nerugm-base-0 / README.md

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	---
	language:
	- id
	license: mit
	base_model: indolem/indobert-base-uncased
	tags:
	- generated_from_trainer
	model-index:
	- name: nerugm-base-0
	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-base-0

	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: 0.3478
	- Location Precision: 0.8205
	- Location Recall: 0.9275
	- Location F1: 0.8707
	- Location Number: 69
	- Organization Precision: 0.7424
	- Organization Recall: 0.8448
	- Organization F1: 0.7903
	- Organization Number: 58
	- Person Precision: 0.9051
	- Person Recall: 0.9408
	- Person F1: 0.9226
	- Person Number: 152
	- Quantity Precision: 0.7879
	- Quantity Recall: 0.8667
	- Quantity F1: 0.8254
	- Quantity Number: 30
	- Time Precision: 0.8667
	- Time Recall: 0.8966
	- Time F1: 0.8814
	- Time Number: 29
	- Overall Precision: 0.8438
	- Overall Recall: 0.9112
	- Overall F1: 0.8762
	- Overall Accuracy: 0.9670

	## 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 \|
	\|:-------------:\|:-----:\|:-----:\|:---------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:----------------------:\|:-------------------:\|:---------------:\|:-------------------:\|:----------------:\|:-------------:\|:---------:\|:-------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:--------------:\|:-----------:\|:-------:\|:-----------:\|:-----------------:\|:--------------:\|:----------:\|:----------------:\|
	\| 0.3605 \| 1.0 \| 106 \| 0.1420 \| 0.8 \| 0.8696 \| 0.8333 \| 69 \| 0.6216 \| 0.7931 \| 0.6970 \| 58 \| 0.8354 \| 0.9013 \| 0.8671 \| 152 \| 0.6765 \| 0.7667 \| 0.7188 \| 30 \| 0.8438 \| 0.9310 \| 0.8852 \| 29 \| 0.7731 \| 0.8669 \| 0.8173 \| 0.9562 \|
	\| 0.1203 \| 2.0 \| 212 \| 0.1454 \| 0.7654 \| 0.8986 \| 0.8267 \| 69 \| 0.6133 \| 0.7931 \| 0.6917 \| 58 \| 0.8494 \| 0.9276 \| 0.8868 \| 152 \| 0.6216 \| 0.7667 \| 0.6866 \| 30 \| 0.6857 \| 0.8276 \| 0.75 \| 29 \| 0.7513 \| 0.8757 \| 0.8087 \| 0.9557 \|
	\| 0.0755 \| 3.0 \| 318 \| 0.1432 \| 0.7927 \| 0.9420 \| 0.8609 \| 69 \| 0.6571 \| 0.7931 \| 0.7188 \| 58 \| 0.8118 \| 0.9079 \| 0.8571 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.8438 \| 0.9310 \| 0.8852 \| 29 \| 0.7758 \| 0.8905 \| 0.8292 \| 0.9613 \|
	\| 0.0504 \| 4.0 \| 424 \| 0.1478 \| 0.7875 \| 0.9130 \| 0.8456 \| 69 \| 0.6441 \| 0.6552 \| 0.6496 \| 58 \| 0.8415 \| 0.9079 \| 0.8734 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.6842 \| 0.8966 \| 0.7761 \| 29 \| 0.7802 \| 0.8609 \| 0.8186 \| 0.9598 \|
	\| 0.0318 \| 5.0 \| 530 \| 0.1836 \| 0.8133 \| 0.8841 \| 0.8472 \| 69 \| 0.6623 \| 0.8793 \| 0.7556 \| 58 \| 0.8773 \| 0.9408 \| 0.9079 \| 152 \| 0.7027 \| 0.8667 \| 0.7761 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8016 \| 0.9083 \| 0.8516 \| 0.9598 \|
	\| 0.0239 \| 6.0 \| 636 \| 0.1695 \| 0.8219 \| 0.8696 \| 0.8451 \| 69 \| 0.6184 \| 0.8103 \| 0.7015 \| 58 \| 0.8344 \| 0.8618 \| 0.8479 \| 152 \| 0.8065 \| 0.8333 \| 0.8197 \| 30 \| 0.8125 \| 0.8966 \| 0.8525 \| 29 \| 0.7832 \| 0.8550 \| 0.8175 \| 0.9577 \|
	\| 0.0238 \| 7.0 \| 742 \| 0.1953 \| 0.8243 \| 0.8841 \| 0.8531 \| 69 \| 0.6857 \| 0.8276 \| 0.75 \| 58 \| 0.8253 \| 0.9013 \| 0.8616 \| 152 \| 0.6579 \| 0.8333 \| 0.7353 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.7810 \| 0.8757 \| 0.8257 \| 0.9608 \|
	\| 0.0134 \| 8.0 \| 848 \| 0.2300 \| 0.7949 \| 0.8986 \| 0.8435 \| 69 \| 0.7164 \| 0.8276 \| 0.768 \| 58 \| 0.8263 \| 0.9079 \| 0.8652 \| 152 \| 0.7576 \| 0.8333 \| 0.7937 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.7973 \| 0.8846 \| 0.8387 \| 0.9634 \|
	\| 0.0097 \| 9.0 \| 954 \| 0.2306 \| 0.7922 \| 0.8841 \| 0.8356 \| 69 \| 0.6812 \| 0.8103 \| 0.7402 \| 58 \| 0.8774 \| 0.8947 \| 0.8860 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8104 \| 0.8728 \| 0.8405 \| 0.9580 \|
	\| 0.0078 \| 10.0 \| 1060 \| 0.2441 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.7183 \| 0.8793 \| 0.7907 \| 58 \| 0.8509 \| 0.9013 \| 0.8754 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8097 \| 0.8935 \| 0.8495 \| 0.9665 \|
	\| 0.0057 \| 11.0 \| 1166 \| 0.2607 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.6333 \| 0.6552 \| 0.6441 \| 58 \| 0.8671 \| 0.9013 \| 0.8839 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8125 \| 0.8966 \| 0.8525 \| 29 \| 0.8056 \| 0.8580 \| 0.8309 \| 0.9613 \|
	\| 0.0057 \| 12.0 \| 1272 \| 0.2562 \| 0.8194 \| 0.8551 \| 0.8369 \| 69 \| 0.75 \| 0.7759 \| 0.7627 \| 58 \| 0.8364 \| 0.9079 \| 0.8707 \| 152 \| 0.7812 \| 0.8333 \| 0.8065 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8156 \| 0.8639 \| 0.8391 \| 0.9624 \|
	\| 0.0041 \| 13.0 \| 1378 \| 0.2621 \| 0.8125 \| 0.9420 \| 0.8725 \| 69 \| 0.7460 \| 0.8103 \| 0.7769 \| 58 \| 0.8447 \| 0.8947 \| 0.8690 \| 152 \| 0.8065 \| 0.8333 \| 0.8197 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8192 \| 0.8846 \| 0.8506 \| 0.9644 \|
	\| 0.0045 \| 14.0 \| 1484 \| 0.2811 \| 0.7529 \| 0.9275 \| 0.8312 \| 69 \| 0.7241 \| 0.7241 \| 0.7241 \| 58 \| 0.85 \| 0.8947 \| 0.8718 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.7647 \| 0.8966 \| 0.8254 \| 29 \| 0.7946 \| 0.8698 \| 0.8305 \| 0.9634 \|
	\| 0.0048 \| 15.0 \| 1590 \| 0.2608 \| 0.8025 \| 0.9420 \| 0.8667 \| 69 \| 0.7231 \| 0.8103 \| 0.7642 \| 58 \| 0.8634 \| 0.9145 \| 0.8882 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8145 \| 0.8964 \| 0.8535 \| 0.9626 \|
	\| 0.0054 \| 16.0 \| 1696 \| 0.2662 \| 0.8356 \| 0.8841 \| 0.8592 \| 69 \| 0.6761 \| 0.8276 \| 0.7442 \| 58 \| 0.8704 \| 0.9276 \| 0.8981 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8224 \| 0.8905 \| 0.8551 \| 0.9608 \|
	\| 0.0048 \| 17.0 \| 1802 \| 0.2811 \| 0.8025 \| 0.9420 \| 0.8667 \| 69 \| 0.6765 \| 0.7931 \| 0.7302 \| 58 \| 0.8535 \| 0.8816 \| 0.8673 \| 152 \| 0.7576 \| 0.8333 \| 0.7937 \| 30 \| 0.6757 \| 0.8621 \| 0.7576 \| 29 \| 0.7846 \| 0.8728 \| 0.8263 \| 0.9613 \|
	\| 0.0039 \| 18.0 \| 1908 \| 0.2927 \| 0.8356 \| 0.8841 \| 0.8592 \| 69 \| 0.6944 \| 0.8621 \| 0.7692 \| 58 \| 0.7976 \| 0.8816 \| 0.8375 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.7576 \| 0.8621 \| 0.8065 \| 29 \| 0.7763 \| 0.8728 \| 0.8217 \| 0.9575 \|
	\| 0.0038 \| 19.0 \| 2014 \| 0.2554 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.6176 \| 0.7241 \| 0.6667 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7812 \| 0.8333 \| 0.8065 \| 30 \| 0.8125 \| 0.8966 \| 0.8525 \| 29 \| 0.8049 \| 0.8787 \| 0.8402 \| 0.9634 \|
	\| 0.0044 \| 20.0 \| 2120 \| 0.2623 \| 0.7590 \| 0.9130 \| 0.8289 \| 69 \| 0.6825 \| 0.7414 \| 0.7107 \| 58 \| 0.8797 \| 0.9145 \| 0.8968 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.7647 \| 0.8966 \| 0.8254 \| 29 \| 0.7984 \| 0.8787 \| 0.8366 \| 0.9621 \|
	\| 0.0033 \| 21.0 \| 2226 \| 0.2766 \| 0.7975 \| 0.9130 \| 0.8514 \| 69 \| 0.7288 \| 0.7414 \| 0.7350 \| 58 \| 0.8580 \| 0.9145 \| 0.8854 \| 152 \| 0.7222 \| 0.8667 \| 0.7879 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8065 \| 0.8757 \| 0.8397 \| 0.9601 \|
	\| 0.0048 \| 22.0 \| 2332 \| 0.2605 \| 0.8442 \| 0.9420 \| 0.8904 \| 69 \| 0.6892 \| 0.8793 \| 0.7727 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8235 \| 0.9112 \| 0.8652 \| 0.9652 \|
	\| 0.003 \| 23.0 \| 2438 \| 0.2736 \| 0.7848 \| 0.8986 \| 0.8378 \| 69 \| 0.6892 \| 0.8793 \| 0.7727 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8155 \| 0.9024 \| 0.8567 \| 0.9647 \|
	\| 0.0024 \| 24.0 \| 2544 \| 0.2827 \| 0.8025 \| 0.9420 \| 0.8667 \| 69 \| 0.6667 \| 0.7931 \| 0.7244 \| 58 \| 0.8974 \| 0.9211 \| 0.9091 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8189 \| 0.8964 \| 0.8559 \| 0.9647 \|
	\| 0.0024 \| 25.0 \| 2650 \| 0.2875 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.6625 \| 0.9138 \| 0.7681 \| 58 \| 0.8704 \| 0.9276 \| 0.8981 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8073 \| 0.9172 \| 0.8587 \| 0.9647 \|
	\| 0.0025 \| 26.0 \| 2756 \| 0.2877 \| 0.7848 \| 0.8986 \| 0.8378 \| 69 \| 0.7167 \| 0.7414 \| 0.7288 \| 58 \| 0.8598 \| 0.9276 \| 0.8924 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8164 \| 0.8817 \| 0.8478 \| 0.9641 \|
	\| 0.0038 \| 27.0 \| 2862 \| 0.2956 \| 0.7590 \| 0.9130 \| 0.8289 \| 69 \| 0.6324 \| 0.7414 \| 0.6825 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7429 \| 0.8667 \| 0.8 \| 30 \| 0.7879 \| 0.8966 \| 0.8387 \| 29 \| 0.7963 \| 0.8905 \| 0.8408 \| 0.9611 \|
	\| 0.0046 \| 28.0 \| 2968 \| 0.2741 \| 0.7927 \| 0.9420 \| 0.8609 \| 69 \| 0.6957 \| 0.8276 \| 0.7559 \| 58 \| 0.8765 \| 0.9342 \| 0.9045 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8165 \| 0.9083 \| 0.8599 \| 0.9649 \|
	\| 0.0022 \| 29.0 \| 3074 \| 0.2802 \| 0.8289 \| 0.9130 \| 0.8690 \| 69 \| 0.7353 \| 0.8621 \| 0.7937 \| 58 \| 0.8981 \| 0.9276 \| 0.9126 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8430 \| 0.9053 \| 0.8730 \| 0.9667 \|
	\| 0.002 \| 30.0 \| 3180 \| 0.2910 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8338 \| 0.9053 \| 0.8681 \| 0.9675 \|
	\| 0.0015 \| 31.0 \| 3286 \| 0.2916 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.7164 \| 0.8276 \| 0.768 \| 58 \| 0.9020 \| 0.9079 \| 0.9049 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8384 \| 0.8905 \| 0.8637 \| 0.9662 \|
	\| 0.004 \| 32.0 \| 3392 \| 0.2852 \| 0.8514 \| 0.9130 \| 0.8811 \| 69 \| 0.7344 \| 0.8103 \| 0.7705 \| 58 \| 0.8805 \| 0.9211 \| 0.9003 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8 \| 0.8276 \| 0.8136 \| 29 \| 0.8357 \| 0.8876 \| 0.8608 \| 0.9649 \|
	\| 0.0038 \| 33.0 \| 3498 \| 0.2871 \| 0.8182 \| 0.9130 \| 0.8630 \| 69 \| 0.7656 \| 0.8448 \| 0.8033 \| 58 \| 0.8712 \| 0.9342 \| 0.9016 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.7812 \| 0.8621 \| 0.8197 \| 29 \| 0.8288 \| 0.9024 \| 0.8640 \| 0.9649 \|
	\| 0.0042 \| 34.0 \| 3604 \| 0.2901 \| 0.84 \| 0.9130 \| 0.8750 \| 69 \| 0.6486 \| 0.8276 \| 0.7273 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8184 \| 0.8935 \| 0.8543 \| 0.9624 \|
	\| 0.0026 \| 35.0 \| 3710 \| 0.2781 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7353 \| 0.8621 \| 0.7937 \| 58 \| 0.8987 \| 0.9342 \| 0.9161 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8324 \| 0.9112 \| 0.8701 \| 0.9659 \|
	\| 0.0021 \| 36.0 \| 3816 \| 0.2929 \| 0.8158 \| 0.8986 \| 0.8552 \| 69 \| 0.7260 \| 0.9138 \| 0.8092 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8315 \| 0.9053 \| 0.8669 \| 0.9641 \|
	\| 0.002 \| 37.0 \| 3922 \| 0.2751 \| 0.7778 \| 0.9130 \| 0.84 \| 69 \| 0.7538 \| 0.8448 \| 0.7967 \| 58 \| 0.9079 \| 0.9079 \| 0.9079 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8338 \| 0.8905 \| 0.8612 \| 0.9641 \|
	\| 0.0032 \| 38.0 \| 4028 \| 0.2930 \| 0.7683 \| 0.9130 \| 0.8344 \| 69 \| 0.7619 \| 0.8276 \| 0.7934 \| 58 \| 0.8924 \| 0.9276 \| 0.9097 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8279 \| 0.8964 \| 0.8608 \| 0.9670 \|
	\| 0.0014 \| 39.0 \| 4134 \| 0.2642 \| 0.8533 \| 0.9275 \| 0.8889 \| 69 \| 0.7581 \| 0.8103 \| 0.7833 \| 58 \| 0.8758 \| 0.9276 \| 0.9010 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8417 \| 0.8964 \| 0.8682 \| 0.9677 \|
	\| 0.0022 \| 40.0 \| 4240 \| 0.3011 \| 0.7778 \| 0.9130 \| 0.84 \| 69 \| 0.7077 \| 0.7931 \| 0.7480 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8219 \| 0.8876 \| 0.8535 \| 0.9662 \|
	\| 0.0023 \| 41.0 \| 4346 \| 0.2920 \| 0.8289 \| 0.9130 \| 0.8690 \| 69 \| 0.7458 \| 0.7586 \| 0.7521 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8371 \| 0.8817 \| 0.8588 \| 0.9659 \|
	\| 0.0026 \| 42.0 \| 4452 \| 0.2898 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.75 \| 0.8276 \| 0.7869 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8279 \| 0.8964 \| 0.8608 \| 0.9647 \|
	\| 0.0015 \| 43.0 \| 4558 \| 0.3104 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.6933 \| 0.8966 \| 0.7820 \| 58 \| 0.8868 \| 0.9276 \| 0.9068 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8148 \| 0.9112 \| 0.8603 \| 0.9649 \|
	\| 0.0016 \| 44.0 \| 4664 \| 0.3085 \| 0.7875 \| 0.9130 \| 0.8456 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8571 \| 0.8276 \| 0.8421 \| 29 \| 0.8301 \| 0.8964 \| 0.8620 \| 0.9641 \|
	\| 0.0018 \| 45.0 \| 4770 \| 0.3026 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.6901 \| 0.8448 \| 0.7597 \| 58 \| 0.8805 \| 0.9211 \| 0.9003 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8150 \| 0.8994 \| 0.8551 \| 0.9616 \|
	\| 0.0033 \| 46.0 \| 4876 \| 0.2862 \| 0.7619 \| 0.9275 \| 0.8366 \| 69 \| 0.7077 \| 0.7931 \| 0.7480 \| 58 \| 0.8696 \| 0.9211 \| 0.8946 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8048 \| 0.8905 \| 0.8455 \| 0.9631 \|
	\| 0.0007 \| 47.0 \| 4982 \| 0.2828 \| 0.8533 \| 0.9275 \| 0.8889 \| 69 \| 0.7419 \| 0.7931 \| 0.7667 \| 58 \| 0.8981 \| 0.9276 \| 0.9126 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8507 \| 0.8935 \| 0.8716 \| 0.9690 \|
	\| 0.0018 \| 48.0 \| 5088 \| 0.2690 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.6857 \| 0.8276 \| 0.75 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8256 \| 0.8964 \| 0.8596 \| 0.9665 \|
	\| 0.0005 \| 49.0 \| 5194 \| 0.2876 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.6923 \| 0.7759 \| 0.7317 \| 58 \| 0.8634 \| 0.9145 \| 0.8882 \| 152 \| 0.8438 \| 0.9 \| 0.8710 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8219 \| 0.8876 \| 0.8535 \| 0.9641 \|
	\| 0.0017 \| 50.0 \| 5300 \| 0.3070 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7 \| 0.7241 \| 0.7119 \| 58 \| 0.8917 \| 0.9211 \| 0.9061 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8273 \| 0.8787 \| 0.8522 \| 0.9644 \|
	\| 0.0009 \| 51.0 \| 5406 \| 0.3090 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7143 \| 0.8621 \| 0.7813 \| 58 \| 0.8917 \| 0.9211 \| 0.9061 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8311 \| 0.9024 \| 0.8652 \| 0.9649 \|
	\| 0.0005 \| 52.0 \| 5512 \| 0.3099 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7031 \| 0.7759 \| 0.7377 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8264 \| 0.8876 \| 0.8559 \| 0.9657 \|
	\| 0.001 \| 53.0 \| 5618 \| 0.3116 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7419 \| 0.7931 \| 0.7667 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8292 \| 0.8905 \| 0.8588 \| 0.9649 \|
	\| 0.0006 \| 54.0 \| 5724 \| 0.3180 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7031 \| 0.7759 \| 0.7377 \| 58 \| 0.8968 \| 0.9145 \| 0.9055 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8260 \| 0.8846 \| 0.8543 \| 0.9644 \|
	\| 0.0004 \| 55.0 \| 5830 \| 0.3218 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7258 \| 0.7759 \| 0.7500 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8310 \| 0.8876 \| 0.8584 \| 0.9647 \|
	\| 0.0006 \| 56.0 \| 5936 \| 0.3311 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7097 \| 0.7586 \| 0.7333 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8214 \| 0.8846 \| 0.8519 \| 0.9634 \|
	\| 0.0009 \| 57.0 \| 6042 \| 0.3179 \| 0.7805 \| 0.9275 \| 0.8477 \| 69 \| 0.6970 \| 0.7931 \| 0.7419 \| 58 \| 0.8797 \| 0.9145 \| 0.8968 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8130 \| 0.8876 \| 0.8487 \| 0.9644 \|
	\| 0.002 \| 58.0 \| 6148 \| 0.2750 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.6909 \| 0.6552 \| 0.6726 \| 58 \| 0.9038 \| 0.9276 \| 0.9156 \| 152 \| 0.7812 \| 0.8333 \| 0.8065 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.84 \| 0.8698 \| 0.8547 \| 0.9639 \|
	\| 0.0018 \| 59.0 \| 6254 \| 0.2915 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7188 \| 0.7931 \| 0.7541 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8310 \| 0.8876 \| 0.8584 \| 0.9657 \|
	\| 0.0008 \| 60.0 \| 6360 \| 0.3103 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7358 \| 0.6724 \| 0.7027 \| 58 \| 0.8910 \| 0.9145 \| 0.9026 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8420 \| 0.8669 \| 0.8542 \| 0.9649 \|
	\| 0.0013 \| 61.0 \| 6466 \| 0.2831 \| 0.84 \| 0.9130 \| 0.8750 \| 69 \| 0.75 \| 0.8276 \| 0.7869 \| 58 \| 0.8805 \| 0.9211 \| 0.9003 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8417 \| 0.8964 \| 0.8682 \| 0.9662 \|
	\| 0.0013 \| 62.0 \| 6572 \| 0.2986 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8407 \| 0.9053 \| 0.8718 \| 0.9680 \|
	\| 0.0009 \| 63.0 \| 6678 \| 0.3033 \| 0.7975 \| 0.9130 \| 0.8514 \| 69 \| 0.7576 \| 0.8621 \| 0.8065 \| 58 \| 0.8634 \| 0.9145 \| 0.8882 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8283 \| 0.8994 \| 0.8624 \| 0.9662 \|
	\| 0.0017 \| 64.0 \| 6784 \| 0.3016 \| 0.7805 \| 0.9275 \| 0.8477 \| 69 \| 0.7183 \| 0.8793 \| 0.7907 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8191 \| 0.9112 \| 0.8627 \| 0.9667 \|
	\| 0.0007 \| 65.0 \| 6890 \| 0.3076 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7042 \| 0.8621 \| 0.7752 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8231 \| 0.9083 \| 0.8636 \| 0.9662 \|
	\| 0.0013 \| 66.0 \| 6996 \| 0.2963 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.8924 \| 0.9276 \| 0.9097 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.7879 \| 0.8966 \| 0.8387 \| 29 \| 0.8293 \| 0.9053 \| 0.8656 \| 0.9639 \|
	\| 0.0011 \| 67.0 \| 7102 \| 0.3188 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.6923 \| 0.7759 \| 0.7317 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8174 \| 0.8876 \| 0.8511 \| 0.9634 \|
	\| 0.0009 \| 68.0 \| 7208 \| 0.3356 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7313 \| 0.8448 \| 0.784 \| 58 \| 0.8659 \| 0.9342 \| 0.8987 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8209 \| 0.9083 \| 0.8624 \| 0.9644 \|
	\| 0.001 \| 69.0 \| 7314 \| 0.3089 \| 0.8228 \| 0.9420 \| 0.8784 \| 69 \| 0.7031 \| 0.7759 \| 0.7377 \| 58 \| 0.9057 \| 0.9474 \| 0.9260 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8361 \| 0.9053 \| 0.8693 \| 0.9654 \|
	\| 0.001 \| 70.0 \| 7420 \| 0.3141 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7260 \| 0.9138 \| 0.8092 \| 58 \| 0.8875 \| 0.9342 \| 0.9103 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8293 \| 0.9201 \| 0.8724 \| 0.9670 \|
	\| 0.0006 \| 71.0 \| 7526 \| 0.2926 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.9172 \| 0.9474 \| 0.9320 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8420 \| 0.9142 \| 0.8766 \| 0.9682 \|
	\| 0.0003 \| 72.0 \| 7632 \| 0.3161 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.9108 \| 0.9408 \| 0.9256 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8397 \| 0.9142 \| 0.8754 \| 0.9670 \|
	\| 0.0008 \| 73.0 \| 7738 \| 0.3193 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7353 \| 0.8621 \| 0.7937 \| 58 \| 0.8875 \| 0.9342 \| 0.9103 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8280 \| 0.9112 \| 0.8676 \| 0.9675 \|
	\| 0.0007 \| 74.0 \| 7844 \| 0.3126 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.75 \| 0.8276 \| 0.7869 \| 58 \| 0.8931 \| 0.9342 \| 0.9132 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8361 \| 0.9053 \| 0.8693 \| 0.9662 \|
	\| 0.0002 \| 75.0 \| 7950 \| 0.3108 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7742 \| 0.8276 \| 0.8000 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8398 \| 0.8994 \| 0.8686 \| 0.9657 \|
	\| 0.0003 \| 76.0 \| 8056 \| 0.3104 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7612 \| 0.8793 \| 0.8160 \| 58 \| 0.8827 \| 0.9408 \| 0.9108 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8378 \| 0.9172 \| 0.8757 \| 0.9667 \|
	\| 0.0003 \| 77.0 \| 8162 \| 0.3197 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7536 \| 0.8966 \| 0.8189 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8405 \| 0.9201 \| 0.8785 \| 0.9682 \|
	\| 0.0005 \| 78.0 \| 8268 \| 0.3423 \| 0.7529 \| 0.9275 \| 0.8312 \| 69 \| 0.7083 \| 0.8793 \| 0.7846 \| 58 \| 0.8712 \| 0.9342 \| 0.9016 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8047 \| 0.9142 \| 0.8560 \| 0.9636 \|
	\| 0.0002 \| 79.0 \| 8374 \| 0.3325 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7647 \| 0.8966 \| 0.8254 \| 58 \| 0.8820 \| 0.9342 \| 0.9073 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8378 \| 0.9172 \| 0.8757 \| 0.9680 \|
	\| 0.0002 \| 80.0 \| 8480 \| 0.3354 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.7455 \| 0.7069 \| 0.7257 \| 58 \| 0.8820 \| 0.9342 \| 0.9073 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8399 \| 0.8846 \| 0.8617 \| 0.9654 \|
	\| 0.0004 \| 81.0 \| 8586 \| 0.3405 \| 0.7875 \| 0.9130 \| 0.8456 \| 69 \| 0.7273 \| 0.8276 \| 0.7742 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8189 \| 0.8964 \| 0.8559 \| 0.9641 \|
	\| 0.0002 \| 82.0 \| 8692 \| 0.3391 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.7377 \| 0.7759 \| 0.7563 \| 58 \| 0.8875 \| 0.9342 \| 0.9103 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8393 \| 0.8964 \| 0.8670 \| 0.9665 \|
	\| 0.0003 \| 83.0 \| 8798 \| 0.3488 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7077 \| 0.7931 \| 0.7480 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8256 \| 0.8964 \| 0.8596 \| 0.9636 \|
	\| 0.0002 \| 84.0 \| 8904 \| 0.3432 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7377 \| 0.7759 \| 0.7563 \| 58 \| 0.8882 \| 0.9408 \| 0.9137 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8375 \| 0.8994 \| 0.8673 \| 0.9652 \|
	\| 0.0003 \| 85.0 \| 9010 \| 0.3442 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7385 \| 0.8276 \| 0.7805 \| 58 \| 0.8938 \| 0.9408 \| 0.9167 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8342 \| 0.9083 \| 0.8697 \| 0.9654 \|
	\| 0.0005 \| 86.0 \| 9116 \| 0.3417 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8392 \| 0.9112 \| 0.8738 \| 0.9662 \|
	\| 0.0002 \| 87.0 \| 9222 \| 0.3445 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8938 \| 0.9408 \| 0.9167 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8302 \| 0.9112 \| 0.8688 \| 0.9654 \|
	\| 0.0002 \| 88.0 \| 9328 \| 0.3450 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8931 \| 0.9342 \| 0.9132 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8297 \| 0.9083 \| 0.8672 \| 0.9652 \|
	\| 0.0002 \| 89.0 \| 9434 \| 0.3450 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9659 \|
	\| 0.0002 \| 90.0 \| 9540 \| 0.3440 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9662 \|
	\| 0.0002 \| 91.0 \| 9646 \| 0.3440 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9662 \|
	\| 0.0002 \| 92.0 \| 9752 \| 0.3447 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9662 \|
	\| 0.0004 \| 93.0 \| 9858 \| 0.3485 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7 \| 0.8448 \| 0.7656 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8302 \| 0.9112 \| 0.8688 \| 0.9657 \|
	\| 0.0002 \| 94.0 \| 9964 \| 0.3474 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.9051 \| 0.9408 \| 0.9226 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8438 \| 0.9112 \| 0.8762 \| 0.9672 \|
	\| 0.0002 \| 95.0 \| 10070 \| 0.3477 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.9051 \| 0.9408 \| 0.9226 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8438 \| 0.9112 \| 0.8762 \| 0.9670 \|
	\| 0.0002 \| 96.0 \| 10176 \| 0.3475 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0002 \| 97.0 \| 10282 \| 0.3478 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0001 \| 98.0 \| 10388 \| 0.3481 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0003 \| 99.0 \| 10494 \| 0.3480 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0002 \| 100.0 \| 10600 \| 0.3478 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.9051 \| 0.9408 \| 0.9226 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8438 \| 0.9112 \| 0.8762 \| 0.9670 \|


	### Framework versions

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

	---
	language:
	- id
	license: mit
	base_model: indolem/indobert-base-uncased
	tags:
	- generated_from_trainer
	model-index:
	- name: nerugm-base-0
	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-base-0

	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: 0.3478
	- Location Precision: 0.8205
	- Location Recall: 0.9275
	- Location F1: 0.8707
	- Location Number: 69
	- Organization Precision: 0.7424
	- Organization Recall: 0.8448
	- Organization F1: 0.7903
	- Organization Number: 58
	- Person Precision: 0.9051
	- Person Recall: 0.9408
	- Person F1: 0.9226
	- Person Number: 152
	- Quantity Precision: 0.7879
	- Quantity Recall: 0.8667
	- Quantity F1: 0.8254
	- Quantity Number: 30
	- Time Precision: 0.8667
	- Time Recall: 0.8966
	- Time F1: 0.8814
	- Time Number: 29
	- Overall Precision: 0.8438
	- Overall Recall: 0.9112
	- Overall F1: 0.8762
	- Overall Accuracy: 0.9670

	## 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 \|
	\|:-------------:\|:-----:\|:-----:\|:---------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:----------------------:\|:-------------------:\|:---------------:\|:-------------------:\|:----------------:\|:-------------:\|:---------:\|:-------------:\|:------------------:\|:---------------:\|:-----------:\|:---------------:\|:--------------:\|:-----------:\|:-------:\|:-----------:\|:-----------------:\|:--------------:\|:----------:\|:----------------:\|
	\| 0.3605 \| 1.0 \| 106 \| 0.1420 \| 0.8 \| 0.8696 \| 0.8333 \| 69 \| 0.6216 \| 0.7931 \| 0.6970 \| 58 \| 0.8354 \| 0.9013 \| 0.8671 \| 152 \| 0.6765 \| 0.7667 \| 0.7188 \| 30 \| 0.8438 \| 0.9310 \| 0.8852 \| 29 \| 0.7731 \| 0.8669 \| 0.8173 \| 0.9562 \|
	\| 0.1203 \| 2.0 \| 212 \| 0.1454 \| 0.7654 \| 0.8986 \| 0.8267 \| 69 \| 0.6133 \| 0.7931 \| 0.6917 \| 58 \| 0.8494 \| 0.9276 \| 0.8868 \| 152 \| 0.6216 \| 0.7667 \| 0.6866 \| 30 \| 0.6857 \| 0.8276 \| 0.75 \| 29 \| 0.7513 \| 0.8757 \| 0.8087 \| 0.9557 \|
	\| 0.0755 \| 3.0 \| 318 \| 0.1432 \| 0.7927 \| 0.9420 \| 0.8609 \| 69 \| 0.6571 \| 0.7931 \| 0.7188 \| 58 \| 0.8118 \| 0.9079 \| 0.8571 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.8438 \| 0.9310 \| 0.8852 \| 29 \| 0.7758 \| 0.8905 \| 0.8292 \| 0.9613 \|
	\| 0.0504 \| 4.0 \| 424 \| 0.1478 \| 0.7875 \| 0.9130 \| 0.8456 \| 69 \| 0.6441 \| 0.6552 \| 0.6496 \| 58 \| 0.8415 \| 0.9079 \| 0.8734 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.6842 \| 0.8966 \| 0.7761 \| 29 \| 0.7802 \| 0.8609 \| 0.8186 \| 0.9598 \|
	\| 0.0318 \| 5.0 \| 530 \| 0.1836 \| 0.8133 \| 0.8841 \| 0.8472 \| 69 \| 0.6623 \| 0.8793 \| 0.7556 \| 58 \| 0.8773 \| 0.9408 \| 0.9079 \| 152 \| 0.7027 \| 0.8667 \| 0.7761 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8016 \| 0.9083 \| 0.8516 \| 0.9598 \|
	\| 0.0239 \| 6.0 \| 636 \| 0.1695 \| 0.8219 \| 0.8696 \| 0.8451 \| 69 \| 0.6184 \| 0.8103 \| 0.7015 \| 58 \| 0.8344 \| 0.8618 \| 0.8479 \| 152 \| 0.8065 \| 0.8333 \| 0.8197 \| 30 \| 0.8125 \| 0.8966 \| 0.8525 \| 29 \| 0.7832 \| 0.8550 \| 0.8175 \| 0.9577 \|
	\| 0.0238 \| 7.0 \| 742 \| 0.1953 \| 0.8243 \| 0.8841 \| 0.8531 \| 69 \| 0.6857 \| 0.8276 \| 0.75 \| 58 \| 0.8253 \| 0.9013 \| 0.8616 \| 152 \| 0.6579 \| 0.8333 \| 0.7353 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.7810 \| 0.8757 \| 0.8257 \| 0.9608 \|
	\| 0.0134 \| 8.0 \| 848 \| 0.2300 \| 0.7949 \| 0.8986 \| 0.8435 \| 69 \| 0.7164 \| 0.8276 \| 0.768 \| 58 \| 0.8263 \| 0.9079 \| 0.8652 \| 152 \| 0.7576 \| 0.8333 \| 0.7937 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.7973 \| 0.8846 \| 0.8387 \| 0.9634 \|
	\| 0.0097 \| 9.0 \| 954 \| 0.2306 \| 0.7922 \| 0.8841 \| 0.8356 \| 69 \| 0.6812 \| 0.8103 \| 0.7402 \| 58 \| 0.8774 \| 0.8947 \| 0.8860 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8104 \| 0.8728 \| 0.8405 \| 0.9580 \|
	\| 0.0078 \| 10.0 \| 1060 \| 0.2441 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.7183 \| 0.8793 \| 0.7907 \| 58 \| 0.8509 \| 0.9013 \| 0.8754 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8097 \| 0.8935 \| 0.8495 \| 0.9665 \|
	\| 0.0057 \| 11.0 \| 1166 \| 0.2607 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.6333 \| 0.6552 \| 0.6441 \| 58 \| 0.8671 \| 0.9013 \| 0.8839 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8125 \| 0.8966 \| 0.8525 \| 29 \| 0.8056 \| 0.8580 \| 0.8309 \| 0.9613 \|
	\| 0.0057 \| 12.0 \| 1272 \| 0.2562 \| 0.8194 \| 0.8551 \| 0.8369 \| 69 \| 0.75 \| 0.7759 \| 0.7627 \| 58 \| 0.8364 \| 0.9079 \| 0.8707 \| 152 \| 0.7812 \| 0.8333 \| 0.8065 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8156 \| 0.8639 \| 0.8391 \| 0.9624 \|
	\| 0.0041 \| 13.0 \| 1378 \| 0.2621 \| 0.8125 \| 0.9420 \| 0.8725 \| 69 \| 0.7460 \| 0.8103 \| 0.7769 \| 58 \| 0.8447 \| 0.8947 \| 0.8690 \| 152 \| 0.8065 \| 0.8333 \| 0.8197 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8192 \| 0.8846 \| 0.8506 \| 0.9644 \|
	\| 0.0045 \| 14.0 \| 1484 \| 0.2811 \| 0.7529 \| 0.9275 \| 0.8312 \| 69 \| 0.7241 \| 0.7241 \| 0.7241 \| 58 \| 0.85 \| 0.8947 \| 0.8718 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.7647 \| 0.8966 \| 0.8254 \| 29 \| 0.7946 \| 0.8698 \| 0.8305 \| 0.9634 \|
	\| 0.0048 \| 15.0 \| 1590 \| 0.2608 \| 0.8025 \| 0.9420 \| 0.8667 \| 69 \| 0.7231 \| 0.8103 \| 0.7642 \| 58 \| 0.8634 \| 0.9145 \| 0.8882 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8145 \| 0.8964 \| 0.8535 \| 0.9626 \|
	\| 0.0054 \| 16.0 \| 1696 \| 0.2662 \| 0.8356 \| 0.8841 \| 0.8592 \| 69 \| 0.6761 \| 0.8276 \| 0.7442 \| 58 \| 0.8704 \| 0.9276 \| 0.8981 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8224 \| 0.8905 \| 0.8551 \| 0.9608 \|
	\| 0.0048 \| 17.0 \| 1802 \| 0.2811 \| 0.8025 \| 0.9420 \| 0.8667 \| 69 \| 0.6765 \| 0.7931 \| 0.7302 \| 58 \| 0.8535 \| 0.8816 \| 0.8673 \| 152 \| 0.7576 \| 0.8333 \| 0.7937 \| 30 \| 0.6757 \| 0.8621 \| 0.7576 \| 29 \| 0.7846 \| 0.8728 \| 0.8263 \| 0.9613 \|
	\| 0.0039 \| 18.0 \| 1908 \| 0.2927 \| 0.8356 \| 0.8841 \| 0.8592 \| 69 \| 0.6944 \| 0.8621 \| 0.7692 \| 58 \| 0.7976 \| 0.8816 \| 0.8375 \| 152 \| 0.7353 \| 0.8333 \| 0.7812 \| 30 \| 0.7576 \| 0.8621 \| 0.8065 \| 29 \| 0.7763 \| 0.8728 \| 0.8217 \| 0.9575 \|
	\| 0.0038 \| 19.0 \| 2014 \| 0.2554 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.6176 \| 0.7241 \| 0.6667 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7812 \| 0.8333 \| 0.8065 \| 30 \| 0.8125 \| 0.8966 \| 0.8525 \| 29 \| 0.8049 \| 0.8787 \| 0.8402 \| 0.9634 \|
	\| 0.0044 \| 20.0 \| 2120 \| 0.2623 \| 0.7590 \| 0.9130 \| 0.8289 \| 69 \| 0.6825 \| 0.7414 \| 0.7107 \| 58 \| 0.8797 \| 0.9145 \| 0.8968 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.7647 \| 0.8966 \| 0.8254 \| 29 \| 0.7984 \| 0.8787 \| 0.8366 \| 0.9621 \|
	\| 0.0033 \| 21.0 \| 2226 \| 0.2766 \| 0.7975 \| 0.9130 \| 0.8514 \| 69 \| 0.7288 \| 0.7414 \| 0.7350 \| 58 \| 0.8580 \| 0.9145 \| 0.8854 \| 152 \| 0.7222 \| 0.8667 \| 0.7879 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8065 \| 0.8757 \| 0.8397 \| 0.9601 \|
	\| 0.0048 \| 22.0 \| 2332 \| 0.2605 \| 0.8442 \| 0.9420 \| 0.8904 \| 69 \| 0.6892 \| 0.8793 \| 0.7727 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8235 \| 0.9112 \| 0.8652 \| 0.9652 \|
	\| 0.003 \| 23.0 \| 2438 \| 0.2736 \| 0.7848 \| 0.8986 \| 0.8378 \| 69 \| 0.6892 \| 0.8793 \| 0.7727 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8155 \| 0.9024 \| 0.8567 \| 0.9647 \|
	\| 0.0024 \| 24.0 \| 2544 \| 0.2827 \| 0.8025 \| 0.9420 \| 0.8667 \| 69 \| 0.6667 \| 0.7931 \| 0.7244 \| 58 \| 0.8974 \| 0.9211 \| 0.9091 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8189 \| 0.8964 \| 0.8559 \| 0.9647 \|
	\| 0.0024 \| 25.0 \| 2650 \| 0.2875 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.6625 \| 0.9138 \| 0.7681 \| 58 \| 0.8704 \| 0.9276 \| 0.8981 \| 152 \| 0.7647 \| 0.8667 \| 0.8125 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8073 \| 0.9172 \| 0.8587 \| 0.9647 \|
	\| 0.0025 \| 26.0 \| 2756 \| 0.2877 \| 0.7848 \| 0.8986 \| 0.8378 \| 69 \| 0.7167 \| 0.7414 \| 0.7288 \| 58 \| 0.8598 \| 0.9276 \| 0.8924 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8164 \| 0.8817 \| 0.8478 \| 0.9641 \|
	\| 0.0038 \| 27.0 \| 2862 \| 0.2956 \| 0.7590 \| 0.9130 \| 0.8289 \| 69 \| 0.6324 \| 0.7414 \| 0.6825 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7429 \| 0.8667 \| 0.8 \| 30 \| 0.7879 \| 0.8966 \| 0.8387 \| 29 \| 0.7963 \| 0.8905 \| 0.8408 \| 0.9611 \|
	\| 0.0046 \| 28.0 \| 2968 \| 0.2741 \| 0.7927 \| 0.9420 \| 0.8609 \| 69 \| 0.6957 \| 0.8276 \| 0.7559 \| 58 \| 0.8765 \| 0.9342 \| 0.9045 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8165 \| 0.9083 \| 0.8599 \| 0.9649 \|
	\| 0.0022 \| 29.0 \| 3074 \| 0.2802 \| 0.8289 \| 0.9130 \| 0.8690 \| 69 \| 0.7353 \| 0.8621 \| 0.7937 \| 58 \| 0.8981 \| 0.9276 \| 0.9126 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8430 \| 0.9053 \| 0.8730 \| 0.9667 \|
	\| 0.002 \| 30.0 \| 3180 \| 0.2910 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8338 \| 0.9053 \| 0.8681 \| 0.9675 \|
	\| 0.0015 \| 31.0 \| 3286 \| 0.2916 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.7164 \| 0.8276 \| 0.768 \| 58 \| 0.9020 \| 0.9079 \| 0.9049 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8384 \| 0.8905 \| 0.8637 \| 0.9662 \|
	\| 0.004 \| 32.0 \| 3392 \| 0.2852 \| 0.8514 \| 0.9130 \| 0.8811 \| 69 \| 0.7344 \| 0.8103 \| 0.7705 \| 58 \| 0.8805 \| 0.9211 \| 0.9003 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8 \| 0.8276 \| 0.8136 \| 29 \| 0.8357 \| 0.8876 \| 0.8608 \| 0.9649 \|
	\| 0.0038 \| 33.0 \| 3498 \| 0.2871 \| 0.8182 \| 0.9130 \| 0.8630 \| 69 \| 0.7656 \| 0.8448 \| 0.8033 \| 58 \| 0.8712 \| 0.9342 \| 0.9016 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.7812 \| 0.8621 \| 0.8197 \| 29 \| 0.8288 \| 0.9024 \| 0.8640 \| 0.9649 \|
	\| 0.0042 \| 34.0 \| 3604 \| 0.2901 \| 0.84 \| 0.9130 \| 0.8750 \| 69 \| 0.6486 \| 0.8276 \| 0.7273 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8184 \| 0.8935 \| 0.8543 \| 0.9624 \|
	\| 0.0026 \| 35.0 \| 3710 \| 0.2781 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7353 \| 0.8621 \| 0.7937 \| 58 \| 0.8987 \| 0.9342 \| 0.9161 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8324 \| 0.9112 \| 0.8701 \| 0.9659 \|
	\| 0.0021 \| 36.0 \| 3816 \| 0.2929 \| 0.8158 \| 0.8986 \| 0.8552 \| 69 \| 0.7260 \| 0.9138 \| 0.8092 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8315 \| 0.9053 \| 0.8669 \| 0.9641 \|
	\| 0.002 \| 37.0 \| 3922 \| 0.2751 \| 0.7778 \| 0.9130 \| 0.84 \| 69 \| 0.7538 \| 0.8448 \| 0.7967 \| 58 \| 0.9079 \| 0.9079 \| 0.9079 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8338 \| 0.8905 \| 0.8612 \| 0.9641 \|
	\| 0.0032 \| 38.0 \| 4028 \| 0.2930 \| 0.7683 \| 0.9130 \| 0.8344 \| 69 \| 0.7619 \| 0.8276 \| 0.7934 \| 58 \| 0.8924 \| 0.9276 \| 0.9097 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8279 \| 0.8964 \| 0.8608 \| 0.9670 \|
	\| 0.0014 \| 39.0 \| 4134 \| 0.2642 \| 0.8533 \| 0.9275 \| 0.8889 \| 69 \| 0.7581 \| 0.8103 \| 0.7833 \| 58 \| 0.8758 \| 0.9276 \| 0.9010 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8417 \| 0.8964 \| 0.8682 \| 0.9677 \|
	\| 0.0022 \| 40.0 \| 4240 \| 0.3011 \| 0.7778 \| 0.9130 \| 0.84 \| 69 \| 0.7077 \| 0.7931 \| 0.7480 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8219 \| 0.8876 \| 0.8535 \| 0.9662 \|
	\| 0.0023 \| 41.0 \| 4346 \| 0.2920 \| 0.8289 \| 0.9130 \| 0.8690 \| 69 \| 0.7458 \| 0.7586 \| 0.7521 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8371 \| 0.8817 \| 0.8588 \| 0.9659 \|
	\| 0.0026 \| 42.0 \| 4452 \| 0.2898 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.75 \| 0.8276 \| 0.7869 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8279 \| 0.8964 \| 0.8608 \| 0.9647 \|
	\| 0.0015 \| 43.0 \| 4558 \| 0.3104 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.6933 \| 0.8966 \| 0.7820 \| 58 \| 0.8868 \| 0.9276 \| 0.9068 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8148 \| 0.9112 \| 0.8603 \| 0.9649 \|
	\| 0.0016 \| 44.0 \| 4664 \| 0.3085 \| 0.7875 \| 0.9130 \| 0.8456 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8571 \| 0.8276 \| 0.8421 \| 29 \| 0.8301 \| 0.8964 \| 0.8620 \| 0.9641 \|
	\| 0.0018 \| 45.0 \| 4770 \| 0.3026 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.6901 \| 0.8448 \| 0.7597 \| 58 \| 0.8805 \| 0.9211 \| 0.9003 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8150 \| 0.8994 \| 0.8551 \| 0.9616 \|
	\| 0.0033 \| 46.0 \| 4876 \| 0.2862 \| 0.7619 \| 0.9275 \| 0.8366 \| 69 \| 0.7077 \| 0.7931 \| 0.7480 \| 58 \| 0.8696 \| 0.9211 \| 0.8946 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8048 \| 0.8905 \| 0.8455 \| 0.9631 \|
	\| 0.0007 \| 47.0 \| 4982 \| 0.2828 \| 0.8533 \| 0.9275 \| 0.8889 \| 69 \| 0.7419 \| 0.7931 \| 0.7667 \| 58 \| 0.8981 \| 0.9276 \| 0.9126 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8507 \| 0.8935 \| 0.8716 \| 0.9690 \|
	\| 0.0018 \| 48.0 \| 5088 \| 0.2690 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.6857 \| 0.8276 \| 0.75 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8256 \| 0.8964 \| 0.8596 \| 0.9665 \|
	\| 0.0005 \| 49.0 \| 5194 \| 0.2876 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.6923 \| 0.7759 \| 0.7317 \| 58 \| 0.8634 \| 0.9145 \| 0.8882 \| 152 \| 0.8438 \| 0.9 \| 0.8710 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8219 \| 0.8876 \| 0.8535 \| 0.9641 \|
	\| 0.0017 \| 50.0 \| 5300 \| 0.3070 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7 \| 0.7241 \| 0.7119 \| 58 \| 0.8917 \| 0.9211 \| 0.9061 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8273 \| 0.8787 \| 0.8522 \| 0.9644 \|
	\| 0.0009 \| 51.0 \| 5406 \| 0.3090 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7143 \| 0.8621 \| 0.7813 \| 58 \| 0.8917 \| 0.9211 \| 0.9061 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8311 \| 0.9024 \| 0.8652 \| 0.9649 \|
	\| 0.0005 \| 52.0 \| 5512 \| 0.3099 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7031 \| 0.7759 \| 0.7377 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8264 \| 0.8876 \| 0.8559 \| 0.9657 \|
	\| 0.001 \| 53.0 \| 5618 \| 0.3116 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7419 \| 0.7931 \| 0.7667 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8292 \| 0.8905 \| 0.8588 \| 0.9649 \|
	\| 0.0006 \| 54.0 \| 5724 \| 0.3180 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7031 \| 0.7759 \| 0.7377 \| 58 \| 0.8968 \| 0.9145 \| 0.9055 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8333 \| 0.8621 \| 0.8475 \| 29 \| 0.8260 \| 0.8846 \| 0.8543 \| 0.9644 \|
	\| 0.0004 \| 55.0 \| 5830 \| 0.3218 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7258 \| 0.7759 \| 0.7500 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8621 \| 0.8621 \| 0.8621 \| 29 \| 0.8310 \| 0.8876 \| 0.8584 \| 0.9647 \|
	\| 0.0006 \| 56.0 \| 5936 \| 0.3311 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7097 \| 0.7586 \| 0.7333 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8214 \| 0.8846 \| 0.8519 \| 0.9634 \|
	\| 0.0009 \| 57.0 \| 6042 \| 0.3179 \| 0.7805 \| 0.9275 \| 0.8477 \| 69 \| 0.6970 \| 0.7931 \| 0.7419 \| 58 \| 0.8797 \| 0.9145 \| 0.8968 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8065 \| 0.8621 \| 0.8333 \| 29 \| 0.8130 \| 0.8876 \| 0.8487 \| 0.9644 \|
	\| 0.002 \| 58.0 \| 6148 \| 0.2750 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.6909 \| 0.6552 \| 0.6726 \| 58 \| 0.9038 \| 0.9276 \| 0.9156 \| 152 \| 0.7812 \| 0.8333 \| 0.8065 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.84 \| 0.8698 \| 0.8547 \| 0.9639 \|
	\| 0.0018 \| 59.0 \| 6254 \| 0.2915 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7188 \| 0.7931 \| 0.7541 \| 58 \| 0.8854 \| 0.9145 \| 0.8997 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8310 \| 0.8876 \| 0.8584 \| 0.9657 \|
	\| 0.0008 \| 60.0 \| 6360 \| 0.3103 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7358 \| 0.6724 \| 0.7027 \| 58 \| 0.8910 \| 0.9145 \| 0.9026 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8929 \| 0.8621 \| 0.8772 \| 29 \| 0.8420 \| 0.8669 \| 0.8542 \| 0.9649 \|
	\| 0.0013 \| 61.0 \| 6466 \| 0.2831 \| 0.84 \| 0.9130 \| 0.8750 \| 69 \| 0.75 \| 0.8276 \| 0.7869 \| 58 \| 0.8805 \| 0.9211 \| 0.9003 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8417 \| 0.8964 \| 0.8682 \| 0.9662 \|
	\| 0.0013 \| 62.0 \| 6572 \| 0.2986 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8407 \| 0.9053 \| 0.8718 \| 0.9680 \|
	\| 0.0009 \| 63.0 \| 6678 \| 0.3033 \| 0.7975 \| 0.9130 \| 0.8514 \| 69 \| 0.7576 \| 0.8621 \| 0.8065 \| 58 \| 0.8634 \| 0.9145 \| 0.8882 \| 152 \| 0.8125 \| 0.8667 \| 0.8387 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8283 \| 0.8994 \| 0.8624 \| 0.9662 \|
	\| 0.0017 \| 64.0 \| 6784 \| 0.3016 \| 0.7805 \| 0.9275 \| 0.8477 \| 69 \| 0.7183 \| 0.8793 \| 0.7907 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8191 \| 0.9112 \| 0.8627 \| 0.9667 \|
	\| 0.0007 \| 65.0 \| 6890 \| 0.3076 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7042 \| 0.8621 \| 0.7752 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8966 \| 0.8966 \| 0.8966 \| 29 \| 0.8231 \| 0.9083 \| 0.8636 \| 0.9662 \|
	\| 0.0013 \| 66.0 \| 6996 \| 0.2963 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.8924 \| 0.9276 \| 0.9097 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.7879 \| 0.8966 \| 0.8387 \| 29 \| 0.8293 \| 0.9053 \| 0.8656 \| 0.9639 \|
	\| 0.0011 \| 67.0 \| 7102 \| 0.3188 \| 0.8077 \| 0.9130 \| 0.8571 \| 69 \| 0.6923 \| 0.7759 \| 0.7317 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8174 \| 0.8876 \| 0.8511 \| 0.9634 \|
	\| 0.0009 \| 68.0 \| 7208 \| 0.3356 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7313 \| 0.8448 \| 0.784 \| 58 \| 0.8659 \| 0.9342 \| 0.8987 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8209 \| 0.9083 \| 0.8624 \| 0.9644 \|
	\| 0.001 \| 69.0 \| 7314 \| 0.3089 \| 0.8228 \| 0.9420 \| 0.8784 \| 69 \| 0.7031 \| 0.7759 \| 0.7377 \| 58 \| 0.9057 \| 0.9474 \| 0.9260 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8361 \| 0.9053 \| 0.8693 \| 0.9654 \|
	\| 0.001 \| 70.0 \| 7420 \| 0.3141 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7260 \| 0.9138 \| 0.8092 \| 58 \| 0.8875 \| 0.9342 \| 0.9103 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8293 \| 0.9201 \| 0.8724 \| 0.9670 \|
	\| 0.0006 \| 71.0 \| 7526 \| 0.2926 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.9172 \| 0.9474 \| 0.9320 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8420 \| 0.9142 \| 0.8766 \| 0.9682 \|
	\| 0.0003 \| 72.0 \| 7632 \| 0.3161 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7463 \| 0.8621 \| 0.8000 \| 58 \| 0.9108 \| 0.9408 \| 0.9256 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8397 \| 0.9142 \| 0.8754 \| 0.9670 \|
	\| 0.0008 \| 73.0 \| 7738 \| 0.3193 \| 0.7901 \| 0.9275 \| 0.8533 \| 69 \| 0.7353 \| 0.8621 \| 0.7937 \| 58 \| 0.8875 \| 0.9342 \| 0.9103 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8280 \| 0.9112 \| 0.8676 \| 0.9675 \|
	\| 0.0007 \| 74.0 \| 7844 \| 0.3126 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.75 \| 0.8276 \| 0.7869 \| 58 \| 0.8931 \| 0.9342 \| 0.9132 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8361 \| 0.9053 \| 0.8693 \| 0.9662 \|
	\| 0.0002 \| 75.0 \| 7950 \| 0.3108 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7742 \| 0.8276 \| 0.8000 \| 58 \| 0.8861 \| 0.9211 \| 0.9032 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8398 \| 0.8994 \| 0.8686 \| 0.9657 \|
	\| 0.0003 \| 76.0 \| 8056 \| 0.3104 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7612 \| 0.8793 \| 0.8160 \| 58 \| 0.8827 \| 0.9408 \| 0.9108 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8378 \| 0.9172 \| 0.8757 \| 0.9667 \|
	\| 0.0003 \| 77.0 \| 8162 \| 0.3197 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7536 \| 0.8966 \| 0.8189 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8405 \| 0.9201 \| 0.8785 \| 0.9682 \|
	\| 0.0005 \| 78.0 \| 8268 \| 0.3423 \| 0.7529 \| 0.9275 \| 0.8312 \| 69 \| 0.7083 \| 0.8793 \| 0.7846 \| 58 \| 0.8712 \| 0.9342 \| 0.9016 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8047 \| 0.9142 \| 0.8560 \| 0.9636 \|
	\| 0.0002 \| 79.0 \| 8374 \| 0.3325 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7647 \| 0.8966 \| 0.8254 \| 58 \| 0.8820 \| 0.9342 \| 0.9073 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8378 \| 0.9172 \| 0.8757 \| 0.9680 \|
	\| 0.0002 \| 80.0 \| 8480 \| 0.3354 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.7455 \| 0.7069 \| 0.7257 \| 58 \| 0.8820 \| 0.9342 \| 0.9073 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8399 \| 0.8846 \| 0.8617 \| 0.9654 \|
	\| 0.0004 \| 81.0 \| 8586 \| 0.3405 \| 0.7875 \| 0.9130 \| 0.8456 \| 69 \| 0.7273 \| 0.8276 \| 0.7742 \| 58 \| 0.875 \| 0.9211 \| 0.8974 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8189 \| 0.8964 \| 0.8559 \| 0.9641 \|
	\| 0.0002 \| 82.0 \| 8692 \| 0.3391 \| 0.8312 \| 0.9275 \| 0.8767 \| 69 \| 0.7377 \| 0.7759 \| 0.7563 \| 58 \| 0.8875 \| 0.9342 \| 0.9103 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8393 \| 0.8964 \| 0.8670 \| 0.9665 \|
	\| 0.0003 \| 83.0 \| 8798 \| 0.3488 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7077 \| 0.7931 \| 0.7480 \| 58 \| 0.8812 \| 0.9276 \| 0.9038 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8256 \| 0.8964 \| 0.8596 \| 0.9636 \|
	\| 0.0002 \| 84.0 \| 8904 \| 0.3432 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7377 \| 0.7759 \| 0.7563 \| 58 \| 0.8882 \| 0.9408 \| 0.9137 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8375 \| 0.8994 \| 0.8673 \| 0.9652 \|
	\| 0.0003 \| 85.0 \| 9010 \| 0.3442 \| 0.8 \| 0.9275 \| 0.8591 \| 69 \| 0.7385 \| 0.8276 \| 0.7805 \| 58 \| 0.8938 \| 0.9408 \| 0.9167 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8342 \| 0.9083 \| 0.8697 \| 0.9654 \|
	\| 0.0005 \| 86.0 \| 9116 \| 0.3417 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8392 \| 0.9112 \| 0.8738 \| 0.9662 \|
	\| 0.0002 \| 87.0 \| 9222 \| 0.3445 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8938 \| 0.9408 \| 0.9167 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8302 \| 0.9112 \| 0.8688 \| 0.9654 \|
	\| 0.0002 \| 88.0 \| 9328 \| 0.3450 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8931 \| 0.9342 \| 0.9132 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8387 \| 0.8966 \| 0.8667 \| 29 \| 0.8297 \| 0.9083 \| 0.8672 \| 0.9652 \|
	\| 0.0002 \| 89.0 \| 9434 \| 0.3450 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9659 \|
	\| 0.0002 \| 90.0 \| 9540 \| 0.3440 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9662 \|
	\| 0.0002 \| 91.0 \| 9646 \| 0.3440 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9662 \|
	\| 0.0002 \| 92.0 \| 9752 \| 0.3447 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7206 \| 0.8448 \| 0.7778 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8347 \| 0.9112 \| 0.8713 \| 0.9662 \|
	\| 0.0004 \| 93.0 \| 9858 \| 0.3485 \| 0.8101 \| 0.9275 \| 0.8649 \| 69 \| 0.7 \| 0.8448 \| 0.7656 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8302 \| 0.9112 \| 0.8688 \| 0.9657 \|
	\| 0.0002 \| 94.0 \| 9964 \| 0.3474 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.9051 \| 0.9408 \| 0.9226 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8438 \| 0.9112 \| 0.8762 \| 0.9672 \|
	\| 0.0002 \| 95.0 \| 10070 \| 0.3477 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.9051 \| 0.9408 \| 0.9226 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8438 \| 0.9112 \| 0.8762 \| 0.9670 \|
	\| 0.0002 \| 96.0 \| 10176 \| 0.3475 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0002 \| 97.0 \| 10282 \| 0.3478 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0001 \| 98.0 \| 10388 \| 0.3481 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0003 \| 99.0 \| 10494 \| 0.3480 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.8994 \| 0.9408 \| 0.9196 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8415 \| 0.9112 \| 0.875 \| 0.9670 \|
	\| 0.0002 \| 100.0 \| 10600 \| 0.3478 \| 0.8205 \| 0.9275 \| 0.8707 \| 69 \| 0.7424 \| 0.8448 \| 0.7903 \| 58 \| 0.9051 \| 0.9408 \| 0.9226 \| 152 \| 0.7879 \| 0.8667 \| 0.8254 \| 30 \| 0.8667 \| 0.8966 \| 0.8814 \| 29 \| 0.8438 \| 0.9112 \| 0.8762 \| 0.9670 \|


	### Framework versions

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