End of training

e99cf83 verified 9 months ago

102 kB

	---
	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