Hugging Face's logo

vimassaru
/
teeth-seg-upernet-convnext-tiny

Transformers
PyTorch
TensorBoard
upernet
Generated from Trainer
Inference Endpoints
Model card Files Metrics Community
1
teeth-seg-upernet-convnext-tiny / README.md
vimassaru's picture
vimassaru
update model card README.md
b6555af
preview code
|
raw
history blame contribute delete
91.5 kB
metadata
license: mit
tags:
  - generated_from_trainer
model-index:
  - name: teeth-seg-upernet-convnext-tiny
    results: []

teeth-seg-upernet-convnext-tiny

This model is a fine-tuned version of 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
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