End of training

f4c7323 verified 21 days ago

42.3 kB

	---
	library_name: transformers
	license: apache-2.0
	base_model: facebook/detr-resnet-50
	tags:
	- generated_from_trainer
	model-index:
	- name: chickens-composite-101818181818-150-epochs-w-transform-metrics-test-shfld
	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. -->

	# chickens-composite-101818181818-150-epochs-w-transform-metrics-test-shfld

	This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the None dataset.
	It achieves the following results on the evaluation set:
	- Loss: 0.2959
	- Map: 0.7997
	- Map 50: 0.9529
	- Map 75: 0.9125
	- Map Small: 0.2883
	- Map Medium: 0.7977
	- Map Large: 0.8126
	- Mar 1: 0.3344
	- Mar 10: 0.8339
	- Mar 100: 0.8362
	- Mar Small: 0.3111
	- Mar Medium: 0.8343
	- Mar Large: 0.8457
	- Map Chicken: 0.7961
	- Mar 100 Chicken: 0.8395
	- Map Duck: 0.7392
	- Mar 100 Duck: 0.7758
	- Map Plant: 0.8637
	- Mar 100 Plant: 0.8934

	## 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: 1e-05
	- train_batch_size: 2
	- eval_batch_size: 8
	- seed: 42
	- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
	- lr_scheduler_type: cosine
	- num_epochs: 150

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Map \| Map 50 \| Map 75 \| Map Small \| Map Medium \| Map Large \| Mar 1 \| Mar 10 \| Mar 100 \| Mar Small \| Mar Medium \| Mar Large \| Map Chicken \| Mar 100 Chicken \| Map Duck \| Mar 100 Duck \| Map Plant \| Mar 100 Plant \|
	\|:-------------:\|:-----:\|:-----:\|:---------------:\|:------:\|:------:\|:------:\|:---------:\|:----------:\|:---------:\|:------:\|:------:\|:-------:\|:---------:\|:----------:\|:---------:\|:-----------:\|:---------------:\|:--------:\|:------------:\|:---------:\|:-------------:\|
	\| 1.5593 \| 1.0 \| 500 \| 1.4254 \| 0.0618 \| 0.0998 \| 0.068 \| 0.0482 \| 0.038 \| 0.0714 \| 0.0719 \| 0.2004 \| 0.3931 \| 0.1167 \| 0.3646 \| 0.3877 \| 0.0728 \| 0.4278 \| 0.0 \| 0.0 \| 0.1126 \| 0.7515 \|
	\| 1.1781 \| 2.0 \| 1000 \| 1.2702 \| 0.1171 \| 0.178 \| 0.1301 \| 0.0034 \| 0.0749 \| 0.1283 \| 0.1021 \| 0.2999 \| 0.4572 \| 0.0583 \| 0.4223 \| 0.4692 \| 0.1209 \| 0.6089 \| 0.0 \| 0.0 \| 0.2303 \| 0.7627 \|
	\| 1.2828 \| 3.0 \| 1500 \| 1.1369 \| 0.1986 \| 0.2993 \| 0.2276 \| 0.012 \| 0.1722 \| 0.2143 \| 0.1131 \| 0.3631 \| 0.4357 \| 0.125 \| 0.4166 \| 0.4223 \| 0.2177 \| 0.5508 \| 0.0 \| 0.0 \| 0.3781 \| 0.7563 \|
	\| 1.211 \| 4.0 \| 2000 \| 1.0852 \| 0.2357 \| 0.3552 \| 0.2708 \| 0.0092 \| 0.1875 \| 0.259 \| 0.1155 \| 0.3965 \| 0.4606 \| 0.1125 \| 0.4361 \| 0.4658 \| 0.2359 \| 0.6181 \| 0.0 \| 0.0 \| 0.4712 \| 0.7636 \|
	\| 0.8201 \| 5.0 \| 2500 \| 0.9602 \| 0.3058 \| 0.4592 \| 0.3621 \| 0.0188 \| 0.2541 \| 0.3171 \| 0.1184 \| 0.425 \| 0.4378 \| 0.15 \| 0.4168 \| 0.4355 \| 0.3077 \| 0.581 \| 0.0 \| 0.0 \| 0.6097 \| 0.7322 \|
	\| 1.0216 \| 6.0 \| 3000 \| 1.0500 \| 0.3162 \| 0.4586 \| 0.3713 \| 0.0739 \| 0.2797 \| 0.3196 \| 0.1193 \| 0.4178 \| 0.4205 \| 0.0958 \| 0.4006 \| 0.4111 \| 0.328 \| 0.5669 \| 0.0 \| 0.0 \| 0.6206 \| 0.6946 \|
	\| 0.9282 \| 7.0 \| 3500 \| 0.8361 \| 0.3673 \| 0.519 \| 0.4224 \| 0.0731 \| 0.3377 \| 0.3698 \| 0.1315 \| 0.4652 \| 0.4725 \| 0.1208 \| 0.4519 \| 0.4738 \| 0.4035 \| 0.6496 \| 0.0 \| 0.0 \| 0.6984 \| 0.7678 \|
	\| 0.744 \| 8.0 \| 4000 \| 0.8710 \| 0.3596 \| 0.5289 \| 0.4163 \| 0.0228 \| 0.3272 \| 0.3628 \| 0.1261 \| 0.4519 \| 0.4547 \| 0.0542 \| 0.4271 \| 0.461 \| 0.4232 \| 0.6379 \| 0.0 \| 0.0 \| 0.6555 \| 0.7262 \|
	\| 0.8694 \| 9.0 \| 4500 \| 0.7759 \| 0.3833 \| 0.5524 \| 0.4452 \| 0.0822 \| 0.3334 \| 0.3959 \| 0.1329 \| 0.4717 \| 0.4771 \| 0.1125 \| 0.4377 \| 0.4887 \| 0.4549 \| 0.6657 \| 0.0 \| 0.0 \| 0.695 \| 0.7657 \|
	\| 0.7675 \| 10.0 \| 5000 \| 0.7369 \| 0.3868 \| 0.549 \| 0.4514 \| 0.0968 \| 0.3583 \| 0.3948 \| 0.1302 \| 0.4801 \| 0.4845 \| 0.125 \| 0.4532 \| 0.5004 \| 0.445 \| 0.6766 \| 0.0 \| 0.0 \| 0.7153 \| 0.7768 \|
	\| 1.0047 \| 11.0 \| 5500 \| 0.7570 \| 0.3987 \| 0.5494 \| 0.4731 \| 0.0828 \| 0.3708 \| 0.4196 \| 0.1387 \| 0.4818 \| 0.4843 \| 0.1333 \| 0.4521 \| 0.5098 \| 0.4916 \| 0.6911 \| 0.0 \| 0.0 \| 0.7044 \| 0.7617 \|
	\| 0.7842 \| 12.0 \| 6000 \| 0.7426 \| 0.4039 \| 0.568 \| 0.4646 \| 0.096 \| 0.3755 \| 0.4117 \| 0.1379 \| 0.481 \| 0.4837 \| 0.1583 \| 0.451 \| 0.5009 \| 0.4936 \| 0.6823 \| 0.0 \| 0.0 \| 0.7181 \| 0.769 \|
	\| 0.7374 \| 13.0 \| 6500 \| 0.6384 \| 0.4272 \| 0.5718 \| 0.5012 \| 0.1095 \| 0.3974 \| 0.4315 \| 0.1428 \| 0.4996 \| 0.5024 \| 0.1667 \| 0.4709 \| 0.5152 \| 0.5466 \| 0.7157 \| 0.0 \| 0.0 \| 0.735 \| 0.7916 \|
	\| 0.8151 \| 14.0 \| 7000 \| 0.6512 \| 0.4108 \| 0.5644 \| 0.4814 \| 0.1311 \| 0.3736 \| 0.4232 \| 0.1359 \| 0.4899 \| 0.4929 \| 0.1583 \| 0.4609 \| 0.5073 \| 0.4984 \| 0.6927 \| 0.0 \| 0.0 \| 0.7341 \| 0.7858 \|
	\| 0.7233 \| 15.0 \| 7500 \| 0.7068 \| 0.4002 \| 0.5618 \| 0.4729 \| 0.0743 \| 0.3623 \| 0.4249 \| 0.1352 \| 0.4785 \| 0.4812 \| 0.15 \| 0.4459 \| 0.5021 \| 0.4871 \| 0.6786 \| 0.0 \| 0.0 \| 0.7135 \| 0.7651 \|
	\| 0.6345 \| 16.0 \| 8000 \| 0.6210 \| 0.424 \| 0.5825 \| 0.4956 \| 0.1345 \| 0.394 \| 0.4389 \| 0.1399 \| 0.4959 \| 0.5018 \| 0.1875 \| 0.4711 \| 0.5256 \| 0.5273 \| 0.7133 \| 0.0 \| 0.0 \| 0.7446 \| 0.7922 \|
	\| 0.5406 \| 17.0 \| 8500 \| 0.5952 \| 0.4341 \| 0.5836 \| 0.5014 \| 0.2377 \| 0.4078 \| 0.4426 \| 0.1419 \| 0.5052 \| 0.5084 \| 0.2625 \| 0.4795 \| 0.5231 \| 0.5476 \| 0.7169 \| 0.0 \| 0.0 \| 0.7548 \| 0.8081 \|
	\| 0.6986 \| 18.0 \| 9000 \| 0.5646 \| 0.4465 \| 0.5893 \| 0.5235 \| 0.1327 \| 0.4176 \| 0.4565 \| 0.1399 \| 0.5088 \| 0.5154 \| 0.1625 \| 0.4785 \| 0.5353 \| 0.576 \| 0.7343 \| 0.0 \| 0.0 \| 0.7635 \| 0.812 \|
	\| 0.6939 \| 19.0 \| 9500 \| 0.6293 \| 0.4146 \| 0.5821 \| 0.4897 \| 0.1459 \| 0.3885 \| 0.4238 \| 0.1343 \| 0.4816 \| 0.4848 \| 0.1667 \| 0.4535 \| 0.5074 \| 0.5217 \| 0.6875 \| 0.0 \| 0.0 \| 0.7222 \| 0.7669 \|
	\| 0.6532 \| 20.0 \| 10000 \| 0.5819 \| 0.4345 \| 0.5819 \| 0.4954 \| 0.1127 \| 0.4072 \| 0.4364 \| 0.1435 \| 0.5116 \| 0.5158 \| 0.1958 \| 0.483 \| 0.5299 \| 0.5501 \| 0.7415 \| 0.0 \| 0.0 \| 0.7535 \| 0.8057 \|
	\| 0.6648 \| 21.0 \| 10500 \| 0.5717 \| 0.4251 \| 0.5849 \| 0.5027 \| 0.1448 \| 0.3897 \| 0.4468 \| 0.1341 \| 0.4993 \| 0.5041 \| 0.2125 \| 0.4721 \| 0.5222 \| 0.5444 \| 0.7323 \| 0.0 \| 0.0 \| 0.7308 \| 0.7801 \|
	\| 0.7616 \| 22.0 \| 11000 \| 0.5705 \| 0.4331 \| 0.5904 \| 0.5126 \| 0.1392 \| 0.4043 \| 0.4415 \| 0.1365 \| 0.5034 \| 0.508 \| 0.1833 \| 0.4804 \| 0.5178 \| 0.5476 \| 0.7234 \| 0.0 \| 0.0 \| 0.7518 \| 0.8006 \|
	\| 0.6133 \| 23.0 \| 11500 \| 0.5598 \| 0.4461 \| 0.5853 \| 0.5289 \| 0.0873 \| 0.4143 \| 0.4588 \| 0.14 \| 0.5158 \| 0.5209 \| 0.1375 \| 0.4886 \| 0.5394 \| 0.5671 \| 0.7452 \| 0.0 \| 0.0 \| 0.7712 \| 0.8175 \|
	\| 0.7888 \| 24.0 \| 12000 \| 0.5552 \| 0.4503 \| 0.5882 \| 0.5292 \| 0.158 \| 0.4155 \| 0.4656 \| 0.1444 \| 0.5185 \| 0.5237 \| 0.2167 \| 0.4911 \| 0.5364 \| 0.5769 \| 0.7609 \| 0.0 \| 0.0 \| 0.7741 \| 0.8102 \|
	\| 0.4915 \| 25.0 \| 12500 \| 0.5522 \| 0.4361 \| 0.5917 \| 0.5251 \| 0.0734 \| 0.4055 \| 0.4591 \| 0.1379 \| 0.5031 \| 0.5094 \| 0.2375 \| 0.4745 \| 0.5255 \| 0.542 \| 0.7153 \| 0.0 \| 0.0 \| 0.7661 \| 0.813 \|
	\| 0.5545 \| 26.0 \| 13000 \| 0.5461 \| 0.4586 \| 0.6022 \| 0.5503 \| 0.1329 \| 0.4316 \| 0.4647 \| 0.1507 \| 0.5153 \| 0.5193 \| 0.2292 \| 0.4906 \| 0.5279 \| 0.6059 \| 0.7492 \| 0.0 \| 0.0 \| 0.7699 \| 0.8087 \|
	\| 0.6167 \| 27.0 \| 13500 \| 0.5517 \| 0.4488 \| 0.5941 \| 0.5451 \| 0.1318 \| 0.4116 \| 0.4805 \| 0.1417 \| 0.5105 \| 0.5152 \| 0.2125 \| 0.4806 \| 0.5445 \| 0.5815 \| 0.7444 \| 0.0 \| 0.0 \| 0.765 \| 0.8012 \|
	\| 0.7243 \| 28.0 \| 14000 \| 0.5391 \| 0.4569 \| 0.5973 \| 0.5348 \| 0.1178 \| 0.4315 \| 0.4786 \| 0.146 \| 0.5185 \| 0.5233 \| 0.2 \| 0.4952 \| 0.5454 \| 0.5923 \| 0.744 \| 0.0 \| 0.0 \| 0.7784 \| 0.8259 \|
	\| 0.6615 \| 29.0 \| 14500 \| 0.5449 \| 0.4503 \| 0.6024 \| 0.5494 \| 0.0953 \| 0.4129 \| 0.4816 \| 0.1439 \| 0.507 \| 0.5113 \| 0.2 \| 0.4751 \| 0.5379 \| 0.5879 \| 0.7323 \| 0.0 \| 0.0 \| 0.7629 \| 0.8015 \|
	\| 0.4993 \| 30.0 \| 15000 \| 0.5131 \| 0.4743 \| 0.6051 \| 0.5623 \| 0.0918 \| 0.4482 \| 0.5041 \| 0.1478 \| 0.5275 \| 0.5331 \| 0.2375 \| 0.5045 \| 0.5539 \| 0.6328 \| 0.773 \| 0.0 \| 0.0 \| 0.7901 \| 0.8262 \|
	\| 0.62 \| 31.0 \| 15500 \| 0.5405 \| 0.4646 \| 0.603 \| 0.5542 \| 0.0607 \| 0.4422 \| 0.4832 \| 0.1485 \| 0.5201 \| 0.5237 \| 0.1625 \| 0.5016 \| 0.5361 \| 0.614 \| 0.7512 \| 0.0 \| 0.0 \| 0.7798 \| 0.8199 \|
	\| 0.5616 \| 32.0 \| 16000 \| 0.5097 \| 0.4744 \| 0.6111 \| 0.5736 \| 0.07 \| 0.4423 \| 0.4967 \| 0.1453 \| 0.5236 \| 0.5288 \| 0.1667 \| 0.4979 \| 0.544 \| 0.6395 \| 0.7585 \| 0.0 \| 0.0 \| 0.7836 \| 0.828 \|
	\| 0.4979 \| 33.0 \| 16500 \| 0.5117 \| 0.4846 \| 0.6197 \| 0.5695 \| 0.0474 \| 0.4538 \| 0.5076 \| 0.1494 \| 0.5307 \| 0.5358 \| 0.125 \| 0.5075 \| 0.5547 \| 0.6651 \| 0.779 \| 0.0 \| 0.0 \| 0.7888 \| 0.8283 \|
	\| 0.5772 \| 34.0 \| 17000 \| 0.5248 \| 0.4758 \| 0.6206 \| 0.571 \| 0.0753 \| 0.4453 \| 0.4902 \| 0.1503 \| 0.5223 \| 0.5265 \| 0.1958 \| 0.4962 \| 0.5354 \| 0.6594 \| 0.7669 \| 0.0 \| 0.0 \| 0.7679 \| 0.8127 \|
	\| 0.6061 \| 35.0 \| 17500 \| 0.5076 \| 0.4867 \| 0.6271 \| 0.5914 \| 0.0845 \| 0.455 \| 0.4979 \| 0.1506 \| 0.5254 \| 0.5297 \| 0.225 \| 0.4979 \| 0.5438 \| 0.6651 \| 0.7609 \| 0.0 \| 0.0 \| 0.7951 \| 0.8283 \|
	\| 0.4872 \| 36.0 \| 18000 \| 0.5002 \| 0.4875 \| 0.6307 \| 0.5823 \| 0.0911 \| 0.4517 \| 0.5101 \| 0.1532 \| 0.5244 \| 0.528 \| 0.2208 \| 0.4922 \| 0.5457 \| 0.6716 \| 0.7581 \| 0.0 \| 0.0 \| 0.7909 \| 0.8259 \|
	\| 0.499 \| 37.0 \| 18500 \| 0.4787 \| 0.4995 \| 0.6374 \| 0.5907 \| 0.134 \| 0.4658 \| 0.5097 \| 0.1559 \| 0.5317 \| 0.5369 \| 0.225 \| 0.506 \| 0.5468 \| 0.6978 \| 0.7726 \| 0.0 \| 0.0 \| 0.8008 \| 0.8383 \|
	\| 0.4926 \| 38.0 \| 19000 \| 0.4706 \| 0.5026 \| 0.6392 \| 0.6018 \| 0.1207 \| 0.4744 \| 0.5192 \| 0.1567 \| 0.5321 \| 0.5391 \| 0.2333 \| 0.5156 \| 0.5516 \| 0.7093 \| 0.7746 \| 0.0 \| 0.0 \| 0.7986 \| 0.8428 \|
	\| 0.4842 \| 39.0 \| 19500 \| 0.4501 \| 0.5355 \| 0.6675 \| 0.6262 \| 0.1531 \| 0.5188 \| 0.5258 \| 0.1782 \| 0.5599 \| 0.5657 \| 0.2167 \| 0.5497 \| 0.5566 \| 0.7289 \| 0.7831 \| 0.0676 \| 0.0621 \| 0.8099 \| 0.8518 \|
	\| 0.4388 \| 40.0 \| 20000 \| 0.4492 \| 0.5759 \| 0.7319 \| 0.6917 \| 0.2016 \| 0.5629 \| 0.5794 \| 0.2133 \| 0.6052 \| 0.6116 \| 0.2792 \| 0.5968 \| 0.612 \| 0.7058 \| 0.7609 \| 0.2139 \| 0.2211 \| 0.808 \| 0.8527 \|
	\| 0.5973 \| 41.0 \| 20500 \| 0.4320 \| 0.6214 \| 0.7675 \| 0.7299 \| 0.1689 \| 0.6037 \| 0.6191 \| 0.2363 \| 0.6511 \| 0.6566 \| 0.275 \| 0.6379 \| 0.6511 \| 0.7474 \| 0.8024 \| 0.3108 \| 0.3232 \| 0.806 \| 0.8443 \|
	\| 0.6471 \| 42.0 \| 21000 \| 0.4575 \| 0.6216 \| 0.8126 \| 0.7403 \| 0.1932 \| 0.6134 \| 0.6043 \| 0.2459 \| 0.6582 \| 0.661 \| 0.2667 \| 0.6489 \| 0.6509 \| 0.6722 \| 0.7298 \| 0.3924 \| 0.4137 \| 0.8 \| 0.8395 \|
	\| 0.5442 \| 43.0 \| 21500 \| 0.4265 \| 0.6911 \| 0.8876 \| 0.842 \| 0.2163 \| 0.6898 \| 0.693 \| 0.2988 \| 0.7358 \| 0.7408 \| 0.3333 \| 0.736 \| 0.7502 \| 0.7061 \| 0.7681 \| 0.5569 \| 0.6053 \| 0.8103 \| 0.8491 \|
	\| 0.52 \| 44.0 \| 22000 \| 0.4279 \| 0.6918 \| 0.8948 \| 0.8453 \| 0.1957 \| 0.691 \| 0.6836 \| 0.2969 \| 0.7344 \| 0.7381 \| 0.2875 \| 0.7341 \| 0.7327 \| 0.7114 \| 0.7694 \| 0.5632 \| 0.6021 \| 0.8007 \| 0.8428 \|
	\| 0.5388 \| 45.0 \| 22500 \| 0.4436 \| 0.6881 \| 0.8959 \| 0.8218 \| 0.1081 \| 0.6807 \| 0.6963 \| 0.2972 \| 0.7291 \| 0.7321 \| 0.2417 \| 0.7229 \| 0.7455 \| 0.6986 \| 0.7476 \| 0.5668 \| 0.6042 \| 0.7991 \| 0.8446 \|
	\| 0.448 \| 46.0 \| 23000 \| 0.4175 \| 0.6923 \| 0.888 \| 0.8294 \| 0.1616 \| 0.686 \| 0.7025 \| 0.2932 \| 0.7316 \| 0.7366 \| 0.2542 \| 0.7282 \| 0.7519 \| 0.712 \| 0.7665 \| 0.5533 \| 0.5916 \| 0.8116 \| 0.8518 \|
	\| 0.4813 \| 47.0 \| 23500 \| 0.4539 \| 0.6668 \| 0.869 \| 0.8013 \| 0.177 \| 0.6492 \| 0.6792 \| 0.2837 \| 0.7038 \| 0.7076 \| 0.3 \| 0.6941 \| 0.715 \| 0.7076 \| 0.7593 \| 0.5094 \| 0.5347 \| 0.7835 \| 0.8289 \|
	\| 0.5411 \| 48.0 \| 24000 \| 0.3942 \| 0.7248 \| 0.9066 \| 0.8668 \| 0.2003 \| 0.7087 \| 0.7693 \| 0.3079 \| 0.7636 \| 0.7678 \| 0.2625 \| 0.7516 \| 0.813 \| 0.7497 \| 0.7964 \| 0.6227 \| 0.6621 \| 0.8019 \| 0.8449 \|
	\| 0.6534 \| 49.0 \| 24500 \| 0.4056 \| 0.7123 \| 0.8974 \| 0.8511 \| 0.1611 \| 0.6932 \| 0.7483 \| 0.304 \| 0.7505 \| 0.7543 \| 0.2958 \| 0.7338 \| 0.7925 \| 0.7219 \| 0.7746 \| 0.5993 \| 0.6316 \| 0.8156 \| 0.8566 \|
	\| 0.377 \| 50.0 \| 25000 \| 0.3828 \| 0.7397 \| 0.936 \| 0.8724 \| 0.2397 \| 0.724 \| 0.7552 \| 0.3188 \| 0.7791 \| 0.7832 \| 0.3292 \| 0.7696 \| 0.8016 \| 0.7286 \| 0.7734 \| 0.6664 \| 0.7126 \| 0.8241 \| 0.8636 \|
	\| 0.5198 \| 51.0 \| 25500 \| 0.3895 \| 0.7341 \| 0.9234 \| 0.8692 \| 0.1944 \| 0.722 \| 0.7554 \| 0.3099 \| 0.7701 \| 0.7733 \| 0.2875 \| 0.7617 \| 0.802 \| 0.7328 \| 0.7734 \| 0.6507 \| 0.6926 \| 0.8186 \| 0.8539 \|
	\| 0.4339 \| 52.0 \| 26000 \| 0.3881 \| 0.7396 \| 0.9251 \| 0.8757 \| 0.1544 \| 0.717 \| 0.7959 \| 0.3127 \| 0.7743 \| 0.7776 \| 0.2417 \| 0.7538 \| 0.8312 \| 0.7413 \| 0.7891 \| 0.6603 \| 0.6895 \| 0.8171 \| 0.8542 \|
	\| 0.4556 \| 53.0 \| 26500 \| 0.3676 \| 0.7385 \| 0.9322 \| 0.882 \| 0.2223 \| 0.7185 \| 0.7716 \| 0.3151 \| 0.7726 \| 0.7772 \| 0.3014 \| 0.7634 \| 0.8087 \| 0.7453 \| 0.7847 \| 0.6602 \| 0.6968 \| 0.8099 \| 0.85 \|
	\| 0.4291 \| 54.0 \| 27000 \| 0.3836 \| 0.7341 \| 0.9304 \| 0.8776 \| 0.177 \| 0.7103 \| 0.7794 \| 0.3179 \| 0.7712 \| 0.7758 \| 0.3 \| 0.7579 \| 0.8178 \| 0.7395 \| 0.7895 \| 0.6559 \| 0.6937 \| 0.8068 \| 0.8443 \|
	\| 0.4573 \| 55.0 \| 27500 \| 0.3755 \| 0.7386 \| 0.9355 \| 0.8918 \| 0.1973 \| 0.7277 \| 0.7621 \| 0.3135 \| 0.7772 \| 0.7809 \| 0.2667 \| 0.7733 \| 0.8019 \| 0.738 \| 0.7847 \| 0.6684 \| 0.7116 \| 0.8095 \| 0.8464 \|
	\| 0.4252 \| 56.0 \| 28000 \| 0.3715 \| 0.7428 \| 0.9323 \| 0.8989 \| 0.1769 \| 0.7324 \| 0.7619 \| 0.3141 \| 0.779 \| 0.783 \| 0.3042 \| 0.774 \| 0.7984 \| 0.7513 \| 0.794 \| 0.6641 \| 0.7032 \| 0.8129 \| 0.8518 \|
	\| 0.4442 \| 57.0 \| 28500 \| 0.3634 \| 0.7473 \| 0.9293 \| 0.8816 \| 0.2133 \| 0.739 \| 0.7691 \| 0.3148 \| 0.7871 \| 0.7901 \| 0.2708 \| 0.7827 \| 0.8123 \| 0.7623 \| 0.804 \| 0.6598 \| 0.7084 \| 0.8197 \| 0.8578 \|
	\| 0.6128 \| 58.0 \| 29000 \| 0.3701 \| 0.7495 \| 0.9339 \| 0.8731 \| 0.1517 \| 0.7355 \| 0.7881 \| 0.3166 \| 0.7839 \| 0.7881 \| 0.2875 \| 0.7748 \| 0.8276 \| 0.7661 \| 0.806 \| 0.6761 \| 0.7126 \| 0.8063 \| 0.8455 \|
	\| 0.5688 \| 59.0 \| 29500 \| 0.3720 \| 0.7475 \| 0.9385 \| 0.8895 \| 0.2601 \| 0.7387 \| 0.7661 \| 0.3215 \| 0.7826 \| 0.7862 \| 0.3125 \| 0.7791 \| 0.8048 \| 0.7562 \| 0.794 \| 0.6744 \| 0.7158 \| 0.8118 \| 0.8488 \|
	\| 0.4942 \| 60.0 \| 30000 \| 0.3703 \| 0.74 \| 0.9318 \| 0.8728 \| 0.1782 \| 0.726 \| 0.7702 \| 0.3124 \| 0.7787 \| 0.7821 \| 0.2542 \| 0.7671 \| 0.817 \| 0.7558 \| 0.8028 \| 0.6483 \| 0.6895 \| 0.816 \| 0.8539 \|
	\| 0.4106 \| 61.0 \| 30500 \| 0.3685 \| 0.739 \| 0.934 \| 0.8802 \| 0.2221 \| 0.7235 \| 0.7501 \| 0.3176 \| 0.7772 \| 0.7799 \| 0.2667 \| 0.767 \| 0.7946 \| 0.7401 \| 0.7847 \| 0.6619 \| 0.7053 \| 0.8151 \| 0.8497 \|
	\| 0.4923 \| 62.0 \| 31000 \| 0.3567 \| 0.7568 \| 0.9428 \| 0.9018 \| 0.2009 \| 0.7439 \| 0.7907 \| 0.3218 \| 0.7928 \| 0.7958 \| 0.2875 \| 0.787 \| 0.8232 \| 0.7691 \| 0.8085 \| 0.6744 \| 0.7179 \| 0.8267 \| 0.8611 \|
	\| 0.474 \| 63.0 \| 31500 \| 0.3643 \| 0.7388 \| 0.9372 \| 0.8944 \| 0.1755 \| 0.7311 \| 0.7726 \| 0.315 \| 0.7806 \| 0.784 \| 0.2667 \| 0.7816 \| 0.8129 \| 0.746 \| 0.7915 \| 0.6476 \| 0.7021 \| 0.8228 \| 0.8584 \|
	\| 0.4232 \| 64.0 \| 32000 \| 0.3292 \| 0.772 \| 0.9443 \| 0.8969 \| 0.2505 \| 0.755 \| 0.812 \| 0.3252 \| 0.8062 \| 0.8104 \| 0.3528 \| 0.7921 \| 0.8463 \| 0.7743 \| 0.8198 \| 0.7097 \| 0.7442 \| 0.8321 \| 0.8672 \|
	\| 0.5473 \| 65.0 \| 32500 \| 0.3485 \| 0.7562 \| 0.9403 \| 0.8948 \| 0.2005 \| 0.743 \| 0.7782 \| 0.3213 \| 0.7979 \| 0.8011 \| 0.2931 \| 0.7902 \| 0.8205 \| 0.7678 \| 0.8145 \| 0.6801 \| 0.7274 \| 0.8206 \| 0.8614 \|
	\| 0.3545 \| 66.0 \| 33000 \| 0.3473 \| 0.7548 \| 0.9457 \| 0.901 \| 0.1938 \| 0.7436 \| 0.7813 \| 0.3176 \| 0.7922 \| 0.7958 \| 0.275 \| 0.7861 \| 0.8239 \| 0.7501 \| 0.798 \| 0.6857 \| 0.7263 \| 0.8285 \| 0.863 \|
	\| 0.596 \| 67.0 \| 33500 \| 0.3422 \| 0.7591 \| 0.9432 \| 0.8851 \| 0.2045 \| 0.7441 \| 0.7888 \| 0.3222 \| 0.796 \| 0.8002 \| 0.2958 \| 0.787 \| 0.8287 \| 0.7652 \| 0.8129 \| 0.6755 \| 0.7179 \| 0.8365 \| 0.8699 \|
	\| 0.4029 \| 68.0 \| 34000 \| 0.3423 \| 0.7551 \| 0.9428 \| 0.8957 \| 0.2309 \| 0.7443 \| 0.791 \| 0.3184 \| 0.7891 \| 0.7947 \| 0.3514 \| 0.7851 \| 0.8277 \| 0.7551 \| 0.8016 \| 0.6732 \| 0.7116 \| 0.8369 \| 0.8708 \|
	\| 0.4128 \| 69.0 \| 34500 \| 0.3450 \| 0.7529 \| 0.9409 \| 0.8963 \| 0.2611 \| 0.7392 \| 0.7774 \| 0.3193 \| 0.79 \| 0.7959 \| 0.3542 \| 0.7835 \| 0.8173 \| 0.7417 \| 0.7952 \| 0.6837 \| 0.7221 \| 0.8334 \| 0.8705 \|
	\| 0.4718 \| 70.0 \| 35000 \| 0.3278 \| 0.7638 \| 0.9412 \| 0.8912 \| 0.2465 \| 0.7532 \| 0.7886 \| 0.3231 \| 0.8006 \| 0.8045 \| 0.3458 \| 0.7991 \| 0.8211 \| 0.7709 \| 0.8169 \| 0.6872 \| 0.7274 \| 0.8333 \| 0.8693 \|
	\| 0.4164 \| 71.0 \| 35500 \| 0.3412 \| 0.7612 \| 0.9365 \| 0.8922 \| 0.1539 \| 0.7533 \| 0.7865 \| 0.3204 \| 0.7966 \| 0.801 \| 0.2917 \| 0.7934 \| 0.8223 \| 0.7756 \| 0.8202 \| 0.6792 \| 0.72 \| 0.8289 \| 0.863 \|
	\| 0.403 \| 72.0 \| 36000 \| 0.3284 \| 0.7728 \| 0.9476 \| 0.8902 \| 0.1302 \| 0.7622 \| 0.7966 \| 0.325 \| 0.8076 \| 0.8099 \| 0.2736 \| 0.8 \| 0.8286 \| 0.7776 \| 0.8181 \| 0.6971 \| 0.7368 \| 0.8438 \| 0.8747 \|
	\| 0.3609 \| 73.0 \| 36500 \| 0.3294 \| 0.7637 \| 0.9489 \| 0.89 \| 0.2091 \| 0.7552 \| 0.7887 \| 0.3209 \| 0.8006 \| 0.8035 \| 0.2875 \| 0.7958 \| 0.8287 \| 0.7743 \| 0.8141 \| 0.6813 \| 0.7263 \| 0.8354 \| 0.8702 \|
	\| 0.5105 \| 74.0 \| 37000 \| 0.3394 \| 0.7624 \| 0.9427 \| 0.8916 \| 0.2572 \| 0.7482 \| 0.7855 \| 0.3218 \| 0.8002 \| 0.8023 \| 0.3444 \| 0.7914 \| 0.8232 \| 0.7715 \| 0.8121 \| 0.6815 \| 0.7232 \| 0.8341 \| 0.8717 \|
	\| 0.6515 \| 75.0 \| 37500 \| 0.3499 \| 0.7502 \| 0.9314 \| 0.8928 \| 0.2575 \| 0.746 \| 0.7566 \| 0.3176 \| 0.7881 \| 0.7907 \| 0.3042 \| 0.787 \| 0.7984 \| 0.7466 \| 0.7935 \| 0.6826 \| 0.7242 \| 0.8213 \| 0.8542 \|
	\| 0.4555 \| 76.0 \| 38000 \| 0.3373 \| 0.7616 \| 0.9381 \| 0.8959 \| 0.1457 \| 0.7485 \| 0.7836 \| 0.3239 \| 0.7999 \| 0.803 \| 0.2069 \| 0.7923 \| 0.8227 \| 0.7674 \| 0.8085 \| 0.6834 \| 0.7337 \| 0.834 \| 0.8669 \|
	\| 0.3485 \| 77.0 \| 38500 \| 0.3352 \| 0.7615 \| 0.9427 \| 0.8978 \| 0.2851 \| 0.7522 \| 0.7733 \| 0.3234 \| 0.8016 \| 0.8041 \| 0.325 \| 0.7968 \| 0.8129 \| 0.7631 \| 0.8101 \| 0.685 \| 0.7337 \| 0.8365 \| 0.8687 \|
	\| 0.3587 \| 78.0 \| 39000 \| 0.3461 \| 0.7597 \| 0.9494 \| 0.8958 \| 0.2878 \| 0.749 \| 0.7867 \| 0.3187 \| 0.7974 \| 0.8002 \| 0.3375 \| 0.7913 \| 0.8198 \| 0.7504 \| 0.794 \| 0.6912 \| 0.7358 \| 0.8375 \| 0.8708 \|
	\| 0.3367 \| 79.0 \| 39500 \| 0.3436 \| 0.7621 \| 0.9427 \| 0.8896 \| 0.2702 \| 0.7507 \| 0.7792 \| 0.3251 \| 0.7975 \| 0.8016 \| 0.3944 \| 0.794 \| 0.8105 \| 0.7562 \| 0.798 \| 0.7054 \| 0.7463 \| 0.8246 \| 0.8605 \|
	\| 0.3801 \| 80.0 \| 40000 \| 0.3441 \| 0.7589 \| 0.9455 \| 0.8992 \| 0.2149 \| 0.7475 \| 0.779 \| 0.3191 \| 0.7943 \| 0.7974 \| 0.3319 \| 0.788 \| 0.8175 \| 0.7551 \| 0.7935 \| 0.6854 \| 0.7274 \| 0.836 \| 0.8714 \|
	\| 0.3428 \| 81.0 \| 40500 \| 0.3205 \| 0.7721 \| 0.9512 \| 0.8923 \| 0.2591 \| 0.7598 \| 0.7885 \| 0.3272 \| 0.8124 \| 0.8165 \| 0.4194 \| 0.8055 \| 0.8279 \| 0.7651 \| 0.8121 \| 0.7035 \| 0.7579 \| 0.8477 \| 0.8795 \|
	\| 0.4288 \| 82.0 \| 41000 \| 0.3386 \| 0.7599 \| 0.9442 \| 0.8905 \| 0.2776 \| 0.7494 \| 0.7804 \| 0.3206 \| 0.8012 \| 0.8039 \| 0.3292 \| 0.7937 \| 0.8175 \| 0.7578 \| 0.8012 \| 0.6852 \| 0.74 \| 0.8369 \| 0.8705 \|
	\| 0.4539 \| 83.0 \| 41500 \| 0.3316 \| 0.7721 \| 0.9488 \| 0.9017 \| 0.2794 \| 0.7616 \| 0.7927 \| 0.325 \| 0.8078 \| 0.811 \| 0.3653 \| 0.8016 \| 0.8252 \| 0.7731 \| 0.8137 \| 0.7055 \| 0.7484 \| 0.8376 \| 0.8708 \|
	\| 0.4158 \| 84.0 \| 42000 \| 0.3345 \| 0.7676 \| 0.9458 \| 0.8937 \| 0.2775 \| 0.7582 \| 0.7787 \| 0.3238 \| 0.8063 \| 0.8095 \| 0.3292 \| 0.7991 \| 0.8183 \| 0.7683 \| 0.8133 \| 0.6969 \| 0.7442 \| 0.8376 \| 0.8711 \|
	\| 0.4224 \| 85.0 \| 42500 \| 0.3407 \| 0.7706 \| 0.9461 \| 0.9014 \| 0.2233 \| 0.7642 \| 0.7863 \| 0.3265 \| 0.8048 \| 0.8095 \| 0.2667 \| 0.804 \| 0.8204 \| 0.7653 \| 0.8113 \| 0.7094 \| 0.7474 \| 0.837 \| 0.8699 \|
	\| 0.3439 \| 86.0 \| 43000 \| 0.3385 \| 0.7685 \| 0.9516 \| 0.8996 \| 0.2689 \| 0.7649 \| 0.777 \| 0.3275 \| 0.806 \| 0.8098 \| 0.3167 \| 0.8051 \| 0.8161 \| 0.7562 \| 0.8004 \| 0.7077 \| 0.7558 \| 0.8414 \| 0.8732 \|
	\| 0.3483 \| 87.0 \| 43500 \| 0.3165 \| 0.7836 \| 0.9498 \| 0.9039 \| 0.2278 \| 0.7832 \| 0.797 \| 0.3325 \| 0.815 \| 0.8192 \| 0.3028 \| 0.8178 \| 0.8328 \| 0.7771 \| 0.819 \| 0.7286 \| 0.7611 \| 0.845 \| 0.8777 \|
	\| 0.5253 \| 88.0 \| 44000 \| 0.3120 \| 0.7843 \| 0.9559 \| 0.918 \| 0.2194 \| 0.7764 \| 0.8012 \| 0.3336 \| 0.82 \| 0.8236 \| 0.3931 \| 0.8153 \| 0.8335 \| 0.7689 \| 0.8169 \| 0.7314 \| 0.7684 \| 0.8527 \| 0.8855 \|
	\| 0.3953 \| 89.0 \| 44500 \| 0.3341 \| 0.7739 \| 0.9514 \| 0.9124 \| 0.2586 \| 0.7675 \| 0.7808 \| 0.3277 \| 0.8086 \| 0.8121 \| 0.3917 \| 0.8042 \| 0.8181 \| 0.7658 \| 0.8044 \| 0.7069 \| 0.7516 \| 0.8489 \| 0.8804 \|
	\| 0.3813 \| 90.0 \| 45000 \| 0.3128 \| 0.7878 \| 0.9479 \| 0.9026 \| 0.2493 \| 0.7815 \| 0.8061 \| 0.3305 \| 0.8198 \| 0.8239 \| 0.3569 \| 0.817 \| 0.8422 \| 0.7859 \| 0.8315 \| 0.719 \| 0.7495 \| 0.8585 \| 0.8907 \|
	\| 0.4071 \| 91.0 \| 45500 \| 0.3136 \| 0.7806 \| 0.95 \| 0.9138 \| 0.2509 \| 0.7757 \| 0.7935 \| 0.3296 \| 0.8204 \| 0.8226 \| 0.3736 \| 0.8172 \| 0.8341 \| 0.7747 \| 0.8218 \| 0.7165 \| 0.7632 \| 0.8505 \| 0.8828 \|
	\| 0.2818 \| 92.0 \| 46000 \| 0.3106 \| 0.7856 \| 0.9452 \| 0.9137 \| 0.2494 \| 0.781 \| 0.7984 \| 0.3308 \| 0.8207 \| 0.8241 \| 0.3097 \| 0.8192 \| 0.8352 \| 0.7843 \| 0.8298 \| 0.7207 \| 0.7558 \| 0.8518 \| 0.8867 \|
	\| 0.4456 \| 93.0 \| 46500 \| 0.3185 \| 0.7745 \| 0.9492 \| 0.9028 \| 0.2588 \| 0.7734 \| 0.7772 \| 0.3278 \| 0.8113 \| 0.8152 \| 0.3111 \| 0.8122 \| 0.8164 \| 0.7647 \| 0.8141 \| 0.7148 \| 0.7505 \| 0.8441 \| 0.881 \|
	\| 0.3401 \| 94.0 \| 47000 \| 0.3182 \| 0.7793 \| 0.948 \| 0.9154 \| 0.2493 \| 0.7752 \| 0.7902 \| 0.3286 \| 0.8171 \| 0.8202 \| 0.2889 \| 0.8178 \| 0.8328 \| 0.7733 \| 0.8214 \| 0.7157 \| 0.7568 \| 0.8489 \| 0.8825 \|
	\| 0.4676 \| 95.0 \| 47500 \| 0.3151 \| 0.7779 \| 0.9452 \| 0.9112 \| 0.2873 \| 0.7781 \| 0.7884 \| 0.3285 \| 0.8133 \| 0.8179 \| 0.3222 \| 0.8158 \| 0.8288 \| 0.7774 \| 0.8222 \| 0.7067 \| 0.7463 \| 0.8496 \| 0.8852 \|
	\| 0.3521 \| 96.0 \| 48000 \| 0.3066 \| 0.7766 \| 0.9432 \| 0.9063 \| 0.2183 \| 0.7709 \| 0.7952 \| 0.3272 \| 0.8131 \| 0.8162 \| 0.2875 \| 0.8059 \| 0.8375 \| 0.7837 \| 0.8298 \| 0.6937 \| 0.7347 \| 0.8522 \| 0.884 \|
	\| 0.441 \| 97.0 \| 48500 \| 0.3254 \| 0.772 \| 0.9516 \| 0.9019 \| 0.2356 \| 0.7668 \| 0.7752 \| 0.3235 \| 0.8091 \| 0.8123 \| 0.3167 \| 0.8031 \| 0.8168 \| 0.7692 \| 0.8129 \| 0.6997 \| 0.7432 \| 0.847 \| 0.8807 \|
	\| 0.427 \| 98.0 \| 49000 \| 0.3106 \| 0.7836 \| 0.9527 \| 0.9099 \| 0.2817 \| 0.7824 \| 0.7784 \| 0.3307 \| 0.8202 \| 0.8244 \| 0.3611 \| 0.8203 \| 0.8181 \| 0.7819 \| 0.8254 \| 0.7195 \| 0.7621 \| 0.8492 \| 0.8855 \|
	\| 0.4111 \| 99.0 \| 49500 \| 0.3173 \| 0.7738 \| 0.9507 \| 0.9078 \| 0.2385 \| 0.7695 \| 0.7834 \| 0.3245 \| 0.815 \| 0.8176 \| 0.3264 \| 0.8128 \| 0.8225 \| 0.7634 \| 0.8169 \| 0.7003 \| 0.7474 \| 0.8576 \| 0.8886 \|
	\| 0.3262 \| 100.0 \| 50000 \| 0.3151 \| 0.7825 \| 0.9484 \| 0.9102 \| 0.2957 \| 0.7775 \| 0.7945 \| 0.3288 \| 0.8209 \| 0.8241 \| 0.3569 \| 0.8189 \| 0.8343 \| 0.7853 \| 0.8302 \| 0.7066 \| 0.7547 \| 0.8555 \| 0.8873 \|
	\| 0.3494 \| 101.0 \| 50500 \| 0.3024 \| 0.7894 \| 0.9502 \| 0.9134 \| 0.279 \| 0.7801 \| 0.7959 \| 0.3354 \| 0.8259 \| 0.8289 \| 0.3361 \| 0.8214 \| 0.8357 \| 0.7921 \| 0.8339 \| 0.7235 \| 0.7674 \| 0.8526 \| 0.8855 \|
	\| 0.3275 \| 102.0 \| 51000 \| 0.3043 \| 0.7942 \| 0.9492 \| 0.9154 \| 0.2618 \| 0.7902 \| 0.7998 \| 0.3333 \| 0.8301 \| 0.8332 \| 0.3431 \| 0.8305 \| 0.8369 \| 0.7993 \| 0.8375 \| 0.7259 \| 0.7716 \| 0.8575 \| 0.8907 \|
	\| 0.4047 \| 103.0 \| 51500 \| 0.3139 \| 0.7821 \| 0.9471 \| 0.9041 \| 0.2531 \| 0.7759 \| 0.795 \| 0.3333 \| 0.8192 \| 0.8222 \| 0.2972 \| 0.8194 \| 0.8308 \| 0.7777 \| 0.8218 \| 0.7181 \| 0.7632 \| 0.8505 \| 0.8816 \|
	\| 0.4509 \| 104.0 \| 52000 \| 0.3037 \| 0.7874 \| 0.949 \| 0.9044 \| 0.2873 \| 0.7813 \| 0.7962 \| 0.3325 \| 0.8244 \| 0.8273 \| 0.3444 \| 0.8217 \| 0.8364 \| 0.782 \| 0.8266 \| 0.7222 \| 0.7674 \| 0.858 \| 0.888 \|
	\| 0.3733 \| 105.0 \| 52500 \| 0.3045 \| 0.7915 \| 0.9505 \| 0.9118 \| 0.2813 \| 0.79 \| 0.7988 \| 0.3367 \| 0.8271 \| 0.8304 \| 0.3056 \| 0.8302 \| 0.839 \| 0.7838 \| 0.8306 \| 0.7349 \| 0.7737 \| 0.8558 \| 0.8867 \|
	\| 0.288 \| 106.0 \| 53000 \| 0.2985 \| 0.7987 \| 0.9451 \| 0.9103 \| 0.2556 \| 0.7955 \| 0.8187 \| 0.337 \| 0.831 \| 0.8342 \| 0.3 \| 0.8316 \| 0.8528 \| 0.7983 \| 0.8399 \| 0.734 \| 0.7695 \| 0.8638 \| 0.8931 \|
	\| 0.3548 \| 107.0 \| 53500 \| 0.3132 \| 0.7894 \| 0.9507 \| 0.9072 \| 0.2922 \| 0.7839 \| 0.8013 \| 0.3329 \| 0.8252 \| 0.8278 \| 0.3514 \| 0.8205 \| 0.8403 \| 0.7828 \| 0.8262 \| 0.7297 \| 0.7716 \| 0.8555 \| 0.8855 \|
	\| 0.3726 \| 108.0 \| 54000 \| 0.3111 \| 0.7878 \| 0.9497 \| 0.9134 \| 0.2736 \| 0.7799 \| 0.8137 \| 0.3319 \| 0.824 \| 0.8265 \| 0.3292 \| 0.8182 \| 0.8511 \| 0.7879 \| 0.8306 \| 0.7213 \| 0.7653 \| 0.8541 \| 0.8837 \|
	\| 0.3411 \| 109.0 \| 54500 \| 0.3119 \| 0.7887 \| 0.9531 \| 0.9073 \| 0.2727 \| 0.7778 \| 0.8099 \| 0.3322 \| 0.8222 \| 0.8263 \| 0.3389 \| 0.8172 \| 0.8445 \| 0.7819 \| 0.8238 \| 0.7242 \| 0.7684 \| 0.86 \| 0.8867 \|
	\| 0.363 \| 110.0 \| 55000 \| 0.3108 \| 0.7899 \| 0.9503 \| 0.9081 \| 0.2949 \| 0.7863 \| 0.7952 \| 0.3326 \| 0.8236 \| 0.8266 \| 0.3139 \| 0.8226 \| 0.8333 \| 0.787 \| 0.8274 \| 0.7217 \| 0.7632 \| 0.8611 \| 0.8892 \|
	\| 0.4096 \| 111.0 \| 55500 \| 0.3072 \| 0.7927 \| 0.954 \| 0.9121 \| 0.2848 \| 0.7876 \| 0.8045 \| 0.3324 \| 0.828 \| 0.8316 \| 0.3778 \| 0.825 \| 0.8429 \| 0.7853 \| 0.8315 \| 0.7351 \| 0.7768 \| 0.8576 \| 0.8864 \|
	\| 0.3111 \| 112.0 \| 56000 \| 0.3106 \| 0.7929 \| 0.9505 \| 0.9022 \| 0.2749 \| 0.7829 \| 0.8123 \| 0.3332 \| 0.8266 \| 0.83 \| 0.3153 \| 0.8215 \| 0.8478 \| 0.7885 \| 0.8323 \| 0.7335 \| 0.7726 \| 0.8569 \| 0.8852 \|
	\| 0.3804 \| 113.0 \| 56500 \| 0.3035 \| 0.793 \| 0.951 \| 0.903 \| 0.2734 \| 0.7889 \| 0.8084 \| 0.3332 \| 0.8285 \| 0.8312 \| 0.3097 \| 0.8258 \| 0.8445 \| 0.7988 \| 0.8399 \| 0.7244 \| 0.7663 \| 0.8557 \| 0.8873 \|
	\| 0.3715 \| 114.0 \| 57000 \| 0.2993 \| 0.7932 \| 0.9514 \| 0.9094 \| 0.2774 \| 0.7894 \| 0.8044 \| 0.3333 \| 0.8286 \| 0.832 \| 0.3347 \| 0.8274 \| 0.8413 \| 0.7915 \| 0.8351 \| 0.7269 \| 0.7705 \| 0.8612 \| 0.8904 \|
	\| 0.315 \| 115.0 \| 57500 \| 0.3028 \| 0.7944 \| 0.9507 \| 0.9133 \| 0.3015 \| 0.7909 \| 0.8033 \| 0.3332 \| 0.8294 \| 0.8331 \| 0.35 \| 0.8299 \| 0.8387 \| 0.7897 \| 0.8347 \| 0.7335 \| 0.7737 \| 0.8601 \| 0.891 \|
	\| 0.4886 \| 116.0 \| 58000 \| 0.3074 \| 0.7883 \| 0.9457 \| 0.911 \| 0.2345 \| 0.7885 \| 0.8051 \| 0.3317 \| 0.8214 \| 0.8246 \| 0.2625 \| 0.8256 \| 0.8396 \| 0.791 \| 0.8339 \| 0.7182 \| 0.7526 \| 0.8556 \| 0.8873 \|
	\| 0.3763 \| 117.0 \| 58500 \| 0.3135 \| 0.7852 \| 0.9475 \| 0.9057 \| 0.2393 \| 0.7799 \| 0.7995 \| 0.3305 \| 0.8187 \| 0.8227 \| 0.2958 \| 0.8182 \| 0.8352 \| 0.7903 \| 0.8351 \| 0.7145 \| 0.7505 \| 0.8508 \| 0.8825 \|
	\| 0.3792 \| 118.0 \| 59000 \| 0.3029 \| 0.7906 \| 0.9472 \| 0.9091 \| 0.236 \| 0.7894 \| 0.8025 \| 0.3328 \| 0.8241 \| 0.8274 \| 0.2667 \| 0.8263 \| 0.8388 \| 0.7917 \| 0.8351 \| 0.7151 \| 0.7526 \| 0.8651 \| 0.8946 \|
	\| 0.3545 \| 119.0 \| 59500 \| 0.3043 \| 0.7888 \| 0.9476 \| 0.905 \| 0.2429 \| 0.7832 \| 0.8063 \| 0.3315 \| 0.8241 \| 0.8266 \| 0.2833 \| 0.8223 \| 0.8427 \| 0.7975 \| 0.8435 \| 0.712 \| 0.7495 \| 0.8568 \| 0.8867 \|
	\| 0.3975 \| 120.0 \| 60000 \| 0.3022 \| 0.7916 \| 0.951 \| 0.9125 \| 0.2702 \| 0.7858 \| 0.8034 \| 0.3329 \| 0.8243 \| 0.8268 \| 0.2903 \| 0.8232 \| 0.8369 \| 0.791 \| 0.8335 \| 0.7232 \| 0.7558 \| 0.8606 \| 0.8913 \|
	\| 0.4769 \| 121.0 \| 60500 \| 0.3009 \| 0.7946 \| 0.9509 \| 0.9107 \| 0.2788 \| 0.7918 \| 0.8015 \| 0.3354 \| 0.8296 \| 0.8321 \| 0.3167 \| 0.8309 \| 0.8374 \| 0.7921 \| 0.8355 \| 0.7321 \| 0.7705 \| 0.8596 \| 0.8904 \|
	\| 0.4686 \| 122.0 \| 61000 \| 0.3002 \| 0.7971 \| 0.9524 \| 0.9136 \| 0.2965 \| 0.794 \| 0.8077 \| 0.333 \| 0.8305 \| 0.833 \| 0.3181 \| 0.8291 \| 0.8421 \| 0.7987 \| 0.8419 \| 0.7322 \| 0.7663 \| 0.8602 \| 0.8907 \|
	\| 0.4104 \| 123.0 \| 61500 \| 0.2997 \| 0.7989 \| 0.9524 \| 0.9122 \| 0.2967 \| 0.795 \| 0.812 \| 0.3339 \| 0.8311 \| 0.8335 \| 0.3167 \| 0.8287 \| 0.8457 \| 0.7924 \| 0.8355 \| 0.7374 \| 0.7705 \| 0.8667 \| 0.8946 \|
	\| 0.3751 \| 124.0 \| 62000 \| 0.2945 \| 0.7978 \| 0.9491 \| 0.9101 \| 0.249 \| 0.7961 \| 0.815 \| 0.3351 \| 0.8311 \| 0.8337 \| 0.2764 \| 0.833 \| 0.8499 \| 0.7944 \| 0.8383 \| 0.7298 \| 0.7642 \| 0.8693 \| 0.8985 \|
	\| 0.3375 \| 125.0 \| 62500 \| 0.3023 \| 0.7967 \| 0.9547 \| 0.9132 \| 0.2885 \| 0.7933 \| 0.8065 \| 0.3341 \| 0.8292 \| 0.8322 \| 0.3264 \| 0.8286 \| 0.838 \| 0.789 \| 0.8319 \| 0.7339 \| 0.7684 \| 0.867 \| 0.8964 \|
	\| 0.4074 \| 126.0 \| 63000 \| 0.2956 \| 0.7958 \| 0.9523 \| 0.912 \| 0.2951 \| 0.7927 \| 0.8071 \| 0.3334 \| 0.8314 \| 0.8343 \| 0.3417 \| 0.8308 \| 0.8451 \| 0.794 \| 0.8379 \| 0.7292 \| 0.7705 \| 0.8642 \| 0.8946 \|
	\| 0.3375 \| 127.0 \| 63500 \| 0.2982 \| 0.7952 \| 0.9523 \| 0.9131 \| 0.2948 \| 0.791 \| 0.8101 \| 0.3314 \| 0.8292 \| 0.832 \| 0.3236 \| 0.8274 \| 0.8482 \| 0.7976 \| 0.8387 \| 0.7282 \| 0.7642 \| 0.8599 \| 0.8931 \|
	\| 0.3425 \| 128.0 \| 64000 \| 0.2963 \| 0.7983 \| 0.9523 \| 0.9082 \| 0.293 \| 0.7948 \| 0.8129 \| 0.3354 \| 0.8324 \| 0.8349 \| 0.3278 \| 0.8305 \| 0.8505 \| 0.798 \| 0.8403 \| 0.7353 \| 0.7695 \| 0.8616 \| 0.8949 \|
	\| 0.35 \| 129.0 \| 64500 \| 0.2941 \| 0.8 \| 0.9514 \| 0.9128 \| 0.2972 \| 0.7994 \| 0.808 \| 0.3364 \| 0.8336 \| 0.8364 \| 0.3208 \| 0.8348 \| 0.8432 \| 0.797 \| 0.8391 \| 0.7404 \| 0.7768 \| 0.8626 \| 0.8934 \|
	\| 0.3261 \| 130.0 \| 65000 \| 0.3002 \| 0.7943 \| 0.9528 \| 0.9095 \| 0.2825 \| 0.7902 \| 0.808 \| 0.3329 \| 0.8279 \| 0.8304 \| 0.3083 \| 0.8253 \| 0.8435 \| 0.7902 \| 0.8331 \| 0.7315 \| 0.7674 \| 0.8612 \| 0.8907 \|
	\| 0.4025 \| 131.0 \| 65500 \| 0.3037 \| 0.7935 \| 0.9527 \| 0.9092 \| 0.2759 \| 0.7905 \| 0.8061 \| 0.3325 \| 0.8271 \| 0.8296 \| 0.3111 \| 0.8254 \| 0.8414 \| 0.788 \| 0.831 \| 0.7327 \| 0.7674 \| 0.8597 \| 0.8904 \|
	\| 0.3304 \| 132.0 \| 66000 \| 0.3004 \| 0.7944 \| 0.9528 \| 0.9092 \| 0.2841 \| 0.7916 \| 0.8062 \| 0.333 \| 0.8286 \| 0.831 \| 0.3125 \| 0.8269 \| 0.8432 \| 0.7906 \| 0.8335 \| 0.7334 \| 0.7695 \| 0.8593 \| 0.8901 \|
	\| 0.326 \| 133.0 \| 66500 \| 0.3042 \| 0.793 \| 0.9524 \| 0.9089 \| 0.2888 \| 0.7906 \| 0.8047 \| 0.3326 \| 0.8277 \| 0.8299 \| 0.3153 \| 0.8267 \| 0.8416 \| 0.79 \| 0.8343 \| 0.7297 \| 0.7663 \| 0.8592 \| 0.8892 \|
	\| 0.4304 \| 134.0 \| 67000 \| 0.2998 \| 0.7951 \| 0.9526 \| 0.9123 \| 0.301 \| 0.7935 \| 0.8057 \| 0.3326 \| 0.8297 \| 0.8323 \| 0.325 \| 0.8302 \| 0.8413 \| 0.792 \| 0.8355 \| 0.7337 \| 0.7695 \| 0.8596 \| 0.8919 \|
	\| 0.4094 \| 135.0 \| 67500 \| 0.2979 \| 0.7998 \| 0.9523 \| 0.9088 \| 0.2886 \| 0.7976 \| 0.8168 \| 0.3363 \| 0.834 \| 0.8363 \| 0.3111 \| 0.8334 \| 0.8508 \| 0.7984 \| 0.8403 \| 0.7398 \| 0.7758 \| 0.8612 \| 0.8928 \|
	\| 0.3193 \| 136.0 \| 68000 \| 0.2979 \| 0.8006 \| 0.9524 \| 0.9121 \| 0.2949 \| 0.7985 \| 0.8127 \| 0.336 \| 0.8353 \| 0.8375 \| 0.3319 \| 0.8342 \| 0.8505 \| 0.7964 \| 0.8411 \| 0.7401 \| 0.7768 \| 0.8653 \| 0.8946 \|
	\| 0.3215 \| 137.0 \| 68500 \| 0.3002 \| 0.7984 \| 0.9525 \| 0.9122 \| 0.3018 \| 0.7963 \| 0.8109 \| 0.3338 \| 0.8318 \| 0.8341 \| 0.3319 \| 0.8317 \| 0.845 \| 0.7942 \| 0.8379 \| 0.7363 \| 0.7695 \| 0.8647 \| 0.8949 \|
	\| 0.322 \| 138.0 \| 69000 \| 0.2994 \| 0.798 \| 0.9527 \| 0.9091 \| 0.2887 \| 0.7956 \| 0.812 \| 0.3338 \| 0.833 \| 0.8354 \| 0.3111 \| 0.8324 \| 0.8465 \| 0.7984 \| 0.8399 \| 0.7376 \| 0.7758 \| 0.858 \| 0.8904 \|
	\| 0.3981 \| 139.0 \| 69500 \| 0.2985 \| 0.7989 \| 0.9523 \| 0.9084 \| 0.2801 \| 0.7977 \| 0.8097 \| 0.3344 \| 0.8343 \| 0.8366 \| 0.3028 \| 0.8342 \| 0.8495 \| 0.7985 \| 0.8415 \| 0.7375 \| 0.7768 \| 0.8607 \| 0.8916 \|
	\| 0.469 \| 140.0 \| 70000 \| 0.2960 \| 0.8016 \| 0.9527 \| 0.9114 \| 0.2883 \| 0.7992 \| 0.8189 \| 0.3356 \| 0.8366 \| 0.839 \| 0.3153 \| 0.8366 \| 0.8534 \| 0.7998 \| 0.8435 \| 0.7423 \| 0.78 \| 0.8628 \| 0.8934 \|
	\| 0.4151 \| 141.0 \| 70500 \| 0.2954 \| 0.8013 \| 0.9528 \| 0.9128 \| 0.2854 \| 0.7992 \| 0.8181 \| 0.3355 \| 0.8359 \| 0.8383 \| 0.3069 \| 0.8357 \| 0.8508 \| 0.7995 \| 0.8427 \| 0.7412 \| 0.7789 \| 0.8631 \| 0.8931 \|
	\| 0.3491 \| 142.0 \| 71000 \| 0.2968 \| 0.8001 \| 0.9528 \| 0.9125 \| 0.2965 \| 0.7979 \| 0.815 \| 0.335 \| 0.8354 \| 0.8376 \| 0.3236 \| 0.835 \| 0.8509 \| 0.797 \| 0.8403 \| 0.7405 \| 0.7789 \| 0.863 \| 0.8937 \|
	\| 0.304 \| 143.0 \| 71500 \| 0.2961 \| 0.7991 \| 0.9528 \| 0.9124 \| 0.2946 \| 0.7979 \| 0.8118 \| 0.3336 \| 0.8339 \| 0.8361 \| 0.3236 \| 0.8345 \| 0.845 \| 0.7976 \| 0.8415 \| 0.7384 \| 0.7747 \| 0.8613 \| 0.8922 \|
	\| 0.3747 \| 144.0 \| 72000 \| 0.2962 \| 0.7982 \| 0.9528 \| 0.9117 \| 0.2883 \| 0.7975 \| 0.8091 \| 0.3341 \| 0.8334 \| 0.8357 \| 0.3111 \| 0.8339 \| 0.8454 \| 0.7965 \| 0.8395 \| 0.7362 \| 0.7747 \| 0.862 \| 0.8928 \|
	\| 0.3139 \| 145.0 \| 72500 \| 0.2960 \| 0.7988 \| 0.9528 \| 0.9124 \| 0.2801 \| 0.7966 \| 0.8122 \| 0.3341 \| 0.8333 \| 0.8357 \| 0.3028 \| 0.8336 \| 0.8475 \| 0.7949 \| 0.8379 \| 0.7382 \| 0.7758 \| 0.8632 \| 0.8934 \|
	\| 0.5324 \| 146.0 \| 73000 \| 0.2956 \| 0.7999 \| 0.9529 \| 0.9125 \| 0.2883 \| 0.798 \| 0.8148 \| 0.3348 \| 0.8352 \| 0.8376 \| 0.3111 \| 0.8357 \| 0.8502 \| 0.796 \| 0.8399 \| 0.7405 \| 0.7789 \| 0.8633 \| 0.894 \|
	\| 0.3885 \| 147.0 \| 73500 \| 0.2958 \| 0.7996 \| 0.9529 \| 0.9125 \| 0.2883 \| 0.7979 \| 0.8126 \| 0.3344 \| 0.834 \| 0.8363 \| 0.3111 \| 0.8348 \| 0.8457 \| 0.796 \| 0.8395 \| 0.7392 \| 0.7758 \| 0.8637 \| 0.8937 \|
	\| 0.3726 \| 148.0 \| 74000 \| 0.2959 \| 0.7997 \| 0.9529 \| 0.9125 \| 0.2883 \| 0.7977 \| 0.8126 \| 0.3344 \| 0.8339 \| 0.8362 \| 0.3111 \| 0.8343 \| 0.8457 \| 0.7961 \| 0.8395 \| 0.7392 \| 0.7758 \| 0.8637 \| 0.8934 \|
	\| 0.4201 \| 149.0 \| 74500 \| 0.2959 \| 0.7997 \| 0.9529 \| 0.9125 \| 0.2883 \| 0.7977 \| 0.8126 \| 0.3344 \| 0.8339 \| 0.8362 \| 0.3111 \| 0.8343 \| 0.8457 \| 0.7961 \| 0.8395 \| 0.7392 \| 0.7758 \| 0.8637 \| 0.8934 \|
	\| 0.3823 \| 150.0 \| 75000 \| 0.2959 \| 0.7997 \| 0.9529 \| 0.9125 \| 0.2883 \| 0.7977 \| 0.8126 \| 0.3344 \| 0.8339 \| 0.8362 \| 0.3111 \| 0.8343 \| 0.8457 \| 0.7961 \| 0.8395 \| 0.7392 \| 0.7758 \| 0.8637 \| 0.8934 \|


	### Framework versions

	- Transformers 4.46.2
	- Pytorch 2.5.0+cu121
	- Datasets 2.19.2
	- Tokenizers 0.20.3