End of training

23378f7 12 months ago

72.2 kB

	---
	license: apache-2.0
	base_model: distilbert-base-uncased
	tags:
	- generated_from_trainer
	datasets:
	- sembr2023
	metrics:
	- precision
	- recall
	- f1
	- accuracy
	model-index:
	- name: sembr2023-distilbert-base-uncased
	results:
	- task:
	name: Token Classification
	type: token-classification
	dataset:
	name: sembr2023
	type: sembr2023
	config: sembr2023
	split: test
	args: sembr2023
	metrics:
	- name: Precision
	type: precision
	value: 0.7620265497503349
	- name: Recall
	type: recall
	value: 0.8264430062078986
	- name: F1
	type: f1
	value: 0.7929286528957039
	- name: Accuracy
	type: accuracy
	value: 0.9618085989084832
	---

	<!-- 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. -->

	# sembr2023-distilbert-base-uncased

	This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the sembr2023 dataset.
	It achieves the following results on the evaluation set:
	- Loss: 0.4067
	- Precision: 0.7620
	- Recall: 0.8264
	- F1: 0.7929
	- Iou: 0.6569
	- Accuracy: 0.9618
	- Balanced Accuracy: 0.9007
	- Overall Accuracy: 0.9491

	## Model description

	More information needed

	## Intended uses & limitations

	More information needed

	## Training and evaluation data

	More information needed

	## Training procedure

	### Training hyperparameters

	The following hyperparameters were used during training:
	- learning_rate: 0.0001
	- train_batch_size: 64
	- eval_batch_size: 128
	- seed: 42
	- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
	- lr_scheduler_type: cosine
	- training_steps: 5000

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Precision \| Recall \| F1 \| Iou \| Accuracy \| Balanced Accuracy \| Overall Accuracy \|
	\|:-------------:\|:-----:\|:----:\|:---------------:\|:---------:\|:------:\|:------:\|:------:\|:--------:\|:-----------------:\|:----------------:\|
	\| 0.4044 \| 0.07 \| 10 \| 0.3985 \| 0 \| 0.0 \| 0.0 \| 0.0 \| 0.9115 \| 0.5 \| 0.9115 \|
	\| 0.3812 \| 0.14 \| 20 \| 0.3805 \| 0 \| 0.0 \| 0.0 \| 0.0 \| 0.9115 \| 0.5 \| 0.9115 \|
	\| 0.3625 \| 0.21 \| 30 \| 0.3230 \| 0.9048 \| 0.0025 \| 0.0050 \| 0.0025 \| 0.9117 \| 0.5012 \| 0.9117 \|
	\| 0.26 \| 0.28 \| 40 \| 0.2489 \| 0.8689 \| 0.2993 \| 0.4452 \| 0.2864 \| 0.9340 \| 0.6475 \| 0.9306 \|
	\| 0.2189 \| 0.35 \| 50 \| 0.2131 \| 0.7638 \| 0.6234 \| 0.6865 \| 0.5226 \| 0.9496 \| 0.8024 \| 0.9369 \|
	\| 0.1858 \| 0.42 \| 60 \| 0.1959 \| 0.7855 \| 0.6977 \| 0.7390 \| 0.5860 \| 0.9564 \| 0.8396 \| 0.9411 \|
	\| 0.1814 \| 0.49 \| 70 \| 0.2147 \| 0.6614 \| 0.8093 \| 0.7279 \| 0.5722 \| 0.9465 \| 0.8845 \| 0.9256 \|
	\| 0.1546 \| 0.56 \| 80 \| 0.1806 \| 0.7952 \| 0.7364 \| 0.7646 \| 0.6190 \| 0.9599 \| 0.8590 \| 0.9422 \|
	\| 0.1348 \| 0.62 \| 90 \| 0.1702 \| 0.7701 \| 0.7685 \| 0.7693 \| 0.6251 \| 0.9592 \| 0.8731 \| 0.9418 \|
	\| 0.1233 \| 0.69 \| 100 \| 0.1692 \| 0.8123 \| 0.7440 \| 0.7766 \| 0.6348 \| 0.9621 \| 0.8637 \| 0.9468 \|
	\| 0.1175 \| 0.76 \| 110 \| 0.1745 \| 0.8160 \| 0.7430 \| 0.7778 \| 0.6364 \| 0.9624 \| 0.8634 \| 0.9449 \|
	\| 0.1251 \| 0.83 \| 120 \| 0.1897 \| 0.7078 \| 0.8260 \| 0.7624 \| 0.6160 \| 0.9544 \| 0.8965 \| 0.9368 \|
	\| 0.0936 \| 0.9 \| 130 \| 0.1635 \| 0.7832 \| 0.7912 \| 0.7872 \| 0.6490 \| 0.9621 \| 0.8850 \| 0.9443 \|
	\| 0.0816 \| 0.97 \| 140 \| 0.1713 \| 0.7883 \| 0.7852 \| 0.7867 \| 0.6485 \| 0.9623 \| 0.8824 \| 0.9451 \|
	\| 0.0804 \| 1.04 \| 150 \| 0.1615 \| 0.7769 \| 0.8132 \| 0.7947 \| 0.6593 \| 0.9628 \| 0.8953 \| 0.9475 \|
	\| 0.0719 \| 1.11 \| 160 \| 0.1560 \| 0.7848 \| 0.8058 \| 0.7952 \| 0.6600 \| 0.9633 \| 0.8922 \| 0.9482 \|
	\| 0.0662 \| 1.18 \| 170 \| 0.1867 \| 0.7452 \| 0.8212 \| 0.7813 \| 0.6411 \| 0.9593 \| 0.8970 \| 0.9431 \|
	\| 0.0736 \| 1.25 \| 180 \| 0.1560 \| 0.8034 \| 0.7920 \| 0.7977 \| 0.6634 \| 0.9644 \| 0.8866 \| 0.9519 \|
	\| 0.079 \| 1.32 \| 190 \| 0.1875 \| 0.7420 \| 0.8287 \| 0.7829 \| 0.6433 \| 0.9593 \| 0.9004 \| 0.9439 \|
	\| 0.0756 \| 1.39 \| 200 \| 0.1659 \| 0.7833 \| 0.8039 \| 0.7934 \| 0.6576 \| 0.9630 \| 0.8911 \| 0.9476 \|
	\| 0.0657 \| 1.46 \| 210 \| 0.1715 \| 0.7907 \| 0.8015 \| 0.7961 \| 0.6612 \| 0.9637 \| 0.8904 \| 0.9478 \|
	\| 0.0576 \| 1.53 \| 220 \| 0.1929 \| 0.7594 \| 0.8177 \| 0.7875 \| 0.6495 \| 0.9610 \| 0.8963 \| 0.9433 \|
	\| 0.0582 \| 1.6 \| 230 \| 0.1563 \| 0.8275 \| 0.7591 \| 0.7918 \| 0.6554 \| 0.9647 \| 0.8719 \| 0.9526 \|
	\| 0.0572 \| 1.67 \| 240 \| 0.1882 \| 0.7681 \| 0.8148 \| 0.7907 \| 0.6539 \| 0.9618 \| 0.8955 \| 0.9457 \|
	\| 0.0651 \| 1.74 \| 250 \| 0.1674 \| 0.7762 \| 0.8081 \| 0.7918 \| 0.6554 \| 0.9624 \| 0.8927 \| 0.9495 \|
	\| 0.0537 \| 1.81 \| 260 \| 0.1659 \| 0.7770 \| 0.8083 \| 0.7924 \| 0.6562 \| 0.9625 \| 0.8929 \| 0.9480 \|
	\| 0.0541 \| 1.88 \| 270 \| 0.1689 \| 0.7543 \| 0.8222 \| 0.7868 \| 0.6485 \| 0.9606 \| 0.8981 \| 0.9471 \|
	\| 0.0582 \| 1.94 \| 280 \| 0.1609 \| 0.7774 \| 0.8167 \| 0.7966 \| 0.6619 \| 0.9631 \| 0.8970 \| 0.9528 \|
	\| 0.0471 \| 2.01 \| 290 \| 0.1887 \| 0.7562 \| 0.8279 \| 0.7904 \| 0.6535 \| 0.9612 \| 0.9010 \| 0.9460 \|
	\| 0.0372 \| 2.08 \| 300 \| 0.1692 \| 0.7662 \| 0.8188 \| 0.7916 \| 0.6551 \| 0.9619 \| 0.8973 \| 0.9493 \|
	\| 0.0416 \| 2.15 \| 310 \| 0.2022 \| 0.7540 \| 0.8221 \| 0.7866 \| 0.6482 \| 0.9605 \| 0.8980 \| 0.9463 \|
	\| 0.0411 \| 2.22 \| 320 \| 0.2024 \| 0.7574 \| 0.8243 \| 0.7895 \| 0.6521 \| 0.9611 \| 0.8994 \| 0.9468 \|
	\| 0.0424 \| 2.29 \| 330 \| 0.1850 \| 0.7730 \| 0.8152 \| 0.7936 \| 0.6578 \| 0.9625 \| 0.8960 \| 0.9498 \|
	\| 0.0438 \| 2.36 \| 340 \| 0.1888 \| 0.7715 \| 0.8140 \| 0.7922 \| 0.6559 \| 0.9622 \| 0.8953 \| 0.9490 \|
	\| 0.0342 \| 2.43 \| 350 \| 0.1905 \| 0.7734 \| 0.8167 \| 0.7944 \| 0.6590 \| 0.9626 \| 0.8967 \| 0.9478 \|
	\| 0.0302 \| 2.5 \| 360 \| 0.1734 \| 0.8042 \| 0.7954 \| 0.7998 \| 0.6664 \| 0.9648 \| 0.8883 \| 0.9528 \|
	\| 0.0325 \| 2.57 \| 370 \| 0.1770 \| 0.7926 \| 0.7969 \| 0.7947 \| 0.6593 \| 0.9636 \| 0.8883 \| 0.9521 \|
	\| 0.0349 \| 2.64 \| 380 \| 0.1968 \| 0.7564 \| 0.8251 \| 0.7893 \| 0.6519 \| 0.9610 \| 0.8997 \| 0.9475 \|
	\| 0.0416 \| 2.71 \| 390 \| 0.1859 \| 0.7648 \| 0.8167 \| 0.7899 \| 0.6528 \| 0.9616 \| 0.8961 \| 0.9467 \|
	\| 0.0329 \| 2.78 \| 400 \| 0.1908 \| 0.7643 \| 0.8231 \| 0.7926 \| 0.6565 \| 0.9619 \| 0.8992 \| 0.9495 \|
	\| 0.0295 \| 2.85 \| 410 \| 0.1853 \| 0.8073 \| 0.7856 \| 0.7963 \| 0.6616 \| 0.9644 \| 0.8837 \| 0.9519 \|
	\| 0.0323 \| 2.92 \| 420 \| 0.2054 \| 0.7354 \| 0.8389 \| 0.7837 \| 0.6444 \| 0.9590 \| 0.9048 \| 0.9453 \|
	\| 0.0243 \| 2.99 \| 430 \| 0.1907 \| 0.7679 \| 0.8179 \| 0.7921 \| 0.6557 \| 0.9620 \| 0.8969 \| 0.9495 \|
	\| 0.0335 \| 3.06 \| 440 \| 0.2236 \| 0.7619 \| 0.8237 \| 0.7916 \| 0.6550 \| 0.9616 \| 0.8993 \| 0.9473 \|
	\| 0.0253 \| 3.12 \| 450 \| 0.1981 \| 0.7736 \| 0.8011 \| 0.7871 \| 0.6489 \| 0.9617 \| 0.8892 \| 0.9506 \|
	\| 0.0303 \| 3.19 \| 460 \| 0.2123 \| 0.7755 \| 0.8167 \| 0.7955 \| 0.6605 \| 0.9629 \| 0.8969 \| 0.9501 \|
	\| 0.0239 \| 3.26 \| 470 \| 0.2166 \| 0.7530 \| 0.8196 \| 0.7849 \| 0.6460 \| 0.9603 \| 0.8967 \| 0.9470 \|
	\| 0.0229 \| 3.33 \| 480 \| 0.2032 \| 0.7565 \| 0.8204 \| 0.7871 \| 0.6490 \| 0.9607 \| 0.8974 \| 0.9498 \|
	\| 0.0178 \| 3.4 \| 490 \| 0.2072 \| 0.7636 \| 0.8193 \| 0.7905 \| 0.6536 \| 0.9616 \| 0.8973 \| 0.9492 \|
	\| 0.0188 \| 3.47 \| 500 \| 0.2136 \| 0.7554 \| 0.8241 \| 0.7883 \| 0.6505 \| 0.9608 \| 0.8991 \| 0.9476 \|
	\| 0.0211 \| 3.54 \| 510 \| 0.2295 \| 0.7346 \| 0.8383 \| 0.7830 \| 0.6435 \| 0.9589 \| 0.9045 \| 0.9455 \|
	\| 0.0169 \| 3.61 \| 520 \| 0.2142 \| 0.7645 \| 0.8226 \| 0.7925 \| 0.6563 \| 0.9619 \| 0.8990 \| 0.9487 \|
	\| 0.0189 \| 3.68 \| 530 \| 0.2160 \| 0.7708 \| 0.8113 \| 0.7905 \| 0.6536 \| 0.9620 \| 0.8939 \| 0.9497 \|
	\| 0.0191 \| 3.75 \| 540 \| 0.2227 \| 0.7790 \| 0.8087 \| 0.7936 \| 0.6578 \| 0.9628 \| 0.8932 \| 0.9498 \|
	\| 0.02 \| 3.82 \| 550 \| 0.2276 \| 0.7388 \| 0.8367 \| 0.7847 \| 0.6457 \| 0.9594 \| 0.9040 \| 0.9456 \|
	\| 0.0213 \| 3.89 \| 560 \| 0.2201 \| 0.7586 \| 0.8138 \| 0.7852 \| 0.6463 \| 0.9606 \| 0.8943 \| 0.9476 \|
	\| 0.0155 \| 3.96 \| 570 \| 0.2211 \| 0.7269 \| 0.8407 \| 0.7797 \| 0.6389 \| 0.9580 \| 0.9050 \| 0.9470 \|
	\| 0.0146 \| 4.03 \| 580 \| 0.2247 \| 0.7587 \| 0.8160 \| 0.7863 \| 0.6479 \| 0.9608 \| 0.8954 \| 0.9477 \|
	\| 0.0147 \| 4.1 \| 590 \| 0.2316 \| 0.7644 \| 0.8132 \| 0.7880 \| 0.6502 \| 0.9613 \| 0.8945 \| 0.9483 \|
	\| 0.0156 \| 4.17 \| 600 \| 0.2323 \| 0.7639 \| 0.8214 \| 0.7916 \| 0.6551 \| 0.9617 \| 0.8984 \| 0.9506 \|
	\| 0.0132 \| 4.24 \| 610 \| 0.2471 \| 0.7413 \| 0.8350 \| 0.7854 \| 0.6466 \| 0.9596 \| 0.9034 \| 0.9469 \|
	\| 0.0167 \| 4.31 \| 620 \| 0.2340 \| 0.7784 \| 0.7992 \| 0.7887 \| 0.6511 \| 0.9621 \| 0.8886 \| 0.9486 \|
	\| 0.0155 \| 4.38 \| 630 \| 0.2316 \| 0.7337 \| 0.8344 \| 0.7808 \| 0.6404 \| 0.9585 \| 0.9025 \| 0.9477 \|
	\| 0.0178 \| 4.44 \| 640 \| 0.2227 \| 0.7834 \| 0.8025 \| 0.7928 \| 0.6568 \| 0.9629 \| 0.8905 \| 0.9501 \|
	\| 0.0161 \| 4.51 \| 650 \| 0.2466 \| 0.7292 \| 0.8393 \| 0.7804 \| 0.6398 \| 0.9582 \| 0.9045 \| 0.9456 \|
	\| 0.0139 \| 4.58 \| 660 \| 0.2617 \| 0.7376 \| 0.8217 \| 0.7774 \| 0.6358 \| 0.9584 \| 0.8967 \| 0.9441 \|
	\| 0.0141 \| 4.65 \| 670 \| 0.2386 \| 0.7556 \| 0.8196 \| 0.7863 \| 0.6478 \| 0.9606 \| 0.8969 \| 0.9476 \|
	\| 0.0136 \| 4.72 \| 680 \| 0.2414 \| 0.7530 \| 0.8223 \| 0.7862 \| 0.6477 \| 0.9604 \| 0.8981 \| 0.9472 \|
	\| 0.0121 \| 4.79 \| 690 \| 0.2413 \| 0.7499 \| 0.8267 \| 0.7865 \| 0.6481 \| 0.9603 \| 0.9000 \| 0.9470 \|
	\| 0.011 \| 4.86 \| 700 \| 0.2447 \| 0.7672 \| 0.8095 \| 0.7878 \| 0.6499 \| 0.9614 \| 0.8928 \| 0.9482 \|
	\| 0.0167 \| 4.93 \| 710 \| 0.2438 \| 0.7629 \| 0.8087 \| 0.7852 \| 0.6463 \| 0.9608 \| 0.8922 \| 0.9485 \|
	\| 0.0132 \| 5.0 \| 720 \| 0.2583 \| 0.7353 \| 0.8340 \| 0.7815 \| 0.6414 \| 0.9587 \| 0.9024 \| 0.9472 \|
	\| 0.0111 \| 5.07 \| 730 \| 0.2514 \| 0.7654 \| 0.8131 \| 0.7885 \| 0.6509 \| 0.9614 \| 0.8945 \| 0.9507 \|
	\| 0.0091 \| 5.14 \| 740 \| 0.2417 \| 0.7553 \| 0.8196 \| 0.7861 \| 0.6476 \| 0.9605 \| 0.8969 \| 0.9500 \|
	\| 0.0093 \| 5.21 \| 750 \| 0.2570 \| 0.7454 \| 0.8231 \| 0.7823 \| 0.6425 \| 0.9595 \| 0.8979 \| 0.9466 \|
	\| 0.0108 \| 5.28 \| 760 \| 0.2699 \| 0.7632 \| 0.8094 \| 0.7856 \| 0.6470 \| 0.9609 \| 0.8925 \| 0.9478 \|
	\| 0.0113 \| 5.35 \| 770 \| 0.2447 \| 0.7684 \| 0.8013 \| 0.7845 \| 0.6454 \| 0.9610 \| 0.8889 \| 0.9486 \|
	\| 0.0095 \| 5.42 \| 780 \| 0.2600 \| 0.7651 \| 0.8148 \| 0.7892 \| 0.6518 \| 0.9615 \| 0.8953 \| 0.9492 \|
	\| 0.0102 \| 5.49 \| 790 \| 0.2526 \| 0.7461 \| 0.8301 \| 0.7859 \| 0.6473 \| 0.9600 \| 0.9014 \| 0.9492 \|
	\| 0.0074 \| 5.56 \| 800 \| 0.2671 \| 0.7471 \| 0.8251 \| 0.7842 \| 0.6450 \| 0.9598 \| 0.8990 \| 0.9483 \|
	\| 0.013 \| 5.62 \| 810 \| 0.2597 \| 0.7337 \| 0.8357 \| 0.7814 \| 0.6412 \| 0.9586 \| 0.9031 \| 0.9488 \|
	\| 0.009 \| 5.69 \| 820 \| 0.2585 \| 0.7793 \| 0.8002 \| 0.7896 \| 0.6523 \| 0.9623 \| 0.8891 \| 0.9503 \|
	\| 0.0083 \| 5.76 \| 830 \| 0.2455 \| 0.7634 \| 0.8204 \| 0.7909 \| 0.6541 \| 0.9616 \| 0.8978 \| 0.9506 \|
	\| 0.0131 \| 5.83 \| 840 \| 0.2434 \| 0.7678 \| 0.8123 \| 0.7894 \| 0.6521 \| 0.9617 \| 0.8942 \| 0.9498 \|
	\| 0.0096 \| 5.9 \| 850 \| 0.2683 \| 0.7468 \| 0.8274 \| 0.7850 \| 0.6461 \| 0.9599 \| 0.9001 \| 0.9474 \|
	\| 0.0089 \| 5.97 \| 860 \| 0.2687 \| 0.7326 \| 0.8391 \| 0.7822 \| 0.6424 \| 0.9587 \| 0.9047 \| 0.9462 \|
	\| 0.0065 \| 6.04 \| 870 \| 0.3050 \| 0.7296 \| 0.8404 \| 0.7811 \| 0.6409 \| 0.9583 \| 0.9051 \| 0.9456 \|
	\| 0.0064 \| 6.11 \| 880 \| 0.2895 \| 0.7431 \| 0.8299 \| 0.7841 \| 0.6449 \| 0.9596 \| 0.9010 \| 0.9474 \|
	\| 0.0057 \| 6.18 \| 890 \| 0.2819 \| 0.7631 \| 0.8049 \| 0.7834 \| 0.6440 \| 0.9606 \| 0.8903 \| 0.9480 \|
	\| 0.008 \| 6.25 \| 900 \| 0.2882 \| 0.7539 \| 0.8234 \| 0.7871 \| 0.6490 \| 0.9606 \| 0.8987 \| 0.9489 \|
	\| 0.01 \| 6.32 \| 910 \| 0.2661 \| 0.7397 \| 0.8263 \| 0.7806 \| 0.6401 \| 0.9589 \| 0.8990 \| 0.9481 \|
	\| 0.009 \| 6.39 \| 920 \| 0.2615 \| 0.7526 \| 0.8202 \| 0.7850 \| 0.6461 \| 0.9602 \| 0.8970 \| 0.9493 \|
	\| 0.0075 \| 6.46 \| 930 \| 0.2813 \| 0.7466 \| 0.8185 \| 0.7809 \| 0.6406 \| 0.9594 \| 0.8958 \| 0.9460 \|
	\| 0.0087 \| 6.53 \| 940 \| 0.2920 \| 0.7187 \| 0.8435 \| 0.7761 \| 0.6341 \| 0.9569 \| 0.9057 \| 0.9434 \|
	\| 0.01 \| 6.6 \| 950 \| 0.3029 \| 0.7336 \| 0.8362 \| 0.7816 \| 0.6414 \| 0.9586 \| 0.9034 \| 0.9465 \|
	\| 0.0097 \| 6.67 \| 960 \| 0.2884 \| 0.7340 \| 0.8379 \| 0.7825 \| 0.6428 \| 0.9588 \| 0.9042 \| 0.9439 \|
	\| 0.0085 \| 6.74 \| 970 \| 0.2585 \| 0.7882 \| 0.7961 \| 0.7921 \| 0.6558 \| 0.9630 \| 0.8876 \| 0.9513 \|
	\| 0.0108 \| 6.81 \| 980 \| 0.2473 \| 0.7426 \| 0.8311 \| 0.7843 \| 0.6452 \| 0.9596 \| 0.9016 \| 0.9481 \|
	\| 0.0069 \| 6.88 \| 990 \| 0.3008 \| 0.7397 \| 0.8395 \| 0.7864 \| 0.6480 \| 0.9597 \| 0.9054 \| 0.9452 \|
	\| 0.0065 \| 6.94 \| 1000 \| 0.2674 \| 0.7489 \| 0.8253 \| 0.7852 \| 0.6464 \| 0.9601 \| 0.8992 \| 0.9476 \|
	\| 0.0073 \| 7.01 \| 1010 \| 0.2632 \| 0.7700 \| 0.8097 \| 0.7893 \| 0.6520 \| 0.9618 \| 0.8931 \| 0.9494 \|
	\| 0.0065 \| 7.08 \| 1020 \| 0.2967 \| 0.7702 \| 0.8119 \| 0.7905 \| 0.6536 \| 0.9619 \| 0.8942 \| 0.9496 \|
	\| 0.006 \| 7.15 \| 1030 \| 0.2652 \| 0.7758 \| 0.8029 \| 0.7891 \| 0.6517 \| 0.9620 \| 0.8902 \| 0.9510 \|
	\| 0.0057 \| 7.22 \| 1040 \| 0.2660 \| 0.7752 \| 0.8090 \| 0.7918 \| 0.6553 \| 0.9623 \| 0.8931 \| 0.9505 \|
	\| 0.0083 \| 7.29 \| 1050 \| 0.2830 \| 0.7505 \| 0.8222 \| 0.7847 \| 0.6457 \| 0.9601 \| 0.8978 \| 0.9477 \|
	\| 0.0037 \| 7.36 \| 1060 \| 0.2928 \| 0.7778 \| 0.8046 \| 0.7910 \| 0.6543 \| 0.9624 \| 0.8912 \| 0.9509 \|
	\| 0.0067 \| 7.43 \| 1070 \| 0.2678 \| 0.7534 \| 0.8198 \| 0.7852 \| 0.6464 \| 0.9603 \| 0.8969 \| 0.9487 \|
	\| 0.0081 \| 7.5 \| 1080 \| 0.2849 \| 0.7718 \| 0.8147 \| 0.7926 \| 0.6565 \| 0.9623 \| 0.8957 \| 0.9499 \|
	\| 0.0049 \| 7.57 \| 1090 \| 0.2787 \| 0.7351 \| 0.8272 \| 0.7784 \| 0.6373 \| 0.9583 \| 0.8991 \| 0.9457 \|
	\| 0.0061 \| 7.64 \| 1100 \| 0.3090 \| 0.7580 \| 0.8164 \| 0.7861 \| 0.6476 \| 0.9607 \| 0.8956 \| 0.9476 \|
	\| 0.0061 \| 7.71 \| 1110 \| 0.2962 \| 0.7565 \| 0.8180 \| 0.7861 \| 0.6475 \| 0.9606 \| 0.8962 \| 0.9477 \|
	\| 0.0058 \| 7.78 \| 1120 \| 0.3089 \| 0.7612 \| 0.8209 \| 0.7899 \| 0.6528 \| 0.9614 \| 0.8979 \| 0.9481 \|
	\| 0.0056 \| 7.85 \| 1130 \| 0.2688 \| 0.7565 \| 0.8109 \| 0.7827 \| 0.6430 \| 0.9602 \| 0.8928 \| 0.9477 \|
	\| 0.0076 \| 7.92 \| 1140 \| 0.2946 \| 0.7531 \| 0.8164 \| 0.7835 \| 0.6441 \| 0.9601 \| 0.8952 \| 0.9474 \|
	\| 0.0056 \| 7.99 \| 1150 \| 0.2830 \| 0.7620 \| 0.8093 \| 0.7849 \| 0.6460 \| 0.9608 \| 0.8924 \| 0.9490 \|
	\| 0.0043 \| 8.06 \| 1160 \| 0.2700 \| 0.7501 \| 0.8278 \| 0.7870 \| 0.6488 \| 0.9604 \| 0.9005 \| 0.9495 \|
	\| 0.0064 \| 8.12 \| 1170 \| 0.2852 \| 0.7476 \| 0.8330 \| 0.7880 \| 0.6502 \| 0.9603 \| 0.9029 \| 0.9481 \|
	\| 0.0043 \| 8.19 \| 1180 \| 0.3124 \| 0.7422 \| 0.8337 \| 0.7853 \| 0.6465 \| 0.9597 \| 0.9028 \| 0.9479 \|
	\| 0.0059 \| 8.26 \| 1190 \| 0.3273 \| 0.7572 \| 0.8242 \| 0.7893 \| 0.6519 \| 0.9611 \| 0.8993 \| 0.9466 \|
	\| 0.0055 \| 8.33 \| 1200 \| 0.3113 \| 0.7606 \| 0.8193 \| 0.7889 \| 0.6514 \| 0.9612 \| 0.8971 \| 0.9468 \|
	\| 0.0076 \| 8.4 \| 1210 \| 0.3085 \| 0.7655 \| 0.8139 \| 0.7889 \| 0.6514 \| 0.9615 \| 0.8948 \| 0.9486 \|
	\| 0.0064 \| 8.47 \| 1220 \| 0.3107 \| 0.7436 \| 0.8143 \| 0.7773 \| 0.6358 \| 0.9587 \| 0.8935 \| 0.9454 \|
	\| 0.0067 \| 8.54 \| 1230 \| 0.2876 \| 0.7760 \| 0.7996 \| 0.7876 \| 0.6496 \| 0.9618 \| 0.8886 \| 0.9497 \|
	\| 0.0056 \| 8.61 \| 1240 \| 0.2885 \| 0.7477 \| 0.8185 \| 0.7815 \| 0.6414 \| 0.9595 \| 0.8959 \| 0.9475 \|
	\| 0.0055 \| 8.68 \| 1250 \| 0.2806 \| 0.7596 \| 0.8124 \| 0.7851 \| 0.6462 \| 0.9607 \| 0.8937 \| 0.9486 \|
	\| 0.0042 \| 8.75 \| 1260 \| 0.3050 \| 0.7629 \| 0.8094 \| 0.7854 \| 0.6467 \| 0.9609 \| 0.8925 \| 0.9489 \|
	\| 0.0036 \| 8.82 \| 1270 \| 0.3332 \| 0.7343 \| 0.8268 \| 0.7778 \| 0.6364 \| 0.9582 \| 0.8989 \| 0.9449 \|
	\| 0.0052 \| 8.89 \| 1280 \| 0.3299 \| 0.7200 \| 0.8340 \| 0.7728 \| 0.6298 \| 0.9566 \| 0.9012 \| 0.9444 \|
	\| 0.0059 \| 8.96 \| 1290 \| 0.3039 \| 0.7459 \| 0.8220 \| 0.7821 \| 0.6421 \| 0.9595 \| 0.8974 \| 0.9467 \|
	\| 0.006 \| 9.03 \| 1300 \| 0.2971 \| 0.7554 \| 0.8249 \| 0.7886 \| 0.6510 \| 0.9609 \| 0.8995 \| 0.9496 \|
	\| 0.0044 \| 9.1 \| 1310 \| 0.2904 \| 0.7627 \| 0.8111 \| 0.7861 \| 0.6476 \| 0.9610 \| 0.8933 \| 0.9489 \|
	\| 0.0025 \| 9.17 \| 1320 \| 0.3074 \| 0.7595 \| 0.8218 \| 0.7894 \| 0.6521 \| 0.9612 \| 0.8983 \| 0.9490 \|
	\| 0.0036 \| 9.24 \| 1330 \| 0.3025 \| 0.7517 \| 0.8251 \| 0.7867 \| 0.6484 \| 0.9604 \| 0.8993 \| 0.9473 \|
	\| 0.0045 \| 9.31 \| 1340 \| 0.3297 \| 0.7543 \| 0.8208 \| 0.7861 \| 0.6476 \| 0.9605 \| 0.8974 \| 0.9463 \|
	\| 0.0045 \| 9.38 \| 1350 \| 0.3389 \| 0.7446 \| 0.8246 \| 0.7826 \| 0.6428 \| 0.9595 \| 0.8986 \| 0.9455 \|
	\| 0.0044 \| 9.44 \| 1360 \| 0.3234 \| 0.7570 \| 0.8183 \| 0.7864 \| 0.6480 \| 0.9607 \| 0.8964 \| 0.9468 \|
	\| 0.004 \| 9.51 \| 1370 \| 0.2960 \| 0.7552 \| 0.8124 \| 0.7828 \| 0.6431 \| 0.9601 \| 0.8934 \| 0.9484 \|
	\| 0.0034 \| 9.58 \| 1380 \| 0.3135 \| 0.7355 \| 0.8300 \| 0.7799 \| 0.6392 \| 0.9585 \| 0.9005 \| 0.9454 \|
	\| 0.0037 \| 9.65 \| 1390 \| 0.3199 \| 0.7599 \| 0.8167 \| 0.7872 \| 0.6491 \| 0.9609 \| 0.8958 \| 0.9483 \|
	\| 0.0031 \| 9.72 \| 1400 \| 0.2958 \| 0.7707 \| 0.8045 \| 0.7873 \| 0.6492 \| 0.9615 \| 0.8906 \| 0.9497 \|
	\| 0.0056 \| 9.79 \| 1410 \| 0.2923 \| 0.7875 \| 0.8033 \| 0.7953 \| 0.6602 \| 0.9634 \| 0.8911 \| 0.9524 \|
	\| 0.0041 \| 9.86 \| 1420 \| 0.3007 \| 0.7853 \| 0.8033 \| 0.7942 \| 0.6587 \| 0.9632 \| 0.8910 \| 0.9493 \|
	\| 0.0045 \| 9.93 \| 1430 \| 0.2946 \| 0.7739 \| 0.8122 \| 0.7926 \| 0.6565 \| 0.9624 \| 0.8946 \| 0.9497 \|
	\| 0.0038 \| 10.0 \| 1440 \| 0.2966 \| 0.7665 \| 0.8239 \| 0.7942 \| 0.6586 \| 0.9622 \| 0.8998 \| 0.9506 \|
	\| 0.0034 \| 10.07 \| 1450 \| 0.3444 \| 0.7657 \| 0.8296 \| 0.7964 \| 0.6616 \| 0.9625 \| 0.9025 \| 0.9491 \|
	\| 0.0039 \| 10.14 \| 1460 \| 0.3293 \| 0.7460 \| 0.8367 \| 0.7888 \| 0.6512 \| 0.9603 \| 0.9045 \| 0.9476 \|
	\| 0.0037 \| 10.21 \| 1470 \| 0.3170 \| 0.7692 \| 0.8241 \| 0.7957 \| 0.6607 \| 0.9626 \| 0.9000 \| 0.9488 \|
	\| 0.0026 \| 10.28 \| 1480 \| 0.2905 \| 0.7707 \| 0.8225 \| 0.7957 \| 0.6608 \| 0.9626 \| 0.8994 \| 0.9501 \|
	\| 0.0022 \| 10.35 \| 1490 \| 0.3046 \| 0.7745 \| 0.8135 \| 0.7935 \| 0.6577 \| 0.9625 \| 0.8953 \| 0.9497 \|
	\| 0.002 \| 10.42 \| 1500 \| 0.3164 \| 0.7673 \| 0.8226 \| 0.7940 \| 0.6584 \| 0.9622 \| 0.8992 \| 0.9495 \|
	\| 0.0027 \| 10.49 \| 1510 \| 0.3068 \| 0.7515 \| 0.8365 \| 0.7917 \| 0.6553 \| 0.9611 \| 0.9048 \| 0.9485 \|
	\| 0.0028 \| 10.56 \| 1520 \| 0.3090 \| 0.7674 \| 0.8235 \| 0.7945 \| 0.6590 \| 0.9623 \| 0.8997 \| 0.9497 \|
	\| 0.0035 \| 10.62 \| 1530 \| 0.3240 \| 0.7685 \| 0.8123 \| 0.7898 \| 0.6526 \| 0.9617 \| 0.8943 \| 0.9493 \|
	\| 0.0029 \| 10.69 \| 1540 \| 0.3074 \| 0.7807 \| 0.8083 \| 0.7943 \| 0.6588 \| 0.9630 \| 0.8932 \| 0.9499 \|
	\| 0.0031 \| 10.76 \| 1550 \| 0.3121 \| 0.7636 \| 0.8239 \| 0.7926 \| 0.6565 \| 0.9619 \| 0.8996 \| 0.9515 \|
	\| 0.0029 \| 10.83 \| 1560 \| 0.3198 \| 0.7565 \| 0.8304 \| 0.7917 \| 0.6552 \| 0.9613 \| 0.9022 \| 0.9489 \|
	\| 0.003 \| 10.9 \| 1570 \| 0.3207 \| 0.7681 \| 0.8208 \| 0.7936 \| 0.6578 \| 0.9622 \| 0.8984 \| 0.9498 \|
	\| 0.0022 \| 10.97 \| 1580 \| 0.3139 \| 0.7792 \| 0.8103 \| 0.7945 \| 0.6590 \| 0.9629 \| 0.8940 \| 0.9511 \|
	\| 0.0022 \| 11.04 \| 1590 \| 0.3254 \| 0.7658 \| 0.8177 \| 0.7909 \| 0.6542 \| 0.9618 \| 0.8967 \| 0.9489 \|
	\| 0.0026 \| 11.11 \| 1600 \| 0.3404 \| 0.7626 \| 0.8246 \| 0.7924 \| 0.6561 \| 0.9618 \| 0.8998 \| 0.9498 \|
	\| 0.0033 \| 11.18 \| 1610 \| 0.3316 \| 0.7423 \| 0.8391 \| 0.7878 \| 0.6499 \| 0.9600 \| 0.9054 \| 0.9469 \|
	\| 0.0019 \| 11.25 \| 1620 \| 0.3167 \| 0.7522 \| 0.8270 \| 0.7878 \| 0.6499 \| 0.9606 \| 0.9003 \| 0.9475 \|
	\| 0.0041 \| 11.32 \| 1630 \| 0.3387 \| 0.7567 \| 0.8276 \| 0.7906 \| 0.6537 \| 0.9612 \| 0.9009 \| 0.9483 \|
	\| 0.0028 \| 11.39 \| 1640 \| 0.3365 \| 0.7490 \| 0.8332 \| 0.7888 \| 0.6513 \| 0.9605 \| 0.9030 \| 0.9478 \|
	\| 0.0033 \| 11.46 \| 1650 \| 0.3313 \| 0.7512 \| 0.8254 \| 0.7865 \| 0.6482 \| 0.9604 \| 0.8994 \| 0.9481 \|
	\| 0.0041 \| 11.53 \| 1660 \| 0.3290 \| 0.7667 \| 0.8214 \| 0.7931 \| 0.6572 \| 0.9621 \| 0.8986 \| 0.9497 \|
	\| 0.0026 \| 11.6 \| 1670 \| 0.3249 \| 0.7623 \| 0.8177 \| 0.7890 \| 0.6515 \| 0.9613 \| 0.8965 \| 0.9490 \|
	\| 0.0029 \| 11.67 \| 1680 \| 0.3270 \| 0.7617 \| 0.8276 \| 0.7933 \| 0.6574 \| 0.9618 \| 0.9013 \| 0.9490 \|
	\| 0.003 \| 11.74 \| 1690 \| 0.3220 \| 0.7553 \| 0.8316 \| 0.7916 \| 0.6551 \| 0.9613 \| 0.9027 \| 0.9489 \|
	\| 0.0022 \| 11.81 \| 1700 \| 0.3279 \| 0.7474 \| 0.8393 \| 0.7906 \| 0.6538 \| 0.9607 \| 0.9059 \| 0.9481 \|
	\| 0.0038 \| 11.88 \| 1710 \| 0.3338 \| 0.7481 \| 0.8315 \| 0.7876 \| 0.6496 \| 0.9603 \| 0.9021 \| 0.9476 \|
	\| 0.0021 \| 11.94 \| 1720 \| 0.3371 \| 0.7608 \| 0.8262 \| 0.7921 \| 0.6558 \| 0.9616 \| 0.9005 \| 0.9488 \|
	\| 0.0034 \| 12.01 \| 1730 \| 0.2970 \| 0.7611 \| 0.8231 \| 0.7909 \| 0.6541 \| 0.9615 \| 0.8990 \| 0.9496 \|
	\| 0.0026 \| 12.08 \| 1740 \| 0.3286 \| 0.7646 \| 0.8263 \| 0.7943 \| 0.6587 \| 0.9621 \| 0.9008 \| 0.9486 \|
	\| 0.0028 \| 12.15 \| 1750 \| 0.3328 \| 0.7537 \| 0.8381 \| 0.7936 \| 0.6579 \| 0.9614 \| 0.9057 \| 0.9493 \|
	\| 0.0027 \| 12.22 \| 1760 \| 0.3360 \| 0.7660 \| 0.8292 \| 0.7963 \| 0.6616 \| 0.9625 \| 0.9023 \| 0.9486 \|
	\| 0.0011 \| 12.29 \| 1770 \| 0.3393 \| 0.7689 \| 0.8194 \| 0.7934 \| 0.6575 \| 0.9622 \| 0.8978 \| 0.9486 \|
	\| 0.0022 \| 12.36 \| 1780 \| 0.3074 \| 0.7634 \| 0.8242 \| 0.7926 \| 0.6565 \| 0.9618 \| 0.8997 \| 0.9497 \|
	\| 0.0034 \| 12.43 \| 1790 \| 0.2978 \| 0.7716 \| 0.8168 \| 0.7935 \| 0.6577 \| 0.9624 \| 0.8967 \| 0.9515 \|
	\| 0.0022 \| 12.5 \| 1800 \| 0.3406 \| 0.7615 \| 0.8296 \| 0.7941 \| 0.6585 \| 0.9619 \| 0.9022 \| 0.9474 \|
	\| 0.0027 \| 12.57 \| 1810 \| 0.3015 \| 0.7722 \| 0.8185 \| 0.7947 \| 0.6593 \| 0.9626 \| 0.8975 \| 0.9517 \|
	\| 0.0027 \| 12.64 \| 1820 \| 0.3410 \| 0.7726 \| 0.8086 \| 0.7902 \| 0.6532 \| 0.9620 \| 0.8928 \| 0.9495 \|
	\| 0.0029 \| 12.71 \| 1830 \| 0.3502 \| 0.7596 \| 0.8209 \| 0.7891 \| 0.6516 \| 0.9612 \| 0.8978 \| 0.9488 \|
	\| 0.002 \| 12.78 \| 1840 \| 0.3431 \| 0.7423 \| 0.8275 \| 0.7826 \| 0.6428 \| 0.9593 \| 0.8998 \| 0.9470 \|
	\| 0.0026 \| 12.85 \| 1850 \| 0.3509 \| 0.7199 \| 0.8449 \| 0.7774 \| 0.6359 \| 0.9572 \| 0.9065 \| 0.9442 \|
	\| 0.0037 \| 12.92 \| 1860 \| 0.3322 \| 0.7559 \| 0.8181 \| 0.7858 \| 0.6472 \| 0.9605 \| 0.8962 \| 0.9474 \|
	\| 0.0037 \| 12.99 \| 1870 \| 0.3351 \| 0.7566 \| 0.8160 \| 0.7852 \| 0.6464 \| 0.9605 \| 0.8953 \| 0.9473 \|
	\| 0.0022 \| 13.06 \| 1880 \| 0.3241 \| 0.7744 \| 0.8086 \| 0.7912 \| 0.6545 \| 0.9622 \| 0.8929 \| 0.9498 \|
	\| 0.0042 \| 13.12 \| 1890 \| 0.3370 \| 0.7561 \| 0.8193 \| 0.7864 \| 0.6480 \| 0.9606 \| 0.8968 \| 0.9478 \|
	\| 0.0023 \| 13.19 \| 1900 \| 0.3372 \| 0.7390 \| 0.8250 \| 0.7796 \| 0.6388 \| 0.9587 \| 0.8984 \| 0.9464 \|
	\| 0.0032 \| 13.26 \| 1910 \| 0.3448 \| 0.7727 \| 0.8091 \| 0.7905 \| 0.6536 \| 0.9621 \| 0.8930 \| 0.9478 \|
	\| 0.0021 \| 13.33 \| 1920 \| 0.3529 \| 0.7616 \| 0.8176 \| 0.7886 \| 0.6510 \| 0.9612 \| 0.8964 \| 0.9481 \|
	\| 0.0021 \| 13.4 \| 1930 \| 0.3332 \| 0.7527 \| 0.8280 \| 0.7886 \| 0.6509 \| 0.9607 \| 0.9008 \| 0.9496 \|
	\| 0.0025 \| 13.47 \| 1940 \| 0.3456 \| 0.7485 \| 0.8274 \| 0.7859 \| 0.6474 \| 0.9601 \| 0.9002 \| 0.9471 \|
	\| 0.0014 \| 13.54 \| 1950 \| 0.3375 \| 0.7540 \| 0.8262 \| 0.7884 \| 0.6507 \| 0.9608 \| 0.9000 \| 0.9488 \|
	\| 0.0029 \| 13.61 \| 1960 \| 0.3187 \| 0.7791 \| 0.8106 \| 0.7945 \| 0.6591 \| 0.9629 \| 0.8941 \| 0.9517 \|
	\| 0.0016 \| 13.68 \| 1970 \| 0.3296 \| 0.7663 \| 0.8205 \| 0.7925 \| 0.6563 \| 0.9620 \| 0.8981 \| 0.9498 \|
	\| 0.0016 \| 13.75 \| 1980 \| 0.3524 \| 0.7574 \| 0.8251 \| 0.7898 \| 0.6526 \| 0.9611 \| 0.8997 \| 0.9467 \|
	\| 0.0026 \| 13.82 \| 1990 \| 0.3295 \| 0.7560 \| 0.8243 \| 0.7887 \| 0.6511 \| 0.9609 \| 0.8993 \| 0.9494 \|
	\| 0.0021 \| 13.89 \| 2000 \| 0.3474 \| 0.7544 \| 0.8234 \| 0.7874 \| 0.6493 \| 0.9607 \| 0.8987 \| 0.9477 \|
	\| 0.002 \| 13.96 \| 2010 \| 0.3723 \| 0.7484 \| 0.8229 \| 0.7839 \| 0.6446 \| 0.9599 \| 0.8980 \| 0.9450 \|
	\| 0.0016 \| 14.03 \| 2020 \| 0.3514 \| 0.7628 \| 0.8192 \| 0.7900 \| 0.6528 \| 0.9615 \| 0.8972 \| 0.9481 \|
	\| 0.0013 \| 14.1 \| 2030 \| 0.3403 \| 0.7777 \| 0.8115 \| 0.7943 \| 0.6587 \| 0.9628 \| 0.8945 \| 0.9498 \|
	\| 0.0024 \| 14.17 \| 2040 \| 0.3612 \| 0.7582 \| 0.8239 \| 0.7897 \| 0.6525 \| 0.9612 \| 0.8992 \| 0.9472 \|
	\| 0.0027 \| 14.24 \| 2050 \| 0.3539 \| 0.7610 \| 0.8296 \| 0.7938 \| 0.6581 \| 0.9619 \| 0.9022 \| 0.9481 \|
	\| 0.0015 \| 14.31 \| 2060 \| 0.3567 \| 0.7473 \| 0.8291 \| 0.7860 \| 0.6475 \| 0.9601 \| 0.9009 \| 0.9464 \|
	\| 0.0021 \| 14.38 \| 2070 \| 0.3313 \| 0.7698 \| 0.8136 \| 0.7911 \| 0.6544 \| 0.9620 \| 0.8950 \| 0.9497 \|
	\| 0.0014 \| 14.44 \| 2080 \| 0.3261 \| 0.7591 \| 0.8218 \| 0.7892 \| 0.6518 \| 0.9612 \| 0.8982 \| 0.9490 \|
	\| 0.001 \| 14.51 \| 2090 \| 0.3227 \| 0.7571 \| 0.8250 \| 0.7896 \| 0.6523 \| 0.9611 \| 0.8996 \| 0.9483 \|
	\| 0.0013 \| 14.58 \| 2100 \| 0.3590 \| 0.7459 \| 0.8324 \| 0.7868 \| 0.6485 \| 0.9601 \| 0.9024 \| 0.9466 \|
	\| 0.0011 \| 14.65 \| 2110 \| 0.3553 \| 0.7536 \| 0.8234 \| 0.7870 \| 0.6488 \| 0.9606 \| 0.8986 \| 0.9475 \|
	\| 0.0018 \| 14.72 \| 2120 \| 0.3418 \| 0.7661 \| 0.8222 \| 0.7931 \| 0.6572 \| 0.9621 \| 0.8989 \| 0.9497 \|
	\| 0.0015 \| 14.79 \| 2130 \| 0.3744 \| 0.7604 \| 0.8231 \| 0.7905 \| 0.6536 \| 0.9614 \| 0.8990 \| 0.9480 \|
	\| 0.0013 \| 14.86 \| 2140 \| 0.3617 \| 0.7616 \| 0.8213 \| 0.7903 \| 0.6534 \| 0.9614 \| 0.8982 \| 0.9480 \|
	\| 0.0027 \| 14.93 \| 2150 \| 0.3696 \| 0.7576 \| 0.8247 \| 0.7897 \| 0.6525 \| 0.9611 \| 0.8996 \| 0.9476 \|
	\| 0.0015 \| 15.0 \| 2160 \| 0.3678 \| 0.7474 \| 0.8239 \| 0.7838 \| 0.6445 \| 0.9598 \| 0.8985 \| 0.9468 \|
	\| 0.002 \| 15.07 \| 2170 \| 0.3781 \| 0.7522 \| 0.8263 \| 0.7875 \| 0.6495 \| 0.9605 \| 0.8999 \| 0.9469 \|
	\| 0.0034 \| 15.14 \| 2180 \| 0.3841 \| 0.7388 \| 0.8346 \| 0.7838 \| 0.6445 \| 0.9593 \| 0.9030 \| 0.9464 \|
	\| 0.0016 \| 15.21 \| 2190 \| 0.3352 \| 0.7560 \| 0.8241 \| 0.7885 \| 0.6509 \| 0.9609 \| 0.8991 \| 0.9485 \|
	\| 0.0017 \| 15.28 \| 2200 \| 0.3612 \| 0.7524 \| 0.8250 \| 0.7870 \| 0.6489 \| 0.9605 \| 0.8993 \| 0.9470 \|
	\| 0.0023 \| 15.35 \| 2210 \| 0.3486 \| 0.7726 \| 0.8119 \| 0.7918 \| 0.6553 \| 0.9622 \| 0.8944 \| 0.9489 \|
	\| 0.0025 \| 15.42 \| 2220 \| 0.3504 \| 0.7478 \| 0.8263 \| 0.7851 \| 0.6462 \| 0.9600 \| 0.8996 \| 0.9474 \|
	\| 0.0021 \| 15.49 \| 2230 \| 0.3382 \| 0.7642 \| 0.8153 \| 0.7889 \| 0.6514 \| 0.9614 \| 0.8955 \| 0.9485 \|
	\| 0.0018 \| 15.56 \| 2240 \| 0.3561 \| 0.7576 \| 0.8275 \| 0.7910 \| 0.6542 \| 0.9613 \| 0.9009 \| 0.9485 \|
	\| 0.0013 \| 15.62 \| 2250 \| 0.3649 \| 0.7603 \| 0.8214 \| 0.7897 \| 0.6524 \| 0.9613 \| 0.8981 \| 0.9478 \|
	\| 0.0011 \| 15.69 \| 2260 \| 0.3601 \| 0.7446 \| 0.8282 \| 0.7841 \| 0.6449 \| 0.9597 \| 0.9003 \| 0.9463 \|
	\| 0.0016 \| 15.76 \| 2270 \| 0.3623 \| 0.7574 \| 0.8175 \| 0.7863 \| 0.6479 \| 0.9607 \| 0.8960 \| 0.9478 \|
	\| 0.0022 \| 15.83 \| 2280 \| 0.3911 \| 0.7487 \| 0.8342 \| 0.7892 \| 0.6517 \| 0.9606 \| 0.9035 \| 0.9463 \|
	\| 0.0012 \| 15.9 \| 2290 \| 0.3762 \| 0.7497 \| 0.8311 \| 0.7883 \| 0.6505 \| 0.9605 \| 0.9021 \| 0.9470 \|
	\| 0.0011 \| 15.97 \| 2300 \| 0.3721 \| 0.7401 \| 0.8320 \| 0.7834 \| 0.6439 \| 0.9593 \| 0.9018 \| 0.9460 \|
	\| 0.0011 \| 16.04 \| 2310 \| 0.3569 \| 0.7613 \| 0.8200 \| 0.7895 \| 0.6522 \| 0.9613 \| 0.8975 \| 0.9488 \|
	\| 0.0017 \| 16.11 \| 2320 \| 0.3845 \| 0.7393 \| 0.8381 \| 0.7856 \| 0.6469 \| 0.9595 \| 0.9047 \| 0.9460 \|
	\| 0.0016 \| 16.18 \| 2330 \| 0.3753 \| 0.7417 \| 0.8346 \| 0.7854 \| 0.6466 \| 0.9596 \| 0.9032 \| 0.9469 \|
	\| 0.0008 \| 16.25 \| 2340 \| 0.3564 \| 0.7636 \| 0.8246 \| 0.7929 \| 0.6569 \| 0.9619 \| 0.8999 \| 0.9488 \|
	\| 0.0006 \| 16.32 \| 2350 \| 0.3696 \| 0.7617 \| 0.8282 \| 0.7935 \| 0.6577 \| 0.9619 \| 0.9015 \| 0.9488 \|
	\| 0.0019 \| 16.39 \| 2360 \| 0.3732 \| 0.7611 \| 0.8249 \| 0.7917 \| 0.6552 \| 0.9616 \| 0.8999 \| 0.9483 \|
	\| 0.0017 \| 16.46 \| 2370 \| 0.3586 \| 0.7543 \| 0.8287 \| 0.7897 \| 0.6525 \| 0.9610 \| 0.9012 \| 0.9482 \|
	\| 0.002 \| 16.53 \| 2380 \| 0.3660 \| 0.7548 \| 0.8295 \| 0.7904 \| 0.6534 \| 0.9611 \| 0.9017 \| 0.9481 \|
	\| 0.0009 \| 16.6 \| 2390 \| 0.3637 \| 0.7561 \| 0.8271 \| 0.7900 \| 0.6529 \| 0.9611 \| 0.9006 \| 0.9478 \|
	\| 0.0015 \| 16.67 \| 2400 \| 0.3894 \| 0.7456 \| 0.8356 \| 0.7880 \| 0.6502 \| 0.9602 \| 0.9039 \| 0.9469 \|
	\| 0.0012 \| 16.74 \| 2410 \| 0.3621 \| 0.7737 \| 0.8176 \| 0.7950 \| 0.6598 \| 0.9627 \| 0.8972 \| 0.9497 \|
	\| 0.0008 \| 16.81 \| 2420 \| 0.3579 \| 0.7618 \| 0.8263 \| 0.7928 \| 0.6567 \| 0.9618 \| 0.9006 \| 0.9486 \|
	\| 0.0015 \| 16.88 \| 2430 \| 0.3312 \| 0.7693 \| 0.8250 \| 0.7962 \| 0.6614 \| 0.9626 \| 0.9005 \| 0.9509 \|
	\| 0.001 \| 16.94 \| 2440 \| 0.3385 \| 0.7770 \| 0.8179 \| 0.7969 \| 0.6624 \| 0.9631 \| 0.8975 \| 0.9518 \|
	\| 0.0013 \| 17.01 \| 2450 \| 0.3606 \| 0.7574 \| 0.8288 \| 0.7915 \| 0.6549 \| 0.9614 \| 0.9015 \| 0.9488 \|
	\| 0.001 \| 17.08 \| 2460 \| 0.3395 \| 0.7701 \| 0.8181 \| 0.7934 \| 0.6575 \| 0.9623 \| 0.8972 \| 0.9521 \|
	\| 0.0011 \| 17.15 \| 2470 \| 0.3755 \| 0.7608 \| 0.8243 \| 0.7913 \| 0.6547 \| 0.9615 \| 0.8996 \| 0.9486 \|
	\| 0.0009 \| 17.22 \| 2480 \| 0.3700 \| 0.7740 \| 0.8122 \| 0.7927 \| 0.6565 \| 0.9624 \| 0.8946 \| 0.9499 \|
	\| 0.0015 \| 17.29 \| 2490 \| 0.3767 \| 0.7632 \| 0.8231 \| 0.7920 \| 0.6557 \| 0.9618 \| 0.8992 \| 0.9487 \|
	\| 0.0014 \| 17.36 \| 2500 \| 0.3732 \| 0.7611 \| 0.8233 \| 0.7909 \| 0.6542 \| 0.9615 \| 0.8991 \| 0.9488 \|
	\| 0.001 \| 17.43 \| 2510 \| 0.3604 \| 0.7670 \| 0.8171 \| 0.7913 \| 0.6546 \| 0.9619 \| 0.8965 \| 0.9493 \|
	\| 0.0012 \| 17.5 \| 2520 \| 0.3745 \| 0.7458 \| 0.8303 \| 0.7857 \| 0.6471 \| 0.9599 \| 0.9014 \| 0.9475 \|
	\| 0.002 \| 17.57 \| 2530 \| 0.3699 \| 0.7475 \| 0.8296 \| 0.7864 \| 0.6480 \| 0.9601 \| 0.9012 \| 0.9471 \|
	\| 0.0012 \| 17.64 \| 2540 \| 0.3655 \| 0.7698 \| 0.8168 \| 0.7926 \| 0.6565 \| 0.9622 \| 0.8965 \| 0.9492 \|
	\| 0.002 \| 17.71 \| 2550 \| 0.3797 \| 0.7504 \| 0.8363 \| 0.7911 \| 0.6543 \| 0.9609 \| 0.9047 \| 0.9470 \|
	\| 0.0017 \| 17.78 \| 2560 \| 0.3572 \| 0.7719 \| 0.8212 \| 0.7958 \| 0.6608 \| 0.9627 \| 0.8988 \| 0.9500 \|
	\| 0.0004 \| 17.85 \| 2570 \| 0.3714 \| 0.7559 \| 0.8251 \| 0.7890 \| 0.6515 \| 0.9610 \| 0.8996 \| 0.9481 \|
	\| 0.0015 \| 17.92 \| 2580 \| 0.3860 \| 0.7484 \| 0.8336 \| 0.7887 \| 0.6511 \| 0.9605 \| 0.9032 \| 0.9470 \|
	\| 0.0016 \| 17.99 \| 2590 \| 0.3769 \| 0.7729 \| 0.8164 \| 0.7941 \| 0.6585 \| 0.9625 \| 0.8966 \| 0.9488 \|
	\| 0.0012 \| 18.06 \| 2600 \| 0.3571 \| 0.7686 \| 0.8187 \| 0.7928 \| 0.6568 \| 0.9621 \| 0.8974 \| 0.9506 \|
	\| 0.0012 \| 18.12 \| 2610 \| 0.3859 \| 0.7526 \| 0.8254 \| 0.7873 \| 0.6492 \| 0.9605 \| 0.8995 \| 0.9481 \|
	\| 0.0011 \| 18.19 \| 2620 \| 0.3586 \| 0.7840 \| 0.8037 \| 0.7938 \| 0.6581 \| 0.9630 \| 0.8911 \| 0.9504 \|
	\| 0.0009 \| 18.26 \| 2630 \| 0.3939 \| 0.7498 \| 0.8286 \| 0.7872 \| 0.6491 \| 0.9604 \| 0.9009 \| 0.9472 \|
	\| 0.001 \| 18.33 \| 2640 \| 0.3741 \| 0.7763 \| 0.8147 \| 0.7951 \| 0.6598 \| 0.9628 \| 0.8960 \| 0.9502 \|
	\| 0.0006 \| 18.4 \| 2650 \| 0.3940 \| 0.7564 \| 0.8295 \| 0.7912 \| 0.6546 \| 0.9613 \| 0.9018 \| 0.9477 \|
	\| 0.0012 \| 18.47 \| 2660 \| 0.3584 \| 0.7600 \| 0.8286 \| 0.7928 \| 0.6567 \| 0.9617 \| 0.9016 \| 0.9499 \|
	\| 0.0024 \| 18.54 \| 2670 \| 0.3707 \| 0.7627 \| 0.8303 \| 0.7950 \| 0.6598 \| 0.9621 \| 0.9026 \| 0.9490 \|
	\| 0.0007 \| 18.61 \| 2680 \| 0.3716 \| 0.7544 \| 0.8329 \| 0.7917 \| 0.6552 \| 0.9612 \| 0.9033 \| 0.9484 \|
	\| 0.0002 \| 18.68 \| 2690 \| 0.3727 \| 0.7649 \| 0.8247 \| 0.7937 \| 0.6580 \| 0.9621 \| 0.9001 \| 0.9493 \|
	\| 0.0015 \| 18.75 \| 2700 \| 0.3965 \| 0.7497 \| 0.8330 \| 0.7892 \| 0.6518 \| 0.9606 \| 0.9030 \| 0.9468 \|
	\| 0.0015 \| 18.82 \| 2710 \| 0.3857 \| 0.7701 \| 0.8163 \| 0.7925 \| 0.6563 \| 0.9622 \| 0.8963 \| 0.9485 \|
	\| 0.0011 \| 18.89 \| 2720 \| 0.3919 \| 0.7414 \| 0.8295 \| 0.7830 \| 0.6434 \| 0.9593 \| 0.9007 \| 0.9456 \|
	\| 0.001 \| 18.96 \| 2730 \| 0.3731 \| 0.7622 \| 0.8110 \| 0.7858 \| 0.6472 \| 0.9609 \| 0.8932 \| 0.9478 \|
	\| 0.0007 \| 19.03 \| 2740 \| 0.3790 \| 0.7493 \| 0.8254 \| 0.7855 \| 0.6468 \| 0.9601 \| 0.8993 \| 0.9467 \|
	\| 0.0013 \| 19.1 \| 2750 \| 0.3736 \| 0.7565 \| 0.8229 \| 0.7883 \| 0.6506 \| 0.9609 \| 0.8986 \| 0.9481 \|
	\| 0.0016 \| 19.17 \| 2760 \| 0.3724 \| 0.7602 \| 0.8230 \| 0.7903 \| 0.6534 \| 0.9614 \| 0.8989 \| 0.9479 \|
	\| 0.0008 \| 19.24 \| 2770 \| 0.3552 \| 0.7610 \| 0.8251 \| 0.7918 \| 0.6553 \| 0.9616 \| 0.9000 \| 0.9498 \|
	\| 0.0003 \| 19.31 \| 2780 \| 0.3826 \| 0.7620 \| 0.8209 \| 0.7904 \| 0.6534 \| 0.9615 \| 0.8980 \| 0.9481 \|
	\| 0.0004 \| 19.38 \| 2790 \| 0.3750 \| 0.7560 \| 0.8259 \| 0.7894 \| 0.6521 \| 0.9610 \| 0.9000 \| 0.9481 \|
	\| 0.0015 \| 19.44 \| 2800 \| 0.3716 \| 0.7502 \| 0.8262 \| 0.7863 \| 0.6479 \| 0.9603 \| 0.8997 \| 0.9474 \|
	\| 0.0007 \| 19.51 \| 2810 \| 0.3620 \| 0.7643 \| 0.8204 \| 0.7914 \| 0.6548 \| 0.9617 \| 0.8979 \| 0.9499 \|
	\| 0.0011 \| 19.58 \| 2820 \| 0.3664 \| 0.7539 \| 0.8279 \| 0.7892 \| 0.6518 \| 0.9609 \| 0.9008 \| 0.9486 \|
	\| 0.0011 \| 19.65 \| 2830 \| 0.3937 \| 0.7507 \| 0.8279 \| 0.7874 \| 0.6494 \| 0.9605 \| 0.9006 \| 0.9469 \|
	\| 0.0007 \| 19.72 \| 2840 \| 0.3805 \| 0.7591 \| 0.8270 \| 0.7916 \| 0.6551 \| 0.9615 \| 0.9007 \| 0.9485 \|
	\| 0.0004 \| 19.79 \| 2850 \| 0.3837 \| 0.7564 \| 0.8280 \| 0.7906 \| 0.6537 \| 0.9612 \| 0.9011 \| 0.9476 \|
	\| 0.0005 \| 19.86 \| 2860 \| 0.3765 \| 0.7523 \| 0.8266 \| 0.7877 \| 0.6498 \| 0.9606 \| 0.9001 \| 0.9478 \|
	\| 0.0006 \| 19.93 \| 2870 \| 0.3685 \| 0.7537 \| 0.8247 \| 0.7876 \| 0.6497 \| 0.9607 \| 0.8993 \| 0.9478 \|
	\| 0.0008 \| 20.0 \| 2880 \| 0.3648 \| 0.7666 \| 0.8155 \| 0.7903 \| 0.6533 \| 0.9617 \| 0.8957 \| 0.9496 \|
	\| 0.0008 \| 20.07 \| 2890 \| 0.3824 \| 0.7611 \| 0.8200 \| 0.7894 \| 0.6521 \| 0.9613 \| 0.8975 \| 0.9487 \|
	\| 0.0012 \| 20.14 \| 2900 \| 0.3940 \| 0.7522 \| 0.8280 \| 0.7883 \| 0.6506 \| 0.9607 \| 0.9008 \| 0.9473 \|
	\| 0.0012 \| 20.21 \| 2910 \| 0.3789 \| 0.7665 \| 0.8173 \| 0.7911 \| 0.6544 \| 0.9618 \| 0.8966 \| 0.9496 \|
	\| 0.0006 \| 20.28 \| 2920 \| 0.3859 \| 0.7559 \| 0.8283 \| 0.7904 \| 0.6535 \| 0.9611 \| 0.9012 \| 0.9485 \|
	\| 0.001 \| 20.35 \| 2930 \| 0.3871 \| 0.7712 \| 0.8172 \| 0.7935 \| 0.6577 \| 0.9624 \| 0.8968 \| 0.9494 \|
	\| 0.0005 \| 20.42 \| 2940 \| 0.3897 \| 0.7556 \| 0.8300 \| 0.7910 \| 0.6543 \| 0.9612 \| 0.9020 \| 0.9483 \|
	\| 0.0009 \| 20.49 \| 2950 \| 0.4065 \| 0.7456 \| 0.8319 \| 0.7864 \| 0.6479 \| 0.9600 \| 0.9022 \| 0.9469 \|
	\| 0.0008 \| 20.56 \| 2960 \| 0.3785 \| 0.7704 \| 0.8172 \| 0.7931 \| 0.6571 \| 0.9623 \| 0.8968 \| 0.9498 \|
	\| 0.0005 \| 20.62 \| 2970 \| 0.4003 \| 0.7561 \| 0.8242 \| 0.7887 \| 0.6511 \| 0.9609 \| 0.8992 \| 0.9479 \|
	\| 0.0007 \| 20.69 \| 2980 \| 0.3964 \| 0.7725 \| 0.8131 \| 0.7923 \| 0.6560 \| 0.9623 \| 0.8949 \| 0.9487 \|
	\| 0.0003 \| 20.76 \| 2990 \| 0.3927 \| 0.7515 \| 0.8315 \| 0.7894 \| 0.6521 \| 0.9608 \| 0.9024 \| 0.9474 \|
	\| 0.0005 \| 20.83 \| 3000 \| 0.3626 \| 0.7785 \| 0.8107 \| 0.7943 \| 0.6588 \| 0.9628 \| 0.8942 \| 0.9512 \|
	\| 0.0006 \| 20.9 \| 3010 \| 0.3946 \| 0.7568 \| 0.8283 \| 0.7909 \| 0.6542 \| 0.9613 \| 0.9012 \| 0.9482 \|
	\| 0.0008 \| 20.97 \| 3020 \| 0.3895 \| 0.7730 \| 0.8175 \| 0.7946 \| 0.6592 \| 0.9626 \| 0.8971 \| 0.9491 \|
	\| 0.0006 \| 21.04 \| 3030 \| 0.3750 \| 0.7601 \| 0.8279 \| 0.7926 \| 0.6564 \| 0.9617 \| 0.9013 \| 0.9486 \|
	\| 0.0008 \| 21.11 \| 3040 \| 0.3803 \| 0.7693 \| 0.8184 \| 0.7931 \| 0.6571 \| 0.9622 \| 0.8973 \| 0.9488 \|
	\| 0.0003 \| 21.18 \| 3050 \| 0.3911 \| 0.7649 \| 0.8201 \| 0.7916 \| 0.6550 \| 0.9618 \| 0.8978 \| 0.9482 \|
	\| 0.0008 \| 21.25 \| 3060 \| 0.3972 \| 0.7565 \| 0.8319 \| 0.7924 \| 0.6562 \| 0.9614 \| 0.9029 \| 0.9480 \|
	\| 0.0012 \| 21.32 \| 3070 \| 0.4029 \| 0.7561 \| 0.8290 \| 0.7908 \| 0.6540 \| 0.9612 \| 0.9015 \| 0.9472 \|
	\| 0.001 \| 21.39 \| 3080 \| 0.3945 \| 0.7513 \| 0.8327 \| 0.7899 \| 0.6527 \| 0.9608 \| 0.9029 \| 0.9473 \|
	\| 0.0004 \| 21.46 \| 3090 \| 0.3875 \| 0.7587 \| 0.8290 \| 0.7923 \| 0.6560 \| 0.9615 \| 0.9017 \| 0.9482 \|
	\| 0.0007 \| 21.53 \| 3100 \| 0.4054 \| 0.7558 \| 0.8293 \| 0.7909 \| 0.6541 \| 0.9612 \| 0.9017 \| 0.9475 \|
	\| 0.0003 \| 21.6 \| 3110 \| 0.3798 \| 0.7629 \| 0.8234 \| 0.7920 \| 0.6557 \| 0.9617 \| 0.8993 \| 0.9492 \|
	\| 0.001 \| 21.67 \| 3120 \| 0.4012 \| 0.7498 \| 0.8332 \| 0.7893 \| 0.6519 \| 0.9606 \| 0.9031 \| 0.9472 \|
	\| 0.0007 \| 21.74 \| 3130 \| 0.3827 \| 0.7700 \| 0.8135 \| 0.7911 \| 0.6544 \| 0.9620 \| 0.8950 \| 0.9492 \|
	\| 0.0009 \| 21.81 \| 3140 \| 0.3879 \| 0.7575 \| 0.8237 \| 0.7892 \| 0.6518 \| 0.9611 \| 0.8990 \| 0.9482 \|
	\| 0.0004 \| 21.88 \| 3150 \| 0.3863 \| 0.7678 \| 0.8169 \| 0.7916 \| 0.6551 \| 0.9619 \| 0.8965 \| 0.9487 \|
	\| 0.0004 \| 21.94 \| 3160 \| 0.3952 \| 0.7460 \| 0.8320 \| 0.7866 \| 0.6483 \| 0.9601 \| 0.9022 \| 0.9465 \|
	\| 0.0006 \| 22.01 \| 3170 \| 0.3841 \| 0.7597 \| 0.8259 \| 0.7914 \| 0.6548 \| 0.9615 \| 0.9003 \| 0.9485 \|
	\| 0.0006 \| 22.08 \| 3180 \| 0.4018 \| 0.7642 \| 0.8233 \| 0.7926 \| 0.6565 \| 0.9619 \| 0.8993 \| 0.9483 \|
	\| 0.0006 \| 22.15 \| 3190 \| 0.3931 \| 0.7544 \| 0.8291 \| 0.7900 \| 0.6529 \| 0.9610 \| 0.9014 \| 0.9483 \|
	\| 0.0005 \| 22.22 \| 3200 \| 0.3803 \| 0.7577 \| 0.8263 \| 0.7905 \| 0.6536 \| 0.9612 \| 0.9003 \| 0.9487 \|
	\| 0.0002 \| 22.29 \| 3210 \| 0.3846 \| 0.7544 \| 0.8280 \| 0.7895 \| 0.6522 \| 0.9609 \| 0.9009 \| 0.9479 \|
	\| 0.0012 \| 22.36 \| 3220 \| 0.3975 \| 0.7512 \| 0.8295 \| 0.7884 \| 0.6507 \| 0.9606 \| 0.9014 \| 0.9467 \|
	\| 0.0006 \| 22.43 \| 3230 \| 0.3687 \| 0.7764 \| 0.8131 \| 0.7943 \| 0.6588 \| 0.9627 \| 0.8952 \| 0.9497 \|
	\| 0.0005 \| 22.5 \| 3240 \| 0.3863 \| 0.7623 \| 0.8251 \| 0.7925 \| 0.6563 \| 0.9618 \| 0.9001 \| 0.9489 \|
	\| 0.0004 \| 22.57 \| 3250 \| 0.4062 \| 0.7553 \| 0.8263 \| 0.7892 \| 0.6518 \| 0.9609 \| 0.9002 \| 0.9479 \|
	\| 0.0008 \| 22.64 \| 3260 \| 0.4026 \| 0.7596 \| 0.8268 \| 0.7918 \| 0.6554 \| 0.9615 \| 0.9007 \| 0.9484 \|
	\| 0.0006 \| 22.71 \| 3270 \| 0.4057 \| 0.7526 \| 0.8291 \| 0.7890 \| 0.6515 \| 0.9608 \| 0.9013 \| 0.9480 \|
	\| 0.0006 \| 22.78 \| 3280 \| 0.3985 \| 0.7673 \| 0.8229 \| 0.7941 \| 0.6586 \| 0.9623 \| 0.8993 \| 0.9490 \|
	\| 0.0004 \| 22.85 \| 3290 \| 0.3911 \| 0.7647 \| 0.8278 \| 0.7950 \| 0.6598 \| 0.9622 \| 0.9015 \| 0.9490 \|
	\| 0.0008 \| 22.92 \| 3300 \| 0.3828 \| 0.7714 \| 0.8233 \| 0.7965 \| 0.6618 \| 0.9628 \| 0.8998 \| 0.9499 \|
	\| 0.0005 \| 22.99 \| 3310 \| 0.4088 \| 0.7498 \| 0.8330 \| 0.7892 \| 0.6518 \| 0.9606 \| 0.9030 \| 0.9470 \|
	\| 0.0008 \| 23.06 \| 3320 \| 0.3973 \| 0.7539 \| 0.8316 \| 0.7909 \| 0.6541 \| 0.9611 \| 0.9026 \| 0.9478 \|
	\| 0.0008 \| 23.12 \| 3330 \| 0.3820 \| 0.7749 \| 0.8190 \| 0.7964 \| 0.6617 \| 0.9629 \| 0.8980 \| 0.9501 \|
	\| 0.0008 \| 23.19 \| 3340 \| 0.3839 \| 0.7713 \| 0.8192 \| 0.7945 \| 0.6591 \| 0.9625 \| 0.8978 \| 0.9499 \|
	\| 0.001 \| 23.26 \| 3350 \| 0.3861 \| 0.7576 \| 0.8290 \| 0.7917 \| 0.6552 \| 0.9614 \| 0.9016 \| 0.9488 \|
	\| 0.0006 \| 23.33 \| 3360 \| 0.4031 \| 0.7496 \| 0.8329 \| 0.7891 \| 0.6516 \| 0.9606 \| 0.9030 \| 0.9474 \|
	\| 0.0007 \| 23.4 \| 3370 \| 0.3906 \| 0.7648 \| 0.8221 \| 0.7924 \| 0.6562 \| 0.9619 \| 0.8988 \| 0.9491 \|
	\| 0.0007 \| 23.47 \| 3380 \| 0.3793 \| 0.7586 \| 0.8272 \| 0.7914 \| 0.6549 \| 0.9614 \| 0.9008 \| 0.9495 \|
	\| 0.0002 \| 23.54 \| 3390 \| 0.3765 \| 0.7569 \| 0.8243 \| 0.7892 \| 0.6518 \| 0.9610 \| 0.8993 \| 0.9492 \|
	\| 0.0005 \| 23.61 \| 3400 \| 0.3716 \| 0.7639 \| 0.8201 \| 0.7910 \| 0.6543 \| 0.9617 \| 0.8977 \| 0.9496 \|
	\| 0.0008 \| 23.68 \| 3410 \| 0.3701 \| 0.7690 \| 0.8204 \| 0.7938 \| 0.6582 \| 0.9623 \| 0.8982 \| 0.9501 \|
	\| 0.0003 \| 23.75 \| 3420 \| 0.3863 \| 0.7656 \| 0.8264 \| 0.7948 \| 0.6595 \| 0.9623 \| 0.9009 \| 0.9497 \|
	\| 0.0011 \| 23.82 \| 3430 \| 0.3907 \| 0.7656 \| 0.8263 \| 0.7948 \| 0.6595 \| 0.9623 \| 0.9009 \| 0.9496 \|
	\| 0.0003 \| 23.89 \| 3440 \| 0.3847 \| 0.7708 \| 0.8234 \| 0.7962 \| 0.6614 \| 0.9627 \| 0.8998 \| 0.9500 \|
	\| 0.0004 \| 23.96 \| 3450 \| 0.3850 \| 0.7678 \| 0.8251 \| 0.7954 \| 0.6604 \| 0.9625 \| 0.9005 \| 0.9500 \|
	\| 0.0004 \| 24.03 \| 3460 \| 0.3917 \| 0.7640 \| 0.8260 \| 0.7938 \| 0.6581 \| 0.9620 \| 0.9006 \| 0.9493 \|
	\| 0.0004 \| 24.1 \| 3470 \| 0.3972 \| 0.7613 \| 0.8253 \| 0.7920 \| 0.6556 \| 0.9616 \| 0.9001 \| 0.9487 \|
	\| 0.0005 \| 24.17 \| 3480 \| 0.3947 \| 0.7519 \| 0.8319 \| 0.7899 \| 0.6527 \| 0.9608 \| 0.9026 \| 0.9481 \|
	\| 0.0004 \| 24.24 \| 3490 \| 0.3777 \| 0.7570 \| 0.8307 \| 0.7921 \| 0.6558 \| 0.9614 \| 0.9024 \| 0.9501 \|
	\| 0.0004 \| 24.31 \| 3500 \| 0.3893 \| 0.7678 \| 0.8226 \| 0.7943 \| 0.6588 \| 0.9623 \| 0.8992 \| 0.9503 \|
	\| 0.0002 \| 24.38 \| 3510 \| 0.3987 \| 0.7576 \| 0.8283 \| 0.7913 \| 0.6547 \| 0.9614 \| 0.9013 \| 0.9488 \|
	\| 0.0006 \| 24.44 \| 3520 \| 0.4019 \| 0.7548 \| 0.8296 \| 0.7905 \| 0.6535 \| 0.9611 \| 0.9017 \| 0.9485 \|
	\| 0.0007 \| 24.51 \| 3530 \| 0.3940 \| 0.7629 \| 0.8225 \| 0.7916 \| 0.6551 \| 0.9617 \| 0.8988 \| 0.9493 \|
	\| 0.0002 \| 24.58 \| 3540 \| 0.4015 \| 0.7592 \| 0.8251 \| 0.7908 \| 0.6540 \| 0.9614 \| 0.8999 \| 0.9485 \|
	\| 0.0004 \| 24.65 \| 3550 \| 0.4048 \| 0.7525 \| 0.8295 \| 0.7891 \| 0.6517 \| 0.9608 \| 0.9015 \| 0.9478 \|
	\| 0.0011 \| 24.72 \| 3560 \| 0.3947 \| 0.7637 \| 0.8230 \| 0.7922 \| 0.6560 \| 0.9618 \| 0.8991 \| 0.9490 \|
	\| 0.0009 \| 24.79 \| 3570 \| 0.3920 \| 0.7559 \| 0.8276 \| 0.7902 \| 0.6531 \| 0.9611 \| 0.9008 \| 0.9487 \|
	\| 0.0006 \| 24.86 \| 3580 \| 0.3964 \| 0.7583 \| 0.8270 \| 0.7911 \| 0.6544 \| 0.9614 \| 0.9007 \| 0.9488 \|
	\| 0.0008 \| 24.93 \| 3590 \| 0.3969 \| 0.7577 \| 0.8284 \| 0.7915 \| 0.6549 \| 0.9614 \| 0.9014 \| 0.9489 \|
	\| 0.0004 \| 25.0 \| 3600 \| 0.3893 \| 0.7599 \| 0.8293 \| 0.7931 \| 0.6571 \| 0.9617 \| 0.9020 \| 0.9493 \|
	\| 0.0002 \| 25.07 \| 3610 \| 0.3893 \| 0.7595 \| 0.8279 \| 0.7922 \| 0.6559 \| 0.9616 \| 0.9012 \| 0.9492 \|
	\| 0.0003 \| 25.14 \| 3620 \| 0.3895 \| 0.7657 \| 0.8238 \| 0.7937 \| 0.6580 \| 0.9621 \| 0.8997 \| 0.9498 \|
	\| 0.0002 \| 25.21 \| 3630 \| 0.4032 \| 0.7529 \| 0.8319 \| 0.7904 \| 0.6535 \| 0.9610 \| 0.9027 \| 0.9487 \|
	\| 0.0004 \| 25.28 \| 3640 \| 0.4006 \| 0.7523 \| 0.8336 \| 0.7909 \| 0.6541 \| 0.9610 \| 0.9035 \| 0.9491 \|
	\| 0.0007 \| 25.35 \| 3650 \| 0.3961 \| 0.7543 \| 0.8338 \| 0.7921 \| 0.6558 \| 0.9613 \| 0.9037 \| 0.9491 \|
	\| 0.0005 \| 25.42 \| 3660 \| 0.3899 \| 0.7670 \| 0.8225 \| 0.7938 \| 0.6580 \| 0.9622 \| 0.8991 \| 0.9501 \|
	\| 0.0005 \| 25.49 \| 3670 \| 0.3908 \| 0.7642 \| 0.8241 \| 0.7930 \| 0.6570 \| 0.9619 \| 0.8997 \| 0.9501 \|
	\| 0.0007 \| 25.56 \| 3680 \| 0.3955 \| 0.7527 \| 0.8308 \| 0.7898 \| 0.6526 \| 0.9609 \| 0.9022 \| 0.9493 \|
	\| 0.0002 \| 25.62 \| 3690 \| 0.3988 \| 0.7544 \| 0.8295 \| 0.7901 \| 0.6531 \| 0.9610 \| 0.9016 \| 0.9493 \|
	\| 0.0004 \| 25.69 \| 3700 \| 0.3983 \| 0.7703 \| 0.8206 \| 0.7947 \| 0.6593 \| 0.9625 \| 0.8984 \| 0.9503 \|
	\| 0.0007 \| 25.76 \| 3710 \| 0.4074 \| 0.7587 \| 0.8259 \| 0.7909 \| 0.6541 \| 0.9614 \| 0.9002 \| 0.9488 \|
	\| 0.0004 \| 25.83 \| 3720 \| 0.4113 \| 0.7575 \| 0.8268 \| 0.7907 \| 0.6538 \| 0.9613 \| 0.9006 \| 0.9483 \|
	\| 0.0006 \| 25.9 \| 3730 \| 0.3985 \| 0.7679 \| 0.8208 \| 0.7935 \| 0.6576 \| 0.9622 \| 0.8983 \| 0.9497 \|
	\| 0.0006 \| 25.97 \| 3740 \| 0.3902 \| 0.7656 \| 0.8231 \| 0.7933 \| 0.6575 \| 0.9621 \| 0.8993 \| 0.9500 \|
	\| 0.0004 \| 26.04 \| 3750 \| 0.3937 \| 0.7573 \| 0.8303 \| 0.7921 \| 0.6558 \| 0.9614 \| 0.9022 \| 0.9494 \|
	\| 0.0006 \| 26.11 \| 3760 \| 0.3979 \| 0.7524 \| 0.8316 \| 0.7900 \| 0.6529 \| 0.9609 \| 0.9025 \| 0.9489 \|
	\| 0.0003 \| 26.18 \| 3770 \| 0.3914 \| 0.7645 \| 0.8239 \| 0.7931 \| 0.6571 \| 0.9620 \| 0.8996 \| 0.9504 \|
	\| 0.001 \| 26.25 \| 3780 \| 0.3939 \| 0.7621 \| 0.8246 \| 0.7921 \| 0.6558 \| 0.9617 \| 0.8998 \| 0.9501 \|
	\| 0.0011 \| 26.32 \| 3790 \| 0.4015 \| 0.7536 \| 0.8313 \| 0.7906 \| 0.6537 \| 0.9610 \| 0.9025 \| 0.9489 \|
	\| 0.0004 \| 26.39 \| 3800 \| 0.3952 \| 0.7592 \| 0.8274 \| 0.7918 \| 0.6554 \| 0.9615 \| 0.9009 \| 0.9495 \|
	\| 0.0002 \| 26.46 \| 3810 \| 0.3864 \| 0.7700 \| 0.8200 \| 0.7942 \| 0.6587 \| 0.9624 \| 0.8981 \| 0.9505 \|
	\| 0.0004 \| 26.53 \| 3820 \| 0.3897 \| 0.7644 \| 0.8249 \| 0.7935 \| 0.6576 \| 0.9620 \| 0.9001 \| 0.9499 \|
	\| 0.0005 \| 26.6 \| 3830 \| 0.3912 \| 0.7640 \| 0.8260 \| 0.7938 \| 0.6581 \| 0.9620 \| 0.9006 \| 0.9498 \|
	\| 0.0006 \| 26.67 \| 3840 \| 0.3896 \| 0.7609 \| 0.8271 \| 0.7926 \| 0.6565 \| 0.9617 \| 0.9009 \| 0.9495 \|
	\| 0.0004 \| 26.74 \| 3850 \| 0.3896 \| 0.7651 \| 0.8227 \| 0.7929 \| 0.6569 \| 0.9620 \| 0.8991 \| 0.9496 \|
	\| 0.0005 \| 26.81 \| 3860 \| 0.3891 \| 0.7703 \| 0.8180 \| 0.7934 \| 0.6576 \| 0.9623 \| 0.8972 \| 0.9502 \|
	\| 0.0006 \| 26.88 \| 3870 \| 0.3914 \| 0.7645 \| 0.8216 \| 0.7920 \| 0.6556 \| 0.9618 \| 0.8985 \| 0.9497 \|
	\| 0.0001 \| 26.94 \| 3880 \| 0.3925 \| 0.7595 \| 0.8249 \| 0.7908 \| 0.6540 \| 0.9614 \| 0.8997 \| 0.9492 \|
	\| 0.0009 \| 27.01 \| 3890 \| 0.3876 \| 0.7705 \| 0.8198 \| 0.7944 \| 0.6589 \| 0.9625 \| 0.8981 \| 0.9504 \|
	\| 0.0008 \| 27.08 \| 3900 \| 0.3928 \| 0.7683 \| 0.8204 \| 0.7935 \| 0.6577 \| 0.9622 \| 0.8982 \| 0.9499 \|
	\| 0.0004 \| 27.15 \| 3910 \| 0.4046 \| 0.7614 \| 0.8264 \| 0.7926 \| 0.6564 \| 0.9617 \| 0.9007 \| 0.9490 \|
	\| 0.0001 \| 27.22 \| 3920 \| 0.4051 \| 0.7637 \| 0.8253 \| 0.7933 \| 0.6574 \| 0.9619 \| 0.9002 \| 0.9489 \|
	\| 0.0009 \| 27.29 \| 3930 \| 0.4008 \| 0.7658 \| 0.8231 \| 0.7934 \| 0.6576 \| 0.9621 \| 0.8994 \| 0.9495 \|
	\| 0.0004 \| 27.36 \| 3940 \| 0.3989 \| 0.7645 \| 0.8242 \| 0.7932 \| 0.6573 \| 0.9620 \| 0.8998 \| 0.9497 \|
	\| 0.0003 \| 27.43 \| 3950 \| 0.4018 \| 0.7614 \| 0.8263 \| 0.7926 \| 0.6564 \| 0.9617 \| 0.9006 \| 0.9494 \|
	\| 0.0006 \| 27.5 \| 3960 \| 0.4048 \| 0.7603 \| 0.8274 \| 0.7924 \| 0.6562 \| 0.9616 \| 0.9010 \| 0.9491 \|
	\| 0.0005 \| 27.57 \| 3970 \| 0.4018 \| 0.7631 \| 0.8262 \| 0.7934 \| 0.6575 \| 0.9619 \| 0.9006 \| 0.9495 \|
	\| 0.0009 \| 27.64 \| 3980 \| 0.3989 \| 0.7622 \| 0.8253 \| 0.7925 \| 0.6563 \| 0.9618 \| 0.9001 \| 0.9497 \|
	\| 0.0001 \| 27.71 \| 3990 \| 0.4047 \| 0.7657 \| 0.8237 \| 0.7936 \| 0.6579 \| 0.9621 \| 0.8996 \| 0.9495 \|
	\| 0.0004 \| 27.78 \| 4000 \| 0.4064 \| 0.7649 \| 0.8246 \| 0.7936 \| 0.6579 \| 0.9621 \| 0.9000 \| 0.9493 \|
	\| 0.0004 \| 27.85 \| 4010 \| 0.4100 \| 0.7610 \| 0.8276 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9012 \| 0.9491 \|
	\| 0.0002 \| 27.92 \| 4020 \| 0.4093 \| 0.7623 \| 0.8266 \| 0.7932 \| 0.6572 \| 0.9619 \| 0.9008 \| 0.9496 \|
	\| 0.0006 \| 27.99 \| 4030 \| 0.4012 \| 0.7711 \| 0.8194 \| 0.7945 \| 0.6591 \| 0.9625 \| 0.8979 \| 0.9504 \|
	\| 0.0003 \| 28.06 \| 4040 \| 0.4017 \| 0.7726 \| 0.8172 \| 0.7943 \| 0.6588 \| 0.9625 \| 0.8969 \| 0.9503 \|
	\| 0.0002 \| 28.12 \| 4050 \| 0.4142 \| 0.7593 \| 0.8278 \| 0.7920 \| 0.6557 \| 0.9615 \| 0.9011 \| 0.9488 \|
	\| 0.0002 \| 28.19 \| 4060 \| 0.4203 \| 0.7526 \| 0.8313 \| 0.7900 \| 0.6529 \| 0.9609 \| 0.9024 \| 0.9480 \|
	\| 0.0001 \| 28.26 \| 4070 \| 0.4261 \| 0.7501 \| 0.8336 \| 0.7896 \| 0.6524 \| 0.9607 \| 0.9033 \| 0.9476 \|
	\| 0.0001 \| 28.33 \| 4080 \| 0.4191 \| 0.7526 \| 0.8328 \| 0.7906 \| 0.6538 \| 0.9610 \| 0.9031 \| 0.9482 \|
	\| 0.0003 \| 28.4 \| 4090 \| 0.4087 \| 0.7633 \| 0.8271 \| 0.7939 \| 0.6583 \| 0.9620 \| 0.9011 \| 0.9496 \|
	\| 0.0003 \| 28.47 \| 4100 \| 0.4021 \| 0.7673 \| 0.8217 \| 0.7935 \| 0.6578 \| 0.9622 \| 0.8987 \| 0.9499 \|
	\| 0.0002 \| 28.54 \| 4110 \| 0.4031 \| 0.7649 \| 0.8238 \| 0.7933 \| 0.6574 \| 0.9620 \| 0.8996 \| 0.9500 \|
	\| 0.0008 \| 28.61 \| 4120 \| 0.4051 \| 0.7626 \| 0.8247 \| 0.7924 \| 0.6562 \| 0.9618 \| 0.8999 \| 0.9496 \|
	\| 0.0005 \| 28.68 \| 4130 \| 0.4058 \| 0.7603 \| 0.8270 \| 0.7922 \| 0.6559 \| 0.9616 \| 0.9008 \| 0.9495 \|
	\| 0.0006 \| 28.75 \| 4140 \| 0.4036 \| 0.7616 \| 0.8272 \| 0.7931 \| 0.6571 \| 0.9618 \| 0.9011 \| 0.9497 \|
	\| 0.0003 \| 28.82 \| 4150 \| 0.4002 \| 0.7648 \| 0.8263 \| 0.7944 \| 0.6589 \| 0.9621 \| 0.9008 \| 0.9498 \|
	\| 0.0005 \| 28.89 \| 4160 \| 0.3991 \| 0.7652 \| 0.8251 \| 0.7940 \| 0.6584 \| 0.9621 \| 0.9003 \| 0.9497 \|
	\| 0.0002 \| 28.96 \| 4170 \| 0.3976 \| 0.7677 \| 0.8222 \| 0.7940 \| 0.6584 \| 0.9623 \| 0.8990 \| 0.9499 \|
	\| 0.0006 \| 29.03 \| 4180 \| 0.3978 \| 0.7691 \| 0.8217 \| 0.7945 \| 0.6591 \| 0.9624 \| 0.8989 \| 0.9501 \|
	\| 0.0002 \| 29.1 \| 4190 \| 0.3961 \| 0.7722 \| 0.8196 \| 0.7952 \| 0.6600 \| 0.9626 \| 0.8980 \| 0.9505 \|
	\| 0.0004 \| 29.17 \| 4200 \| 0.3967 \| 0.7704 \| 0.8223 \| 0.7956 \| 0.6605 \| 0.9626 \| 0.8993 \| 0.9504 \|
	\| 0.0004 \| 29.24 \| 4210 \| 0.4029 \| 0.7642 \| 0.8259 \| 0.7939 \| 0.6582 \| 0.9621 \| 0.9006 \| 0.9495 \|
	\| 0.0001 \| 29.31 \| 4220 \| 0.4032 \| 0.7638 \| 0.8263 \| 0.7938 \| 0.6581 \| 0.9620 \| 0.9008 \| 0.9494 \|
	\| 0.0003 \| 29.38 \| 4230 \| 0.4010 \| 0.7657 \| 0.8251 \| 0.7943 \| 0.6588 \| 0.9622 \| 0.9003 \| 0.9497 \|
	\| 0.0002 \| 29.44 \| 4240 \| 0.4002 \| 0.7684 \| 0.8246 \| 0.7955 \| 0.6604 \| 0.9625 \| 0.9002 \| 0.9500 \|
	\| 0.0002 \| 29.51 \| 4250 \| 0.4060 \| 0.7588 \| 0.8283 \| 0.7920 \| 0.6557 \| 0.9615 \| 0.9014 \| 0.9490 \|
	\| 0.0002 \| 29.58 \| 4260 \| 0.4083 \| 0.7586 \| 0.8283 \| 0.7919 \| 0.6556 \| 0.9615 \| 0.9014 \| 0.9490 \|
	\| 0.0005 \| 29.65 \| 4270 \| 0.4146 \| 0.7565 \| 0.8283 \| 0.7907 \| 0.6539 \| 0.9612 \| 0.9012 \| 0.9485 \|
	\| 0.0002 \| 29.72 \| 4280 \| 0.4140 \| 0.7604 \| 0.8260 \| 0.7918 \| 0.6554 \| 0.9616 \| 0.9004 \| 0.9488 \|
	\| 0.0005 \| 29.79 \| 4290 \| 0.4117 \| 0.7663 \| 0.8225 \| 0.7934 \| 0.6576 \| 0.9621 \| 0.8991 \| 0.9494 \|
	\| 0.0006 \| 29.86 \| 4300 \| 0.4104 \| 0.7689 \| 0.8216 \| 0.7944 \| 0.6589 \| 0.9624 \| 0.8988 \| 0.9497 \|
	\| 0.0004 \| 29.93 \| 4310 \| 0.4084 \| 0.7696 \| 0.8218 \| 0.7948 \| 0.6595 \| 0.9625 \| 0.8990 \| 0.9500 \|
	\| 0.0005 \| 30.0 \| 4320 \| 0.4107 \| 0.7633 \| 0.8251 \| 0.7930 \| 0.6570 \| 0.9619 \| 0.9001 \| 0.9494 \|
	\| 0.0004 \| 30.07 \| 4330 \| 0.4120 \| 0.7571 \| 0.8295 \| 0.7916 \| 0.6551 \| 0.9614 \| 0.9018 \| 0.9488 \|
	\| 0.0002 \| 30.14 \| 4340 \| 0.4107 \| 0.7581 \| 0.8286 \| 0.7917 \| 0.6553 \| 0.9614 \| 0.9014 \| 0.9489 \|
	\| 0.0005 \| 30.21 \| 4350 \| 0.4097 \| 0.7591 \| 0.8286 \| 0.7923 \| 0.6560 \| 0.9616 \| 0.9015 \| 0.9490 \|
	\| 0.0002 \| 30.28 \| 4360 \| 0.4113 \| 0.7578 \| 0.8283 \| 0.7915 \| 0.6549 \| 0.9614 \| 0.9013 \| 0.9487 \|
	\| 0.0003 \| 30.35 \| 4370 \| 0.4092 \| 0.7620 \| 0.8268 \| 0.7931 \| 0.6571 \| 0.9618 \| 0.9009 \| 0.9491 \|
	\| 0.0002 \| 30.42 \| 4380 \| 0.4082 \| 0.7630 \| 0.8257 \| 0.7931 \| 0.6571 \| 0.9619 \| 0.9004 \| 0.9493 \|
	\| 0.0005 \| 30.49 \| 4390 \| 0.4064 \| 0.7646 \| 0.8255 \| 0.7939 \| 0.6582 \| 0.9621 \| 0.9004 \| 0.9495 \|
	\| 0.0008 \| 30.56 \| 4400 \| 0.4046 \| 0.7661 \| 0.8247 \| 0.7944 \| 0.6589 \| 0.9622 \| 0.9001 \| 0.9497 \|
	\| 0.0004 \| 30.62 \| 4410 \| 0.4033 \| 0.7669 \| 0.8241 \| 0.7945 \| 0.6590 \| 0.9623 \| 0.8999 \| 0.9498 \|
	\| 0.0002 \| 30.69 \| 4420 \| 0.4064 \| 0.7647 \| 0.8247 \| 0.7936 \| 0.6578 \| 0.9620 \| 0.9000 \| 0.9496 \|
	\| 0.0006 \| 30.76 \| 4430 \| 0.4078 \| 0.7625 \| 0.8251 \| 0.7926 \| 0.6564 \| 0.9618 \| 0.9001 \| 0.9493 \|
	\| 0.0002 \| 30.83 \| 4440 \| 0.4085 \| 0.7605 \| 0.8257 \| 0.7917 \| 0.6552 \| 0.9616 \| 0.9002 \| 0.9491 \|
	\| 0.0008 \| 30.9 \| 4450 \| 0.4091 \| 0.7595 \| 0.8264 \| 0.7916 \| 0.6550 \| 0.9615 \| 0.9005 \| 0.9490 \|
	\| 0.0002 \| 30.97 \| 4460 \| 0.4085 \| 0.76 \| 0.8257 \| 0.7915 \| 0.6549 \| 0.9615 \| 0.9002 \| 0.9490 \|
	\| 0.0001 \| 31.04 \| 4470 \| 0.4076 \| 0.7604 \| 0.8251 \| 0.7915 \| 0.6549 \| 0.9615 \| 0.8999 \| 0.9491 \|
	\| 0.0007 \| 31.11 \| 4480 \| 0.4071 \| 0.7615 \| 0.8251 \| 0.7920 \| 0.6556 \| 0.9617 \| 0.9000 \| 0.9493 \|
	\| 0.0002 \| 31.18 \| 4490 \| 0.4047 \| 0.7630 \| 0.8243 \| 0.7925 \| 0.6563 \| 0.9618 \| 0.8997 \| 0.9495 \|
	\| 0.0005 \| 31.25 \| 4500 \| 0.4029 \| 0.7652 \| 0.8237 \| 0.7934 \| 0.6575 \| 0.9620 \| 0.8996 \| 0.9498 \|
	\| 0.0005 \| 31.32 \| 4510 \| 0.4042 \| 0.7635 \| 0.8241 \| 0.7926 \| 0.6565 \| 0.9618 \| 0.8996 \| 0.9495 \|
	\| 0.0002 \| 31.39 \| 4520 \| 0.4068 \| 0.7608 \| 0.8250 \| 0.7916 \| 0.6551 \| 0.9616 \| 0.8999 \| 0.9491 \|
	\| 0.0003 \| 31.46 \| 4530 \| 0.4079 \| 0.7601 \| 0.8264 \| 0.7919 \| 0.6555 \| 0.9616 \| 0.9006 \| 0.9490 \|
	\| 0.0001 \| 31.53 \| 4540 \| 0.4085 \| 0.7588 \| 0.8278 \| 0.7918 \| 0.6553 \| 0.9615 \| 0.9011 \| 0.9489 \|
	\| 0.0004 \| 31.6 \| 4550 \| 0.4075 \| 0.7596 \| 0.8270 \| 0.7919 \| 0.6555 \| 0.9615 \| 0.9008 \| 0.9490 \|
	\| 0.0003 \| 31.67 \| 4560 \| 0.4051 \| 0.7622 \| 0.8254 \| 0.7925 \| 0.6563 \| 0.9618 \| 0.9002 \| 0.9492 \|
	\| 0.0002 \| 31.74 \| 4570 \| 0.4042 \| 0.7626 \| 0.8253 \| 0.7927 \| 0.6566 \| 0.9618 \| 0.9002 \| 0.9493 \|
	\| 0.0006 \| 31.81 \| 4580 \| 0.4069 \| 0.7615 \| 0.8259 \| 0.7924 \| 0.6562 \| 0.9617 \| 0.9004 \| 0.9491 \|
	\| 0.0009 \| 31.88 \| 4590 \| 0.4087 \| 0.7609 \| 0.8259 \| 0.7921 \| 0.6557 \| 0.9616 \| 0.9004 \| 0.9490 \|
	\| 0.0004 \| 31.94 \| 4600 \| 0.4095 \| 0.7603 \| 0.8263 \| 0.7919 \| 0.6556 \| 0.9616 \| 0.9005 \| 0.9488 \|
	\| 0.0001 \| 32.01 \| 4610 \| 0.4077 \| 0.7604 \| 0.8264 \| 0.7920 \| 0.6557 \| 0.9616 \| 0.9006 \| 0.9489 \|
	\| 0.0003 \| 32.08 \| 4620 \| 0.4067 \| 0.7612 \| 0.8260 \| 0.7923 \| 0.6560 \| 0.9617 \| 0.9004 \| 0.9490 \|
	\| 0.0001 \| 32.15 \| 4630 \| 0.4062 \| 0.7616 \| 0.8258 \| 0.7924 \| 0.6562 \| 0.9617 \| 0.9003 \| 0.9491 \|
	\| 0.0004 \| 32.22 \| 4640 \| 0.4059 \| 0.7615 \| 0.8255 \| 0.7922 \| 0.6559 \| 0.9617 \| 0.9002 \| 0.9491 \|
	\| 0.0002 \| 32.29 \| 4650 \| 0.4048 \| 0.7617 \| 0.8257 \| 0.7924 \| 0.6561 \| 0.9617 \| 0.9003 \| 0.9492 \|
	\| 0.0004 \| 32.36 \| 4660 \| 0.4046 \| 0.7614 \| 0.8262 \| 0.7925 \| 0.6563 \| 0.9617 \| 0.9005 \| 0.9492 \|
	\| 0.0002 \| 32.43 \| 4670 \| 0.4044 \| 0.7616 \| 0.8263 \| 0.7927 \| 0.6565 \| 0.9618 \| 0.9006 \| 0.9492 \|
	\| 0.0003 \| 32.5 \| 4680 \| 0.4044 \| 0.7614 \| 0.8262 \| 0.7925 \| 0.6563 \| 0.9617 \| 0.9005 \| 0.9492 \|
	\| 0.0005 \| 32.57 \| 4690 \| 0.4051 \| 0.7607 \| 0.8266 \| 0.7923 \| 0.6560 \| 0.9616 \| 0.9007 \| 0.9491 \|
	\| 0.0002 \| 32.64 \| 4700 \| 0.4054 \| 0.7606 \| 0.8264 \| 0.7922 \| 0.6559 \| 0.9616 \| 0.9006 \| 0.9490 \|
	\| 0.0004 \| 32.71 \| 4710 \| 0.4058 \| 0.7607 \| 0.8266 \| 0.7923 \| 0.6560 \| 0.9616 \| 0.9007 \| 0.9490 \|
	\| 0.0008 \| 32.78 \| 4720 \| 0.4059 \| 0.7610 \| 0.8259 \| 0.7921 \| 0.6558 \| 0.9616 \| 0.9004 \| 0.9490 \|
	\| 0.0001 \| 32.85 \| 4730 \| 0.4059 \| 0.7610 \| 0.8262 \| 0.7923 \| 0.6560 \| 0.9617 \| 0.9005 \| 0.9491 \|
	\| 0.0002 \| 32.92 \| 4740 \| 0.4063 \| 0.7609 \| 0.8264 \| 0.7923 \| 0.6561 \| 0.9617 \| 0.9006 \| 0.9490 \|
	\| 0.0005 \| 32.99 \| 4750 \| 0.4068 \| 0.7609 \| 0.8263 \| 0.7922 \| 0.6560 \| 0.9617 \| 0.9006 \| 0.9490 \|
	\| 0.0001 \| 33.06 \| 4760 \| 0.4068 \| 0.7607 \| 0.8260 \| 0.7920 \| 0.6557 \| 0.9616 \| 0.9004 \| 0.9490 \|
	\| 0.0006 \| 33.12 \| 4770 \| 0.4061 \| 0.7615 \| 0.8257 \| 0.7923 \| 0.6560 \| 0.9617 \| 0.9003 \| 0.9490 \|
	\| 0.0002 \| 33.19 \| 4780 \| 0.4057 \| 0.7620 \| 0.8255 \| 0.7925 \| 0.6563 \| 0.9618 \| 0.9002 \| 0.9491 \|
	\| 0.0001 \| 33.26 \| 4790 \| 0.4056 \| 0.7625 \| 0.8253 \| 0.7926 \| 0.6565 \| 0.9618 \| 0.9002 \| 0.9491 \|
	\| 0.0003 \| 33.33 \| 4800 \| 0.4058 \| 0.7625 \| 0.8253 \| 0.7926 \| 0.6565 \| 0.9618 \| 0.9002 \| 0.9491 \|
	\| 0.0002 \| 33.4 \| 4810 \| 0.4063 \| 0.7622 \| 0.8259 \| 0.7928 \| 0.6567 \| 0.9618 \| 0.9005 \| 0.9490 \|
	\| 0.0005 \| 33.47 \| 4820 \| 0.4067 \| 0.7618 \| 0.8263 \| 0.7928 \| 0.6567 \| 0.9618 \| 0.9006 \| 0.9490 \|
	\| 0.0003 \| 33.54 \| 4830 \| 0.4069 \| 0.7619 \| 0.8263 \| 0.7928 \| 0.6567 \| 0.9618 \| 0.9006 \| 0.9490 \|
	\| 0.0004 \| 33.61 \| 4840 \| 0.4070 \| 0.7618 \| 0.8263 \| 0.7928 \| 0.6567 \| 0.9618 \| 0.9006 \| 0.9490 \|
	\| 0.0004 \| 33.68 \| 4850 \| 0.4069 \| 0.7619 \| 0.8263 \| 0.7928 \| 0.6567 \| 0.9618 \| 0.9006 \| 0.9490 \|
	\| 0.0001 \| 33.75 \| 4860 \| 0.4067 \| 0.7620 \| 0.8263 \| 0.7929 \| 0.6568 \| 0.9618 \| 0.9006 \| 0.9490 \|
	\| 0.0003 \| 33.82 \| 4870 \| 0.4066 \| 0.7621 \| 0.8264 \| 0.7930 \| 0.6570 \| 0.9618 \| 0.9007 \| 0.9490 \|
	\| 0.0001 \| 33.89 \| 4880 \| 0.4067 \| 0.7619 \| 0.8266 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9490 \|
	\| 0.0004 \| 33.96 \| 4890 \| 0.4066 \| 0.7619 \| 0.8264 \| 0.7929 \| 0.6568 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0002 \| 34.03 \| 4900 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0003 \| 34.1 \| 4910 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0001 \| 34.17 \| 4920 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0002 \| 34.24 \| 4930 \| 0.4066 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0002 \| 34.31 \| 4940 \| 0.4066 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0005 \| 34.38 \| 4950 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0008 \| 34.44 \| 4960 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0004 \| 34.51 \| 4970 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0001 \| 34.58 \| 4980 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0005 \| 34.65 \| 4990 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|
	\| 0.0005 \| 34.72 \| 5000 \| 0.4067 \| 0.7620 \| 0.8264 \| 0.7929 \| 0.6569 \| 0.9618 \| 0.9007 \| 0.9491 \|


	### Framework versions

	- Transformers 4.34.1
	- Pytorch 2.0.1
	- Datasets 2.14.6
	- Tokenizers 0.14.1