nerugm-lora-r8-2 / README.md

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	---
	license: mit
	base_model: indolem/indobert-base-uncased
	tags:
	- generated_from_trainer
	model-index:
	- name: nerugm-lora-r8-2
	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. -->

	# nerugm-lora-r8-2

	This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
	It achieves the following results on the evaluation set:
	- Loss: 0.1373
	- Location Precision: 0.7229
	- Location Recall: 0.8333
	- Location F1: 0.7742
	- Location Number: 72
	- Organization Precision: 0.7111
	- Organization Recall: 0.8533
	- Organization F1: 0.7758
	- Organization Number: 75
	- Person Precision: 0.8323
	- Person Recall: 0.9371
	- Person F1: 0.8816
	- Person Number: 143
	- Quantity Precision: 0.5
	- Quantity Recall: 0.6957
	- Quantity F1: 0.5818
	- Quantity Number: 23
	- Time Precision: 0.7333
	- Time Recall: 0.8462
	- Time F1: 0.7857
	- Time Number: 26
	- Overall Precision: 0.7475
	- Overall Recall: 0.8732
	- Overall F1: 0.8054
	- Overall Accuracy: 0.9567

	## 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: 5e-05
	- train_batch_size: 16
	- eval_batch_size: 64
	- seed: 42
	- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
	- lr_scheduler_type: linear
	- num_epochs: 100.0

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Location Precision \| Location Recall \| Location F1 \| Location Number \| Organization Precision \| Organization Recall \| Organization F1 \| Organization Number \| Person Precision \| Person Recall \| Person F1 \| Person Number \| Quantity Precision \| Quantity Recall \| Quantity F1 \| Quantity Number \| Time Precision \| Time Recall \| Time F1 \| Time Number \| Overall Precision \| Overall Recall \| Overall F1 \| Overall Accuracy \|
	\|:-------------:\|:-----:\|:-----:\|:---------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:----------------------:\|:-------------------:\|:---------------:\|:-------------------:\|:----------------:\|:-------------:\|:---------:\|:-------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:--------------:\|:-----------:\|:-------:\|:-----------:\|:-----------------:\|:--------------:\|:----------:\|:----------------:\|
	\| 1.2425 \| 1.0 \| 106 \| 0.7045 \| 0.0 \| 0.0 \| 0.0 \| 72 \| 0.0 \| 0.0 \| 0.0 \| 75 \| 0.0 \| 0.0 \| 0.0 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.0 \| 0.0 \| 0.0 \| 26 \| 0.0 \| 0.0 \| 0.0 \| 0.8449 \|
	\| 0.7049 \| 2.0 \| 212 \| 0.5984 \| 0.0 \| 0.0 \| 0.0 \| 72 \| 0.0 \| 0.0 \| 0.0 \| 75 \| 0.0 \| 0.0 \| 0.0 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.0 \| 0.0 \| 0.0 \| 26 \| 0.0 \| 0.0 \| 0.0 \| 0.8456 \|
	\| 0.6175 \| 3.0 \| 318 \| 0.5003 \| 0.0 \| 0.0 \| 0.0 \| 72 \| 0.0 \| 0.0 \| 0.0 \| 75 \| 0.25 \| 0.0280 \| 0.0503 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.0 \| 0.0 \| 0.0 \| 26 \| 0.1481 \| 0.0118 \| 0.0219 \| 0.8511 \|
	\| 0.5236 \| 4.0 \| 424 \| 0.4111 \| 0.6667 \| 0.0833 \| 0.1481 \| 72 \| 0.0556 \| 0.0133 \| 0.0215 \| 75 \| 0.4043 \| 0.2657 \| 0.3207 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.4706 \| 0.3077 \| 0.3721 \| 26 \| 0.3841 \| 0.1563 \| 0.2222 \| 0.8799 \|
	\| 0.4275 \| 5.0 \| 530 \| 0.3293 \| 0.5652 \| 0.3611 \| 0.4407 \| 72 \| 0.3864 \| 0.2267 \| 0.2857 \| 75 \| 0.6323 \| 0.6853 \| 0.6577 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.7273 \| 0.6154 \| 0.6667 \| 26 \| 0.5607 \| 0.4631 \| 0.5073 \| 0.9134 \|
	\| 0.3439 \| 6.0 \| 636 \| 0.2720 \| 0.5833 \| 0.5833 \| 0.5833 \| 72 \| 0.4429 \| 0.4133 \| 0.4276 \| 75 \| 0.7029 \| 0.8601 \| 0.7736 \| 143 \| 0.1923 \| 0.2174 \| 0.2041 \| 23 \| 0.6552 \| 0.7308 \| 0.6909 \| 26 \| 0.5914 \| 0.6490 \| 0.6188 \| 0.9282 \|
	\| 0.2863 \| 7.0 \| 742 \| 0.2361 \| 0.6386 \| 0.7361 \| 0.6839 \| 72 \| 0.5065 \| 0.52 \| 0.5132 \| 75 \| 0.7399 \| 0.8951 \| 0.8101 \| 143 \| 0.2667 \| 0.3478 \| 0.3019 \| 23 \| 0.6897 \| 0.7692 \| 0.7273 \| 26 \| 0.6327 \| 0.7316 \| 0.6785 \| 0.9332 \|
	\| 0.2491 \| 8.0 \| 848 \| 0.2097 \| 0.6951 \| 0.7917 \| 0.7403 \| 72 \| 0.5269 \| 0.6533 \| 0.5833 \| 75 \| 0.7588 \| 0.9021 \| 0.8243 \| 143 \| 0.2667 \| 0.3478 \| 0.3019 \| 23 \| 0.6897 \| 0.7692 \| 0.7273 \| 26 \| 0.6510 \| 0.7758 \| 0.7079 \| 0.9377 \|
	\| 0.2268 \| 9.0 \| 954 \| 0.1984 \| 0.7176 \| 0.8472 \| 0.7771 \| 72 \| 0.5052 \| 0.6533 \| 0.5698 \| 75 \| 0.7602 \| 0.9091 \| 0.8280 \| 143 \| 0.3704 \| 0.4348 \| 0.4000 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.6610 \| 0.7994 \| 0.7236 \| 0.9390 \|
	\| 0.2079 \| 10.0 \| 1060 \| 0.1859 \| 0.7126 \| 0.8611 \| 0.7799 \| 72 \| 0.5104 \| 0.6533 \| 0.5731 \| 75 \| 0.7616 \| 0.9161 \| 0.8317 \| 143 \| 0.3939 \| 0.5652 \| 0.4643 \| 23 \| 0.6774 \| 0.8077 \| 0.7368 \| 26 \| 0.6587 \| 0.8142 \| 0.7282 \| 0.9402 \|
	\| 0.196 \| 11.0 \| 1166 \| 0.1741 \| 0.7381 \| 0.8611 \| 0.7949 \| 72 \| 0.5294 \| 0.72 \| 0.6102 \| 75 \| 0.7588 \| 0.9021 \| 0.8243 \| 143 \| 0.3714 \| 0.5652 \| 0.4483 \| 23 \| 0.6562 \| 0.8077 \| 0.7241 \| 26 \| 0.6596 \| 0.8230 \| 0.7323 \| 0.9425 \|
	\| 0.1883 \| 12.0 \| 1272 \| 0.1675 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.5591 \| 0.6933 \| 0.6190 \| 75 \| 0.7692 \| 0.9091 \| 0.8333 \| 143 \| 0.4828 \| 0.6087 \| 0.5385 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.6873 \| 0.8171 \| 0.7466 \| 0.9445 \|
	\| 0.1791 \| 13.0 \| 1378 \| 0.1607 \| 0.7692 \| 0.8333 \| 0.8 \| 72 \| 0.5545 \| 0.7467 \| 0.6364 \| 75 \| 0.7811 \| 0.9231 \| 0.8462 \| 143 \| 0.4333 \| 0.5652 \| 0.4906 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.6912 \| 0.8319 \| 0.7550 \| 0.9475 \|
	\| 0.1739 \| 14.0 \| 1484 \| 0.1563 \| 0.7733 \| 0.8056 \| 0.7891 \| 72 \| 0.5481 \| 0.76 \| 0.6369 \| 75 \| 0.8137 \| 0.9161 \| 0.8618 \| 143 \| 0.4286 \| 0.5217 \| 0.4706 \| 23 \| 0.7241 \| 0.8077 \| 0.7636 \| 26 \| 0.7028 \| 0.8230 \| 0.7582 \| 0.9482 \|
	\| 0.1715 \| 15.0 \| 1590 \| 0.1506 \| 0.7692 \| 0.8333 \| 0.8 \| 72 \| 0.5670 \| 0.7333 \| 0.6395 \| 75 \| 0.8199 \| 0.9231 \| 0.8684 \| 143 \| 0.5 \| 0.6087 \| 0.5490 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7157 \| 0.8319 \| 0.7694 \| 0.9510 \|
	\| 0.164 \| 16.0 \| 1696 \| 0.1555 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.5648 \| 0.8133 \| 0.6667 \| 75 \| 0.8049 \| 0.9231 \| 0.8599 \| 143 \| 0.6 \| 0.7826 \| 0.6792 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7087 \| 0.8614 \| 0.7776 \| 0.9507 \|
	\| 0.1562 \| 17.0 \| 1802 \| 0.1546 \| 0.7381 \| 0.8611 \| 0.7949 \| 72 \| 0.5882 \| 0.8 \| 0.6780 \| 75 \| 0.8049 \| 0.9231 \| 0.8599 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.6774 \| 0.8077 \| 0.7368 \| 26 \| 0.7101 \| 0.8673 \| 0.7809 \| 0.9517 \|
	\| 0.1566 \| 18.0 \| 1908 \| 0.1545 \| 0.7349 \| 0.8472 \| 0.7871 \| 72 \| 0.5556 \| 0.8 \| 0.6557 \| 75 \| 0.7927 \| 0.9091 \| 0.8469 \| 143 \| 0.6129 \| 0.8261 \| 0.7037 \| 23 \| 0.7097 \| 0.8462 \| 0.7719 \| 26 \| 0.7002 \| 0.8614 \| 0.7725 \| 0.9507 \|
	\| 0.1515 \| 19.0 \| 2014 \| 0.1474 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.6129 \| 0.76 \| 0.6786 \| 75 \| 0.7904 \| 0.9231 \| 0.8516 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.7419 \| 0.8846 \| 0.8070 \| 26 \| 0.7143 \| 0.8555 \| 0.7785 \| 0.9527 \|
	\| 0.1462 \| 20.0 \| 2120 \| 0.1590 \| 0.7093 \| 0.8472 \| 0.7722 \| 72 \| 0.5439 \| 0.8267 \| 0.6561 \| 75 \| 0.7844 \| 0.9161 \| 0.8452 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.6875 \| 0.8462 \| 0.7586 \| 26 \| 0.6829 \| 0.8702 \| 0.7652 \| 0.9477 \|
	\| 0.147 \| 21.0 \| 2226 \| 0.1474 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6289 \| 0.8133 \| 0.7093 \| 75 \| 0.8061 \| 0.9301 \| 0.8636 \| 143 \| 0.6 \| 0.7826 \| 0.6792 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7284 \| 0.8702 \| 0.7930 \| 0.9552 \|
	\| 0.1439 \| 22.0 \| 2332 \| 0.1480 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.5962 \| 0.8267 \| 0.6927 \| 75 \| 0.8110 \| 0.9301 \| 0.8664 \| 143 \| 0.5938 \| 0.8261 \| 0.6909 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7251 \| 0.8791 \| 0.7947 \| 0.9537 \|
	\| 0.1409 \| 23.0 \| 2438 \| 0.1461 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.5905 \| 0.8267 \| 0.6889 \| 75 \| 0.8110 \| 0.9301 \| 0.8664 \| 143 \| 0.6129 \| 0.8261 \| 0.7037 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7251 \| 0.8791 \| 0.7947 \| 0.9545 \|
	\| 0.1404 \| 24.0 \| 2544 \| 0.1476 \| 0.7262 \| 0.8472 \| 0.7821 \| 72 \| 0.6019 \| 0.8267 \| 0.6966 \| 75 \| 0.8272 \| 0.9371 \| 0.8787 \| 143 \| 0.5938 \| 0.8261 \| 0.6909 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7275 \| 0.8820 \| 0.7973 \| 0.9545 \|
	\| 0.1389 \| 25.0 \| 2650 \| 0.1446 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6196 \| 0.76 \| 0.6826 \| 75 \| 0.8272 \| 0.9371 \| 0.8787 \| 143 \| 0.5938 \| 0.8261 \| 0.6909 \| 23 \| 0.7419 \| 0.8846 \| 0.8070 \| 26 \| 0.7362 \| 0.8643 \| 0.7951 \| 0.9552 \|
	\| 0.1364 \| 26.0 \| 2756 \| 0.1441 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6263 \| 0.8267 \| 0.7126 \| 75 \| 0.8221 \| 0.9371 \| 0.8758 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7279 \| 0.8761 \| 0.7952 \| 0.9547 \|
	\| 0.1312 \| 27.0 \| 2862 \| 0.1471 \| 0.7262 \| 0.8472 \| 0.7821 \| 72 \| 0.6705 \| 0.7867 \| 0.7239 \| 75 \| 0.8385 \| 0.9441 \| 0.8882 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.75 \| 0.8761 \| 0.8082 \| 0.9562 \|
	\| 0.1322 \| 28.0 \| 2968 \| 0.1390 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6593 \| 0.8 \| 0.7229 \| 75 \| 0.8199 \| 0.9231 \| 0.8684 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7462 \| 0.8673 \| 0.8022 \| 0.9565 \|
	\| 0.132 \| 29.0 \| 3074 \| 0.1382 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6105 \| 0.7733 \| 0.6824 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7431 \| 0.8702 \| 0.8016 \| 0.9562 \|
	\| 0.1343 \| 30.0 \| 3180 \| 0.1431 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6224 \| 0.8133 \| 0.7052 \| 75 \| 0.8385 \| 0.9441 \| 0.8882 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7431 \| 0.8791 \| 0.8054 \| 0.9560 \|
	\| 0.1269 \| 31.0 \| 3286 \| 0.1384 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6452 \| 0.8 \| 0.7143 \| 75 \| 0.8385 \| 0.9441 \| 0.8882 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7481 \| 0.8761 \| 0.8071 \| 0.9565 \|
	\| 0.1254 \| 32.0 \| 3392 \| 0.1354 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6186 \| 0.8 \| 0.6977 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7425 \| 0.8761 \| 0.8038 \| 0.9565 \|
	\| 0.1235 \| 33.0 \| 3498 \| 0.1374 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6452 \| 0.8 \| 0.7143 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5625 \| 0.7826 \| 0.6545 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9562 \|
	\| 0.1209 \| 34.0 \| 3604 \| 0.1420 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6186 \| 0.8 \| 0.6977 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7368 \| 0.8673 \| 0.7967 \| 0.9552 \|
	\| 0.1259 \| 35.0 \| 3710 \| 0.1349 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.625 \| 0.8 \| 0.7018 \| 75 \| 0.8418 \| 0.9301 \| 0.8837 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7424 \| 0.8673 \| 0.8000 \| 0.9565 \|
	\| 0.1202 \| 36.0 \| 3816 \| 0.1339 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6782 \| 0.7867 \| 0.7284 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7552 \| 0.8643 \| 0.8061 \| 0.9580 \|
	\| 0.1196 \| 37.0 \| 3922 \| 0.1388 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6040 \| 0.8133 \| 0.6932 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7302 \| 0.8702 \| 0.7941 \| 0.9547 \|
	\| 0.1162 \| 38.0 \| 4028 \| 0.1404 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.5980 \| 0.8133 \| 0.6893 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7284 \| 0.8702 \| 0.7930 \| 0.9540 \|
	\| 0.1151 \| 39.0 \| 4134 \| 0.1357 \| 0.7625 \| 0.8472 \| 0.8026 \| 72 \| 0.6522 \| 0.8 \| 0.7186 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7931 \| 0.8846 \| 0.8364 \| 26 \| 0.7487 \| 0.8702 \| 0.8049 \| 0.9570 \|
	\| 0.1168 \| 40.0 \| 4240 \| 0.1354 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6667 \| 0.8 \| 0.7273 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.75 \| 0.8673 \| 0.8044 \| 0.9570 \|
	\| 0.1155 \| 41.0 \| 4346 \| 0.1387 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6289 \| 0.8133 \| 0.7093 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7325 \| 0.8643 \| 0.7930 \| 0.9545 \|
	\| 0.1154 \| 42.0 \| 4452 \| 0.1389 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6316 \| 0.8 \| 0.7059 \| 75 \| 0.8210 \| 0.9301 \| 0.8721 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7282 \| 0.8614 \| 0.7892 \| 0.9542 \|
	\| 0.1122 \| 43.0 \| 4558 \| 0.1368 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6596 \| 0.8267 \| 0.7337 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7456 \| 0.8732 \| 0.8043 \| 0.9567 \|
	\| 0.1136 \| 44.0 \| 4664 \| 0.1360 \| 0.7625 \| 0.8472 \| 0.8026 \| 72 \| 0.6522 \| 0.8 \| 0.7186 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7462 \| 0.8673 \| 0.8022 \| 0.9557 \|
	\| 0.1114 \| 45.0 \| 4770 \| 0.1414 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6289 \| 0.8133 \| 0.7093 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5455 \| 0.7826 \| 0.6429 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7363 \| 0.8732 \| 0.7989 \| 0.9542 \|
	\| 0.1108 \| 46.0 \| 4876 \| 0.1366 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6630 \| 0.8133 \| 0.7305 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7412 \| 0.8702 \| 0.8005 \| 0.9557 \|
	\| 0.1106 \| 47.0 \| 4982 \| 0.1407 \| 0.7625 \| 0.8472 \| 0.8026 \| 72 \| 0.6040 \| 0.8133 \| 0.6932 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7259 \| 0.8673 \| 0.7903 \| 0.9532 \|
	\| 0.1101 \| 48.0 \| 5088 \| 0.1329 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6344 \| 0.7867 \| 0.7024 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7386 \| 0.8584 \| 0.7940 \| 0.9565 \|
	\| 0.1085 \| 49.0 \| 5194 \| 0.1372 \| 0.7470 \| 0.8611 \| 0.8 \| 72 \| 0.6327 \| 0.8267 \| 0.7168 \| 75 \| 0.8365 \| 0.9301 \| 0.8808 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7363 \| 0.8732 \| 0.7989 \| 0.9555 \|
	\| 0.1072 \| 50.0 \| 5300 \| 0.1309 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6629 \| 0.7867 \| 0.7195 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7417 \| 0.8555 \| 0.7945 \| 0.9567 \|
	\| 0.1058 \| 51.0 \| 5406 \| 0.1300 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6484 \| 0.7867 \| 0.7108 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7423 \| 0.8584 \| 0.7962 \| 0.9567 \|
	\| 0.1059 \| 52.0 \| 5512 \| 0.1321 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6593 \| 0.8 \| 0.7229 \| 75 \| 0.8354 \| 0.9231 \| 0.8771 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7417 \| 0.8555 \| 0.7945 \| 0.9560 \|
	\| 0.1041 \| 53.0 \| 5618 \| 0.1347 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6489 \| 0.8133 \| 0.7219 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7406 \| 0.8673 \| 0.7989 \| 0.9560 \|
	\| 0.105 \| 54.0 \| 5724 \| 0.1324 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6383 \| 0.8 \| 0.7101 \| 75 \| 0.8471 \| 0.9301 \| 0.8867 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7379 \| 0.8555 \| 0.7923 \| 0.9552 \|
	\| 0.1079 \| 55.0 \| 5830 \| 0.1412 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6364 \| 0.84 \| 0.7241 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.5 \| 0.7391 \| 0.5965 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7259 \| 0.8673 \| 0.7903 \| 0.9547 \|
	\| 0.106 \| 56.0 \| 5936 \| 0.1348 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6316 \| 0.8 \| 0.7059 \| 75 \| 0.8408 \| 0.9231 \| 0.8800 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7348 \| 0.8584 \| 0.7918 \| 0.9557 \|
	\| 0.1052 \| 57.0 \| 6042 \| 0.1323 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6667 \| 0.8 \| 0.7273 \| 75 \| 0.8408 \| 0.9231 \| 0.8800 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7468 \| 0.8614 \| 0.8000 \| 0.9562 \|
	\| 0.1027 \| 58.0 \| 6148 \| 0.1358 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6526 \| 0.8267 \| 0.7294 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7456 \| 0.8732 \| 0.8043 \| 0.9560 \|
	\| 0.1015 \| 59.0 \| 6254 \| 0.1332 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6489 \| 0.8133 \| 0.7219 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7424 \| 0.8673 \| 0.8000 \| 0.9562 \|
	\| 0.104 \| 60.0 \| 6360 \| 0.1366 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6702 \| 0.84 \| 0.7456 \| 75 \| 0.8365 \| 0.9301 \| 0.8808 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7412 \| 0.8702 \| 0.8005 \| 0.9557 \|
	\| 0.1032 \| 61.0 \| 6466 \| 0.1355 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.6882 \| 0.8533 \| 0.7619 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7487 \| 0.8702 \| 0.8049 \| 0.9565 \|
	\| 0.0997 \| 62.0 \| 6572 \| 0.1353 \| 0.7595 \| 0.8333 \| 0.7947 \| 72 \| 0.6848 \| 0.84 \| 0.7545 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7526 \| 0.8702 \| 0.8071 \| 0.9572 \|
	\| 0.1013 \| 63.0 \| 6678 \| 0.1328 \| 0.7595 \| 0.8333 \| 0.7947 \| 72 \| 0.6452 \| 0.8 \| 0.7143 \| 75 \| 0.8365 \| 0.9301 \| 0.8808 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7468 \| 0.8614 \| 0.8000 \| 0.9572 \|
	\| 0.099 \| 64.0 \| 6784 \| 0.1428 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6566 \| 0.8667 \| 0.7471 \| 75 \| 0.8221 \| 0.9371 \| 0.8758 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7279 \| 0.8761 \| 0.7952 \| 0.9542 \|
	\| 0.0979 \| 65.0 \| 6890 \| 0.1324 \| 0.7595 \| 0.8333 \| 0.7947 \| 72 \| 0.6889 \| 0.8267 \| 0.7515 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7603 \| 0.8702 \| 0.8116 \| 0.9577 \|
	\| 0.0956 \| 66.0 \| 6996 \| 0.1387 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8221 \| 0.9371 \| 0.8758 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7425 \| 0.8761 \| 0.8038 \| 0.9560 \|
	\| 0.1005 \| 67.0 \| 7102 \| 0.1353 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.6848 \| 0.84 \| 0.7545 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7468 \| 0.8702 \| 0.8038 \| 0.9567 \|
	\| 0.0985 \| 68.0 \| 7208 \| 0.1388 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6526 \| 0.8267 \| 0.7294 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7357 \| 0.8702 \| 0.7973 \| 0.9562 \|
	\| 0.0986 \| 69.0 \| 7314 \| 0.1344 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6923 \| 0.84 \| 0.7590 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5333 \| 0.6957 \| 0.6038 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7584 \| 0.8702 \| 0.8104 \| 0.9572 \|
	\| 0.1004 \| 70.0 \| 7420 \| 0.1338 \| 0.7468 \| 0.8194 \| 0.7815 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7564 \| 0.8702 \| 0.8093 \| 0.9577 \|
	\| 0.0977 \| 71.0 \| 7526 \| 0.1355 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7519 \| 0.8761 \| 0.8093 \| 0.9567 \|
	\| 0.0979 \| 72.0 \| 7632 \| 0.1375 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7444 \| 0.8761 \| 0.8049 \| 0.9560 \|
	\| 0.0975 \| 73.0 \| 7738 \| 0.1335 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.6882 \| 0.8533 \| 0.7619 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5333 \| 0.6957 \| 0.6038 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7564 \| 0.8702 \| 0.8093 \| 0.9575 \|
	\| 0.0949 \| 74.0 \| 7844 \| 0.1419 \| 0.7143 \| 0.8333 \| 0.7692 \| 72 \| 0.6737 \| 0.8533 \| 0.7529 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7370 \| 0.8761 \| 0.8005 \| 0.9560 \|
	\| 0.0963 \| 75.0 \| 7950 \| 0.1384 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.6737 \| 0.8533 \| 0.7529 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9565 \|
	\| 0.0971 \| 76.0 \| 8056 \| 0.1379 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6667 \| 0.8533 \| 0.7485 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7444 \| 0.8761 \| 0.8049 \| 0.9567 \|
	\| 0.0947 \| 77.0 \| 8162 \| 0.1363 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7538 \| 0.8761 \| 0.8104 \| 0.9575 \|
	\| 0.094 \| 78.0 \| 8268 \| 0.1353 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7513 \| 0.8732 \| 0.8076 \| 0.9575 \|
	\| 0.0952 \| 79.0 \| 8374 \| 0.1336 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8535 \| 0.9371 \| 0.8933 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7570 \| 0.8732 \| 0.8110 \| 0.9575 \|
	\| 0.093 \| 80.0 \| 8480 \| 0.1440 \| 0.7143 \| 0.8333 \| 0.7692 \| 72 \| 0.6735 \| 0.88 \| 0.7630 \| 75 \| 0.8272 \| 0.9371 \| 0.8787 \| 143 \| 0.5 \| 0.7391 \| 0.5965 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7328 \| 0.8820 \| 0.8005 \| 0.9557 \|
	\| 0.0945 \| 81.0 \| 8586 \| 0.1354 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7538 \| 0.8761 \| 0.8104 \| 0.9575 \|
	\| 0.0932 \| 82.0 \| 8692 \| 0.1381 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6809 \| 0.8533 \| 0.7574 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7462 \| 0.8761 \| 0.8060 \| 0.9567 \|
	\| 0.0934 \| 83.0 \| 8798 \| 0.1354 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6923 \| 0.84 \| 0.7590 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7506 \| 0.8702 \| 0.8060 \| 0.9572 \|
	\| 0.0932 \| 84.0 \| 8904 \| 0.1367 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7079 \| 0.84 \| 0.7683 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7462 \| 0.8673 \| 0.8022 \| 0.9570 \|
	\| 0.0945 \| 85.0 \| 9010 \| 0.1354 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.7159 \| 0.84 \| 0.7730 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7519 \| 0.8673 \| 0.8055 \| 0.9572 \|
	\| 0.0957 \| 86.0 \| 9116 \| 0.1360 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.7159 \| 0.84 \| 0.7730 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7545 \| 0.8702 \| 0.8082 \| 0.9575 \|
	\| 0.0914 \| 87.0 \| 9222 \| 0.1359 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6774 \| 0.84 \| 0.75 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7449 \| 0.8702 \| 0.8027 \| 0.9572 \|
	\| 0.0922 \| 88.0 \| 9328 \| 0.1377 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6809 \| 0.8533 \| 0.7574 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7419 \| 0.8732 \| 0.8022 \| 0.9565 \|
	\| 0.0929 \| 89.0 \| 9434 \| 0.1370 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7449 \| 0.8702 \| 0.8027 \| 0.9570 \|
	\| 0.0921 \| 90.0 \| 9540 \| 0.1369 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7475 \| 0.8732 \| 0.8054 \| 0.9570 \|
	\| 0.0932 \| 91.0 \| 9646 \| 0.1368 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7111 \| 0.8533 \| 0.7758 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7494 \| 0.8732 \| 0.8065 \| 0.9570 \|
	\| 0.0949 \| 92.0 \| 9752 \| 0.1357 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7111 \| 0.8533 \| 0.7758 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7532 \| 0.8732 \| 0.8087 \| 0.9577 \|
	\| 0.0914 \| 93.0 \| 9858 \| 0.1363 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.4848 \| 0.6957 \| 0.5714 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7412 \| 0.8702 \| 0.8005 \| 0.9562 \|
	\| 0.0897 \| 94.0 \| 9964 \| 0.1370 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.4706 \| 0.6957 \| 0.5614 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7393 \| 0.8702 \| 0.7995 \| 0.9562 \|
	\| 0.0915 \| 95.0 \| 10070 \| 0.1380 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6915 \| 0.8667 \| 0.7692 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.4706 \| 0.6957 \| 0.5614 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7363 \| 0.8732 \| 0.7989 \| 0.9565 \|
	\| 0.0925 \| 96.0 \| 10176 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.4848 \| 0.6957 \| 0.5714 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7393 \| 0.8702 \| 0.7995 \| 0.9562 \|
	\| 0.0921 \| 97.0 \| 10282 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9567 \|
	\| 0.091 \| 98.0 \| 10388 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9567 \|
	\| 0.0927 \| 99.0 \| 10494 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7456 \| 0.8732 \| 0.8043 \| 0.9565 \|
	\| 0.0918 \| 100.0 \| 10600 \| 0.1373 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7111 \| 0.8533 \| 0.7758 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7475 \| 0.8732 \| 0.8054 \| 0.9567 \|


	### Framework versions

	- Transformers 4.39.3
	- Pytorch 2.3.0+cu121
	- Datasets 2.19.1
	- Tokenizers 0.15.2

	---
	license: mit
	base_model: indolem/indobert-base-uncased
	tags:
	- generated_from_trainer
	model-index:
	- name: nerugm-lora-r8-2
	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. -->

	# nerugm-lora-r8-2

	This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
	It achieves the following results on the evaluation set:
	- Loss: 0.1373
	- Location Precision: 0.7229
	- Location Recall: 0.8333
	- Location F1: 0.7742
	- Location Number: 72
	- Organization Precision: 0.7111
	- Organization Recall: 0.8533
	- Organization F1: 0.7758
	- Organization Number: 75
	- Person Precision: 0.8323
	- Person Recall: 0.9371
	- Person F1: 0.8816
	- Person Number: 143
	- Quantity Precision: 0.5
	- Quantity Recall: 0.6957
	- Quantity F1: 0.5818
	- Quantity Number: 23
	- Time Precision: 0.7333
	- Time Recall: 0.8462
	- Time F1: 0.7857
	- Time Number: 26
	- Overall Precision: 0.7475
	- Overall Recall: 0.8732
	- Overall F1: 0.8054
	- Overall Accuracy: 0.9567

	## 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: 5e-05
	- train_batch_size: 16
	- eval_batch_size: 64
	- seed: 42
	- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
	- lr_scheduler_type: linear
	- num_epochs: 100.0

	### Training results

	\| Training Loss \| Epoch \| Step \| Validation Loss \| Location Precision \| Location Recall \| Location F1 \| Location Number \| Organization Precision \| Organization Recall \| Organization F1 \| Organization Number \| Person Precision \| Person Recall \| Person F1 \| Person Number \| Quantity Precision \| Quantity Recall \| Quantity F1 \| Quantity Number \| Time Precision \| Time Recall \| Time F1 \| Time Number \| Overall Precision \| Overall Recall \| Overall F1 \| Overall Accuracy \|
	\|:-------------:\|:-----:\|:-----:\|:---------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:----------------------:\|:-------------------:\|:---------------:\|:-------------------:\|:----------------:\|:-------------:\|:---------:\|:-------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:--------------:\|:-----------:\|:-------:\|:-----------:\|:-----------------:\|:--------------:\|:----------:\|:----------------:\|
	\| 1.2425 \| 1.0 \| 106 \| 0.7045 \| 0.0 \| 0.0 \| 0.0 \| 72 \| 0.0 \| 0.0 \| 0.0 \| 75 \| 0.0 \| 0.0 \| 0.0 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.0 \| 0.0 \| 0.0 \| 26 \| 0.0 \| 0.0 \| 0.0 \| 0.8449 \|
	\| 0.7049 \| 2.0 \| 212 \| 0.5984 \| 0.0 \| 0.0 \| 0.0 \| 72 \| 0.0 \| 0.0 \| 0.0 \| 75 \| 0.0 \| 0.0 \| 0.0 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.0 \| 0.0 \| 0.0 \| 26 \| 0.0 \| 0.0 \| 0.0 \| 0.8456 \|
	\| 0.6175 \| 3.0 \| 318 \| 0.5003 \| 0.0 \| 0.0 \| 0.0 \| 72 \| 0.0 \| 0.0 \| 0.0 \| 75 \| 0.25 \| 0.0280 \| 0.0503 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.0 \| 0.0 \| 0.0 \| 26 \| 0.1481 \| 0.0118 \| 0.0219 \| 0.8511 \|
	\| 0.5236 \| 4.0 \| 424 \| 0.4111 \| 0.6667 \| 0.0833 \| 0.1481 \| 72 \| 0.0556 \| 0.0133 \| 0.0215 \| 75 \| 0.4043 \| 0.2657 \| 0.3207 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.4706 \| 0.3077 \| 0.3721 \| 26 \| 0.3841 \| 0.1563 \| 0.2222 \| 0.8799 \|
	\| 0.4275 \| 5.0 \| 530 \| 0.3293 \| 0.5652 \| 0.3611 \| 0.4407 \| 72 \| 0.3864 \| 0.2267 \| 0.2857 \| 75 \| 0.6323 \| 0.6853 \| 0.6577 \| 143 \| 0.0 \| 0.0 \| 0.0 \| 23 \| 0.7273 \| 0.6154 \| 0.6667 \| 26 \| 0.5607 \| 0.4631 \| 0.5073 \| 0.9134 \|
	\| 0.3439 \| 6.0 \| 636 \| 0.2720 \| 0.5833 \| 0.5833 \| 0.5833 \| 72 \| 0.4429 \| 0.4133 \| 0.4276 \| 75 \| 0.7029 \| 0.8601 \| 0.7736 \| 143 \| 0.1923 \| 0.2174 \| 0.2041 \| 23 \| 0.6552 \| 0.7308 \| 0.6909 \| 26 \| 0.5914 \| 0.6490 \| 0.6188 \| 0.9282 \|
	\| 0.2863 \| 7.0 \| 742 \| 0.2361 \| 0.6386 \| 0.7361 \| 0.6839 \| 72 \| 0.5065 \| 0.52 \| 0.5132 \| 75 \| 0.7399 \| 0.8951 \| 0.8101 \| 143 \| 0.2667 \| 0.3478 \| 0.3019 \| 23 \| 0.6897 \| 0.7692 \| 0.7273 \| 26 \| 0.6327 \| 0.7316 \| 0.6785 \| 0.9332 \|
	\| 0.2491 \| 8.0 \| 848 \| 0.2097 \| 0.6951 \| 0.7917 \| 0.7403 \| 72 \| 0.5269 \| 0.6533 \| 0.5833 \| 75 \| 0.7588 \| 0.9021 \| 0.8243 \| 143 \| 0.2667 \| 0.3478 \| 0.3019 \| 23 \| 0.6897 \| 0.7692 \| 0.7273 \| 26 \| 0.6510 \| 0.7758 \| 0.7079 \| 0.9377 \|
	\| 0.2268 \| 9.0 \| 954 \| 0.1984 \| 0.7176 \| 0.8472 \| 0.7771 \| 72 \| 0.5052 \| 0.6533 \| 0.5698 \| 75 \| 0.7602 \| 0.9091 \| 0.8280 \| 143 \| 0.3704 \| 0.4348 \| 0.4000 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.6610 \| 0.7994 \| 0.7236 \| 0.9390 \|
	\| 0.2079 \| 10.0 \| 1060 \| 0.1859 \| 0.7126 \| 0.8611 \| 0.7799 \| 72 \| 0.5104 \| 0.6533 \| 0.5731 \| 75 \| 0.7616 \| 0.9161 \| 0.8317 \| 143 \| 0.3939 \| 0.5652 \| 0.4643 \| 23 \| 0.6774 \| 0.8077 \| 0.7368 \| 26 \| 0.6587 \| 0.8142 \| 0.7282 \| 0.9402 \|
	\| 0.196 \| 11.0 \| 1166 \| 0.1741 \| 0.7381 \| 0.8611 \| 0.7949 \| 72 \| 0.5294 \| 0.72 \| 0.6102 \| 75 \| 0.7588 \| 0.9021 \| 0.8243 \| 143 \| 0.3714 \| 0.5652 \| 0.4483 \| 23 \| 0.6562 \| 0.8077 \| 0.7241 \| 26 \| 0.6596 \| 0.8230 \| 0.7323 \| 0.9425 \|
	\| 0.1883 \| 12.0 \| 1272 \| 0.1675 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.5591 \| 0.6933 \| 0.6190 \| 75 \| 0.7692 \| 0.9091 \| 0.8333 \| 143 \| 0.4828 \| 0.6087 \| 0.5385 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.6873 \| 0.8171 \| 0.7466 \| 0.9445 \|
	\| 0.1791 \| 13.0 \| 1378 \| 0.1607 \| 0.7692 \| 0.8333 \| 0.8 \| 72 \| 0.5545 \| 0.7467 \| 0.6364 \| 75 \| 0.7811 \| 0.9231 \| 0.8462 \| 143 \| 0.4333 \| 0.5652 \| 0.4906 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.6912 \| 0.8319 \| 0.7550 \| 0.9475 \|
	\| 0.1739 \| 14.0 \| 1484 \| 0.1563 \| 0.7733 \| 0.8056 \| 0.7891 \| 72 \| 0.5481 \| 0.76 \| 0.6369 \| 75 \| 0.8137 \| 0.9161 \| 0.8618 \| 143 \| 0.4286 \| 0.5217 \| 0.4706 \| 23 \| 0.7241 \| 0.8077 \| 0.7636 \| 26 \| 0.7028 \| 0.8230 \| 0.7582 \| 0.9482 \|
	\| 0.1715 \| 15.0 \| 1590 \| 0.1506 \| 0.7692 \| 0.8333 \| 0.8 \| 72 \| 0.5670 \| 0.7333 \| 0.6395 \| 75 \| 0.8199 \| 0.9231 \| 0.8684 \| 143 \| 0.5 \| 0.6087 \| 0.5490 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7157 \| 0.8319 \| 0.7694 \| 0.9510 \|
	\| 0.164 \| 16.0 \| 1696 \| 0.1555 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.5648 \| 0.8133 \| 0.6667 \| 75 \| 0.8049 \| 0.9231 \| 0.8599 \| 143 \| 0.6 \| 0.7826 \| 0.6792 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7087 \| 0.8614 \| 0.7776 \| 0.9507 \|
	\| 0.1562 \| 17.0 \| 1802 \| 0.1546 \| 0.7381 \| 0.8611 \| 0.7949 \| 72 \| 0.5882 \| 0.8 \| 0.6780 \| 75 \| 0.8049 \| 0.9231 \| 0.8599 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.6774 \| 0.8077 \| 0.7368 \| 26 \| 0.7101 \| 0.8673 \| 0.7809 \| 0.9517 \|
	\| 0.1566 \| 18.0 \| 1908 \| 0.1545 \| 0.7349 \| 0.8472 \| 0.7871 \| 72 \| 0.5556 \| 0.8 \| 0.6557 \| 75 \| 0.7927 \| 0.9091 \| 0.8469 \| 143 \| 0.6129 \| 0.8261 \| 0.7037 \| 23 \| 0.7097 \| 0.8462 \| 0.7719 \| 26 \| 0.7002 \| 0.8614 \| 0.7725 \| 0.9507 \|
	\| 0.1515 \| 19.0 \| 2014 \| 0.1474 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.6129 \| 0.76 \| 0.6786 \| 75 \| 0.7904 \| 0.9231 \| 0.8516 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.7419 \| 0.8846 \| 0.8070 \| 26 \| 0.7143 \| 0.8555 \| 0.7785 \| 0.9527 \|
	\| 0.1462 \| 20.0 \| 2120 \| 0.1590 \| 0.7093 \| 0.8472 \| 0.7722 \| 72 \| 0.5439 \| 0.8267 \| 0.6561 \| 75 \| 0.7844 \| 0.9161 \| 0.8452 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.6875 \| 0.8462 \| 0.7586 \| 26 \| 0.6829 \| 0.8702 \| 0.7652 \| 0.9477 \|
	\| 0.147 \| 21.0 \| 2226 \| 0.1474 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6289 \| 0.8133 \| 0.7093 \| 75 \| 0.8061 \| 0.9301 \| 0.8636 \| 143 \| 0.6 \| 0.7826 \| 0.6792 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7284 \| 0.8702 \| 0.7930 \| 0.9552 \|
	\| 0.1439 \| 22.0 \| 2332 \| 0.1480 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.5962 \| 0.8267 \| 0.6927 \| 75 \| 0.8110 \| 0.9301 \| 0.8664 \| 143 \| 0.5938 \| 0.8261 \| 0.6909 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7251 \| 0.8791 \| 0.7947 \| 0.9537 \|
	\| 0.1409 \| 23.0 \| 2438 \| 0.1461 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.5905 \| 0.8267 \| 0.6889 \| 75 \| 0.8110 \| 0.9301 \| 0.8664 \| 143 \| 0.6129 \| 0.8261 \| 0.7037 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7251 \| 0.8791 \| 0.7947 \| 0.9545 \|
	\| 0.1404 \| 24.0 \| 2544 \| 0.1476 \| 0.7262 \| 0.8472 \| 0.7821 \| 72 \| 0.6019 \| 0.8267 \| 0.6966 \| 75 \| 0.8272 \| 0.9371 \| 0.8787 \| 143 \| 0.5938 \| 0.8261 \| 0.6909 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7275 \| 0.8820 \| 0.7973 \| 0.9545 \|
	\| 0.1389 \| 25.0 \| 2650 \| 0.1446 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6196 \| 0.76 \| 0.6826 \| 75 \| 0.8272 \| 0.9371 \| 0.8787 \| 143 \| 0.5938 \| 0.8261 \| 0.6909 \| 23 \| 0.7419 \| 0.8846 \| 0.8070 \| 26 \| 0.7362 \| 0.8643 \| 0.7951 \| 0.9552 \|
	\| 0.1364 \| 26.0 \| 2756 \| 0.1441 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6263 \| 0.8267 \| 0.7126 \| 75 \| 0.8221 \| 0.9371 \| 0.8758 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7279 \| 0.8761 \| 0.7952 \| 0.9547 \|
	\| 0.1312 \| 27.0 \| 2862 \| 0.1471 \| 0.7262 \| 0.8472 \| 0.7821 \| 72 \| 0.6705 \| 0.7867 \| 0.7239 \| 75 \| 0.8385 \| 0.9441 \| 0.8882 \| 143 \| 0.5758 \| 0.8261 \| 0.6786 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.75 \| 0.8761 \| 0.8082 \| 0.9562 \|
	\| 0.1322 \| 28.0 \| 2968 \| 0.1390 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6593 \| 0.8 \| 0.7229 \| 75 \| 0.8199 \| 0.9231 \| 0.8684 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7462 \| 0.8673 \| 0.8022 \| 0.9565 \|
	\| 0.132 \| 29.0 \| 3074 \| 0.1382 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6105 \| 0.7733 \| 0.6824 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7431 \| 0.8702 \| 0.8016 \| 0.9562 \|
	\| 0.1343 \| 30.0 \| 3180 \| 0.1431 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6224 \| 0.8133 \| 0.7052 \| 75 \| 0.8385 \| 0.9441 \| 0.8882 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7431 \| 0.8791 \| 0.8054 \| 0.9560 \|
	\| 0.1269 \| 31.0 \| 3286 \| 0.1384 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6452 \| 0.8 \| 0.7143 \| 75 \| 0.8385 \| 0.9441 \| 0.8882 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7481 \| 0.8761 \| 0.8071 \| 0.9565 \|
	\| 0.1254 \| 32.0 \| 3392 \| 0.1354 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6186 \| 0.8 \| 0.6977 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7425 \| 0.8761 \| 0.8038 \| 0.9565 \|
	\| 0.1235 \| 33.0 \| 3498 \| 0.1374 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6452 \| 0.8 \| 0.7143 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5625 \| 0.7826 \| 0.6545 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9562 \|
	\| 0.1209 \| 34.0 \| 3604 \| 0.1420 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6186 \| 0.8 \| 0.6977 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7368 \| 0.8673 \| 0.7967 \| 0.9552 \|
	\| 0.1259 \| 35.0 \| 3710 \| 0.1349 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.625 \| 0.8 \| 0.7018 \| 75 \| 0.8418 \| 0.9301 \| 0.8837 \| 143 \| 0.5806 \| 0.7826 \| 0.6667 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7424 \| 0.8673 \| 0.8000 \| 0.9565 \|
	\| 0.1202 \| 36.0 \| 3816 \| 0.1339 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6782 \| 0.7867 \| 0.7284 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.7552 \| 0.8643 \| 0.8061 \| 0.9580 \|
	\| 0.1196 \| 37.0 \| 3922 \| 0.1388 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6040 \| 0.8133 \| 0.6932 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7302 \| 0.8702 \| 0.7941 \| 0.9547 \|
	\| 0.1162 \| 38.0 \| 4028 \| 0.1404 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.5980 \| 0.8133 \| 0.6893 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7284 \| 0.8702 \| 0.7930 \| 0.9540 \|
	\| 0.1151 \| 39.0 \| 4134 \| 0.1357 \| 0.7625 \| 0.8472 \| 0.8026 \| 72 \| 0.6522 \| 0.8 \| 0.7186 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7931 \| 0.8846 \| 0.8364 \| 26 \| 0.7487 \| 0.8702 \| 0.8049 \| 0.9570 \|
	\| 0.1168 \| 40.0 \| 4240 \| 0.1354 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6667 \| 0.8 \| 0.7273 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7667 \| 0.8846 \| 0.8214 \| 26 \| 0.75 \| 0.8673 \| 0.8044 \| 0.9570 \|
	\| 0.1155 \| 41.0 \| 4346 \| 0.1387 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6289 \| 0.8133 \| 0.7093 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7325 \| 0.8643 \| 0.7930 \| 0.9545 \|
	\| 0.1154 \| 42.0 \| 4452 \| 0.1389 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6316 \| 0.8 \| 0.7059 \| 75 \| 0.8210 \| 0.9301 \| 0.8721 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7282 \| 0.8614 \| 0.7892 \| 0.9542 \|
	\| 0.1122 \| 43.0 \| 4558 \| 0.1368 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6596 \| 0.8267 \| 0.7337 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7456 \| 0.8732 \| 0.8043 \| 0.9567 \|
	\| 0.1136 \| 44.0 \| 4664 \| 0.1360 \| 0.7625 \| 0.8472 \| 0.8026 \| 72 \| 0.6522 \| 0.8 \| 0.7186 \| 75 \| 0.8438 \| 0.9441 \| 0.8911 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7462 \| 0.8673 \| 0.8022 \| 0.9557 \|
	\| 0.1114 \| 45.0 \| 4770 \| 0.1414 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6289 \| 0.8133 \| 0.7093 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5455 \| 0.7826 \| 0.6429 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7363 \| 0.8732 \| 0.7989 \| 0.9542 \|
	\| 0.1108 \| 46.0 \| 4876 \| 0.1366 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6630 \| 0.8133 \| 0.7305 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7412 \| 0.8702 \| 0.8005 \| 0.9557 \|
	\| 0.1106 \| 47.0 \| 4982 \| 0.1407 \| 0.7625 \| 0.8472 \| 0.8026 \| 72 \| 0.6040 \| 0.8133 \| 0.6932 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7259 \| 0.8673 \| 0.7903 \| 0.9532 \|
	\| 0.1101 \| 48.0 \| 5088 \| 0.1329 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6344 \| 0.7867 \| 0.7024 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7386 \| 0.8584 \| 0.7940 \| 0.9565 \|
	\| 0.1085 \| 49.0 \| 5194 \| 0.1372 \| 0.7470 \| 0.8611 \| 0.8 \| 72 \| 0.6327 \| 0.8267 \| 0.7168 \| 75 \| 0.8365 \| 0.9301 \| 0.8808 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7363 \| 0.8732 \| 0.7989 \| 0.9555 \|
	\| 0.1072 \| 50.0 \| 5300 \| 0.1309 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6629 \| 0.7867 \| 0.7195 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7417 \| 0.8555 \| 0.7945 \| 0.9567 \|
	\| 0.1058 \| 51.0 \| 5406 \| 0.1300 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6484 \| 0.7867 \| 0.7108 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7423 \| 0.8584 \| 0.7962 \| 0.9567 \|
	\| 0.1059 \| 52.0 \| 5512 \| 0.1321 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6593 \| 0.8 \| 0.7229 \| 75 \| 0.8354 \| 0.9231 \| 0.8771 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7417 \| 0.8555 \| 0.7945 \| 0.9560 \|
	\| 0.1041 \| 53.0 \| 5618 \| 0.1347 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6489 \| 0.8133 \| 0.7219 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7406 \| 0.8673 \| 0.7989 \| 0.9560 \|
	\| 0.105 \| 54.0 \| 5724 \| 0.1324 \| 0.75 \| 0.8333 \| 0.7895 \| 72 \| 0.6383 \| 0.8 \| 0.7101 \| 75 \| 0.8471 \| 0.9301 \| 0.8867 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7379 \| 0.8555 \| 0.7923 \| 0.9552 \|
	\| 0.1079 \| 55.0 \| 5830 \| 0.1412 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6364 \| 0.84 \| 0.7241 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.5 \| 0.7391 \| 0.5965 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7259 \| 0.8673 \| 0.7903 \| 0.9547 \|
	\| 0.106 \| 56.0 \| 5936 \| 0.1348 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6316 \| 0.8 \| 0.7059 \| 75 \| 0.8408 \| 0.9231 \| 0.8800 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7348 \| 0.8584 \| 0.7918 \| 0.9557 \|
	\| 0.1052 \| 57.0 \| 6042 \| 0.1323 \| 0.7439 \| 0.8472 \| 0.7922 \| 72 \| 0.6667 \| 0.8 \| 0.7273 \| 75 \| 0.8408 \| 0.9231 \| 0.8800 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7468 \| 0.8614 \| 0.8000 \| 0.9562 \|
	\| 0.1027 \| 58.0 \| 6148 \| 0.1358 \| 0.7531 \| 0.8472 \| 0.7974 \| 72 \| 0.6526 \| 0.8267 \| 0.7294 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7456 \| 0.8732 \| 0.8043 \| 0.9560 \|
	\| 0.1015 \| 59.0 \| 6254 \| 0.1332 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6489 \| 0.8133 \| 0.7219 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7424 \| 0.8673 \| 0.8000 \| 0.9562 \|
	\| 0.104 \| 60.0 \| 6360 \| 0.1366 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6702 \| 0.84 \| 0.7456 \| 75 \| 0.8365 \| 0.9301 \| 0.8808 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7412 \| 0.8702 \| 0.8005 \| 0.9557 \|
	\| 0.1032 \| 61.0 \| 6466 \| 0.1355 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.6882 \| 0.8533 \| 0.7619 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7487 \| 0.8702 \| 0.8049 \| 0.9565 \|
	\| 0.0997 \| 62.0 \| 6572 \| 0.1353 \| 0.7595 \| 0.8333 \| 0.7947 \| 72 \| 0.6848 \| 0.84 \| 0.7545 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7526 \| 0.8702 \| 0.8071 \| 0.9572 \|
	\| 0.1013 \| 63.0 \| 6678 \| 0.1328 \| 0.7595 \| 0.8333 \| 0.7947 \| 72 \| 0.6452 \| 0.8 \| 0.7143 \| 75 \| 0.8365 \| 0.9301 \| 0.8808 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7468 \| 0.8614 \| 0.8000 \| 0.9572 \|
	\| 0.099 \| 64.0 \| 6784 \| 0.1428 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6566 \| 0.8667 \| 0.7471 \| 75 \| 0.8221 \| 0.9371 \| 0.8758 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7 \| 0.8077 \| 0.75 \| 26 \| 0.7279 \| 0.8761 \| 0.7952 \| 0.9542 \|
	\| 0.0979 \| 65.0 \| 6890 \| 0.1324 \| 0.7595 \| 0.8333 \| 0.7947 \| 72 \| 0.6889 \| 0.8267 \| 0.7515 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7603 \| 0.8702 \| 0.8116 \| 0.9577 \|
	\| 0.0956 \| 66.0 \| 6996 \| 0.1387 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8221 \| 0.9371 \| 0.8758 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7425 \| 0.8761 \| 0.8038 \| 0.9560 \|
	\| 0.1005 \| 67.0 \| 7102 \| 0.1353 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.6848 \| 0.84 \| 0.7545 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7468 \| 0.8702 \| 0.8038 \| 0.9567 \|
	\| 0.0985 \| 68.0 \| 7208 \| 0.1388 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6526 \| 0.8267 \| 0.7294 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7357 \| 0.8702 \| 0.7973 \| 0.9562 \|
	\| 0.0986 \| 69.0 \| 7314 \| 0.1344 \| 0.7407 \| 0.8333 \| 0.7843 \| 72 \| 0.6923 \| 0.84 \| 0.7590 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5333 \| 0.6957 \| 0.6038 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7584 \| 0.8702 \| 0.8104 \| 0.9572 \|
	\| 0.1004 \| 70.0 \| 7420 \| 0.1338 \| 0.7468 \| 0.8194 \| 0.7815 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7564 \| 0.8702 \| 0.8093 \| 0.9577 \|
	\| 0.0977 \| 71.0 \| 7526 \| 0.1355 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7519 \| 0.8761 \| 0.8093 \| 0.9567 \|
	\| 0.0979 \| 72.0 \| 7632 \| 0.1375 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7444 \| 0.8761 \| 0.8049 \| 0.9560 \|
	\| 0.0975 \| 73.0 \| 7738 \| 0.1335 \| 0.7375 \| 0.8194 \| 0.7763 \| 72 \| 0.6882 \| 0.8533 \| 0.7619 \| 75 \| 0.8481 \| 0.9371 \| 0.8904 \| 143 \| 0.5333 \| 0.6957 \| 0.6038 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7564 \| 0.8702 \| 0.8093 \| 0.9575 \|
	\| 0.0949 \| 74.0 \| 7844 \| 0.1419 \| 0.7143 \| 0.8333 \| 0.7692 \| 72 \| 0.6737 \| 0.8533 \| 0.7529 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5152 \| 0.7391 \| 0.6071 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7370 \| 0.8761 \| 0.8005 \| 0.9560 \|
	\| 0.0963 \| 75.0 \| 7950 \| 0.1384 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.6737 \| 0.8533 \| 0.7529 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9565 \|
	\| 0.0971 \| 76.0 \| 8056 \| 0.1379 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6667 \| 0.8533 \| 0.7485 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7444 \| 0.8761 \| 0.8049 \| 0.9567 \|
	\| 0.0947 \| 77.0 \| 8162 \| 0.1363 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7538 \| 0.8761 \| 0.8104 \| 0.9575 \|
	\| 0.094 \| 78.0 \| 8268 \| 0.1353 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7513 \| 0.8732 \| 0.8076 \| 0.9575 \|
	\| 0.0952 \| 79.0 \| 8374 \| 0.1336 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8535 \| 0.9371 \| 0.8933 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7570 \| 0.8732 \| 0.8110 \| 0.9575 \|
	\| 0.093 \| 80.0 \| 8480 \| 0.1440 \| 0.7143 \| 0.8333 \| 0.7692 \| 72 \| 0.6735 \| 0.88 \| 0.7630 \| 75 \| 0.8272 \| 0.9371 \| 0.8787 \| 143 \| 0.5 \| 0.7391 \| 0.5965 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7328 \| 0.8820 \| 0.8005 \| 0.9557 \|
	\| 0.0945 \| 81.0 \| 8586 \| 0.1354 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7538 \| 0.8761 \| 0.8104 \| 0.9575 \|
	\| 0.0932 \| 82.0 \| 8692 \| 0.1381 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6809 \| 0.8533 \| 0.7574 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7462 \| 0.8761 \| 0.8060 \| 0.9567 \|
	\| 0.0934 \| 83.0 \| 8798 \| 0.1354 \| 0.7317 \| 0.8333 \| 0.7792 \| 72 \| 0.6923 \| 0.84 \| 0.7590 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7506 \| 0.8702 \| 0.8060 \| 0.9572 \|
	\| 0.0932 \| 84.0 \| 8904 \| 0.1367 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7079 \| 0.84 \| 0.7683 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7462 \| 0.8673 \| 0.8022 \| 0.9570 \|
	\| 0.0945 \| 85.0 \| 9010 \| 0.1354 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.7159 \| 0.84 \| 0.7730 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7519 \| 0.8673 \| 0.8055 \| 0.9572 \|
	\| 0.0957 \| 86.0 \| 9116 \| 0.1360 \| 0.7195 \| 0.8194 \| 0.7662 \| 72 \| 0.7159 \| 0.84 \| 0.7730 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7545 \| 0.8702 \| 0.8082 \| 0.9575 \|
	\| 0.0914 \| 87.0 \| 9222 \| 0.1359 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6774 \| 0.84 \| 0.75 \| 75 \| 0.8428 \| 0.9371 \| 0.8874 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7449 \| 0.8702 \| 0.8027 \| 0.9572 \|
	\| 0.0922 \| 88.0 \| 9328 \| 0.1377 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6809 \| 0.8533 \| 0.7574 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7419 \| 0.8732 \| 0.8022 \| 0.9565 \|
	\| 0.0929 \| 89.0 \| 9434 \| 0.1370 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7449 \| 0.8702 \| 0.8027 \| 0.9570 \|
	\| 0.0921 \| 90.0 \| 9540 \| 0.1369 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5484 \| 0.7391 \| 0.6296 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7475 \| 0.8732 \| 0.8054 \| 0.9570 \|
	\| 0.0932 \| 91.0 \| 9646 \| 0.1368 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7111 \| 0.8533 \| 0.7758 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.5312 \| 0.7391 \| 0.6182 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7494 \| 0.8732 \| 0.8065 \| 0.9570 \|
	\| 0.0949 \| 92.0 \| 9752 \| 0.1357 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7111 \| 0.8533 \| 0.7758 \| 75 \| 0.8375 \| 0.9371 \| 0.8845 \| 143 \| 0.5161 \| 0.6957 \| 0.5926 \| 23 \| 0.7586 \| 0.8462 \| 0.8 \| 26 \| 0.7532 \| 0.8732 \| 0.8087 \| 0.9577 \|
	\| 0.0914 \| 93.0 \| 9858 \| 0.1363 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8313 \| 0.9301 \| 0.8779 \| 143 \| 0.4848 \| 0.6957 \| 0.5714 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7412 \| 0.8702 \| 0.8005 \| 0.9562 \|
	\| 0.0897 \| 94.0 \| 9964 \| 0.1370 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.4706 \| 0.6957 \| 0.5614 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7393 \| 0.8702 \| 0.7995 \| 0.9562 \|
	\| 0.0915 \| 95.0 \| 10070 \| 0.1380 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6915 \| 0.8667 \| 0.7692 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.4706 \| 0.6957 \| 0.5614 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7363 \| 0.8732 \| 0.7989 \| 0.9565 \|
	\| 0.0925 \| 96.0 \| 10176 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8261 \| 0.9301 \| 0.8750 \| 143 \| 0.4848 \| 0.6957 \| 0.5714 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7393 \| 0.8702 \| 0.7995 \| 0.9562 \|
	\| 0.0921 \| 97.0 \| 10282 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9567 \|
	\| 0.091 \| 98.0 \| 10388 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.6957 \| 0.8533 \| 0.7665 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7437 \| 0.8732 \| 0.8033 \| 0.9567 \|
	\| 0.0927 \| 99.0 \| 10494 \| 0.1372 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7033 \| 0.8533 \| 0.7711 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7456 \| 0.8732 \| 0.8043 \| 0.9565 \|
	\| 0.0918 \| 100.0 \| 10600 \| 0.1373 \| 0.7229 \| 0.8333 \| 0.7742 \| 72 \| 0.7111 \| 0.8533 \| 0.7758 \| 75 \| 0.8323 \| 0.9371 \| 0.8816 \| 143 \| 0.5 \| 0.6957 \| 0.5818 \| 23 \| 0.7333 \| 0.8462 \| 0.7857 \| 26 \| 0.7475 \| 0.8732 \| 0.8054 \| 0.9567 \|


	### Framework versions

	- Transformers 4.39.3
	- Pytorch 2.3.0+cu121
	- Datasets 2.19.1
	- Tokenizers 0.15.2