871 | 0.4007 | 0.3137 | 0.6274 | 0.6274 | nan | 0.6274 | 0.0 | 0.6274 |
| 0.0101 | 464.0 | 7888 | 0.4244 | 0.3032 | 0.6064 | 0.6064 | nan | 0.6064 | 0.0 | 0.6064 |
| 0.0097 | 465.0 | 7905 | 0.4109 | 0.3110 | 0.6220 | 0.6220 | nan | 0.6220 | 0.0 | 0.6220 |
| 0.0097 | 466.0 | 7922 | 0.4293 | 0.2954 | 0.5908 | 0.5908 | nan | 0.5908 | 0.0 | 0.5908 |
| 0.0097 | 467.0 | 7939 | 0.3987 | 0.3122 | 0.6245 | 0.6245 | nan | 0.6245 | 0.0 | 0.6245 |
| 0.0097 | 468.0 | 7956 | 0.4166 | 0.3052 | 0.6104 | 0.6104 | nan | 0.6104 | 0.0 | 0.6104 |
| 0.0097 | 469.0 | 7973 | 0.3970 | 0.3126 | 0.6252 | 0.6252 | nan | 0.6252 | 0.0 | 0.6252 |
| 0.0097 | 470.0 | 7990 | 0.4261 | 0.3053 | 0.6107 | 0.6107 | nan | 0.6107 | 0.0 | 0.6107 |
| 0.0097 | 471.0 | 8007 | 0.4088 | 0.3096 | 0.6192 | 0.6192 | nan | 0.6192 | 0.0 | 0.6192 |
| 0.0097 | 472.0 | 8024 | 0.4416 | 0.2973 | 0.5947 | 0.5947 | nan | 0.5947 | 0.0 | 0.5947 |
| 0.0097 | 473.0 | 8041 | 0.4242 | 0.3044 | 0.6087 | 0.6087 | nan | 0.6087 | 0.0 | 0.6087 |
| 0.0097 | 474.0 | 8058 | 0.4208 | 0.3052 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 |
| 0.0097 | 475.0 | 8075 | 0.4447 | 0.2909 | 0.5818 | 0.5818 | nan | 0.5818 | 0.0 | 0.5818 |
| 0.0097 | 476.0 | 8092 | 0.4183 | 0.3048 | 0.6096 | 0.6096 | nan | 0.6096 | 0.0 | 0.6096 |
| 0.0111 | 477.0 | 8109 | 0.4212 | 0.3041 | 0.6083 | 0.6083 | nan | 0.6083 | 0.0 | 0.6083 |
| 0.0111 | 478.0 | 8126 | 0.4192 | 0.3073 | 0.6146 | 0.6146 | nan | 0.6146 | 0.0 | 0.6146 |
| 0.0111 | 479.0 | 8143 | 0.4171 | 0.3075 | 0.6151 | 0.6151 | nan | 0.6151 | 0.0 | 0.6151 |
| 0.0111 | 480.0 | 8160 | 0.4600 | 0.2892 | 0.5784 | 0.5784 | nan | 0.5784 | 0.0 | 0.5784 |
| 0.0111 | 481.0 | 8177 | 0.4066 | 0.3174 | 0.6349 | 0.6349 | nan | 0.6349 | 0.0 | 0.6349 |
| 0.0111 | 482.0 | 8194 | 0.4315 | 0.2964 | 0.5928 | 0.5928 | nan | 0.5928 | 0.0 | 0.5928 |
| 0.0099 | 483.0 | 8211 | 0.4249 | 0.3095 | 0.6191 | 0.6191 | nan | 0.6191 | 0.0 | 0.6191 |
| 0.0099 | 484.0 | 8228 | 0.4291 | 0.3082 | 0.6165 | 0.6165 | nan | 0.6165 | 0.0 | 0.6165 |
| 0.0099 | 485.0 | 8245 | 0.4392 | 0.2976 | 0.5952 | 0.5952 | nan | 0.5952 | 0.0 | 0.5952 |
| 0.0099 | 486.0 | 8262 | 0.4413 | 0.2836 | 0.5672 | 0.5672 | nan | 0.5672 | 0.0 | 0.5672 |
| 0.0099 | 487.0 | 8279 | 0.4317 | 0.2995 | 0.5990 | 0.5990 | nan | 0.5990 | 0.0 | 0.5990 |
| 0.0099 | 488.0 | 8296 | 0.4282 | 0.2986 | 0.5972 | 0.5972 | nan | 0.5972 | 0.0 | 0.5972 |
| 0.0099 | 489.0 | 8313 | 0.4248 | 0.3041 | 0.6082 | 0.6082 | nan | 0.6082 | 0.0 | 0.6082 |
| 0.0099 | 490.0 | 8330 | 0.4262 | 0.3002 | 0.6004 | 0.6004 | nan | 0.6004 | 0.0 | 0.6004 |
| 0.0099 | 491.0 | 8347 | 0.4397 | 0.2947 | 0.5894 | 0.5894 | nan | 0.5894 | 0.0 | 0.5894 |
| 0.0099 | 492.0 | 8364 | 0.4129 | 0.3096 | 0.6192 | 0.6192 | nan | 0.6192 | 0.0 | 0.6192 |
| 0.0099 | 493.0 | 8381 | 0.4445 | 0.2948 | 0.5896 | 0.5896 | nan | 0.5896 | 0.0 | 0.5896 |
| 0.0099 | 494.0 | 8398 | 0.4180 | 0.3067 | 0.6134 | 0.6134 | nan | 0.6134 | 0.0 | 0.6134 |
| 0.0103 | 495.0 | 8415 | 0.4037 | 0.3168 | 0.6335 | 0.6335 | nan | 0.6335 | 0.0 | 0.6335 |
| 0.0103 | 496.0 | 8432 | 0.4360 | 0.3011 | 0.6021 | 0.6021 | nan | 0.6021 | 0.0 | 0.6021 |
| 0.0103 | 497.0 | 8449 | 0.4089 | 0.3125 | 0.6251 | 0.6251 | nan | 0.6251 | 0.0 | 0.6251 |
| 0.0103 | 498.0 | 8466 | 0.4218 | 0.3041 | 0.6083 | 0.6083 | nan | 0.6083 | 0.0 | 0.6083 |
| 0.0103 | 499.0 | 8483 | 0.3990 | 0.3191 | 0.6382 | 0.6382 | nan | 0.6382 | 0.0 | 0.6382 |
| 0.0101 | 500.0 | 8500 | 0.4184 | 0.3125 | 0.6250 | 0.6250 | nan | 0.6250 | 0.0 | 0.6250 |
| 0.0101 | 501.0 | 8517 | 0.4406 | 0.3017 | 0.6035 | 0.6035 | nan | 0.6035 | 0.0 | 0.6035 |
| 0.0101 | 502.0 | 8534 | 0.4314 | 0.3074 | 0.6148 | 0.6148 | nan | 0.6148 | 0.0 | 0.6148 |
| 0.0101 | 503.0 | 8551 | 0.4136 | 0.3128 | 0.6256 | 0.6256 | nan | 0.6256 | 0.0 | 0.6256 |
| 0.0101 | 504.0 | 8568 | 0.4214 | 0.3107 | 0.6214 | 0.6214 | nan | 0.6214 | 0.0 | 0.6214 |
| 0.0101 | 505.0 | 8585 | 0.4371 | 0.2995 | 0.5990 | 0.5990 | nan | 0.5990 | 0.0 | 0.5990 |
| 0.0099 | 506.0 | 8602 | 0.4210 | 0.3147 | 0.6293 | 0.6293 | nan | 0.6293 | 0.0 | 0.6293 |
| 0.0099 | 507.0 | 8619 | 0.4172 | 0.3103 | 0.6206 | 0.6206 | nan | 0.6206 | 0.0 | 0.6206 |
| 0.0099 | 508.0 | 8636 | 0.4155 | 0.3151 | 0.6301 | 0.6301 | nan | 0.6301 | 0.0 | 0.6301 |
| 0.0099 | 509.0 | 8653 | 0.4213 | 0.3067 | 0.6135 | 0.6135 | nan | 0.6135 | 0.0 | 0.6135 |
| 0.0099 | 510.0 | 8670 | 0.4401 | 0.3030 | 0.6059 | 0.6059 | nan | 0.6059 | 0.0 | 0.6059 |
| 0.0099 | 511.0 | 8687 | 0.4233 | 0.3088 | 0.6176 | 0.6176 | nan | 0.6176 | 0.0 | 0.6176 |
| 0.0105 | 512.0 | 8704 | 0.4015 | 0.3178 | 0.6356 | 0.6356 | nan | 0.6356 | 0.0 | 0.6356 |
| 0.0105 | 513.0 | 8721 | 0.4135 | 0.3101 | 0.6201 | 0.6201 | nan | 0.6201 | 0.0 | 0.6201 |
| 0.0105 | 514.0 | 8738 | 0.4162 | 0.3125 | 0.6250 | 0.6250 | nan | 0.6250 | 0.0 | 0.6250 |
| 0.0105 | 515.0 | 8755 | 0.4336 | 0.3040 | 0.6079 | 0.6079 | nan | 0.6079 | 0.0 | 0.6079 |
| 0.0105 | 516.0 | 8772 | 0.4240 | 0.3051 | 0.6102 | 0.6102 | nan | 0.6102 | 0.0 | 0.6102 |
| 0.0105 | 517.0 | 8789 | 0.4076 | 0.3139 | 0.6278 | 0.6278 | nan | 0.6278 | 0.0 | 0.6278 |
| 0.0098 | 518.0 | 8806 | 0.4194 | 0.3094 | 0.6188 | 0.6188 | nan | 0.6188 | 0.0 | 0.6188 |
| 0.0098 | 519.0 | 8823 | 0.4239 | 0.3107 | 0.6214 | 0.6214 | nan | 0.6214 | 0.0 | 0.6214 |
| 0.0098 | 520.0 | 8840 | 0.4383 | 0.3038 | 0.6077 | 0.6077 | nan | 0.6077 | 0.0 | 0.6077 |
| 0.0098 | 521.0 | 8857 | 0.4425 | 0.2987 | 0.5974 | 0.5974 | nan | 0.5974 | 0.0 | 0.5974 |
| 0.0098 | 522.0 | 8874 | 0.4407 | 0.3054 | 0.6108 | 0.6108 | nan | 0.6108 | 0.0 | 0.6108 |
| 0.0098 | 523.0 | 8891 | 0.4355 | 0.3058 | 0.6116 | 0.6116 | nan | 0.6116 | 0.0 | 0.6116 |
| 0.0111 | 524.0 | 8908 | 0.4116 | 0.3131 | 0.6262 | 0.6262 | nan | 0.6262 | 0.0 | 0.6262 |
| 0.0111 | 525.0 | 8925 | 0.3992 | 0.3193 | 0.6387 | 0.6387 | nan | 0.6387 | 0.0 | 0.6387 |
| 0.0111 | 526.0 | 8942 | 0.4194 | 0.3090 | 0.6181 | 0.6181 | nan | 0.6181 | 0.0 | 0.6181 |
| 0.0111 | 527.0 | 8959 | 0.4150 | 0.3094 | 0.6188 | 0.6188 | nan | 0.6188 | 0.0 | 0.6188 |
| 0.0111 | 528.0 | 8976 | 0.4173 | 0.3119 | 0.6238 | 0.6238 | nan | 0.6238 | 0.0 | 0.6238 |
| 0.0111 | 529.0 | 8993 | 0.4068 | 0.3142 | 0.6284 | 0.6284 | nan | 0.6284 | 0.0 | 0.6284 |
| 0.0094 | 530.0 | 9010 | 0.4142 | 0.3106 | 0.6212 | 0.6212 | nan | 0.6212 | 0.0 | 0.6212 |
| 0.0094 | 531.0 | 9027 | 0.4024 | 0.3167 | 0.6335 | 0.6335 | nan | 0.6335 | 0.0 | 0.6335 |
| 0.0094 | 532.0 | 9044 | 0.4090 | 0.3161 | 0.6322 | 0.6322 | nan | 0.6322 | 0.0 | 0.6322 |
| 0.0094 | 533.0 | 9061 | 0.4152 | 0.3138 | 0.6275 | 0.6275 | nan | 0.6275 | 0.0 | 0.6275 |
| 0.0094 | 534.0 | 9078 | 0.4090 | 0.3162 | 0.6325 | 0.6325 | nan | 0.6325 | 0.0 | 0.6325 |
| 0.0094 | 535.0 | 9095 | 0.4307 | 0.3008 | 0.6016 | 0.6016 | nan | 0.6016 | 0.0 | 0.6016 |
| 0.0096 | 536.0 | 9112 | 0.4160 | 0.3097 | 0.6193 | 0.6193 | nan | 0.6193 | 0.0 | 0.6193 |
| 0.0096 | 537.0 | 9129 | 0.4251 | 0.3118 | 0.6236 | 0.6236 | nan | 0.6236 | 0.0 | 0.6236 |
| 0.0096 | 538.0 | 9146 | 0.4290 | 0.3082 | 0.6164 | 0.6164 | nan | 0.6164 | 0.0 | 0.6164 |
| 0.0096 | 539.0 | 9163 | 0.4146 | 0.3167 | 0.6334 | 0.6334 | nan | 0.6334 | 0.0 | 0.6334 |
| 0.0096 | 540.0 | 9180 | 0.4129 | 0.3172 | 0.6343 | 0.6343 | nan | 0.6343 | 0.0 | 0.6343 |
| 0.0096 | 541.0 | 9197 | 0.4263 | 0.3117 | 0.6235 | 0.6235 | nan | 0.6235 | 0.0 | 0.6235 |
| 0.0094 | 542.0 | 9214 | 0.4300 | 0.3029 | 0.6058 | 0.6058 | nan | 0.6058 | 0.0 | 0.6058 |
| 0.0094 | 543.0 | 9231 | 0.4269 | 0.3073 | 0.6146 | 0.6146 | nan | 0.6146 | 0.0 | 0.6146 |
| 0.0094 | 544.0 | 9248 | 0.4189 | 0.3094 | 0.6187 | 0.6187 | nan | 0.6187 | 0.0 | 0.6187 |
| 0.0094 | 545.0 | 9265 | 0.4332 | 0.3026 | 0.6051 | 0.6051 | nan | 0.6051 | 0.0 | 0.6051 |
| 0.0094 | 546.0 | 9282 | 0.4467 | 0.2979 | 0.5958 | 0.5958 | nan | 0.5958 | 0.0 | 0.5958 |
| 0.0094 | 547.0 | 9299 | 0.4374 | 0.3061 | 0.6123 | 0.6123 | nan | 0.6123 | 0.0 | 0.6123 |
| 0.0091 | 548.0 | 9316 | 0.4544 | 0.3011 | 0.6022 | 0.6022 | nan | 0.6022 | 0.0 | 0.6022 |
| 0.0091 | 549.0 | 9333 | 0.4334 | 0.3091 | 0.6182 | 0.6182 | nan | 0.6182 | 0.0 | 0.6182 |
| 0.0091 | 550.0 | 9350 | 0.4388 | 0.3090 | 0.6180 | 0.6180 | nan | 0.6180 | 0.0 | 0.6180 |
| 0.0091 | 551.0 | 9367 | 0.4288 | 0.3101 | 0.6203 | 0.6203 | nan | 0.6203 | 0.0 | 0.6203 |
| 0.0091 | 552.0 | 9384 | 0.4325 | 0.3087 | 0.6174 | 0.6174 | nan | 0.6174 | 0.0 | 0.6174 |
| 0.0097 | 553.0 | 9401 | 0.4342 | 0.3069 | 0.6138 | 0.6138 | nan | 0.6138 | 0.0 | 0.6138 |
| 0.0097 | 554.0 | 9418 | 0.4279 | 0.3067 | 0.6133 | 0.6133 | nan | 0.6133 | 0.0 | 0.6133 |
| 0.0097 | 555.0 | 9435 | 0.4192 | 0.3115 | 0.6230 | 0.6230 | nan | 0.6230 | 0.0 | 0.6230 |
| 0.0097 | 556.0 | 9452 | 0.4240 | 0.3130 | 0.6259 | 0.6259 | nan | 0.6259 | 0.0 | 0.6259 |
| 0.0097 | 557.0 | 9469 | 0.4238 | 0.3152 | 0.6303 | 0.6303 | nan | 0.6303 | 0.0 | 0.6303 |
| 0.0097 | 558.0 | 9486 | 0.4146 | 0.3145 | 0.6290 | 0.6290 | nan | 0.6290 | 0.0 | 0.6290 |
| 0.0097 | 559.0 | 9503 | 0.4234 | 0.3160 | 0.6320 | 0.6320 | nan | 0.6320 | 0.0 | 0.6320 |
| 0.0097 | 560.0 | 9520 | 0.4238 | 0.3083 | 0.6165 | 0.6165 | nan | 0.6165 | 0.0 | 0.6165 |
| 0.0097 | 561.0 | 9537 | 0.4251 | 0.3055 | 0.6111 | 0.6111 | nan | 0.6111 | 0.0 | 0.6111 |
| 0.0097 | 562.0 | 9554 | 0.4217 | 0.3088 | 0.6175 | 0.6175 | nan | 0.6175 | 0.0 | 0.6175 |
| 0.0097 | 563.0 | 9571 | 0.4218 | 0.3069 | 0.6139 | 0.6139 | nan | 0.6139 | 0.0 | 0.6139 |
| 0.0097 | 564.0 | 9588 | 0.4234 | 0.3081 | 0.6162 | 0.6162 | nan | 0.6162 | 0.0 | 0.6162 |
| 0.0089 | 565.0 | 9605 | 0.4242 | 0.3043 | 0.6086 | 0.6086 | nan | 0.6086 | 0.0 | 0.6086 |
| 0.0089 | 566.0 | 9622 | 0.4392 | 0.3043 | 0.6086 | 0.6086 | nan | 0.6086 | 0.0 | 0.6086 |
| 0.0089 | 567.0 | 9639 | 0.4301 | 0.3066 | 0.6133 | 0.6133 | nan | 0.6133 | 0.0 | 0.6133 |
| 0.0089 | 568.0 | 9656 | 0.4300 | 0.3075 | 0.6150 | 0.6150 | nan | 0.6150 | 0.0 | 0.6150 |
| 0.0089 | 569.0 | 9673 | 0.4263 | 0.3081 | 0.6162 | 0.6162 | nan | 0.6162 | 0.0 | 0.6162 |
| 0.0089 | 570.0 | 9690 | 0.4302 | 0.3079 | 0.6159 | 0.6159 | nan | 0.6159 | 0.0 | 0.6159 |
| 0.0089 | 571.0 | 9707 | 0.4338 | 0.3061 | 0.6122 | 0.6122 | nan | 0.6122 | 0.0 | 0.6122 |
| 0.0089 | 572.0 | 9724 | 0.4309 | 0.3053 | 0.6105 | 0.6105 | nan | 0.6105 | 0.0 | 0.6105 |
| 0.0089 | 573.0 | 9741 | 0.4282 | 0.3086 | 0.6172 | 0.6172 | nan | 0.6172 | 0.0 | 0.6172 |
| 0.0089 | 574.0 | 9758 | 0.4399 | 0.3007 | 0.6013 | 0.6013 | nan | 0.6013 | 0.0 | 0.6013 |
| 0.0089 | 575.0 | 9775 | 0.4371 | 0.3050 | 0.6100 | 0.6100 | nan | 0.6100 | 0.0 | 0.6100 |
| 0.0089 | 576.0 | 9792 | 0.4344 | 0.3053 | 0.6106 | 0.6106 | nan | 0.6106 | 0.0 | 0.6106 |
| 0.0089 | 577.0 | 9809 | 0.4336 | 0.3069 | 0.6137 | 0.6137 | nan | 0.6137 | 0.0 | 0.6137 |
| 0.0089 | 578.0 | 9826 | 0.4437 | 0.3015 | 0.6030 | 0.6030 | nan | 0.6030 | 0.0 | 0.6030 |
| 0.0089 | 579.0 | 9843 | 0.4390 | 0.3007 | 0.6014 | 0.6014 | nan | 0.6014 | 0.0 | 0.6014 |
| 0.0089 | 580.0 | 9860 | 0.4377 | 0.3007 | 0.6013 | 0.6013 | nan | 0.6013 | 0.0 | 0.6013 |
| 0.0089 | 581.0 | 9877 | 0.4508 | 0.3004 | 0.6008 | 0.6008 | nan | 0.6008 | 0.0 | 0.6008 |
| 0.0089 | 582.0 | 9894 | 0.4440 | 0.3018 | 0.6035 | 0.6035 | nan | 0.6035 | 0.0 | 0.6035 |
| 0.0087 | 583.0 | 9911 | 0.4406 | 0.3015 | 0.6029 | 0.6029 | nan | 0.6029 | 0.0 | 0.6029 |
| 0.0087 | 584.0 | 9928 | 0.4355 | 0.3040 | 0.6080 | 0.6080 | nan | 0.6080 | 0.0 | 0.6080 |
| 0.0087 | 585.0 | 9945 | 0.4343 | 0.3042 | 0.6083 | 0.6083 | nan | 0.6083 | 0.0 | 0.6083 |
| 0.0087 | 586.0 | 9962 | 0.4317 | 0.3050 | 0.6100 | 0.6100 | nan | 0.6100 | 0.0 | 0.6100 |
| 0.0087 | 587.0 | 9979 | 0.4369 | 0.3048 | 0.6097 | 0.6097 | nan | 0.6097 | 0.0 | 0.6097 |
| 0.0087 | 588.0 | 9996 | 0.4315 | 0.3057 | 0.6113 | 0.6113 | nan | 0.6113 | 0.0 | 0.6113 |
| 0.0083 | 588.24 | 10000 | 0.4306 | 0.3057 | 0.6114 | 0.6114 | nan | 0.6114 | 0.0 | 0.6114 |
### Framework versions
- Transformers 4.38.0.dev0
- Pytorch 2.1.0
- Datasets 2.14.4
- Tokenizers 0.15.1
|