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---
license: mit
tags:
- generated_from_trainer
model-index:
- name: teeth-seg-upernet-convnext-tiny
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. -->
# teeth-seg-upernet-convnext-tiny
This model is a fine-tuned version of [openmmlab/upernet-convnext-tiny](https://huggingface.co/openmmlab/upernet-convnext-tiny) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3710
- Mean Iou: 0.7871
- Mean Accuracy: 0.8577
- Overall Accuracy: 0.8628
- Accuracy Background: nan
- Accuracy 11: 0.9002
- Accuracy 12: 0.8915
- Accuracy 13: 0.8824
- Accuracy 14: 0.8296
- Accuracy 15: 0.8450
- Accuracy 16: 0.9027
- Accuracy 17: 0.8757
- Accuracy 18: 0.8080
- Accuracy 21: 0.9085
- Accuracy 22: 0.8828
- Accuracy 23: 0.9049
- Accuracy 24: 0.8117
- Accuracy 25: 0.8581
- Accuracy 26: 0.8913
- Accuracy 27: 0.8817
- Accuracy 28: 0.8016
- Accuracy 31: 0.8020
- Accuracy 32: 0.8415
- Accuracy 33: 0.9144
- Accuracy 34: 0.8550
- Accuracy 35: 0.8463
- Accuracy 36: 0.7861
- Accuracy 37: 0.8171
- Accuracy 38: 0.7589
- Accuracy 41: 0.7945
- Accuracy 42: 0.8365
- Accuracy 43: 0.9052
- Accuracy 44: 0.8953
- Accuracy 45: 0.8821
- Accuracy 46: 0.9060
- Accuracy 47: 0.8907
- Accuracy 48: 0.8379
- Iou Background: 0.0
- Iou 11: 0.8834
- Iou 12: 0.8894
- Iou 13: 0.8289
- Iou 14: 0.7931
- Iou 15: 0.8201
- Iou 16: 0.8654
- Iou 17: 0.8121
- Iou 18: 0.7384
- Iou 21: 0.8850
- Iou 22: 0.8611
- Iou 23: 0.8692
- Iou 24: 0.7985
- Iou 25: 0.8421
- Iou 26: 0.8666
- Iou 27: 0.7984
- Iou 28: 0.7187
- Iou 31: 0.7352
- Iou 32: 0.8019
- Iou 33: 0.8585
- Iou 34: 0.8109
- Iou 35: 0.7914
- Iou 36: 0.7229
- Iou 37: 0.7222
- Iou 38: 0.6444
- Iou 41: 0.7315
- Iou 42: 0.7954
- Iou 43: 0.8643
- Iou 44: 0.8586
- Iou 45: 0.8474
- Iou 46: 0.8721
- Iou 47: 0.8579
- Iou 48: 0.7878
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0006
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 200
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy 11 | Accuracy 12 | Accuracy 13 | Accuracy 14 | Accuracy 15 | Accuracy 16 | Accuracy 17 | Accuracy 18 | Accuracy 21 | Accuracy 22 | Accuracy 23 | Accuracy 24 | Accuracy 25 | Accuracy 26 | Accuracy 27 | Accuracy 28 | Accuracy 31 | Accuracy 32 | Accuracy 33 | Accuracy 34 | Accuracy 35 | Accuracy 36 | Accuracy 37 | Accuracy 38 | Accuracy 41 | Accuracy 42 | Accuracy 43 | Accuracy 44 | Accuracy 45 | Accuracy 46 | Accuracy 47 | Accuracy 48 | Iou Background | Iou 11 | Iou 12 | Iou 13 | Iou 14 | Iou 15 | Iou 16 | Iou 17 | Iou 18 | Iou 21 | Iou 22 | Iou 23 | Iou 24 | Iou 25 | Iou 26 | Iou 27 | Iou 28 | Iou 31 | Iou 32 | Iou 33 | Iou 34 | Iou 35 | Iou 36 | Iou 37 | Iou 38 | Iou 41 | Iou 42 | Iou 43 | Iou 44 | Iou 45 | Iou 46 | Iou 47 | Iou 48 |
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| 0.5295 | 2.0 | 20 | 0.5705 | 0.3693 | 0.4864 | 0.5102 | nan | 0.6660 | 0.6025 | 0.2256 | 0.2383 | 0.5293 | 0.4207 | 0.8846 | 0.3753 | 0.8182 | 0.3237 | 0.6232 | 0.2812 | 0.6399 | 0.6618 | 0.6764 | 0.4635 | 0.0252 | 0.3484 | 0.1957 | 0.6712 | 0.3682 | 0.3457 | 0.6796 | 0.7324 | 0.2603 | 0.5354 | 0.2797 | 0.6598 | 0.0292 | 0.7681 | 0.6539 | 0.5822 | 0.0 | 0.6233 | 0.5033 | 0.2242 | 0.1650 | 0.3338 | 0.3730 | 0.5244 | 0.3470 | 0.5854 | 0.2774 | 0.5507 | 0.2598 | 0.4486 | 0.5669 | 0.5058 | 0.3429 | 0.0247 | 0.2780 | 0.1927 | 0.4048 | 0.3107 | 0.3272 | 0.5458 | 0.4902 | 0.2167 | 0.3776 | 0.2742 | 0.4256 | 0.0291 | 0.5509 | 0.5637 | 0.5439 |
| 0.2448 | 4.0 | 40 | 0.2991 | 0.5887 | 0.6953 | 0.7136 | nan | 0.6811 | 0.8060 | 0.6679 | 0.5066 | 0.5235 | 0.8112 | 0.8741 | 0.5758 | 0.7111 | 0.8458 | 0.8566 | 0.6791 | 0.5988 | 0.7784 | 0.8809 | 0.5861 | 0.4017 | 0.7194 | 0.8446 | 0.7975 | 0.5886 | 0.7339 | 0.7606 | 0.8302 | 0.2926 | 0.6158 | 0.8172 | 0.7268 | 0.3603 | 0.8592 | 0.7385 | 0.7803 | 0.0 | 0.6306 | 0.6644 | 0.5509 | 0.4412 | 0.5059 | 0.7433 | 0.7108 | 0.5484 | 0.6477 | 0.6935 | 0.7728 | 0.6081 | 0.5821 | 0.6970 | 0.6770 | 0.5408 | 0.3449 | 0.6180 | 0.7532 | 0.6290 | 0.5287 | 0.6391 | 0.6762 | 0.6395 | 0.2749 | 0.5694 | 0.7175 | 0.5336 | 0.3533 | 0.7319 | 0.6852 | 0.7184 |
| 0.1891 | 6.0 | 60 | 0.2480 | 0.7099 | 0.8102 | 0.8185 | nan | 0.8320 | 0.9361 | 0.8220 | 0.7888 | 0.7881 | 0.8815 | 0.8476 | 0.8525 | 0.8728 | 0.8866 | 0.9060 | 0.7780 | 0.7926 | 0.9079 | 0.7921 | 0.5081 | 0.6305 | 0.7426 | 0.8681 | 0.8267 | 0.8639 | 0.7897 | 0.6826 | 0.6853 | 0.7353 | 0.7977 | 0.8988 | 0.8911 | 0.8424 | 0.9268 | 0.8326 | 0.7209 | 0.0 | 0.8101 | 0.8389 | 0.7631 | 0.6989 | 0.7235 | 0.8345 | 0.7815 | 0.7432 | 0.8202 | 0.8176 | 0.8648 | 0.7239 | 0.7078 | 0.8062 | 0.6658 | 0.4883 | 0.5829 | 0.6593 | 0.7545 | 0.7036 | 0.7009 | 0.6213 | 0.6178 | 0.6280 | 0.6400 | 0.7144 | 0.8263 | 0.8214 | 0.7718 | 0.8335 | 0.7831 | 0.6782 |
| 0.142 | 8.0 | 80 | 0.2220 | 0.7432 | 0.8290 | 0.8375 | nan | 0.9272 | 0.8416 | 0.8423 | 0.8357 | 0.7614 | 0.8858 | 0.8784 | 0.8098 | 0.9096 | 0.8187 | 0.8913 | 0.7204 | 0.7897 | 0.8756 | 0.8605 | 0.6980 | 0.7977 | 0.8040 | 0.8678 | 0.8090 | 0.7701 | 0.7388 | 0.8419 | 0.8132 | 0.7318 | 0.7826 | 0.8803 | 0.9248 | 0.8227 | 0.8900 | 0.8975 | 0.8089 | 0.0 | 0.8748 | 0.8211 | 0.7930 | 0.7188 | 0.7259 | 0.8480 | 0.8219 | 0.7368 | 0.8616 | 0.7868 | 0.7992 | 0.6656 | 0.7269 | 0.8290 | 0.7662 | 0.6363 | 0.6997 | 0.7582 | 0.8056 | 0.7267 | 0.6949 | 0.6861 | 0.7484 | 0.7006 | 0.6503 | 0.7239 | 0.8544 | 0.8405 | 0.7800 | 0.8426 | 0.8356 | 0.7672 |
| 0.121 | 10.0 | 100 | 0.2229 | 0.7219 | 0.7949 | 0.7996 | nan | 0.7987 | 0.8738 | 0.8396 | 0.7012 | 0.7517 | 0.8736 | 0.7947 | 0.8365 | 0.8319 | 0.8346 | 0.8650 | 0.7732 | 0.7295 | 0.8180 | 0.8016 | 0.7830 | 0.6058 | 0.8049 | 0.8945 | 0.7730 | 0.8184 | 0.6879 | 0.7544 | 0.7472 | 0.6037 | 0.7619 | 0.9400 | 0.8392 | 0.8324 | 0.8749 | 0.8056 | 0.7851 | 0.0 | 0.7801 | 0.8427 | 0.7809 | 0.6545 | 0.7184 | 0.8377 | 0.7586 | 0.7293 | 0.8007 | 0.7990 | 0.8413 | 0.7363 | 0.7027 | 0.7892 | 0.7370 | 0.6711 | 0.5739 | 0.7524 | 0.8226 | 0.7303 | 0.7276 | 0.6424 | 0.6832 | 0.6190 | 0.5700 | 0.7082 | 0.8757 | 0.8183 | 0.7874 | 0.8190 | 0.7770 | 0.7371 |
| 0.1185 | 12.0 | 120 | 0.2124 | 0.7726 | 0.8560 | 0.8617 | nan | 0.9244 | 0.8476 | 0.8843 | 0.8211 | 0.7873 | 0.9101 | 0.8945 | 0.7770 | 0.9099 | 0.8908 | 0.8923 | 0.8549 | 0.8313 | 0.9166 | 0.8718 | 0.7914 | 0.8664 | 0.7936 | 0.9086 | 0.8484 | 0.8911 | 0.7393 | 0.8146 | 0.7671 | 0.8538 | 0.7941 | 0.9114 | 0.9369 | 0.8692 | 0.9277 | 0.8842 | 0.7797 | 0.0 | 0.8889 | 0.8364 | 0.8157 | 0.7346 | 0.7556 | 0.8700 | 0.8234 | 0.7258 | 0.8729 | 0.8551 | 0.8692 | 0.8038 | 0.7924 | 0.8645 | 0.7992 | 0.7260 | 0.7349 | 0.7521 | 0.8554 | 0.8018 | 0.7713 | 0.6854 | 0.7229 | 0.6504 | 0.7104 | 0.7423 | 0.8811 | 0.8699 | 0.8211 | 0.8767 | 0.8384 | 0.7491 |
| 0.0984 | 14.0 | 140 | 0.2208 | 0.7739 | 0.8595 | 0.8657 | nan | 0.9490 | 0.9128 | 0.8962 | 0.8253 | 0.7539 | 0.9246 | 0.8984 | 0.7897 | 0.9380 | 0.8858 | 0.9310 | 0.8379 | 0.8476 | 0.8976 | 0.8709 | 0.7775 | 0.8320 | 0.9091 | 0.9362 | 0.8658 | 0.8439 | 0.7374 | 0.8277 | 0.7055 | 0.8392 | 0.7942 | 0.9274 | 0.8978 | 0.8859 | 0.8739 | 0.8988 | 0.7922 | 0.0 | 0.8966 | 0.8839 | 0.8211 | 0.7391 | 0.7373 | 0.8769 | 0.8327 | 0.7373 | 0.8915 | 0.8625 | 0.8795 | 0.8062 | 0.8118 | 0.8549 | 0.7907 | 0.7095 | 0.7545 | 0.8280 | 0.8582 | 0.7878 | 0.7498 | 0.6809 | 0.7324 | 0.6174 | 0.7036 | 0.7396 | 0.8579 | 0.8322 | 0.8226 | 0.8422 | 0.8457 | 0.7535 |
| 0.088 | 16.0 | 160 | 0.2129 | 0.7686 | 0.8462 | 0.8502 | nan | 0.9346 | 0.8467 | 0.8415 | 0.8378 | 0.8160 | 0.8905 | 0.8795 | 0.8289 | 0.8865 | 0.8806 | 0.9255 | 0.8313 | 0.8110 | 0.8760 | 0.8472 | 0.8466 | 0.8202 | 0.8588 | 0.9264 | 0.8303 | 0.8335 | 0.7681 | 0.8038 | 0.7277 | 0.8325 | 0.7468 | 0.8744 | 0.8729 | 0.8475 | 0.8817 | 0.8680 | 0.8060 | 0.0 | 0.8923 | 0.8440 | 0.8088 | 0.7697 | 0.7788 | 0.8573 | 0.8190 | 0.7535 | 0.8670 | 0.8490 | 0.8891 | 0.7988 | 0.7850 | 0.8476 | 0.7862 | 0.7413 | 0.7456 | 0.8052 | 0.8576 | 0.7759 | 0.7561 | 0.7047 | 0.7156 | 0.6153 | 0.7042 | 0.7041 | 0.8316 | 0.8227 | 0.8079 | 0.8400 | 0.8290 | 0.7597 |
| 0.0867 | 18.0 | 180 | 0.2135 | 0.7713 | 0.8472 | 0.8513 | nan | 0.8976 | 0.8630 | 0.8430 | 0.8027 | 0.7800 | 0.8807 | 0.8798 | 0.8298 | 0.8762 | 0.8850 | 0.8698 | 0.7907 | 0.8350 | 0.8868 | 0.8142 | 0.8123 | 0.7537 | 0.8421 | 0.9114 | 0.8385 | 0.8537 | 0.7938 | 0.8031 | 0.7704 | 0.8517 | 0.7914 | 0.8984 | 0.9016 | 0.8803 | 0.9359 | 0.8737 | 0.8647 | 0.0 | 0.8601 | 0.8569 | 0.8097 | 0.7483 | 0.7630 | 0.8494 | 0.8084 | 0.7476 | 0.8491 | 0.8444 | 0.8490 | 0.7692 | 0.7966 | 0.8516 | 0.7566 | 0.7031 | 0.7109 | 0.7882 | 0.8524 | 0.7956 | 0.7754 | 0.7258 | 0.7148 | 0.6465 | 0.7368 | 0.7540 | 0.8725 | 0.8733 | 0.8332 | 0.8767 | 0.8402 | 0.7940 |
| 0.0894 | 20.0 | 200 | 0.2127 | 0.7848 | 0.8595 | 0.8660 | nan | 0.9027 | 0.9233 | 0.8937 | 0.8657 | 0.8329 | 0.9024 | 0.8788 | 0.7408 | 0.9053 | 0.8992 | 0.9131 | 0.8451 | 0.8353 | 0.8931 | 0.8870 | 0.7644 | 0.7776 | 0.8718 | 0.8944 | 0.8819 | 0.8443 | 0.7502 | 0.8499 | 0.7419 | 0.8036 | 0.8710 | 0.9102 | 0.9206 | 0.9158 | 0.9058 | 0.8852 | 0.7980 | 0.0 | 0.8926 | 0.9122 | 0.8470 | 0.7874 | 0.7979 | 0.8683 | 0.8100 | 0.6966 | 0.8799 | 0.8664 | 0.8753 | 0.8138 | 0.8139 | 0.8582 | 0.8043 | 0.7029 | 0.7202 | 0.8062 | 0.8461 | 0.8052 | 0.7707 | 0.6992 | 0.7472 | 0.6505 | 0.7243 | 0.8021 | 0.8812 | 0.8814 | 0.8545 | 0.8682 | 0.8413 | 0.7720 |
| 0.0783 | 22.0 | 220 | 0.2143 | 0.7693 | 0.8403 | 0.8452 | nan | 0.9020 | 0.8568 | 0.8926 | 0.7900 | 0.8053 | 0.9063 | 0.8436 | 0.7804 | 0.9017 | 0.8262 | 0.8909 | 0.8181 | 0.8170 | 0.8926 | 0.8519 | 0.8007 | 0.7980 | 0.8115 | 0.8891 | 0.8251 | 0.8303 | 0.7522 | 0.7738 | 0.7453 | 0.7793 | 0.8364 | 0.9179 | 0.9089 | 0.8647 | 0.8972 | 0.8580 | 0.8259 | 0.0 | 0.8772 | 0.8565 | 0.8294 | 0.7516 | 0.7773 | 0.8651 | 0.7865 | 0.7257 | 0.8659 | 0.8077 | 0.8572 | 0.7947 | 0.7976 | 0.8568 | 0.7850 | 0.7274 | 0.7298 | 0.7685 | 0.8356 | 0.7863 | 0.7657 | 0.6883 | 0.6934 | 0.6314 | 0.7135 | 0.7833 | 0.8843 | 0.8734 | 0.8207 | 0.8484 | 0.8272 | 0.7758 |
| 0.0732 | 24.0 | 240 | 0.2172 | 0.7921 | 0.8684 | 0.8748 | nan | 0.8932 | 0.9338 | 0.8866 | 0.8725 | 0.8231 | 0.9206 | 0.8931 | 0.7517 | 0.9252 | 0.9033 | 0.9087 | 0.8552 | 0.8321 | 0.9210 | 0.8964 | 0.7778 | 0.8392 | 0.9054 | 0.9214 | 0.8810 | 0.8538 | 0.8018 | 0.8395 | 0.7252 | 0.7975 | 0.8566 | 0.9170 | 0.9174 | 0.8888 | 0.9032 | 0.9020 | 0.8435 | 0.0 | 0.8778 | 0.9246 | 0.8399 | 0.7986 | 0.7966 | 0.8761 | 0.8123 | 0.7061 | 0.8898 | 0.8670 | 0.8738 | 0.8187 | 0.8162 | 0.8777 | 0.8127 | 0.7226 | 0.7625 | 0.8334 | 0.8673 | 0.8235 | 0.7849 | 0.7287 | 0.7415 | 0.6390 | 0.7292 | 0.8009 | 0.8778 | 0.8712 | 0.8478 | 0.8643 | 0.8600 | 0.7969 |
| 0.0744 | 26.0 | 260 | 0.2245 | 0.7973 | 0.8737 | 0.8804 | nan | 0.9386 | 0.9029 | 0.9040 | 0.8527 | 0.8445 | 0.9310 | 0.9051 | 0.7890 | 0.9252 | 0.8545 | 0.9099 | 0.8286 | 0.8742 | 0.9086 | 0.8897 | 0.8209 | 0.7806 | 0.8722 | 0.9222 | 0.8952 | 0.8919 | 0.8088 | 0.8197 | 0.7645 | 0.7837 | 0.8415 | 0.9318 | 0.9466 | 0.9097 | 0.9353 | 0.9218 | 0.8530 | 0.0 | 0.9116 | 0.9011 | 0.8491 | 0.7974 | 0.8149 | 0.8918 | 0.8283 | 0.7366 | 0.8887 | 0.8334 | 0.8731 | 0.8038 | 0.8423 | 0.8761 | 0.8118 | 0.7421 | 0.7205 | 0.8101 | 0.8677 | 0.8406 | 0.8093 | 0.7392 | 0.7263 | 0.6477 | 0.7124 | 0.7911 | 0.9001 | 0.9027 | 0.8614 | 0.8916 | 0.8764 | 0.8114 |
| 0.0664 | 28.0 | 280 | 0.2314 | 0.7614 | 0.8306 | 0.8376 | nan | 0.8956 | 0.8487 | 0.8471 | 0.8119 | 0.8138 | 0.9074 | 0.8795 | 0.7531 | 0.8855 | 0.8162 | 0.8612 | 0.7784 | 0.8145 | 0.8718 | 0.8659 | 0.7936 | 0.7495 | 0.8173 | 0.9050 | 0.8409 | 0.8330 | 0.7542 | 0.7897 | 0.7355 | 0.7424 | 0.7795 | 0.8838 | 0.8761 | 0.8477 | 0.8907 | 0.8793 | 0.8121 | 0.0 | 0.8727 | 0.8475 | 0.8070 | 0.7664 | 0.7854 | 0.8733 | 0.8107 | 0.7052 | 0.8572 | 0.7928 | 0.8349 | 0.7596 | 0.7874 | 0.8419 | 0.7933 | 0.7157 | 0.6905 | 0.7733 | 0.8499 | 0.7956 | 0.7683 | 0.6930 | 0.7024 | 0.6230 | 0.6777 | 0.7431 | 0.8437 | 0.8349 | 0.8130 | 0.8513 | 0.8435 | 0.7715 |
| 0.0662 | 30.0 | 300 | 0.2276 | 0.7767 | 0.8486 | 0.8543 | nan | 0.8929 | 0.9080 | 0.9040 | 0.7932 | 0.8282 | 0.9187 | 0.8828 | 0.7974 | 0.9172 | 0.8897 | 0.9006 | 0.8259 | 0.8477 | 0.8889 | 0.8642 | 0.8105 | 0.7995 | 0.8367 | 0.9056 | 0.8456 | 0.8310 | 0.7647 | 0.8003 | 0.7240 | 0.7641 | 0.7951 | 0.9265 | 0.8730 | 0.8498 | 0.9030 | 0.8702 | 0.7978 | 0.0 | 0.8807 | 0.9049 | 0.8406 | 0.7672 | 0.7967 | 0.8809 | 0.8170 | 0.7306 | 0.8834 | 0.8615 | 0.8679 | 0.8020 | 0.8205 | 0.8595 | 0.7927 | 0.7205 | 0.7317 | 0.7915 | 0.8478 | 0.7931 | 0.7685 | 0.7049 | 0.7108 | 0.6170 | 0.7051 | 0.7554 | 0.8728 | 0.8367 | 0.8149 | 0.8614 | 0.8382 | 0.7546 |
| 0.0676 | 32.0 | 320 | 0.2326 | 0.7882 | 0.8631 | 0.8669 | nan | 0.9143 | 0.9059 | 0.8931 | 0.8591 | 0.8473 | 0.9100 | 0.8491 | 0.7975 | 0.9093 | 0.8909 | 0.9025 | 0.8054 | 0.8349 | 0.8610 | 0.8595 | 0.8008 | 0.8495 | 0.8708 | 0.9245 | 0.8589 | 0.8735 | 0.7912 | 0.8071 | 0.7447 | 0.8244 | 0.8647 | 0.9452 | 0.9017 | 0.8766 | 0.9225 | 0.9043 | 0.8193 | 0.0 | 0.9032 | 0.9030 | 0.8406 | 0.7946 | 0.8147 | 0.8717 | 0.8026 | 0.7327 | 0.8820 | 0.8587 | 0.8642 | 0.7847 | 0.8135 | 0.8343 | 0.7888 | 0.7235 | 0.7631 | 0.8161 | 0.8659 | 0.8137 | 0.7992 | 0.7277 | 0.7154 | 0.6291 | 0.7479 | 0.8132 | 0.8851 | 0.8502 | 0.8389 | 0.8812 | 0.8658 | 0.7837 |
| 0.068 | 34.0 | 340 | 0.2367 | 0.7713 | 0.8399 | 0.8472 | nan | 0.8894 | 0.8712 | 0.8713 | 0.8312 | 0.8473 | 0.9081 | 0.8947 | 0.7783 | 0.8783 | 0.8609 | 0.9102 | 0.8144 | 0.8373 | 0.8922 | 0.8721 | 0.8168 | 0.7401 | 0.7938 | 0.8797 | 0.8363 | 0.8149 | 0.7615 | 0.7896 | 0.7233 | 0.7124 | 0.8145 | 0.8787 | 0.8821 | 0.8680 | 0.9020 | 0.8990 | 0.8071 | 0.0 | 0.8702 | 0.8693 | 0.8259 | 0.7918 | 0.8095 | 0.8748 | 0.8191 | 0.7228 | 0.8589 | 0.8372 | 0.8701 | 0.7915 | 0.8181 | 0.8647 | 0.7981 | 0.7306 | 0.6837 | 0.7523 | 0.8305 | 0.7924 | 0.7641 | 0.7011 | 0.7028 | 0.6164 | 0.6636 | 0.7660 | 0.8459 | 0.8446 | 0.8303 | 0.8631 | 0.8634 | 0.7793 |
| 0.0651 | 36.0 | 360 | 0.2402 | 0.7712 | 0.8425 | 0.8484 | nan | 0.8663 | 0.8808 | 0.8832 | 0.8155 | 0.8266 | 0.8999 | 0.8627 | 0.7735 | 0.8816 | 0.8650 | 0.9085 | 0.7976 | 0.8239 | 0.8880 | 0.8467 | 0.8142 | 0.7263 | 0.8478 | 0.9349 | 0.8671 | 0.8301 | 0.7737 | 0.8018 | 0.7411 | 0.7438 | 0.8209 | 0.9103 | 0.8838 | 0.8434 | 0.9181 | 0.8597 | 0.8250 | 0.0 | 0.8536 | 0.8771 | 0.8249 | 0.7788 | 0.7990 | 0.8639 | 0.7999 | 0.7252 | 0.8575 | 0.8406 | 0.8672 | 0.7795 | 0.8028 | 0.8552 | 0.7781 | 0.7169 | 0.6856 | 0.7992 | 0.8676 | 0.8133 | 0.7720 | 0.7135 | 0.7115 | 0.6247 | 0.6894 | 0.7750 | 0.8536 | 0.8311 | 0.8192 | 0.8729 | 0.8288 | 0.7728 |
| 0.0565 | 38.0 | 380 | 0.2418 | 0.7772 | 0.8480 | 0.8536 | nan | 0.8895 | 0.8898 | 0.8855 | 0.8337 | 0.8240 | 0.9044 | 0.8607 | 0.7951 | 0.8721 | 0.8692 | 0.8834 | 0.7847 | 0.8682 | 0.8885 | 0.8721 | 0.7822 | 0.7446 | 0.8566 | 0.9211 | 0.8683 | 0.8696 | 0.7740 | 0.7923 | 0.7468 | 0.7293 | 0.8204 | 0.9232 | 0.9004 | 0.8684 | 0.9169 | 0.8772 | 0.8256 | 0.0 | 0.8794 | 0.8836 | 0.8366 | 0.7937 | 0.7978 | 0.8682 | 0.8090 | 0.7295 | 0.8559 | 0.8395 | 0.8495 | 0.7708 | 0.8249 | 0.8604 | 0.7946 | 0.7064 | 0.6981 | 0.8038 | 0.8599 | 0.8238 | 0.7985 | 0.7101 | 0.7050 | 0.6322 | 0.6846 | 0.7719 | 0.8703 | 0.8554 | 0.8383 | 0.8735 | 0.8452 | 0.7765 |
| 0.066 | 40.0 | 400 | 0.2411 | 0.8032 | 0.8793 | 0.8836 | nan | 0.9239 | 0.9548 | 0.8867 | 0.8824 | 0.8747 | 0.9217 | 0.8881 | 0.8117 | 0.8967 | 0.9320 | 0.9197 | 0.8355 | 0.8643 | 0.9097 | 0.8903 | 0.8185 | 0.8073 | 0.8998 | 0.9253 | 0.8866 | 0.8642 | 0.8116 | 0.8331 | 0.7731 | 0.7994 | 0.8794 | 0.9252 | 0.9133 | 0.9162 | 0.9374 | 0.9001 | 0.8562 | 0.0 | 0.9018 | 0.9411 | 0.8580 | 0.8287 | 0.8308 | 0.8835 | 0.8264 | 0.7410 | 0.8807 | 0.8882 | 0.8776 | 0.8132 | 0.8437 | 0.8754 | 0.8123 | 0.7406 | 0.7519 | 0.8390 | 0.8706 | 0.8297 | 0.7960 | 0.7407 | 0.7348 | 0.6557 | 0.7323 | 0.8205 | 0.8950 | 0.8839 | 0.8579 | 0.8930 | 0.8636 | 0.7971 |
| 0.0598 | 42.0 | 420 | 0.2504 | 0.7612 | 0.8301 | 0.8350 | nan | 0.8864 | 0.8244 | 0.8576 | 0.7889 | 0.7703 | 0.8838 | 0.8521 | 0.7994 | 0.8643 | 0.8333 | 0.8487 | 0.7678 | 0.8372 | 0.8654 | 0.8543 | 0.8241 | 0.7807 | 0.8168 | 0.8951 | 0.8413 | 0.8101 | 0.7600 | 0.7934 | 0.7575 | 0.7551 | 0.7626 | 0.8859 | 0.8863 | 0.8594 | 0.9123 | 0.8592 | 0.8292 | 0.0 | 0.8697 | 0.8241 | 0.8098 | 0.7578 | 0.7525 | 0.8555 | 0.7982 | 0.7321 | 0.8417 | 0.8061 | 0.8242 | 0.7484 | 0.8039 | 0.8396 | 0.7798 | 0.7255 | 0.7133 | 0.7753 | 0.8479 | 0.7951 | 0.7591 | 0.7008 | 0.7044 | 0.6313 | 0.6840 | 0.7346 | 0.8544 | 0.8492 | 0.8242 | 0.8668 | 0.8312 | 0.7799 |
| 0.0648 | 44.0 | 440 | 0.2524 | 0.7666 | 0.8335 | 0.8403 | nan | 0.8808 | 0.8545 | 0.8561 | 0.7960 | 0.8371 | 0.9154 | 0.8596 | 0.7643 | 0.8837 | 0.8416 | 0.8862 | 0.8458 | 0.8228 | 0.8807 | 0.8506 | 0.7847 | 0.7646 | 0.8000 | 0.8854 | 0.8465 | 0.8263 | 0.7468 | 0.7987 | 0.7320 | 0.7338 | 0.7851 | 0.8759 | 0.8857 | 0.8427 | 0.9063 | 0.8659 | 0.8152 | 0.0 | 0.8624 | 0.8519 | 0.8077 | 0.7661 | 0.8063 | 0.8751 | 0.8010 | 0.7179 | 0.8678 | 0.8230 | 0.8650 | 0.8148 | 0.8103 | 0.8536 | 0.7777 | 0.7039 | 0.6954 | 0.7609 | 0.8348 | 0.7999 | 0.7685 | 0.6955 | 0.7086 | 0.6182 | 0.6836 | 0.7545 | 0.8430 | 0.8393 | 0.8145 | 0.8662 | 0.8353 | 0.7755 |
| 0.0594 | 46.0 | 460 | 0.2479 | 0.7749 | 0.8443 | 0.8507 | nan | 0.8960 | 0.8799 | 0.8862 | 0.8106 | 0.8352 | 0.9109 | 0.8804 | 0.8010 | 0.8900 | 0.8537 | 0.8982 | 0.7823 | 0.8240 | 0.8841 | 0.8714 | 0.7845 | 0.7958 | 0.7777 | 0.8872 | 0.8498 | 0.8335 | 0.7743 | 0.8126 | 0.7495 | 0.7875 | 0.8002 | 0.8896 | 0.9022 | 0.8340 | 0.9116 | 0.8811 | 0.8444 | 0.0 | 0.8796 | 0.8793 | 0.8328 | 0.7785 | 0.8050 | 0.8772 | 0.8200 | 0.7381 | 0.8717 | 0.8331 | 0.8664 | 0.7668 | 0.8025 | 0.8564 | 0.7936 | 0.7114 | 0.7276 | 0.7509 | 0.8315 | 0.8061 | 0.7786 | 0.7128 | 0.7181 | 0.6351 | 0.7190 | 0.7644 | 0.8487 | 0.8470 | 0.8126 | 0.8698 | 0.8468 | 0.7889 |
| 0.0462 | 48.0 | 480 | 0.2542 | 0.7670 | 0.8353 | 0.8408 | nan | 0.8832 | 0.8523 | 0.8451 | 0.8206 | 0.7938 | 0.8896 | 0.8669 | 0.8000 | 0.8843 | 0.8636 | 0.8767 | 0.8039 | 0.8338 | 0.8825 | 0.8629 | 0.7975 | 0.7750 | 0.8203 | 0.8868 | 0.8594 | 0.8342 | 0.7547 | 0.8057 | 0.7331 | 0.7811 | 0.7837 | 0.8438 | 0.8831 | 0.8371 | 0.9029 | 0.8725 | 0.7989 | 0.0 | 0.8646 | 0.8504 | 0.8050 | 0.7815 | 0.7723 | 0.8590 | 0.8090 | 0.7313 | 0.8598 | 0.8374 | 0.8478 | 0.7839 | 0.8123 | 0.8545 | 0.7878 | 0.7126 | 0.7106 | 0.7794 | 0.8383 | 0.8103 | 0.7762 | 0.6987 | 0.7149 | 0.6259 | 0.7095 | 0.7503 | 0.8128 | 0.8384 | 0.8109 | 0.8645 | 0.8425 | 0.7583 |
| 0.0449 | 50.0 | 500 | 0.2480 | 0.7989 | 0.8725 | 0.8778 | nan | 0.9244 | 0.9102 | 0.8890 | 0.8422 | 0.8651 | 0.9270 | 0.8958 | 0.8049 | 0.9148 | 0.9030 | 0.9106 | 0.8316 | 0.8625 | 0.9011 | 0.8791 | 0.8232 | 0.8149 | 0.8546 | 0.9244 | 0.8796 | 0.8738 | 0.7953 | 0.8338 | 0.7480 | 0.8235 | 0.8463 | 0.9288 | 0.9221 | 0.8980 | 0.9293 | 0.9091 | 0.8545 | 0.0 | 0.9024 | 0.9044 | 0.8356 | 0.8049 | 0.8339 | 0.8930 | 0.8286 | 0.7409 | 0.8939 | 0.8722 | 0.8728 | 0.8104 | 0.8424 | 0.8718 | 0.8036 | 0.7314 | 0.7488 | 0.8127 | 0.8682 | 0.8345 | 0.8120 | 0.7361 | 0.7348 | 0.6374 | 0.7465 | 0.8010 | 0.8816 | 0.8787 | 0.8674 | 0.8907 | 0.8690 | 0.8014 |
| 0.0448 | 52.0 | 520 | 0.2559 | 0.8012 | 0.8763 | 0.8819 | nan | 0.9216 | 0.9059 | 0.9052 | 0.8287 | 0.8806 | 0.9186 | 0.8991 | 0.8091 | 0.9162 | 0.9069 | 0.9370 | 0.8102 | 0.8687 | 0.9126 | 0.9039 | 0.8002 | 0.8226 | 0.8870 | 0.9297 | 0.8743 | 0.8699 | 0.8028 | 0.8401 | 0.7820 | 0.8187 | 0.8585 | 0.9174 | 0.9125 | 0.8939 | 0.9356 | 0.9118 | 0.8607 | 0.0 | 0.8973 | 0.9036 | 0.8426 | 0.8005 | 0.8311 | 0.8854 | 0.8292 | 0.7419 | 0.8930 | 0.8828 | 0.8894 | 0.7948 | 0.8410 | 0.8802 | 0.8174 | 0.7321 | 0.7601 | 0.8312 | 0.8717 | 0.8305 | 0.8051 | 0.7343 | 0.7401 | 0.6749 | 0.7445 | 0.8070 | 0.8741 | 0.8702 | 0.8552 | 0.8940 | 0.8737 | 0.8094 |
| 0.0505 | 54.0 | 540 | 0.2570 | 0.7800 | 0.8496 | 0.8555 | nan | 0.9140 | 0.8759 | 0.8746 | 0.8530 | 0.8391 | 0.9192 | 0.8693 | 0.8051 | 0.8930 | 0.8612 | 0.9111 | 0.8149 | 0.8550 | 0.8884 | 0.8805 | 0.8101 | 0.7609 | 0.7941 | 0.8991 | 0.8329 | 0.8562 | 0.7606 | 0.8032 | 0.7497 | 0.7925 | 0.8029 | 0.8819 | 0.9082 | 0.8620 | 0.9109 | 0.8846 | 0.8238 | 0.0 | 0.8961 | 0.8752 | 0.8262 | 0.8055 | 0.8095 | 0.8781 | 0.8103 | 0.7386 | 0.8764 | 0.8407 | 0.8759 | 0.7959 | 0.8350 | 0.8594 | 0.8008 | 0.7320 | 0.7039 | 0.7605 | 0.8452 | 0.7944 | 0.7902 | 0.7029 | 0.7120 | 0.6374 | 0.7247 | 0.7640 | 0.8518 | 0.8647 | 0.8319 | 0.8689 | 0.8529 | 0.7778 |
| 0.0472 | 56.0 | 560 | 0.2594 | 0.7872 | 0.8589 | 0.8648 | nan | 0.8957 | 0.9030 | 0.8712 | 0.7944 | 0.8715 | 0.9000 | 0.8745 | 0.7846 | 0.8981 | 0.8931 | 0.9176 | 0.8172 | 0.8343 | 0.8971 | 0.8697 | 0.7927 | 0.8183 | 0.8259 | 0.9367 | 0.8647 | 0.8694 | 0.7921 | 0.8256 | 0.7513 | 0.7939 | 0.8322 | 0.9160 | 0.8907 | 0.8963 | 0.9136 | 0.9118 | 0.8311 | 0.0 | 0.8780 | 0.8954 | 0.8276 | 0.7684 | 0.8216 | 0.8640 | 0.8185 | 0.7270 | 0.8761 | 0.8646 | 0.8747 | 0.7979 | 0.8204 | 0.8680 | 0.7939 | 0.7133 | 0.7427 | 0.7919 | 0.8713 | 0.8217 | 0.8015 | 0.7270 | 0.7293 | 0.6443 | 0.7279 | 0.7925 | 0.8666 | 0.8524 | 0.8569 | 0.8760 | 0.8703 | 0.7947 |
| 0.0464 | 58.0 | 580 | 0.2598 | 0.7990 | 0.8734 | 0.8782 | nan | 0.9162 | 0.8980 | 0.9062 | 0.8553 | 0.8626 | 0.9125 | 0.8961 | 0.8285 | 0.9149 | 0.8922 | 0.9177 | 0.8346 | 0.8713 | 0.9104 | 0.8992 | 0.8242 | 0.8430 | 0.8622 | 0.9158 | 0.8737 | 0.8816 | 0.7956 | 0.8298 | 0.7541 | 0.8101 | 0.8415 | 0.9126 | 0.9246 | 0.8934 | 0.9187 | 0.9095 | 0.8436 | 0.0 | 0.9021 | 0.8968 | 0.8420 | 0.8125 | 0.8296 | 0.8787 | 0.8263 | 0.7576 | 0.8926 | 0.8657 | 0.8819 | 0.8135 | 0.8499 | 0.8795 | 0.8171 | 0.7402 | 0.7623 | 0.8180 | 0.8629 | 0.8281 | 0.8108 | 0.7348 | 0.7319 | 0.6428 | 0.7384 | 0.7956 | 0.8715 | 0.8746 | 0.8554 | 0.8833 | 0.8723 | 0.7978 |
| 0.0445 | 60.0 | 600 | 0.2668 | 0.7860 | 0.8563 | 0.8620 | nan | 0.8982 | 0.9094 | 0.8928 | 0.8268 | 0.8407 | 0.9066 | 0.8856 | 0.8023 | 0.8952 | 0.8798 | 0.9093 | 0.8247 | 0.8337 | 0.8973 | 0.8874 | 0.7968 | 0.7965 | 0.8690 | 0.9140 | 0.8563 | 0.8617 | 0.7724 | 0.8231 | 0.7377 | 0.7689 | 0.8475 | 0.9091 | 0.8865 | 0.8579 | 0.9061 | 0.8911 | 0.8176 | 0.0 | 0.8892 | 0.9015 | 0.8383 | 0.7911 | 0.8102 | 0.8730 | 0.8204 | 0.7357 | 0.8814 | 0.8533 | 0.8748 | 0.8036 | 0.8186 | 0.8691 | 0.8036 | 0.7184 | 0.7404 | 0.8244 | 0.8607 | 0.8166 | 0.7975 | 0.7161 | 0.7260 | 0.6306 | 0.7168 | 0.7965 | 0.8606 | 0.8404 | 0.8294 | 0.8696 | 0.8556 | 0.7757 |
| 0.0397 | 62.0 | 620 | 0.2684 | 0.7821 | 0.8521 | 0.8583 | nan | 0.8942 | 0.8870 | 0.8730 | 0.8287 | 0.8499 | 0.9144 | 0.8740 | 0.7871 | 0.9078 | 0.8818 | 0.9002 | 0.7850 | 0.8450 | 0.9037 | 0.8824 | 0.7721 | 0.8032 | 0.8451 | 0.9031 | 0.8460 | 0.8412 | 0.7771 | 0.8123 | 0.7452 | 0.7711 | 0.8367 | 0.8877 | 0.8861 | 0.8741 | 0.9231 | 0.8900 | 0.8405 | 0.0 | 0.8818 | 0.8854 | 0.8247 | 0.7934 | 0.8134 | 0.8763 | 0.8170 | 0.7245 | 0.8831 | 0.8563 | 0.8624 | 0.7721 | 0.8232 | 0.8732 | 0.7997 | 0.7060 | 0.7342 | 0.8028 | 0.8520 | 0.8045 | 0.7858 | 0.7162 | 0.7183 | 0.6317 | 0.7122 | 0.7896 | 0.8500 | 0.8512 | 0.8392 | 0.8814 | 0.8569 | 0.7893 |
| 0.0459 | 64.0 | 640 | 0.2722 | 0.7817 | 0.8527 | 0.8582 | nan | 0.9030 | 0.8793 | 0.8777 | 0.7854 | 0.8405 | 0.9072 | 0.8654 | 0.8000 | 0.8955 | 0.8906 | 0.8970 | 0.7748 | 0.8525 | 0.8842 | 0.8758 | 0.7928 | 0.8002 | 0.8455 | 0.9248 | 0.8513 | 0.8652 | 0.7843 | 0.8220 | 0.7489 | 0.7839 | 0.8325 | 0.9087 | 0.8978 | 0.8658 | 0.9079 | 0.8935 | 0.8329 | 0.0 | 0.8915 | 0.8757 | 0.8165 | 0.7583 | 0.8086 | 0.8680 | 0.8085 | 0.7364 | 0.8747 | 0.8576 | 0.8602 | 0.7623 | 0.8274 | 0.8562 | 0.7975 | 0.7157 | 0.7342 | 0.8020 | 0.8668 | 0.8143 | 0.7996 | 0.7221 | 0.7264 | 0.6412 | 0.7207 | 0.7865 | 0.8609 | 0.8472 | 0.8380 | 0.8713 | 0.8580 | 0.7908 |
| 0.0457 | 66.0 | 660 | 0.2782 | 0.7845 | 0.8552 | 0.8610 | nan | 0.9125 | 0.8817 | 0.8962 | 0.7950 | 0.8310 | 0.9186 | 0.8652 | 0.7756 | 0.9134 | 0.8938 | 0.9054 | 0.7829 | 0.8507 | 0.8959 | 0.8817 | 0.8092 | 0.8122 | 0.8415 | 0.9282 | 0.8499 | 0.8564 | 0.7765 | 0.8129 | 0.7518 | 0.7750 | 0.8334 | 0.9134 | 0.8957 | 0.8697 | 0.9071 | 0.8924 | 0.8413 | 0.0 | 0.8999 | 0.8807 | 0.8294 | 0.7651 | 0.8027 | 0.8769 | 0.8074 | 0.7175 | 0.8919 | 0.8685 | 0.8652 | 0.7699 | 0.8295 | 0.8681 | 0.8014 | 0.7271 | 0.7441 | 0.8039 | 0.8646 | 0.8121 | 0.7952 | 0.7190 | 0.7198 | 0.6387 | 0.7224 | 0.7877 | 0.8689 | 0.8508 | 0.8371 | 0.8718 | 0.8576 | 0.7940 |
| 0.0415 | 68.0 | 680 | 0.2790 | 0.7824 | 0.8528 | 0.8579 | nan | 0.9168 | 0.8880 | 0.8815 | 0.8470 | 0.8209 | 0.8925 | 0.8714 | 0.8092 | 0.8954 | 0.8757 | 0.9027 | 0.8118 | 0.8442 | 0.8833 | 0.8920 | 0.7781 | 0.8103 | 0.8260 | 0.9062 | 0.8680 | 0.8410 | 0.7681 | 0.8115 | 0.7516 | 0.8134 | 0.8170 | 0.8855 | 0.9039 | 0.8726 | 0.8898 | 0.8875 | 0.8279 | 0.0 | 0.9068 | 0.8865 | 0.8257 | 0.7986 | 0.7940 | 0.8563 | 0.8103 | 0.7413 | 0.8807 | 0.8519 | 0.8672 | 0.7926 | 0.8292 | 0.8588 | 0.8043 | 0.7064 | 0.7373 | 0.7860 | 0.8543 | 0.8187 | 0.7848 | 0.7098 | 0.7184 | 0.6382 | 0.7365 | 0.7788 | 0.8509 | 0.8597 | 0.8377 | 0.8569 | 0.8538 | 0.7860 |
| 0.0409 | 70.0 | 700 | 0.3023 | 0.7520 | 0.8154 | 0.8212 | nan | 0.8520 | 0.8390 | 0.8507 | 0.7498 | 0.7831 | 0.8821 | 0.8405 | 0.7556 | 0.8703 | 0.8158 | 0.8589 | 0.7683 | 0.7563 | 0.8567 | 0.8333 | 0.7756 | 0.7619 | 0.7934 | 0.8508 | 0.8299 | 0.8264 | 0.7219 | 0.7814 | 0.7259 | 0.7502 | 0.7978 | 0.8852 | 0.8833 | 0.8609 | 0.8584 | 0.8779 | 0.7996 | 0.0 | 0.8447 | 0.8387 | 0.7978 | 0.7217 | 0.7594 | 0.8478 | 0.7900 | 0.7005 | 0.8501 | 0.7971 | 0.8282 | 0.7516 | 0.7506 | 0.8325 | 0.7639 | 0.6969 | 0.7033 | 0.7576 | 0.8109 | 0.7889 | 0.7691 | 0.6742 | 0.6948 | 0.6190 | 0.6998 | 0.7637 | 0.8559 | 0.8443 | 0.8212 | 0.8316 | 0.8447 | 0.7667 |
| 0.0426 | 72.0 | 720 | 0.2896 | 0.7694 | 0.8366 | 0.8420 | nan | 0.8912 | 0.8758 | 0.8773 | 0.7908 | 0.8292 | 0.8807 | 0.8659 | 0.8098 | 0.9025 | 0.8531 | 0.9009 | 0.7904 | 0.8105 | 0.8781 | 0.8751 | 0.7902 | 0.7435 | 0.7946 | 0.8909 | 0.8310 | 0.8543 | 0.7335 | 0.8033 | 0.7320 | 0.7827 | 0.8003 | 0.8751 | 0.8781 | 0.8825 | 0.8625 | 0.8663 | 0.8178 | 0.0 | 0.8764 | 0.8730 | 0.8206 | 0.7600 | 0.8008 | 0.8500 | 0.8102 | 0.7400 | 0.8830 | 0.8328 | 0.8633 | 0.7741 | 0.7994 | 0.8524 | 0.7957 | 0.7169 | 0.6896 | 0.7589 | 0.8350 | 0.7918 | 0.7866 | 0.6861 | 0.7106 | 0.6251 | 0.7213 | 0.7646 | 0.8429 | 0.8487 | 0.8389 | 0.8356 | 0.8322 | 0.7732 |
| 0.0426 | 74.0 | 740 | 0.2789 | 0.7918 | 0.8630 | 0.8679 | nan | 0.9084 | 0.8997 | 0.8915 | 0.8305 | 0.8551 | 0.9202 | 0.8797 | 0.7950 | 0.9121 | 0.8965 | 0.9158 | 0.7989 | 0.8535 | 0.8993 | 0.8837 | 0.8064 | 0.8145 | 0.8482 | 0.9253 | 0.8697 | 0.8583 | 0.7831 | 0.8104 | 0.7531 | 0.7925 | 0.8362 | 0.9221 | 0.9140 | 0.9002 | 0.9181 | 0.8791 | 0.8439 | 0.0 | 0.8946 | 0.8982 | 0.8341 | 0.7948 | 0.8225 | 0.8847 | 0.8187 | 0.7302 | 0.8872 | 0.8713 | 0.8741 | 0.7846 | 0.8375 | 0.8730 | 0.8050 | 0.7271 | 0.7442 | 0.8081 | 0.8697 | 0.8260 | 0.8009 | 0.7217 | 0.7175 | 0.6383 | 0.7304 | 0.7970 | 0.8848 | 0.8757 | 0.8587 | 0.8815 | 0.8488 | 0.7879 |
| 0.0445 | 76.0 | 760 | 0.2877 | 0.7828 | 0.8518 | 0.8574 | nan | 0.9015 | 0.8829 | 0.8845 | 0.8253 | 0.8374 | 0.9064 | 0.8727 | 0.8088 | 0.9003 | 0.8788 | 0.9056 | 0.7899 | 0.8481 | 0.8863 | 0.8829 | 0.7949 | 0.7764 | 0.8262 | 0.9141 | 0.8744 | 0.8496 | 0.7722 | 0.8133 | 0.7401 | 0.7853 | 0.8192 | 0.9006 | 0.8973 | 0.8745 | 0.9020 | 0.8869 | 0.8202 | 0.0 | 0.8859 | 0.8816 | 0.8287 | 0.7878 | 0.8119 | 0.8735 | 0.8227 | 0.7379 | 0.8821 | 0.8537 | 0.8657 | 0.7776 | 0.8279 | 0.8606 | 0.8022 | 0.7190 | 0.7153 | 0.7890 | 0.8587 | 0.8284 | 0.8002 | 0.7152 | 0.7193 | 0.6294 | 0.7236 | 0.7819 | 0.8608 | 0.8538 | 0.8426 | 0.8686 | 0.8544 | 0.7735 |
| 0.0421 | 78.0 | 780 | 0.2845 | 0.7993 | 0.8727 | 0.8781 | nan | 0.9210 | 0.9117 | 0.9079 | 0.8557 | 0.8528 | 0.9254 | 0.8916 | 0.7797 | 0.9180 | 0.8977 | 0.9206 | 0.8275 | 0.8618 | 0.9072 | 0.8868 | 0.8223 | 0.8310 | 0.8606 | 0.9346 | 0.8739 | 0.8683 | 0.8072 | 0.8180 | 0.7631 | 0.8109 | 0.8709 | 0.9302 | 0.9130 | 0.8661 | 0.9322 | 0.9109 | 0.8468 | 0.0 | 0.9014 | 0.9103 | 0.8489 | 0.8140 | 0.8260 | 0.8855 | 0.8208 | 0.7219 | 0.8996 | 0.8740 | 0.8835 | 0.8084 | 0.8470 | 0.8773 | 0.8072 | 0.7304 | 0.7589 | 0.8180 | 0.8753 | 0.8309 | 0.8076 | 0.7373 | 0.7230 | 0.6473 | 0.7477 | 0.8238 | 0.8842 | 0.8578 | 0.8428 | 0.8932 | 0.8732 | 0.8014 |
| 0.0448 | 80.0 | 800 | 0.2865 | 0.7881 | 0.8590 | 0.8639 | nan | 0.9020 | 0.8852 | 0.8972 | 0.8244 | 0.8597 | 0.8904 | 0.8854 | 0.8275 | 0.8952 | 0.9009 | 0.9090 | 0.7953 | 0.8433 | 0.8923 | 0.8951 | 0.7982 | 0.7935 | 0.8510 | 0.9062 | 0.8597 | 0.8553 | 0.7844 | 0.8150 | 0.7596 | 0.7979 | 0.8364 | 0.8992 | 0.9003 | 0.8787 | 0.9165 | 0.8888 | 0.8456 | 0.0 | 0.8884 | 0.8839 | 0.8385 | 0.7920 | 0.8233 | 0.8610 | 0.8202 | 0.7508 | 0.8779 | 0.8663 | 0.8718 | 0.7819 | 0.8256 | 0.8652 | 0.8079 | 0.7228 | 0.7289 | 0.8054 | 0.8534 | 0.8179 | 0.7989 | 0.7240 | 0.7206 | 0.6458 | 0.7333 | 0.7960 | 0.8640 | 0.8630 | 0.8493 | 0.8814 | 0.8562 | 0.7920 |
| 0.0401 | 82.0 | 820 | 0.2925 | 0.7896 | 0.8610 | 0.8657 | nan | 0.9069 | 0.8892 | 0.8971 | 0.8416 | 0.8432 | 0.9158 | 0.8780 | 0.8050 | 0.9168 | 0.8913 | 0.8982 | 0.8113 | 0.8516 | 0.8951 | 0.8710 | 0.8187 | 0.8108 | 0.8501 | 0.9090 | 0.8743 | 0.8521 | 0.7767 | 0.8231 | 0.7528 | 0.8036 | 0.8338 | 0.9134 | 0.9073 | 0.8738 | 0.9199 | 0.8785 | 0.8426 | 0.0 | 0.8893 | 0.8889 | 0.8409 | 0.7998 | 0.8185 | 0.8808 | 0.8211 | 0.7382 | 0.8886 | 0.8675 | 0.8654 | 0.7950 | 0.8333 | 0.8677 | 0.7937 | 0.7231 | 0.7408 | 0.8074 | 0.8604 | 0.8261 | 0.7972 | 0.7202 | 0.7257 | 0.6385 | 0.7356 | 0.7951 | 0.8714 | 0.8620 | 0.8472 | 0.8816 | 0.8490 | 0.7858 |
| 0.0447 | 84.0 | 840 | 0.2962 | 0.7895 | 0.8611 | 0.8668 | nan | 0.9117 | 0.8856 | 0.8962 | 0.8450 | 0.8255 | 0.9102 | 0.8769 | 0.7927 | 0.9127 | 0.8886 | 0.9089 | 0.8177 | 0.8632 | 0.8971 | 0.8818 | 0.8140 | 0.7877 | 0.8416 | 0.9208 | 0.8653 | 0.8732 | 0.7854 | 0.8214 | 0.7644 | 0.7943 | 0.8329 | 0.9050 | 0.8902 | 0.8915 | 0.9129 | 0.9009 | 0.8395 | 0.0 | 0.8912 | 0.8845 | 0.8304 | 0.7986 | 0.8055 | 0.8714 | 0.8118 | 0.7304 | 0.8901 | 0.8661 | 0.8747 | 0.8011 | 0.8421 | 0.8701 | 0.8016 | 0.7251 | 0.7257 | 0.8007 | 0.8615 | 0.8255 | 0.8105 | 0.7272 | 0.7241 | 0.6451 | 0.7307 | 0.7927 | 0.8634 | 0.8519 | 0.8548 | 0.8776 | 0.8665 | 0.8004 |
| 0.0425 | 86.0 | 860 | 0.2970 | 0.7882 | 0.8586 | 0.8644 | nan | 0.9105 | 0.8879 | 0.8968 | 0.8427 | 0.8260 | 0.9245 | 0.8745 | 0.8055 | 0.9078 | 0.8773 | 0.9064 | 0.8286 | 0.8562 | 0.8934 | 0.8824 | 0.7947 | 0.7984 | 0.8276 | 0.9118 | 0.8492 | 0.8567 | 0.7673 | 0.8225 | 0.7613 | 0.8027 | 0.8144 | 0.9049 | 0.8931 | 0.8871 | 0.9135 | 0.8932 | 0.8551 | 0.0 | 0.8933 | 0.8870 | 0.8380 | 0.8015 | 0.8066 | 0.8832 | 0.8190 | 0.7376 | 0.8843 | 0.8566 | 0.8725 | 0.8089 | 0.8409 | 0.8676 | 0.7995 | 0.7148 | 0.7315 | 0.7903 | 0.8562 | 0.8101 | 0.7969 | 0.7143 | 0.7262 | 0.6458 | 0.7324 | 0.7812 | 0.8638 | 0.8570 | 0.8518 | 0.8797 | 0.8599 | 0.8018 |
| 0.0384 | 88.0 | 880 | 0.2962 | 0.7918 | 0.8630 | 0.8687 | nan | 0.9020 | 0.8901 | 0.8854 | 0.8448 | 0.8397 | 0.9160 | 0.8806 | 0.8122 | 0.9119 | 0.8653 | 0.9114 | 0.8219 | 0.8446 | 0.8935 | 0.8937 | 0.7859 | 0.8262 | 0.8345 | 0.9267 | 0.8669 | 0.8573 | 0.7834 | 0.8291 | 0.7554 | 0.8039 | 0.8504 | 0.9191 | 0.9167 | 0.8779 | 0.9247 | 0.9006 | 0.8429 | 0.0 | 0.8873 | 0.8897 | 0.8306 | 0.8060 | 0.8164 | 0.8799 | 0.8178 | 0.7437 | 0.8860 | 0.8467 | 0.8739 | 0.8051 | 0.8297 | 0.8653 | 0.8080 | 0.7174 | 0.7530 | 0.7988 | 0.8641 | 0.8218 | 0.8002 | 0.7229 | 0.7312 | 0.6451 | 0.7399 | 0.8043 | 0.8797 | 0.8669 | 0.8495 | 0.8882 | 0.8660 | 0.7948 |
| 0.0397 | 90.0 | 900 | 0.3122 | 0.7700 | 0.8382 | 0.8434 | nan | 0.8877 | 0.8863 | 0.8615 | 0.8131 | 0.8525 | 0.8776 | 0.8639 | 0.8073 | 0.8913 | 0.8728 | 0.8794 | 0.8018 | 0.8299 | 0.8721 | 0.8764 | 0.7875 | 0.7507 | 0.8188 | 0.8858 | 0.8374 | 0.8273 | 0.7572 | 0.8021 | 0.7469 | 0.7510 | 0.8015 | 0.8897 | 0.8638 | 0.8635 | 0.8679 | 0.8715 | 0.8261 | 0.0 | 0.8764 | 0.8805 | 0.8101 | 0.7799 | 0.8151 | 0.8469 | 0.8046 | 0.7359 | 0.8672 | 0.8442 | 0.8491 | 0.7853 | 0.8187 | 0.8474 | 0.7888 | 0.7097 | 0.6936 | 0.7795 | 0.8366 | 0.7953 | 0.7753 | 0.7025 | 0.7096 | 0.6315 | 0.6992 | 0.7640 | 0.8517 | 0.8342 | 0.8264 | 0.8397 | 0.8397 | 0.7727 |
| 0.04 | 92.0 | 920 | 0.2981 | 0.7938 | 0.8654 | 0.8712 | nan | 0.9160 | 0.8924 | 0.9026 | 0.8475 | 0.8558 | 0.9185 | 0.8873 | 0.8032 | 0.9156 | 0.8908 | 0.9180 | 0.8115 | 0.8536 | 0.9045 | 0.8941 | 0.8061 | 0.8006 | 0.8497 | 0.9197 | 0.8532 | 0.8713 | 0.7883 | 0.8152 | 0.7509 | 0.8045 | 0.8358 | 0.9151 | 0.9137 | 0.8821 | 0.9218 | 0.9023 | 0.8517 | 0.0 | 0.8972 | 0.8913 | 0.8385 | 0.8087 | 0.8301 | 0.8809 | 0.8225 | 0.7399 | 0.8919 | 0.8680 | 0.8741 | 0.7971 | 0.8405 | 0.8761 | 0.8122 | 0.7291 | 0.7339 | 0.8085 | 0.8658 | 0.8152 | 0.8068 | 0.7270 | 0.7202 | 0.6364 | 0.7338 | 0.7990 | 0.8768 | 0.8684 | 0.8545 | 0.8856 | 0.8661 | 0.8008 |
| 0.0386 | 94.0 | 940 | 0.3098 | 0.7743 | 0.8422 | 0.8471 | nan | 0.8889 | 0.8898 | 0.8623 | 0.8042 | 0.8329 | 0.9002 | 0.8609 | 0.7922 | 0.8948 | 0.8745 | 0.8877 | 0.7929 | 0.8339 | 0.8762 | 0.8758 | 0.7755 | 0.7882 | 0.8183 | 0.9077 | 0.8472 | 0.8434 | 0.7634 | 0.7937 | 0.7544 | 0.7705 | 0.8067 | 0.8954 | 0.8903 | 0.8503 | 0.8880 | 0.8638 | 0.8261 | 0.0 | 0.8735 | 0.8868 | 0.8129 | 0.7745 | 0.8057 | 0.8635 | 0.8042 | 0.7270 | 0.8741 | 0.8537 | 0.8565 | 0.7792 | 0.8165 | 0.8530 | 0.7932 | 0.7030 | 0.7239 | 0.7816 | 0.8484 | 0.8074 | 0.7889 | 0.7062 | 0.7046 | 0.6365 | 0.7152 | 0.7726 | 0.8553 | 0.8461 | 0.8241 | 0.8566 | 0.8331 | 0.7737 |
| 0.0356 | 96.0 | 960 | 0.3046 | 0.7860 | 0.8572 | 0.8619 | nan | 0.9138 | 0.8999 | 0.8808 | 0.8120 | 0.8573 | 0.9090 | 0.8786 | 0.8007 | 0.9060 | 0.8973 | 0.9080 | 0.7937 | 0.8785 | 0.8876 | 0.8722 | 0.8068 | 0.7990 | 0.8365 | 0.9215 | 0.8536 | 0.8524 | 0.7762 | 0.8138 | 0.7577 | 0.8046 | 0.8235 | 0.9043 | 0.9004 | 0.8768 | 0.8981 | 0.8805 | 0.8296 | 0.0 | 0.8938 | 0.8965 | 0.8244 | 0.7819 | 0.8238 | 0.8728 | 0.8142 | 0.7353 | 0.8890 | 0.8705 | 0.8688 | 0.7831 | 0.8489 | 0.8643 | 0.7928 | 0.7172 | 0.7308 | 0.7960 | 0.8633 | 0.8142 | 0.7948 | 0.7159 | 0.7198 | 0.6435 | 0.7330 | 0.7877 | 0.8683 | 0.8582 | 0.8432 | 0.8660 | 0.8482 | 0.7783 |
| 0.0346 | 98.0 | 980 | 0.3051 | 0.7905 | 0.8618 | 0.8667 | nan | 0.9081 | 0.8995 | 0.8876 | 0.8384 | 0.8434 | 0.9008 | 0.8789 | 0.8138 | 0.9183 | 0.8882 | 0.9176 | 0.8078 | 0.8595 | 0.8907 | 0.8805 | 0.7978 | 0.8169 | 0.8415 | 0.9188 | 0.8643 | 0.8527 | 0.7955 | 0.8146 | 0.7574 | 0.8043 | 0.8381 | 0.9185 | 0.9097 | 0.8770 | 0.9042 | 0.8932 | 0.8402 | 0.0 | 0.8920 | 0.8969 | 0.8325 | 0.7994 | 0.8169 | 0.8676 | 0.8183 | 0.7421 | 0.8948 | 0.8680 | 0.8773 | 0.7950 | 0.8395 | 0.8647 | 0.7986 | 0.7136 | 0.7442 | 0.8019 | 0.8651 | 0.8220 | 0.7983 | 0.7308 | 0.7199 | 0.6398 | 0.7391 | 0.8025 | 0.8767 | 0.8638 | 0.8471 | 0.8716 | 0.8584 | 0.7885 |
| 0.0356 | 100.0 | 1000 | 0.3076 | 0.7946 | 0.8662 | 0.8713 | nan | 0.9066 | 0.9005 | 0.9010 | 0.8494 | 0.8540 | 0.9050 | 0.8895 | 0.8036 | 0.9122 | 0.8853 | 0.9085 | 0.8187 | 0.8700 | 0.8972 | 0.8894 | 0.8099 | 0.8145 | 0.8547 | 0.9269 | 0.8610 | 0.8626 | 0.7937 | 0.8237 | 0.7528 | 0.8042 | 0.8561 | 0.9200 | 0.8986 | 0.8925 | 0.9130 | 0.9030 | 0.8398 | 0.0 | 0.8895 | 0.8989 | 0.8423 | 0.8107 | 0.8254 | 0.8703 | 0.8210 | 0.7391 | 0.8870 | 0.8648 | 0.8748 | 0.8023 | 0.8475 | 0.8713 | 0.8071 | 0.7279 | 0.7450 | 0.8124 | 0.8698 | 0.8212 | 0.8049 | 0.7315 | 0.7267 | 0.6418 | 0.7405 | 0.8130 | 0.8769 | 0.8605 | 0.8576 | 0.8792 | 0.8667 | 0.7932 |
| 0.034 | 102.0 | 1020 | 0.3157 | 0.7783 | 0.8469 | 0.8522 | nan | 0.8907 | 0.8724 | 0.8803 | 0.8161 | 0.8341 | 0.8966 | 0.8743 | 0.8002 | 0.8982 | 0.8560 | 0.8926 | 0.8043 | 0.8411 | 0.8849 | 0.8722 | 0.8077 | 0.8016 | 0.8119 | 0.8961 | 0.8423 | 0.8483 | 0.7725 | 0.8027 | 0.7557 | 0.7793 | 0.7989 | 0.8984 | 0.8835 | 0.8716 | 0.8981 | 0.8868 | 0.8308 | 0.0 | 0.8771 | 0.8717 | 0.8250 | 0.7823 | 0.8084 | 0.8630 | 0.8123 | 0.7348 | 0.8743 | 0.8381 | 0.8612 | 0.7888 | 0.8248 | 0.8607 | 0.7947 | 0.7210 | 0.7301 | 0.7760 | 0.8443 | 0.8030 | 0.7912 | 0.7137 | 0.7111 | 0.6378 | 0.7184 | 0.7688 | 0.8592 | 0.8494 | 0.8396 | 0.8655 | 0.8534 | 0.7851 |
| 0.0335 | 104.0 | 1040 | 0.3151 | 0.7891 | 0.8592 | 0.8646 | nan | 0.9057 | 0.8939 | 0.8841 | 0.8242 | 0.8563 | 0.9077 | 0.8738 | 0.8107 | 0.9076 | 0.8790 | 0.9191 | 0.8086 | 0.8444 | 0.8930 | 0.8822 | 0.7954 | 0.7876 | 0.8346 | 0.9207 | 0.8652 | 0.8467 | 0.7757 | 0.8202 | 0.7578 | 0.8012 | 0.8493 | 0.8972 | 0.9109 | 0.8835 | 0.9211 | 0.8958 | 0.8402 | 0.0 | 0.8885 | 0.8916 | 0.8301 | 0.7897 | 0.8266 | 0.8719 | 0.8163 | 0.7418 | 0.8847 | 0.8602 | 0.8762 | 0.7939 | 0.8325 | 0.8661 | 0.7993 | 0.7173 | 0.7241 | 0.7962 | 0.8645 | 0.8202 | 0.7938 | 0.7169 | 0.7240 | 0.6437 | 0.7359 | 0.8047 | 0.8666 | 0.8711 | 0.8530 | 0.8841 | 0.8623 | 0.7931 |
| 0.0342 | 106.0 | 1060 | 0.3182 | 0.7894 | 0.8604 | 0.8656 | nan | 0.8993 | 0.8838 | 0.8935 | 0.8243 | 0.8545 | 0.9067 | 0.8675 | 0.8193 | 0.9077 | 0.8755 | 0.9099 | 0.8112 | 0.8562 | 0.8896 | 0.8853 | 0.8031 | 0.8058 | 0.8366 | 0.9169 | 0.8676 | 0.8512 | 0.7892 | 0.8178 | 0.7654 | 0.7882 | 0.8376 | 0.9220 | 0.9046 | 0.8845 | 0.9200 | 0.8974 | 0.8412 | 0.0 | 0.8855 | 0.8826 | 0.8342 | 0.7927 | 0.8234 | 0.8719 | 0.8131 | 0.7428 | 0.8824 | 0.8557 | 0.8709 | 0.7963 | 0.8392 | 0.8653 | 0.8016 | 0.7174 | 0.7368 | 0.7981 | 0.8619 | 0.8238 | 0.7970 | 0.7272 | 0.7222 | 0.6462 | 0.7291 | 0.7985 | 0.8803 | 0.8638 | 0.8501 | 0.8850 | 0.8625 | 0.7925 |
| 0.0321 | 108.0 | 1080 | 0.3199 | 0.7822 | 0.8517 | 0.8571 | nan | 0.9004 | 0.8860 | 0.8807 | 0.8234 | 0.8359 | 0.9035 | 0.8702 | 0.7944 | 0.8947 | 0.8879 | 0.8987 | 0.8072 | 0.8477 | 0.8862 | 0.8688 | 0.8026 | 0.7848 | 0.8332 | 0.9012 | 0.8439 | 0.8478 | 0.7819 | 0.8140 | 0.7481 | 0.7904 | 0.8238 | 0.9126 | 0.8946 | 0.8650 | 0.9091 | 0.8835 | 0.8310 | 0.0 | 0.8832 | 0.8843 | 0.8264 | 0.7886 | 0.8106 | 0.8679 | 0.8089 | 0.7271 | 0.8757 | 0.8586 | 0.8630 | 0.7929 | 0.8310 | 0.8598 | 0.7918 | 0.7162 | 0.7223 | 0.7953 | 0.8498 | 0.8046 | 0.7916 | 0.7198 | 0.7198 | 0.6370 | 0.7298 | 0.7882 | 0.8704 | 0.8537 | 0.8385 | 0.8745 | 0.8511 | 0.7790 |
| 0.0381 | 110.0 | 1100 | 0.3286 | 0.7756 | 0.8438 | 0.8496 | nan | 0.8865 | 0.8684 | 0.8710 | 0.8134 | 0.8210 | 0.8998 | 0.8678 | 0.7977 | 0.8958 | 0.8685 | 0.9011 | 0.8022 | 0.8317 | 0.8876 | 0.8727 | 0.7784 | 0.7746 | 0.8207 | 0.8965 | 0.8422 | 0.8438 | 0.7723 | 0.8031 | 0.7579 | 0.7877 | 0.7966 | 0.8822 | 0.8859 | 0.8744 | 0.8946 | 0.8787 | 0.8278 | 0.0 | 0.8692 | 0.8666 | 0.8191 | 0.7773 | 0.7986 | 0.8631 | 0.8074 | 0.7307 | 0.8748 | 0.8478 | 0.8676 | 0.7874 | 0.8191 | 0.8614 | 0.7922 | 0.7082 | 0.7122 | 0.7827 | 0.8439 | 0.8030 | 0.7883 | 0.7126 | 0.7114 | 0.6407 | 0.7170 | 0.7635 | 0.8489 | 0.8516 | 0.8385 | 0.8626 | 0.8475 | 0.7796 |
| 0.0362 | 112.0 | 1120 | 0.3211 | 0.7915 | 0.8631 | 0.8680 | nan | 0.9043 | 0.8993 | 0.8835 | 0.8413 | 0.8416 | 0.9152 | 0.8880 | 0.8091 | 0.9141 | 0.8907 | 0.8977 | 0.8319 | 0.8512 | 0.8945 | 0.8845 | 0.8177 | 0.8154 | 0.8421 | 0.9091 | 0.8663 | 0.8600 | 0.7931 | 0.8177 | 0.7686 | 0.8027 | 0.8237 | 0.9208 | 0.8936 | 0.8804 | 0.9202 | 0.8909 | 0.8487 | 0.0 | 0.8854 | 0.8973 | 0.8341 | 0.8019 | 0.8188 | 0.8797 | 0.8230 | 0.7409 | 0.8907 | 0.8666 | 0.8637 | 0.8117 | 0.8391 | 0.8685 | 0.8027 | 0.7309 | 0.7468 | 0.8030 | 0.8560 | 0.8210 | 0.8018 | 0.7311 | 0.7223 | 0.6468 | 0.7368 | 0.7875 | 0.8738 | 0.8539 | 0.8478 | 0.8839 | 0.8591 | 0.7918 |
| 0.033 | 114.0 | 1140 | 0.3208 | 0.7886 | 0.8582 | 0.8637 | nan | 0.9012 | 0.8864 | 0.8849 | 0.8190 | 0.8484 | 0.9052 | 0.8770 | 0.8176 | 0.9101 | 0.8802 | 0.9066 | 0.8154 | 0.8584 | 0.8920 | 0.8822 | 0.7936 | 0.7893 | 0.8354 | 0.9050 | 0.8615 | 0.8620 | 0.7836 | 0.8210 | 0.7648 | 0.7974 | 0.8250 | 0.8953 | 0.8993 | 0.8919 | 0.9170 | 0.8989 | 0.8369 | 0.0 | 0.8864 | 0.8849 | 0.8306 | 0.7869 | 0.8196 | 0.8699 | 0.8155 | 0.7440 | 0.8858 | 0.8605 | 0.8720 | 0.8006 | 0.8408 | 0.8664 | 0.7991 | 0.7157 | 0.7243 | 0.7960 | 0.8536 | 0.8204 | 0.8037 | 0.7224 | 0.7252 | 0.6498 | 0.7307 | 0.7888 | 0.8642 | 0.8695 | 0.8586 | 0.8801 | 0.8638 | 0.7928 |
| 0.034 | 116.0 | 1160 | 0.3246 | 0.7884 | 0.8589 | 0.8644 | nan | 0.8987 | 0.8911 | 0.9010 | 0.8133 | 0.8557 | 0.9065 | 0.8731 | 0.8035 | 0.9111 | 0.8783 | 0.9113 | 0.8221 | 0.8515 | 0.8925 | 0.8831 | 0.7997 | 0.8037 | 0.8263 | 0.9225 | 0.8490 | 0.8513 | 0.7806 | 0.8143 | 0.7565 | 0.8002 | 0.8311 | 0.9269 | 0.9028 | 0.8819 | 0.9141 | 0.8913 | 0.8408 | 0.0 | 0.8843 | 0.8901 | 0.8413 | 0.7807 | 0.8280 | 0.8712 | 0.8132 | 0.7367 | 0.8863 | 0.8581 | 0.8748 | 0.8060 | 0.8389 | 0.8664 | 0.8006 | 0.7183 | 0.7354 | 0.7887 | 0.8636 | 0.8083 | 0.7942 | 0.7223 | 0.7200 | 0.6395 | 0.7356 | 0.7941 | 0.8808 | 0.8600 | 0.8487 | 0.8804 | 0.8584 | 0.7906 |
| 0.0364 | 118.0 | 1180 | 0.3315 | 0.7785 | 0.8469 | 0.8524 | nan | 0.8895 | 0.8851 | 0.8787 | 0.8164 | 0.8315 | 0.9002 | 0.8722 | 0.7738 | 0.9066 | 0.8756 | 0.8930 | 0.8052 | 0.8363 | 0.8824 | 0.8622 | 0.7944 | 0.7872 | 0.8280 | 0.8964 | 0.8456 | 0.8440 | 0.7686 | 0.8072 | 0.7463 | 0.7979 | 0.8166 | 0.8917 | 0.8893 | 0.8778 | 0.8981 | 0.8816 | 0.8200 | 0.0 | 0.8756 | 0.8834 | 0.8222 | 0.7812 | 0.8089 | 0.8647 | 0.8070 | 0.7158 | 0.8785 | 0.8547 | 0.8608 | 0.7899 | 0.8240 | 0.8572 | 0.7861 | 0.7123 | 0.7237 | 0.7894 | 0.8456 | 0.8048 | 0.7897 | 0.7119 | 0.7147 | 0.6343 | 0.7288 | 0.7818 | 0.8564 | 0.8553 | 0.8432 | 0.8651 | 0.8488 | 0.7742 |
| 0.0343 | 120.0 | 1200 | 0.3273 | 0.7836 | 0.8533 | 0.8581 | nan | 0.8907 | 0.8805 | 0.8824 | 0.8249 | 0.8462 | 0.8991 | 0.8714 | 0.8178 | 0.9050 | 0.8788 | 0.8958 | 0.8097 | 0.8524 | 0.8913 | 0.8733 | 0.8071 | 0.7827 | 0.8439 | 0.9031 | 0.8443 | 0.8467 | 0.7795 | 0.8102 | 0.7680 | 0.7760 | 0.8305 | 0.8927 | 0.9009 | 0.8706 | 0.9138 | 0.8787 | 0.8388 | 0.0 | 0.8774 | 0.8790 | 0.8289 | 0.7887 | 0.8199 | 0.8655 | 0.8104 | 0.7431 | 0.8805 | 0.8530 | 0.8641 | 0.7947 | 0.8370 | 0.8656 | 0.7933 | 0.7222 | 0.7225 | 0.8040 | 0.8516 | 0.8061 | 0.7908 | 0.7199 | 0.7166 | 0.6465 | 0.7192 | 0.7880 | 0.8616 | 0.8598 | 0.8415 | 0.8780 | 0.8471 | 0.7808 |
| 0.0331 | 122.0 | 1220 | 0.3283 | 0.7882 | 0.8587 | 0.8636 | nan | 0.9013 | 0.8790 | 0.8832 | 0.8275 | 0.8429 | 0.9055 | 0.8747 | 0.8142 | 0.9133 | 0.8714 | 0.9005 | 0.8135 | 0.8589 | 0.8954 | 0.8743 | 0.8023 | 0.8222 | 0.8344 | 0.9125 | 0.8557 | 0.8532 | 0.7864 | 0.8147 | 0.7697 | 0.7954 | 0.8251 | 0.9114 | 0.9115 | 0.8842 | 0.9081 | 0.8952 | 0.8400 | 0.0 | 0.8841 | 0.8780 | 0.8297 | 0.7921 | 0.8171 | 0.8695 | 0.8136 | 0.7416 | 0.8875 | 0.8521 | 0.8682 | 0.7976 | 0.8415 | 0.8687 | 0.7957 | 0.7182 | 0.7474 | 0.7964 | 0.8584 | 0.8150 | 0.7975 | 0.7236 | 0.7206 | 0.6493 | 0.7292 | 0.7899 | 0.8752 | 0.8734 | 0.8526 | 0.8736 | 0.8609 | 0.7912 |
| 0.0351 | 124.0 | 1240 | 0.3326 | 0.7836 | 0.8525 | 0.8581 | nan | 0.9076 | 0.8898 | 0.8756 | 0.8328 | 0.8385 | 0.9039 | 0.8671 | 0.7891 | 0.9018 | 0.8814 | 0.9049 | 0.8148 | 0.8319 | 0.8869 | 0.8788 | 0.7759 | 0.7776 | 0.8524 | 0.9132 | 0.8557 | 0.8371 | 0.7790 | 0.8136 | 0.7495 | 0.7887 | 0.8498 | 0.8942 | 0.9018 | 0.8720 | 0.8973 | 0.8818 | 0.8370 | 0.0 | 0.8888 | 0.8874 | 0.8229 | 0.7938 | 0.8137 | 0.8656 | 0.8072 | 0.7268 | 0.8805 | 0.8607 | 0.8674 | 0.7993 | 0.8214 | 0.8626 | 0.7937 | 0.7040 | 0.7203 | 0.8108 | 0.8592 | 0.8101 | 0.7863 | 0.7181 | 0.7202 | 0.6431 | 0.7307 | 0.8024 | 0.8630 | 0.8604 | 0.8394 | 0.8655 | 0.8493 | 0.7837 |
| 0.0322 | 126.0 | 1260 | 0.3314 | 0.7906 | 0.8615 | 0.8669 | nan | 0.9099 | 0.8915 | 0.8953 | 0.8365 | 0.8498 | 0.9074 | 0.8751 | 0.8052 | 0.9127 | 0.8844 | 0.9056 | 0.8154 | 0.8656 | 0.8981 | 0.8849 | 0.8059 | 0.8071 | 0.8381 | 0.9214 | 0.8570 | 0.8611 | 0.7898 | 0.8163 | 0.7591 | 0.7887 | 0.8308 | 0.9153 | 0.9034 | 0.8830 | 0.9143 | 0.8940 | 0.8457 | 0.0 | 0.8954 | 0.8900 | 0.8374 | 0.7985 | 0.8219 | 0.8704 | 0.8113 | 0.7353 | 0.8924 | 0.8635 | 0.8711 | 0.8012 | 0.8463 | 0.8710 | 0.8034 | 0.7271 | 0.7397 | 0.8016 | 0.8644 | 0.8175 | 0.8041 | 0.7275 | 0.7214 | 0.6427 | 0.7279 | 0.7928 | 0.8733 | 0.8618 | 0.8484 | 0.8791 | 0.8594 | 0.7933 |
| 0.0331 | 128.0 | 1280 | 0.3324 | 0.7921 | 0.8636 | 0.8679 | nan | 0.9094 | 0.8960 | 0.8847 | 0.8443 | 0.8439 | 0.9112 | 0.8767 | 0.8257 | 0.9083 | 0.8975 | 0.9098 | 0.8153 | 0.8652 | 0.8971 | 0.8850 | 0.8020 | 0.8047 | 0.8592 | 0.9227 | 0.8577 | 0.8449 | 0.7881 | 0.8180 | 0.7700 | 0.8061 | 0.8579 | 0.9108 | 0.8949 | 0.8860 | 0.9154 | 0.8823 | 0.8449 | 0.0 | 0.8910 | 0.8943 | 0.8320 | 0.8033 | 0.8202 | 0.8742 | 0.8172 | 0.7496 | 0.8877 | 0.8722 | 0.8730 | 0.8020 | 0.8474 | 0.8721 | 0.8012 | 0.7208 | 0.7400 | 0.8173 | 0.8666 | 0.8170 | 0.7926 | 0.7252 | 0.7225 | 0.6489 | 0.7404 | 0.8121 | 0.8700 | 0.8587 | 0.8504 | 0.8787 | 0.8515 | 0.7879 |
| 0.0336 | 130.0 | 1300 | 0.3359 | 0.7855 | 0.8557 | 0.8611 | nan | 0.9003 | 0.8877 | 0.8845 | 0.8226 | 0.8442 | 0.9046 | 0.8810 | 0.7967 | 0.9093 | 0.8810 | 0.8950 | 0.8146 | 0.8541 | 0.8942 | 0.8852 | 0.8010 | 0.7967 | 0.8305 | 0.9114 | 0.8572 | 0.8469 | 0.7798 | 0.8144 | 0.7579 | 0.7977 | 0.8170 | 0.9068 | 0.8899 | 0.8853 | 0.9059 | 0.8842 | 0.8444 | 0.0 | 0.8848 | 0.8859 | 0.8292 | 0.7888 | 0.8188 | 0.8673 | 0.8131 | 0.7332 | 0.8857 | 0.8595 | 0.8625 | 0.7992 | 0.8392 | 0.8684 | 0.8007 | 0.7208 | 0.7299 | 0.7927 | 0.8580 | 0.8140 | 0.7915 | 0.7176 | 0.7202 | 0.6429 | 0.7291 | 0.7827 | 0.8667 | 0.8548 | 0.8490 | 0.8722 | 0.8531 | 0.7906 |
| 0.0312 | 132.0 | 1320 | 0.3390 | 0.7873 | 0.8576 | 0.8629 | nan | 0.9048 | 0.8878 | 0.8826 | 0.8303 | 0.8396 | 0.9117 | 0.8739 | 0.8135 | 0.9119 | 0.8809 | 0.9019 | 0.8082 | 0.8610 | 0.8899 | 0.8863 | 0.7884 | 0.8084 | 0.8365 | 0.9178 | 0.8525 | 0.8463 | 0.7902 | 0.8132 | 0.7615 | 0.7954 | 0.8270 | 0.9090 | 0.8870 | 0.8849 | 0.9086 | 0.8920 | 0.8401 | 0.0 | 0.8892 | 0.8860 | 0.8291 | 0.7929 | 0.8156 | 0.8728 | 0.8126 | 0.7431 | 0.8898 | 0.8604 | 0.8692 | 0.7950 | 0.8414 | 0.8649 | 0.8013 | 0.7158 | 0.7404 | 0.7988 | 0.8588 | 0.8119 | 0.7921 | 0.7240 | 0.7193 | 0.6454 | 0.7317 | 0.7900 | 0.8648 | 0.8530 | 0.8480 | 0.8736 | 0.8586 | 0.7902 |
| 0.037 | 134.0 | 1340 | 0.3357 | 0.7989 | 0.8717 | 0.8764 | nan | 0.9214 | 0.9023 | 0.9027 | 0.8552 | 0.8626 | 0.9088 | 0.8863 | 0.8300 | 0.9145 | 0.9012 | 0.9213 | 0.8255 | 0.8719 | 0.8982 | 0.8983 | 0.8064 | 0.8123 | 0.8578 | 0.9270 | 0.8713 | 0.8674 | 0.7905 | 0.8246 | 0.7676 | 0.8207 | 0.8507 | 0.9211 | 0.9086 | 0.8962 | 0.9214 | 0.8987 | 0.8524 | 0.0 | 0.9028 | 0.9009 | 0.8443 | 0.8150 | 0.8335 | 0.8743 | 0.8224 | 0.7552 | 0.8939 | 0.8769 | 0.8815 | 0.8107 | 0.8540 | 0.8718 | 0.8084 | 0.7269 | 0.7458 | 0.8162 | 0.8698 | 0.8285 | 0.8075 | 0.7283 | 0.7280 | 0.6519 | 0.7486 | 0.8076 | 0.8786 | 0.8705 | 0.8591 | 0.8851 | 0.8643 | 0.8014 |
| 0.0317 | 136.0 | 1360 | 0.3405 | 0.7961 | 0.8687 | 0.8735 | nan | 0.9090 | 0.8988 | 0.9003 | 0.8457 | 0.8569 | 0.9125 | 0.8882 | 0.8108 | 0.9177 | 0.8903 | 0.9170 | 0.8115 | 0.8760 | 0.9037 | 0.8931 | 0.8026 | 0.8287 | 0.8570 | 0.9222 | 0.8667 | 0.8622 | 0.7997 | 0.8180 | 0.7669 | 0.8065 | 0.8487 | 0.9301 | 0.9069 | 0.8955 | 0.9155 | 0.8962 | 0.8422 | 0.0 | 0.8916 | 0.8973 | 0.8412 | 0.8063 | 0.8313 | 0.8746 | 0.8190 | 0.7445 | 0.8941 | 0.8694 | 0.8794 | 0.7996 | 0.8546 | 0.8765 | 0.8079 | 0.7245 | 0.7552 | 0.8150 | 0.8669 | 0.8244 | 0.8049 | 0.7328 | 0.7228 | 0.6486 | 0.7405 | 0.8096 | 0.8832 | 0.8657 | 0.8561 | 0.8810 | 0.8622 | 0.7911 |
| 0.0299 | 138.0 | 1380 | 0.3511 | 0.7761 | 0.8448 | 0.8504 | nan | 0.8886 | 0.8724 | 0.8711 | 0.8228 | 0.8291 | 0.8978 | 0.8656 | 0.7850 | 0.8974 | 0.8611 | 0.8973 | 0.7973 | 0.8468 | 0.8860 | 0.8764 | 0.7883 | 0.7829 | 0.8342 | 0.8991 | 0.8464 | 0.8403 | 0.7655 | 0.8093 | 0.7550 | 0.7750 | 0.8132 | 0.8932 | 0.8847 | 0.8593 | 0.8876 | 0.8774 | 0.8279 | 0.0 | 0.8737 | 0.8714 | 0.8184 | 0.7856 | 0.8062 | 0.8584 | 0.8025 | 0.7237 | 0.8749 | 0.8411 | 0.8637 | 0.7847 | 0.8293 | 0.8596 | 0.7925 | 0.7114 | 0.7207 | 0.7947 | 0.8471 | 0.8058 | 0.7877 | 0.7087 | 0.7161 | 0.6389 | 0.7172 | 0.7777 | 0.8532 | 0.8414 | 0.8274 | 0.8562 | 0.8454 | 0.7776 |
| 0.0331 | 140.0 | 1400 | 0.3457 | 0.7866 | 0.8571 | 0.8622 | nan | 0.9042 | 0.8905 | 0.8734 | 0.8322 | 0.8420 | 0.9017 | 0.8764 | 0.7995 | 0.9133 | 0.8816 | 0.9002 | 0.8140 | 0.8562 | 0.8890 | 0.8803 | 0.7956 | 0.8006 | 0.8455 | 0.9159 | 0.8577 | 0.8543 | 0.7826 | 0.8187 | 0.7553 | 0.7982 | 0.8369 | 0.9053 | 0.8989 | 0.8736 | 0.9080 | 0.8850 | 0.8399 | 0.0 | 0.8857 | 0.8886 | 0.8253 | 0.7928 | 0.8165 | 0.8660 | 0.8117 | 0.7313 | 0.8888 | 0.8600 | 0.8672 | 0.7989 | 0.8385 | 0.8628 | 0.7981 | 0.7157 | 0.7357 | 0.8064 | 0.8597 | 0.8158 | 0.7960 | 0.7209 | 0.7233 | 0.6421 | 0.7338 | 0.7966 | 0.8680 | 0.8580 | 0.8404 | 0.8734 | 0.8530 | 0.7854 |
| 0.0321 | 142.0 | 1420 | 0.3484 | 0.7812 | 0.8501 | 0.8556 | nan | 0.8989 | 0.8834 | 0.8791 | 0.8193 | 0.8404 | 0.9003 | 0.8636 | 0.8090 | 0.9033 | 0.8742 | 0.8989 | 0.8031 | 0.8464 | 0.8853 | 0.8750 | 0.7900 | 0.7734 | 0.8260 | 0.9141 | 0.8410 | 0.8428 | 0.7789 | 0.8133 | 0.7473 | 0.7877 | 0.8272 | 0.9020 | 0.8933 | 0.8731 | 0.9010 | 0.8792 | 0.8335 | 0.0 | 0.8815 | 0.8820 | 0.8256 | 0.7848 | 0.8150 | 0.8643 | 0.8074 | 0.7364 | 0.8816 | 0.8552 | 0.8649 | 0.7898 | 0.8324 | 0.8602 | 0.7921 | 0.7122 | 0.7125 | 0.7889 | 0.8576 | 0.8022 | 0.7879 | 0.7171 | 0.7197 | 0.6381 | 0.7256 | 0.7885 | 0.8639 | 0.8546 | 0.8401 | 0.8678 | 0.8482 | 0.7809 |
| 0.0329 | 144.0 | 1440 | 0.3480 | 0.7838 | 0.8534 | 0.8588 | nan | 0.8997 | 0.8869 | 0.8797 | 0.8229 | 0.8465 | 0.8987 | 0.8728 | 0.8085 | 0.9018 | 0.8768 | 0.9008 | 0.8125 | 0.8549 | 0.8865 | 0.8762 | 0.7936 | 0.7819 | 0.8431 | 0.9089 | 0.8496 | 0.8398 | 0.7872 | 0.8127 | 0.7533 | 0.7911 | 0.8251 | 0.8949 | 0.8968 | 0.8783 | 0.9101 | 0.8882 | 0.8283 | 0.0 | 0.8847 | 0.8851 | 0.8260 | 0.7881 | 0.8202 | 0.8636 | 0.8099 | 0.7397 | 0.8823 | 0.8548 | 0.8666 | 0.7975 | 0.8385 | 0.8618 | 0.7948 | 0.7123 | 0.7220 | 0.8037 | 0.8542 | 0.8070 | 0.7873 | 0.7217 | 0.7186 | 0.6393 | 0.7274 | 0.7866 | 0.8590 | 0.8585 | 0.8439 | 0.8756 | 0.8555 | 0.7798 |
| 0.0313 | 146.0 | 1460 | 0.3484 | 0.7887 | 0.8599 | 0.8644 | nan | 0.9038 | 0.8987 | 0.8910 | 0.8264 | 0.8510 | 0.9043 | 0.8709 | 0.8091 | 0.9100 | 0.8884 | 0.9103 | 0.8031 | 0.8588 | 0.8908 | 0.8764 | 0.8005 | 0.8136 | 0.8421 | 0.9220 | 0.8562 | 0.8580 | 0.7866 | 0.8101 | 0.7617 | 0.8038 | 0.8406 | 0.9132 | 0.8878 | 0.8904 | 0.9058 | 0.8892 | 0.8413 | 0.0 | 0.8884 | 0.8965 | 0.8347 | 0.7915 | 0.8239 | 0.8657 | 0.8096 | 0.7400 | 0.8886 | 0.8657 | 0.8725 | 0.7912 | 0.8414 | 0.8657 | 0.7944 | 0.7156 | 0.7459 | 0.8036 | 0.8628 | 0.8155 | 0.7994 | 0.7252 | 0.7169 | 0.6415 | 0.7375 | 0.8008 | 0.8680 | 0.8534 | 0.8523 | 0.8728 | 0.8566 | 0.7895 |
| 0.0282 | 148.0 | 1480 | 0.3491 | 0.7920 | 0.8635 | 0.8691 | nan | 0.9075 | 0.8889 | 0.8947 | 0.8442 | 0.8469 | 0.9101 | 0.8846 | 0.8066 | 0.9133 | 0.8873 | 0.9073 | 0.8212 | 0.8658 | 0.8973 | 0.8912 | 0.7999 | 0.8127 | 0.8372 | 0.9210 | 0.8657 | 0.8554 | 0.7946 | 0.8215 | 0.7598 | 0.8070 | 0.8280 | 0.9198 | 0.8985 | 0.8831 | 0.9239 | 0.8948 | 0.8424 | 0.0 | 0.8910 | 0.8879 | 0.8377 | 0.8044 | 0.8226 | 0.8723 | 0.8170 | 0.7395 | 0.8903 | 0.8653 | 0.8730 | 0.8067 | 0.8469 | 0.8716 | 0.8048 | 0.7211 | 0.7420 | 0.7990 | 0.8647 | 0.8225 | 0.7997 | 0.7289 | 0.7257 | 0.6459 | 0.7386 | 0.7923 | 0.8743 | 0.8605 | 0.8515 | 0.8855 | 0.8619 | 0.7914 |
| 0.0339 | 150.0 | 1500 | 0.3484 | 0.7908 | 0.8617 | 0.8666 | nan | 0.9082 | 0.8975 | 0.8908 | 0.8209 | 0.8533 | 0.9066 | 0.8797 | 0.8114 | 0.9087 | 0.8913 | 0.9040 | 0.8241 | 0.8571 | 0.8963 | 0.8799 | 0.8108 | 0.7965 | 0.8523 | 0.9161 | 0.8606 | 0.8496 | 0.7905 | 0.8174 | 0.7611 | 0.8067 | 0.8392 | 0.9167 | 0.8974 | 0.8869 | 0.9120 | 0.8932 | 0.8377 | 0.0 | 0.8923 | 0.8953 | 0.8345 | 0.7882 | 0.8265 | 0.8708 | 0.8156 | 0.7429 | 0.8880 | 0.8686 | 0.8696 | 0.8083 | 0.8437 | 0.8702 | 0.7993 | 0.7245 | 0.7346 | 0.8112 | 0.8615 | 0.8171 | 0.7949 | 0.7264 | 0.7221 | 0.6432 | 0.7400 | 0.7991 | 0.8725 | 0.8595 | 0.8502 | 0.8772 | 0.8597 | 0.7891 |
| 0.0292 | 152.0 | 1520 | 0.3536 | 0.7845 | 0.8543 | 0.8594 | nan | 0.9020 | 0.8910 | 0.8798 | 0.8072 | 0.8464 | 0.8978 | 0.8752 | 0.8038 | 0.9075 | 0.8786 | 0.8943 | 0.8128 | 0.8536 | 0.8933 | 0.8700 | 0.7951 | 0.7962 | 0.8416 | 0.8990 | 0.8546 | 0.8539 | 0.7806 | 0.8143 | 0.7623 | 0.7898 | 0.8355 | 0.8949 | 0.9009 | 0.8706 | 0.9074 | 0.8870 | 0.8403 | 0.0 | 0.8859 | 0.8891 | 0.8248 | 0.7763 | 0.8189 | 0.8624 | 0.8120 | 0.7360 | 0.8854 | 0.8576 | 0.8631 | 0.7970 | 0.8384 | 0.8677 | 0.7914 | 0.7139 | 0.7310 | 0.8016 | 0.8478 | 0.8115 | 0.7952 | 0.7199 | 0.7200 | 0.6457 | 0.7276 | 0.7941 | 0.8617 | 0.8593 | 0.8389 | 0.8729 | 0.8543 | 0.7885 |
| 0.0285 | 154.0 | 1540 | 0.3564 | 0.7822 | 0.8518 | 0.8570 | nan | 0.8983 | 0.8810 | 0.8851 | 0.8198 | 0.8339 | 0.9036 | 0.8659 | 0.8027 | 0.9072 | 0.8775 | 0.9003 | 0.7951 | 0.8521 | 0.8857 | 0.8734 | 0.8012 | 0.7976 | 0.8412 | 0.9074 | 0.8466 | 0.8422 | 0.7847 | 0.8105 | 0.7525 | 0.7815 | 0.8234 | 0.9007 | 0.8905 | 0.8786 | 0.9028 | 0.8848 | 0.8297 | 0.0 | 0.8830 | 0.8794 | 0.8274 | 0.7861 | 0.8112 | 0.8664 | 0.8062 | 0.7333 | 0.8851 | 0.8568 | 0.8638 | 0.7834 | 0.8354 | 0.8605 | 0.7918 | 0.7173 | 0.7312 | 0.8021 | 0.8528 | 0.8054 | 0.7883 | 0.7217 | 0.7174 | 0.6381 | 0.7204 | 0.7847 | 0.8616 | 0.8561 | 0.8440 | 0.8692 | 0.8528 | 0.7811 |
| 0.0309 | 156.0 | 1560 | 0.3620 | 0.7801 | 0.8491 | 0.8547 | nan | 0.8950 | 0.8798 | 0.8789 | 0.8127 | 0.8398 | 0.8934 | 0.8716 | 0.8039 | 0.8973 | 0.8647 | 0.9004 | 0.7981 | 0.8431 | 0.8815 | 0.8775 | 0.7930 | 0.7805 | 0.8297 | 0.9035 | 0.8412 | 0.8453 | 0.7804 | 0.8127 | 0.7502 | 0.7923 | 0.8231 | 0.8925 | 0.8855 | 0.8785 | 0.9032 | 0.8907 | 0.8305 | 0.0 | 0.8794 | 0.8783 | 0.8241 | 0.7796 | 0.8129 | 0.8592 | 0.8090 | 0.7333 | 0.8776 | 0.8465 | 0.8643 | 0.7857 | 0.8278 | 0.8580 | 0.7947 | 0.7136 | 0.7174 | 0.7921 | 0.8507 | 0.8022 | 0.7901 | 0.7185 | 0.7186 | 0.6362 | 0.7275 | 0.7850 | 0.8548 | 0.8513 | 0.8430 | 0.8697 | 0.8573 | 0.7832 |
| 0.0315 | 158.0 | 1580 | 0.3538 | 0.7891 | 0.8597 | 0.8647 | nan | 0.9067 | 0.8899 | 0.8845 | 0.8205 | 0.8510 | 0.9082 | 0.8757 | 0.8111 | 0.9101 | 0.8842 | 0.9056 | 0.8201 | 0.8639 | 0.8912 | 0.8811 | 0.8029 | 0.8050 | 0.8414 | 0.9129 | 0.8560 | 0.8514 | 0.7882 | 0.8176 | 0.7659 | 0.7962 | 0.8390 | 0.9021 | 0.9010 | 0.8844 | 0.9099 | 0.8915 | 0.8423 | 0.0 | 0.8886 | 0.8877 | 0.8301 | 0.7880 | 0.8253 | 0.8705 | 0.8125 | 0.7399 | 0.8874 | 0.8617 | 0.8708 | 0.8053 | 0.8473 | 0.8667 | 0.7991 | 0.7209 | 0.7374 | 0.8020 | 0.8587 | 0.8134 | 0.7957 | 0.7249 | 0.7227 | 0.6481 | 0.7337 | 0.7968 | 0.8649 | 0.8641 | 0.85 | 0.8755 | 0.8589 | 0.7914 |
| 0.0335 | 160.0 | 1600 | 0.3589 | 0.7855 | 0.8560 | 0.8612 | nan | 0.9025 | 0.8896 | 0.8882 | 0.8169 | 0.8454 | 0.8988 | 0.8785 | 0.8042 | 0.9098 | 0.8841 | 0.9017 | 0.8111 | 0.8605 | 0.8875 | 0.8814 | 0.7996 | 0.7966 | 0.8374 | 0.9156 | 0.8511 | 0.8552 | 0.7817 | 0.8110 | 0.7529 | 0.7979 | 0.8166 | 0.9091 | 0.8967 | 0.8802 | 0.9076 | 0.8886 | 0.8325 | 0.0 | 0.8859 | 0.8879 | 0.8310 | 0.7856 | 0.8186 | 0.8632 | 0.8123 | 0.7359 | 0.8861 | 0.8618 | 0.8676 | 0.7977 | 0.8433 | 0.8629 | 0.7978 | 0.7168 | 0.7311 | 0.7984 | 0.8594 | 0.8104 | 0.7968 | 0.7206 | 0.7173 | 0.6360 | 0.7296 | 0.7823 | 0.8679 | 0.8599 | 0.8454 | 0.8726 | 0.8562 | 0.7818 |
| 0.028 | 162.0 | 1620 | 0.3628 | 0.7786 | 0.8473 | 0.8527 | nan | 0.8963 | 0.8801 | 0.8733 | 0.8120 | 0.8318 | 0.9001 | 0.8680 | 0.7979 | 0.9008 | 0.8720 | 0.8950 | 0.7942 | 0.8485 | 0.8856 | 0.8663 | 0.7912 | 0.7890 | 0.8235 | 0.9051 | 0.8448 | 0.8484 | 0.7726 | 0.8071 | 0.7513 | 0.7866 | 0.8183 | 0.8949 | 0.8890 | 0.8652 | 0.8937 | 0.8855 | 0.8260 | 0.0 | 0.8801 | 0.8781 | 0.8203 | 0.7792 | 0.8091 | 0.8631 | 0.8065 | 0.7307 | 0.8792 | 0.8510 | 0.8620 | 0.7820 | 0.8310 | 0.8609 | 0.7883 | 0.7109 | 0.7235 | 0.7870 | 0.8506 | 0.8037 | 0.7904 | 0.7143 | 0.7149 | 0.6365 | 0.7255 | 0.7804 | 0.8571 | 0.8501 | 0.8328 | 0.8617 | 0.8529 | 0.7792 |
| 0.0303 | 164.0 | 1640 | 0.3600 | 0.7887 | 0.8596 | 0.8648 | nan | 0.9006 | 0.8916 | 0.8880 | 0.8223 | 0.8452 | 0.9063 | 0.8746 | 0.8121 | 0.9100 | 0.8831 | 0.9081 | 0.8113 | 0.8573 | 0.8952 | 0.8826 | 0.8003 | 0.8068 | 0.8491 | 0.9132 | 0.8630 | 0.8403 | 0.7944 | 0.8188 | 0.7600 | 0.7920 | 0.8386 | 0.9142 | 0.8985 | 0.8833 | 0.9111 | 0.8941 | 0.8411 | 0.0 | 0.8839 | 0.8897 | 0.8301 | 0.7890 | 0.8204 | 0.8688 | 0.8125 | 0.7392 | 0.8857 | 0.8623 | 0.8698 | 0.7985 | 0.8427 | 0.8682 | 0.7993 | 0.7185 | 0.7389 | 0.8085 | 0.8596 | 0.8176 | 0.7903 | 0.7282 | 0.7236 | 0.6442 | 0.7311 | 0.7977 | 0.8700 | 0.8616 | 0.8502 | 0.8763 | 0.8605 | 0.7908 |
| 0.0313 | 166.0 | 1660 | 0.3619 | 0.7855 | 0.8555 | 0.8605 | nan | 0.8967 | 0.8879 | 0.8791 | 0.8327 | 0.8427 | 0.9018 | 0.8733 | 0.8099 | 0.9062 | 0.8764 | 0.9021 | 0.8080 | 0.8570 | 0.8929 | 0.8789 | 0.7959 | 0.8060 | 0.8450 | 0.9138 | 0.8514 | 0.8501 | 0.7811 | 0.8115 | 0.7541 | 0.7870 | 0.8323 | 0.8990 | 0.8989 | 0.8828 | 0.9035 | 0.8859 | 0.8334 | 0.0 | 0.8807 | 0.8860 | 0.8270 | 0.7959 | 0.8176 | 0.8649 | 0.8102 | 0.7390 | 0.8831 | 0.8555 | 0.8671 | 0.7951 | 0.8398 | 0.8667 | 0.7971 | 0.7158 | 0.7381 | 0.8051 | 0.8584 | 0.8101 | 0.7941 | 0.7200 | 0.7178 | 0.6372 | 0.7267 | 0.7922 | 0.8635 | 0.8632 | 0.8485 | 0.8702 | 0.8535 | 0.7825 |
| 0.028 | 168.0 | 1680 | 0.3627 | 0.7864 | 0.8571 | 0.8623 | nan | 0.8970 | 0.8875 | 0.8803 | 0.8288 | 0.8445 | 0.9018 | 0.8761 | 0.8016 | 0.9105 | 0.8782 | 0.8975 | 0.8053 | 0.8577 | 0.8945 | 0.8787 | 0.8005 | 0.8113 | 0.8378 | 0.9125 | 0.8566 | 0.8526 | 0.7858 | 0.8209 | 0.7598 | 0.8023 | 0.8255 | 0.9107 | 0.8939 | 0.8806 | 0.9096 | 0.8912 | 0.8358 | 0.0 | 0.8804 | 0.8858 | 0.8264 | 0.7917 | 0.8188 | 0.8647 | 0.8106 | 0.7348 | 0.8844 | 0.8572 | 0.8652 | 0.7923 | 0.8390 | 0.8683 | 0.7974 | 0.7170 | 0.7404 | 0.7989 | 0.8574 | 0.8129 | 0.7953 | 0.7240 | 0.7253 | 0.6469 | 0.7351 | 0.7903 | 0.8674 | 0.8568 | 0.8470 | 0.8746 | 0.8584 | 0.7872 |
| 0.0306 | 170.0 | 1700 | 0.3670 | 0.7833 | 0.8531 | 0.8588 | nan | 0.9008 | 0.8831 | 0.8795 | 0.8209 | 0.8382 | 0.9074 | 0.8705 | 0.8063 | 0.9071 | 0.8761 | 0.8993 | 0.8115 | 0.8501 | 0.8868 | 0.8751 | 0.7949 | 0.7984 | 0.8237 | 0.9116 | 0.8495 | 0.8400 | 0.7873 | 0.8147 | 0.7532 | 0.7951 | 0.8166 | 0.8974 | 0.8907 | 0.8773 | 0.9106 | 0.8924 | 0.8339 | 0.0 | 0.8831 | 0.8813 | 0.8251 | 0.7864 | 0.8148 | 0.8686 | 0.8100 | 0.7353 | 0.8834 | 0.8557 | 0.8649 | 0.7973 | 0.8352 | 0.8624 | 0.7920 | 0.7131 | 0.7303 | 0.7873 | 0.8553 | 0.8074 | 0.7876 | 0.7229 | 0.7206 | 0.6409 | 0.7295 | 0.7805 | 0.8575 | 0.8560 | 0.8454 | 0.8755 | 0.8591 | 0.7854 |
| 0.0291 | 172.0 | 1720 | 0.3625 | 0.7875 | 0.8581 | 0.8630 | nan | 0.9008 | 0.8902 | 0.8848 | 0.8310 | 0.8483 | 0.9058 | 0.8739 | 0.8080 | 0.9079 | 0.8795 | 0.9028 | 0.8110 | 0.8596 | 0.8924 | 0.8793 | 0.8015 | 0.8067 | 0.8395 | 0.9128 | 0.8549 | 0.8503 | 0.7875 | 0.8149 | 0.7632 | 0.7983 | 0.8361 | 0.9042 | 0.8993 | 0.8811 | 0.9071 | 0.8879 | 0.8376 | 0.0 | 0.8842 | 0.8884 | 0.8310 | 0.7950 | 0.8225 | 0.8671 | 0.8118 | 0.7374 | 0.8840 | 0.8585 | 0.8681 | 0.7978 | 0.8424 | 0.8672 | 0.7975 | 0.7190 | 0.7392 | 0.8006 | 0.8574 | 0.8113 | 0.7939 | 0.7236 | 0.7206 | 0.6466 | 0.7346 | 0.7965 | 0.8657 | 0.8626 | 0.8470 | 0.8730 | 0.8552 | 0.7870 |
| 0.0328 | 174.0 | 1740 | 0.3651 | 0.7845 | 0.8546 | 0.8597 | nan | 0.8950 | 0.8905 | 0.8777 | 0.8360 | 0.8396 | 0.8967 | 0.8734 | 0.8079 | 0.9057 | 0.8815 | 0.8994 | 0.8085 | 0.8575 | 0.8897 | 0.8785 | 0.7987 | 0.7936 | 0.8406 | 0.9072 | 0.8530 | 0.8433 | 0.7846 | 0.8159 | 0.7572 | 0.7846 | 0.8288 | 0.9025 | 0.8891 | 0.8793 | 0.9049 | 0.8895 | 0.8353 | 0.0 | 0.8792 | 0.8886 | 0.8272 | 0.7963 | 0.8157 | 0.8608 | 0.8099 | 0.7380 | 0.8821 | 0.8601 | 0.8660 | 0.7952 | 0.8400 | 0.8648 | 0.7957 | 0.7161 | 0.7284 | 0.8008 | 0.8532 | 0.8095 | 0.7888 | 0.7213 | 0.7215 | 0.6427 | 0.7249 | 0.7885 | 0.8615 | 0.8549 | 0.8459 | 0.8711 | 0.8565 | 0.7847 |
| 0.0288 | 176.0 | 1760 | 0.3657 | 0.7856 | 0.8556 | 0.8607 | nan | 0.8964 | 0.8904 | 0.8773 | 0.8275 | 0.8455 | 0.9003 | 0.8759 | 0.8061 | 0.9077 | 0.8814 | 0.9010 | 0.8136 | 0.8520 | 0.8907 | 0.8814 | 0.7994 | 0.8016 | 0.8402 | 0.9101 | 0.8533 | 0.8406 | 0.7863 | 0.8152 | 0.7556 | 0.7909 | 0.8336 | 0.8964 | 0.9000 | 0.8817 | 0.9049 | 0.8884 | 0.8323 | 0.0 | 0.8804 | 0.8884 | 0.8260 | 0.7914 | 0.8197 | 0.8646 | 0.8122 | 0.7369 | 0.8835 | 0.8590 | 0.8663 | 0.7995 | 0.8372 | 0.8654 | 0.7980 | 0.7187 | 0.7348 | 0.8012 | 0.8556 | 0.8092 | 0.7876 | 0.7221 | 0.7209 | 0.6420 | 0.7290 | 0.7924 | 0.8619 | 0.8652 | 0.8469 | 0.8711 | 0.8558 | 0.7834 |
| 0.0307 | 178.0 | 1780 | 0.3676 | 0.7852 | 0.8554 | 0.8604 | nan | 0.9005 | 0.8914 | 0.8792 | 0.8252 | 0.8459 | 0.9001 | 0.8738 | 0.8067 | 0.9046 | 0.8839 | 0.9013 | 0.8077 | 0.8571 | 0.8898 | 0.8801 | 0.7983 | 0.7944 | 0.8436 | 0.9117 | 0.8483 | 0.8438 | 0.7841 | 0.8144 | 0.7578 | 0.7961 | 0.8349 | 0.9043 | 0.8904 | 0.8806 | 0.8989 | 0.8881 | 0.8368 | 0.0 | 0.8831 | 0.8892 | 0.8265 | 0.7900 | 0.8203 | 0.8635 | 0.8105 | 0.7374 | 0.8826 | 0.8606 | 0.8659 | 0.7949 | 0.8403 | 0.8651 | 0.7969 | 0.7168 | 0.7294 | 0.8033 | 0.8569 | 0.8069 | 0.7890 | 0.7211 | 0.7202 | 0.6420 | 0.7318 | 0.7948 | 0.8634 | 0.8548 | 0.8452 | 0.8665 | 0.8550 | 0.7861 |
| 0.0274 | 180.0 | 1800 | 0.3672 | 0.7867 | 0.8573 | 0.8624 | nan | 0.8979 | 0.8908 | 0.8849 | 0.8286 | 0.8425 | 0.9012 | 0.8750 | 0.8071 | 0.9099 | 0.8835 | 0.9064 | 0.8105 | 0.8598 | 0.8910 | 0.8827 | 0.7998 | 0.8061 | 0.8406 | 0.9177 | 0.8561 | 0.8462 | 0.7834 | 0.8175 | 0.7576 | 0.7913 | 0.8328 | 0.9123 | 0.8922 | 0.8813 | 0.9028 | 0.8897 | 0.8353 | 0.0 | 0.8824 | 0.8889 | 0.8302 | 0.7930 | 0.8179 | 0.8647 | 0.8115 | 0.7372 | 0.8854 | 0.8617 | 0.8692 | 0.7979 | 0.8433 | 0.8663 | 0.7984 | 0.7182 | 0.7376 | 0.8011 | 0.8609 | 0.8117 | 0.7914 | 0.7213 | 0.7225 | 0.6438 | 0.7293 | 0.7931 | 0.8672 | 0.8551 | 0.8461 | 0.8699 | 0.8567 | 0.7859 |
| 0.0264 | 182.0 | 1820 | 0.3687 | 0.7875 | 0.8581 | 0.8633 | nan | 0.9034 | 0.8916 | 0.8838 | 0.8274 | 0.8479 | 0.9053 | 0.8754 | 0.8079 | 0.9076 | 0.8835 | 0.9085 | 0.8127 | 0.8561 | 0.8898 | 0.8827 | 0.7991 | 0.7950 | 0.8406 | 0.9123 | 0.8555 | 0.8478 | 0.7863 | 0.8192 | 0.7612 | 0.7964 | 0.8395 | 0.9009 | 0.8970 | 0.8862 | 0.9076 | 0.8919 | 0.8383 | 0.0 | 0.8860 | 0.8894 | 0.8287 | 0.7926 | 0.8229 | 0.8674 | 0.8119 | 0.7391 | 0.8843 | 0.8616 | 0.8711 | 0.7994 | 0.8409 | 0.8655 | 0.7978 | 0.7165 | 0.7295 | 0.8010 | 0.8572 | 0.8111 | 0.7926 | 0.7238 | 0.7238 | 0.6470 | 0.7326 | 0.7973 | 0.8633 | 0.8621 | 0.8503 | 0.8736 | 0.8586 | 0.7895 |
| 0.0316 | 184.0 | 1840 | 0.3667 | 0.7884 | 0.8592 | 0.8641 | nan | 0.9026 | 0.8933 | 0.8858 | 0.8345 | 0.8448 | 0.9019 | 0.8757 | 0.8107 | 0.9096 | 0.8859 | 0.9063 | 0.8118 | 0.8608 | 0.8891 | 0.8832 | 0.8024 | 0.8040 | 0.8459 | 0.9147 | 0.8550 | 0.8528 | 0.7857 | 0.8184 | 0.7615 | 0.7910 | 0.8378 | 0.9079 | 0.8988 | 0.8852 | 0.9056 | 0.8906 | 0.8405 | 0.0 | 0.8860 | 0.8914 | 0.8306 | 0.7963 | 0.8205 | 0.8650 | 0.8119 | 0.7407 | 0.8862 | 0.8638 | 0.8701 | 0.7991 | 0.8429 | 0.8652 | 0.7987 | 0.7195 | 0.7372 | 0.8055 | 0.8595 | 0.8121 | 0.7957 | 0.7238 | 0.7231 | 0.6466 | 0.7304 | 0.7966 | 0.8672 | 0.8622 | 0.8496 | 0.8719 | 0.8575 | 0.7893 |
| 0.0304 | 186.0 | 1860 | 0.3674 | 0.7887 | 0.8596 | 0.8648 | nan | 0.9038 | 0.8900 | 0.8852 | 0.8310 | 0.8473 | 0.9054 | 0.8777 | 0.8090 | 0.9107 | 0.8841 | 0.9070 | 0.8104 | 0.8626 | 0.8929 | 0.8834 | 0.8021 | 0.8080 | 0.8438 | 0.9165 | 0.8577 | 0.8479 | 0.7903 | 0.8187 | 0.7606 | 0.7957 | 0.8363 | 0.9061 | 0.8975 | 0.8840 | 0.9086 | 0.8935 | 0.8398 | 0.0 | 0.8863 | 0.8882 | 0.8306 | 0.7946 | 0.8224 | 0.8681 | 0.8134 | 0.7397 | 0.8871 | 0.8628 | 0.8702 | 0.7979 | 0.8449 | 0.8678 | 0.7997 | 0.7198 | 0.7397 | 0.8041 | 0.8607 | 0.8136 | 0.7931 | 0.7254 | 0.7235 | 0.6456 | 0.7321 | 0.7954 | 0.8649 | 0.8605 | 0.8493 | 0.8747 | 0.8601 | 0.7901 |
| 0.0316 | 188.0 | 1880 | 0.3676 | 0.7870 | 0.8576 | 0.8626 | nan | 0.9021 | 0.8923 | 0.8814 | 0.8284 | 0.8444 | 0.9030 | 0.8746 | 0.8093 | 0.9084 | 0.8847 | 0.9037 | 0.8105 | 0.8589 | 0.8920 | 0.8819 | 0.8006 | 0.7990 | 0.8428 | 0.9150 | 0.8553 | 0.8442 | 0.7867 | 0.8163 | 0.7600 | 0.7965 | 0.8358 | 0.9029 | 0.8963 | 0.8800 | 0.9065 | 0.8908 | 0.8384 | 0.0 | 0.8844 | 0.8901 | 0.8282 | 0.7922 | 0.8196 | 0.8657 | 0.8113 | 0.7392 | 0.8851 | 0.8624 | 0.8684 | 0.7976 | 0.8419 | 0.8671 | 0.7985 | 0.7178 | 0.7335 | 0.8030 | 0.8590 | 0.8115 | 0.7905 | 0.7232 | 0.7215 | 0.6440 | 0.7322 | 0.7950 | 0.8640 | 0.8599 | 0.8462 | 0.8724 | 0.8579 | 0.7881 |
| 0.0294 | 190.0 | 1900 | 0.3702 | 0.7848 | 0.8550 | 0.8601 | nan | 0.8976 | 0.8883 | 0.8790 | 0.8258 | 0.8423 | 0.9005 | 0.8736 | 0.8068 | 0.9057 | 0.8797 | 0.9039 | 0.8070 | 0.8548 | 0.8908 | 0.8796 | 0.7994 | 0.7974 | 0.8378 | 0.9130 | 0.8528 | 0.8454 | 0.7814 | 0.8167 | 0.7572 | 0.7913 | 0.8289 | 0.9023 | 0.8927 | 0.8794 | 0.9027 | 0.8883 | 0.8363 | 0.0 | 0.8814 | 0.8865 | 0.8265 | 0.7899 | 0.8175 | 0.8637 | 0.8103 | 0.7372 | 0.8824 | 0.8583 | 0.8677 | 0.7941 | 0.8389 | 0.8661 | 0.7969 | 0.7173 | 0.7312 | 0.7988 | 0.8573 | 0.8091 | 0.7903 | 0.7200 | 0.7218 | 0.6427 | 0.7285 | 0.7894 | 0.8623 | 0.8569 | 0.8452 | 0.8694 | 0.8557 | 0.7859 |
| 0.0288 | 192.0 | 1920 | 0.3679 | 0.7889 | 0.8598 | 0.8649 | nan | 0.9015 | 0.8923 | 0.8847 | 0.8332 | 0.8490 | 0.9040 | 0.8780 | 0.8092 | 0.9099 | 0.8865 | 0.9079 | 0.8123 | 0.8590 | 0.8937 | 0.8839 | 0.8012 | 0.8030 | 0.8438 | 0.9171 | 0.8577 | 0.8515 | 0.7880 | 0.8198 | 0.7591 | 0.7951 | 0.8373 | 0.9064 | 0.9002 | 0.8851 | 0.9083 | 0.8940 | 0.8395 | 0.0 | 0.8849 | 0.8904 | 0.8308 | 0.7959 | 0.8233 | 0.8669 | 0.8136 | 0.7395 | 0.8862 | 0.8641 | 0.8710 | 0.7992 | 0.8435 | 0.8685 | 0.8004 | 0.7194 | 0.7359 | 0.8039 | 0.8609 | 0.8134 | 0.7954 | 0.7250 | 0.7242 | 0.6452 | 0.7325 | 0.7964 | 0.8659 | 0.8628 | 0.8502 | 0.8745 | 0.8606 | 0.7902 |
| 0.0245 | 194.0 | 1940 | 0.3713 | 0.7865 | 0.8568 | 0.8619 | nan | 0.8997 | 0.8902 | 0.8828 | 0.8287 | 0.8432 | 0.9022 | 0.8737 | 0.8069 | 0.9080 | 0.8819 | 0.9039 | 0.8095 | 0.8563 | 0.8906 | 0.8814 | 0.8006 | 0.8015 | 0.8415 | 0.9136 | 0.8549 | 0.8461 | 0.7853 | 0.8169 | 0.7587 | 0.7927 | 0.8354 | 0.9043 | 0.8952 | 0.8819 | 0.9046 | 0.8908 | 0.8356 | 0.0 | 0.8832 | 0.8884 | 0.8289 | 0.7922 | 0.8186 | 0.8645 | 0.8107 | 0.7374 | 0.8843 | 0.8602 | 0.8680 | 0.7965 | 0.8402 | 0.8657 | 0.7981 | 0.7189 | 0.7347 | 0.8018 | 0.8580 | 0.8108 | 0.7916 | 0.7225 | 0.7220 | 0.6444 | 0.7308 | 0.7945 | 0.8645 | 0.8594 | 0.8468 | 0.8709 | 0.8579 | 0.7864 |
| 0.031 | 196.0 | 1960 | 0.3707 | 0.7859 | 0.8563 | 0.8614 | nan | 0.8981 | 0.8909 | 0.8809 | 0.8289 | 0.8438 | 0.9009 | 0.8745 | 0.8064 | 0.9076 | 0.8811 | 0.9037 | 0.8084 | 0.8569 | 0.8906 | 0.8808 | 0.8004 | 0.8010 | 0.8406 | 0.9136 | 0.8522 | 0.8471 | 0.7844 | 0.8168 | 0.7573 | 0.7914 | 0.8341 | 0.9046 | 0.8926 | 0.8817 | 0.9045 | 0.8888 | 0.8360 | 0.0 | 0.8815 | 0.8887 | 0.8281 | 0.7927 | 0.8190 | 0.8638 | 0.8111 | 0.7369 | 0.8835 | 0.8596 | 0.8678 | 0.7955 | 0.8405 | 0.8659 | 0.7977 | 0.7180 | 0.7339 | 0.8010 | 0.8580 | 0.8095 | 0.7919 | 0.7218 | 0.7219 | 0.6432 | 0.7295 | 0.7934 | 0.8633 | 0.8570 | 0.8470 | 0.8710 | 0.8563 | 0.7857 |
| 0.0283 | 198.0 | 1980 | 0.3707 | 0.7862 | 0.8566 | 0.8618 | nan | 0.8994 | 0.8914 | 0.8820 | 0.8268 | 0.8449 | 0.9020 | 0.8751 | 0.8071 | 0.9076 | 0.8824 | 0.9039 | 0.8100 | 0.8565 | 0.8916 | 0.8809 | 0.8001 | 0.7995 | 0.8409 | 0.9130 | 0.8532 | 0.8451 | 0.7856 | 0.8168 | 0.7573 | 0.7924 | 0.8355 | 0.9036 | 0.8941 | 0.8811 | 0.9057 | 0.8898 | 0.8365 | 0.0 | 0.8827 | 0.8892 | 0.8285 | 0.7914 | 0.8199 | 0.8648 | 0.8117 | 0.7377 | 0.8843 | 0.8605 | 0.8681 | 0.7970 | 0.8407 | 0.8667 | 0.7977 | 0.7180 | 0.7334 | 0.8012 | 0.8574 | 0.8095 | 0.7905 | 0.7222 | 0.7221 | 0.6439 | 0.7299 | 0.7943 | 0.8631 | 0.8577 | 0.8466 | 0.8718 | 0.8571 | 0.7867 |
| 0.0262 | 200.0 | 2000 | 0.3710 | 0.7871 | 0.8577 | 0.8628 | nan | 0.9002 | 0.8915 | 0.8824 | 0.8296 | 0.8450 | 0.9027 | 0.8757 | 0.8080 | 0.9085 | 0.8828 | 0.9049 | 0.8117 | 0.8581 | 0.8913 | 0.8817 | 0.8016 | 0.8020 | 0.8415 | 0.9144 | 0.8550 | 0.8463 | 0.7861 | 0.8171 | 0.7589 | 0.7945 | 0.8365 | 0.9052 | 0.8953 | 0.8821 | 0.9060 | 0.8907 | 0.8379 | 0.0 | 0.8834 | 0.8894 | 0.8289 | 0.7931 | 0.8201 | 0.8654 | 0.8121 | 0.7384 | 0.8850 | 0.8611 | 0.8692 | 0.7985 | 0.8421 | 0.8666 | 0.7984 | 0.7187 | 0.7352 | 0.8019 | 0.8585 | 0.8109 | 0.7914 | 0.7229 | 0.7222 | 0.6444 | 0.7315 | 0.7954 | 0.8643 | 0.8586 | 0.8474 | 0.8721 | 0.8579 | 0.7878 |
### Framework versions
- Transformers 4.30.2
- Pytorch 2.0.1+cu118
- Datasets 2.13.1
- Tokenizers 0.13.3
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