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cynthiachan
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finetuned-bert-base

Token Classification
Transformers
PyTorch
bert
Generated from Trainer
Inference Endpoints
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training

This model is a fine-tuned version of bert-base-cased on the cynthiachan/FeedRef2022 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0514
  • Attackid Precision: 0.8889
  • Attackid Recall: 0.9231
  • Attackid F1: 0.9057
  • Attackid Number: 52
  • Bitcoinaddr Precision: 0.875
  • Bitcoinaddr Recall: 1.0
  • Bitcoinaddr F1: 0.9333
  • Bitcoinaddr Number: 7
  • Cve Precision: 0.8378
  • Cve Recall: 0.9538
  • Cve F1: 0.8921
  • Cve Number: 65
  • Defenderthreat Precision: 0.875
  • Defenderthreat Recall: 1.0
  • Defenderthreat F1: 0.9333
  • Defenderthreat Number: 7
  • Domain Precision: 0.9279
  • Domain Recall: 0.9369
  • Domain F1: 0.9324
  • Domain Number: 206
  • Email Precision: 0.8333
  • Email Recall: 0.9302
  • Email F1: 0.8791
  • Email Number: 43
  • Filepath Precision: 0.8857
  • Filepath Recall: 0.9195
  • Filepath F1: 0.9023
  • Filepath Number: 1652
  • Fingerprint Precision: 0.0
  • Fingerprint Recall: 0.0
  • Fingerprint F1: 0.0
  • Fingerprint Number: 2
  • Hostname Precision: 0.8910
  • Hostname Recall: 0.9653
  • Hostname F1: 0.9267
  • Hostname Number: 144
  • Ipv4 Precision: 0.9767
  • Ipv4 Recall: 0.9825
  • Ipv4 F1: 0.9796
  • Ipv4 Number: 171
  • Ipv6 Precision: 0.3333
  • Ipv6 Recall: 1.0
  • Ipv6 F1: 0.5
  • Ipv6 Number: 3
  • Md5 Precision: 0.9141
  • Md5 Recall: 0.9857
  • Md5 F1: 0.9486
  • Md5 Number: 421
  • Sha1 Precision: 0.8545
  • Sha1 Recall: 0.9592
  • Sha1 F1: 0.9038
  • Sha1 Number: 49
  • Sha256 Precision: 0.9120
  • Sha256 Recall: 0.9919
  • Sha256 F1: 0.9502
  • Sha256 Number: 491
  • Uri Precision: 0.3333
  • Uri Recall: 0.4545
  • Uri F1: 0.3846
  • Uri Number: 11
  • Overall Precision: 0.8946
  • Overall Recall: 0.9446
  • Overall F1: 0.9189
  • Overall Accuracy: 0.9886

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 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: 3.0

Training results

Training Loss Epoch Step Validation Loss Attackid Precision Attackid Recall Attackid F1 Attackid Number Bitcoinaddr Precision Bitcoinaddr Recall Bitcoinaddr F1 Bitcoinaddr Number Cve Precision Cve Recall Cve F1 Cve Number Defenderthreat Precision Defenderthreat Recall Defenderthreat F1 Defenderthreat Number Domain Precision Domain Recall Domain F1 Domain Number Email Precision Email Recall Email F1 Email Number Filepath Precision Filepath Recall Filepath F1 Filepath Number Fingerprint Precision Fingerprint Recall Fingerprint F1 Fingerprint Number Hostname Precision Hostname Recall Hostname F1 Hostname Number Ipv4 Precision Ipv4 Recall Ipv4 F1 Ipv4 Number Ipv6 Precision Ipv6 Recall Ipv6 F1 Ipv6 Number Md5 Precision Md5 Recall Md5 F1 Md5 Number Sha1 Precision Sha1 Recall Sha1 F1 Sha1 Number Sha256 Precision Sha256 Recall Sha256 F1 Sha256 Number Uri Precision Uri Recall Uri F1 Uri Number Overall Precision Overall Recall Overall F1 Overall Accuracy
0.3691 0.04 500 0.3054 0.0 0.0 0.0 52 0.0 0.0 0.0 7 0.0 0.0 0.0 65 0.0 0.0 0.0 7 0.0 0.0 0.0 206 0.0 0.0 0.0 43 0.1917 0.5975 0.2903 1652 0.0 0.0 0.0 2 0.0 0.0 0.0 144 0.5747 0.5848 0.5797 171 0.0 0.0 0.0 3 0.4160 0.7648 0.5389 421 0.0 0.0 0.0 49 0.5131 0.9145 0.6574 491 0.0 0.0 0.0 11 0.2665 0.5590 0.3610 0.9297
0.2388 0.07 1000 0.2124 0.0 0.0 0.0 52 0.0 0.0 0.0 7 0.7467 0.8615 0.8 65 0.0 0.0 0.0 7 0.0 0.0 0.0 206 0.0 0.0 0.0 43 0.3846 0.4661 0.4215 1652 0.0 0.0 0.0 2 0.3534 0.6528 0.4585 144 0.6667 0.5614 0.6095 171 0.0 0.0 0.0 3 0.5275 0.9097 0.6678 421 0.0 0.0 0.0 49 0.8787 0.9002 0.8893 491 0.0 0.0 0.0 11 0.4932 0.5539 0.5218 0.9491
0.1817 0.11 1500 0.2025 0.4433 0.8269 0.5772 52 0.0 0.0 0.0 7 0.7941 0.8308 0.8120 65 0.0 0.0 0.0 7 0.2241 0.6602 0.3346 206 0.1538 0.2326 0.1852 43 0.4561 0.6816 0.5465 1652 0.0 0.0 0.0 2 0.0042 0.0069 0.0052 144 0.6522 0.7018 0.6761 171 0.0 0.0 0.0 3 0.5671 0.8527 0.6812 421 0.0 0.0 0.0 49 0.7623 0.9470 0.8447 491 0.0 0.0 0.0 11 0.4654 0.6961 0.5579 0.9563
0.1552 0.15 2000 0.1581 0.6119 0.7885 0.6891 52 0.0 0.0 0.0 7 0.8235 0.8615 0.8421 65 0.0 0.0 0.0 7 0.4979 0.5680 0.5306 206 0.4795 0.8140 0.6034 43 0.4876 0.7960 0.6047 1652 0.0 0.0 0.0 2 0.5682 0.6944 0.625 144 0.4692 0.8012 0.5918 171 0.0 0.0 0.0 3 0.5321 0.9240 0.6753 421 0.0 0.0 0.0 49 0.7951 0.9328 0.8585 491 0.0 0.0 0.0 11 0.5345 0.7966 0.6398 0.9622
0.1567 0.19 2500 0.1619 0.6032 0.7308 0.6609 52 0.0 0.0 0.0 7 0.8133 0.9385 0.8714 65 0.0 0.0 0.0 7 0.6257 0.5680 0.5954 206 0.1379 0.1860 0.1584 43 0.5788 0.7512 0.6538 1652 0.0 0.0 0.0 2 0.4981 0.9097 0.6437 144 0.7233 0.8713 0.7905 171 0.0 0.0 0.0 3 0.7723 0.9264 0.8423 421 0.0 0.0 0.0 49 0.7523 0.9837 0.8526 491 0.0 0.0 0.0 11 0.6308 0.7876 0.7006 0.9628
0.1588 0.22 3000 0.1409 0.4050 0.9423 0.5665 52 0.0 0.0 0.0 7 0.5962 0.9538 0.7337 65 0.0 0.0 0.0 7 0.6805 0.7961 0.7338 206 0.5821 0.9070 0.7091 43 0.6291 0.7712 0.6930 1652 0.0 0.0 0.0 2 0.6902 0.8819 0.7744 144 0.5737 0.8421 0.6825 171 0.0 0.0 0.0 3 0.5678 0.9454 0.7094 421 0.0 0.0 0.0 49 0.8582 0.9735 0.9122 491 0.0 0.0 0.0 11 0.6300 0.8228 0.7136 0.9664
0.1257 0.26 3500 0.1417 0.5541 0.7885 0.6508 52 0.0 0.0 0.0 7 0.6854 0.9385 0.7922 65 0.0 0.0 0.0 7 0.6828 0.7524 0.7159 206 0.5217 0.8372 0.6429 43 0.6314 0.7155 0.6708 1652 0.0 0.0 0.0 2 0.5261 0.9097 0.6667 144 0.7562 0.8889 0.8172 171 0.0 0.0 0.0 3 0.7435 0.9501 0.8342 421 0.0 0.0 0.0 49 0.7325 0.9817 0.8390 491 0.0 0.0 0.0 11 0.6627 0.7942 0.7225 0.9658
0.1229 0.3 4000 0.1455 0.6567 0.8462 0.7395 52 0.0 0.0 0.0 7 0.7391 0.7846 0.7612 65 0.0 0.0 0.0 7 0.6858 0.7524 0.7176 206 0.4321 0.8140 0.5645 43 0.6740 0.7809 0.7235 1652 0.0 0.0 0.0 2 0.6452 0.8333 0.7273 144 0.5455 0.5614 0.5533 171 0.0 0.0 0.0 3 0.7697 0.8575 0.8112 421 0.3645 0.7959 0.5 49 0.6948 0.9735 0.8109 491 0.0 0.0 0.0 11 0.6684 0.8029 0.7295 0.9667
0.1323 0.34 4500 0.1323 0.6719 0.8269 0.7414 52 0.0 0.0 0.0 7 0.7910 0.8154 0.8030 65 0.0 0.0 0.0 7 0.6064 0.7330 0.6637 206 0.74 0.8605 0.7957 43 0.6802 0.7391 0.7084 1652 0.0 0.0 0.0 2 0.5935 0.5069 0.5468 144 0.7826 0.7368 0.7590 171 0.0 0.0 0.0 3 0.7783 0.8171 0.7972 421 0.3810 0.8163 0.5195 49 0.8368 0.9715 0.8992 491 0.0 0.0 0.0 11 0.7049 0.7717 0.7368 0.9680
0.1379 0.37 5000 0.1088 0.5930 0.9808 0.7391 52 0.0 0.0 0.0 7 0.725 0.8923 0.8 65 0.0 0.0 0.0 7 0.7619 0.6990 0.7291 206 0.5556 0.9302 0.6957 43 0.6551 0.8360 0.7346 1652 0.0 0.0 0.0 2 0.7127 0.8958 0.7938 144 0.7989 0.8596 0.8282 171 0.0 0.0 0.0 3 0.7665 0.9359 0.8428 421 0.3729 0.4490 0.4074 49 0.7278 0.9695 0.8314 491 0.0 0.0 0.0 11 0.6886 0.8550 0.7629 0.9738
0.1162 0.41 5500 0.1205 0.5765 0.9423 0.7153 52 0.0 0.0 0.0 7 0.8026 0.9385 0.8652 65 0.0 0.0 0.0 7 0.7960 0.7767 0.7862 206 0.6032 0.8837 0.7170 43 0.6724 0.8099 0.7348 1652 0.0 0.0 0.0 2 0.6791 0.8819 0.7674 144 0.8041 0.9123 0.8548 171 0.0 0.0 0.0 3 0.7188 0.9287 0.8104 421 0.5714 0.8163 0.6723 49 0.8088 0.9735 0.8835 491 0.0 0.0 0.0 11 0.7033 0.8538 0.7713 0.9711
0.1128 0.45 6000 0.1165 0.6575 0.9231 0.768 52 0.0 0.0 0.0 7 0.7143 0.9231 0.8054 65 0.0 0.0 0.0 7 0.7703 0.7816 0.7759 206 0.6724 0.9070 0.7723 43 0.6634 0.7706 0.7130 1652 0.0 0.0 0.0 2 0.6580 0.8819 0.7537 144 0.8434 0.8187 0.8309 171 0.0 0.0 0.0 3 0.8032 0.9596 0.8745 421 0.6066 0.7551 0.6727 49 0.8554 0.9756 0.9115 491 0.0 0.0 0.0 11 0.7201 0.8327 0.7723 0.9736
0.11 0.49 6500 0.1374 0.7167 0.8269 0.7679 52 0.0 0.0 0.0 7 0.7273 0.8615 0.7887 65 0.0 0.0 0.0 7 0.7592 0.7039 0.7305 206 0.725 0.6744 0.6988 43 0.6129 0.7524 0.6755 1652 0.0 0.0 0.0 2 0.7151 0.8542 0.7785 144 0.7919 0.8012 0.7965 171 0.0 0.0 0.0 3 0.7821 0.9549 0.8599 421 0.0 0.0 0.0 49 0.6880 0.9837 0.8097 491 0.0 0.0 0.0 11 0.6710 0.8005 0.7300 0.9680
0.1152 0.52 7000 0.1152 0.6933 1.0 0.8189 52 0.0 0.0 0.0 7 0.6374 0.8923 0.7436 65 0.0 0.0 0.0 7 0.6103 0.6311 0.6205 206 0.6739 0.7209 0.6966 43 0.6969 0.7960 0.7431 1652 0.0 0.0 0.0 2 0.7721 0.7292 0.75 144 0.8526 0.7778 0.8135 171 0.0192 0.3333 0.0364 3 0.8549 0.9097 0.8815 421 0.4706 0.8163 0.5970 49 0.8625 0.9837 0.9191 491 0.0 0.0 0.0 11 0.7271 0.8216 0.7715 0.9722
0.1084 0.56 7500 0.1073 0.75 0.8077 0.7778 52 0.0 0.0 0.0 7 0.6484 0.9077 0.7564 65 0.0 0.0 0.0 7 0.7313 0.8058 0.7667 206 0.6452 0.9302 0.7619 43 0.6933 0.8196 0.7512 1652 0.0 0.0 0.0 2 0.6818 0.9375 0.7895 144 0.6872 0.9123 0.7839 171 0.0 0.0 0.0 3 0.8789 0.9477 0.9120 421 0.7451 0.7755 0.76 49 0.8374 0.9857 0.9055 491 0.0 0.0 0.0 11 0.7277 0.8643 0.7902 0.9741
0.0789 0.6 8000 0.0958 0.7719 0.8462 0.8073 52 0.0 0.0 0.0 7 0.7403 0.8769 0.8028 65 0.0 0.0 0.0 7 0.7731 0.8107 0.7915 206 0.74 0.8605 0.7957 43 0.7408 0.7924 0.7657 1652 0.0 0.0 0.0 2 0.6749 0.9514 0.7896 144 0.8011 0.8480 0.8239 171 0.0 0.0 0.0 3 0.8299 0.9620 0.8911 421 0.5686 0.5918 0.58 49 0.8770 0.9878 0.9291 491 0.0 0.0 0.0 11 0.7700 0.8469 0.8066 0.9760
0.1149 0.64 8500 0.1334 1.0 0.7692 0.8696 52 0.0 0.0 0.0 7 0.6795 0.8154 0.7413 65 0.0 0.0 0.0 7 0.7336 0.7621 0.7476 206 0.3824 0.6047 0.4685 43 0.6318 0.5454 0.5854 1652 0.0 0.0 0.0 2 0.8227 0.8056 0.8140 144 0.7707 0.7076 0.7378 171 0.0 0.0 0.0 3 0.8776 0.9026 0.8899 421 0.6129 0.7755 0.6847 49 0.8339 0.9817 0.9018 491 0.0 0.0 0.0 11 0.7231 0.6961 0.7094 0.9673
0.1155 0.67 9000 0.1052 0.6267 0.9038 0.7402 52 0.0 0.0 0.0 7 0.7294 0.9538 0.8267 65 0.0 0.0 0.0 7 0.7232 0.7864 0.7535 206 0.7391 0.7907 0.7640 43 0.7494 0.7312 0.7402 1652 0.0 0.0 0.0 2 0.7531 0.8472 0.7974 144 0.8708 0.9064 0.8883 171 0.0 0.0 0.0 3 0.8340 0.9667 0.8955 421 0.5714 0.5714 0.5714 49 0.8709 0.9756 0.9203 491 0.0 0.0 0.0 11 0.7664 0.8135 0.7893 0.9742
0.0926 0.71 9500 0.1048 0.6438 0.9038 0.752 52 0.0 0.0 0.0 7 0.6610 0.6 0.6290 65 0.0 0.0 0.0 7 0.7541 0.6699 0.7095 206 0.7308 0.8837 0.8 43 0.6768 0.8456 0.7519 1652 0.0 0.0 0.0 2 0.7119 0.875 0.7850 144 0.8343 0.8830 0.8580 171 0.0 0.0 0.0 3 0.8712 0.9477 0.9078 421 0.7193 0.8367 0.7736 49 0.8476 0.9857 0.9115 491 0.0 0.0 0.0 11 0.7322 0.8604 0.7911 0.9760
0.0982 0.75 10000 0.0985 0.6533 0.9423 0.7717 52 0.0 0.0 0.0 7 0.7027 0.8 0.7482 65 0.0 0.0 0.0 7 0.7671 0.8155 0.7906 206 0.7143 0.9302 0.8081 43 0.7465 0.8039 0.7741 1652 0.0 0.0 0.0 2 0.6507 0.9444 0.7705 144 0.9106 0.9532 0.9314 171 0.0 0.0 0.0 3 0.8008 0.9264 0.8590 421 0.5641 0.8980 0.6929 49 0.8460 0.9735 0.9053 491 0.0 0.0 0.0 11 0.7633 0.8568 0.8074 0.9769
0.085 0.79 10500 0.0972 0.6184 0.9038 0.7344 52 0.0 0.0 0.0 7 0.8154 0.8154 0.8154 65 0.0 0.0 0.0 7 0.7236 0.8641 0.7876 206 0.7755 0.8837 0.8261 43 0.7544 0.8105 0.7814 1652 0.0 0.0 0.0 2 0.7081 0.9097 0.7964 144 0.8778 0.9240 0.9003 171 0.0 0.0 0.0 3 0.8976 0.9572 0.9264 421 0.8039 0.8367 0.8200 49 0.8432 0.9857 0.9089 491 0.1111 0.0909 0.1000 11 0.7852 0.8643 0.8229 0.9779
0.0981 0.82 11000 0.1092 0.6944 0.9615 0.8065 52 0.2 0.1429 0.1667 7 0.7262 0.9385 0.8188 65 0.0 0.0 0.0 7 0.6842 0.8835 0.7712 206 0.6667 0.7907 0.7234 43 0.7117 0.8251 0.7642 1652 0.0 0.0 0.0 2 0.7159 0.875 0.7875 144 0.9337 0.9064 0.9199 171 0.0 0.0 0.0 3 0.7175 0.9715 0.8254 421 0.0 0.0 0.0 49 0.8620 0.9796 0.9171 491 0.0 0.0 0.0 11 0.7399 0.8610 0.7959 0.9737
0.0892 0.86 11500 0.0969 0.6049 0.9423 0.7368 52 0.4545 0.7143 0.5556 7 0.0 0.0 0.0 65 0.0 0.0 0.0 7 0.8 0.8155 0.8077 206 0.8696 0.9302 0.8989 43 0.6975 0.8571 0.7691 1652 0.0 0.0 0.0 2 0.7397 0.75 0.7448 144 0.8841 0.8480 0.8657 171 0.0 0.0 0.0 3 0.8821 0.9596 0.9192 421 0.9474 0.7347 0.8276 49 0.8251 0.9511 0.8836 491 0.25 0.1818 0.2105 11 0.7557 0.8544 0.8020 0.9759
0.0924 0.9 12000 0.0971 0.7059 0.9231 0.8000 52 0.4615 0.8571 0.6 7 0.8108 0.9231 0.8633 65 0.0 0.0 0.0 7 0.7331 0.8932 0.8053 206 0.8 0.9302 0.8602 43 0.7544 0.8535 0.8009 1652 0.0 0.0 0.0 2 0.7697 0.8819 0.8220 144 0.8947 0.8947 0.8947 171 0.0 0.0 0.0 3 0.7758 0.9454 0.8522 421 0.4516 0.8571 0.5915 49 0.8618 0.9776 0.9160 491 0.08 0.1818 0.1111 11 0.7664 0.8875 0.8225 0.9782
0.0784 0.94 12500 0.1113 0.6623 0.9808 0.7907 52 0.6667 0.8571 0.75 7 0.8406 0.8923 0.8657 65 0.0 0.0 0.0 7 0.6865 0.8398 0.7555 206 0.7547 0.9302 0.8333 43 0.7858 0.7863 0.7861 1652 0.0 0.0 0.0 2 0.8026 0.8472 0.8243 144 0.8629 0.8830 0.8728 171 0.0 0.0 0.0 3 0.8462 0.9406 0.8909 421 0.56 0.8571 0.6774 49 0.9119 0.9695 0.9398 491 0.0 0.0 0.0 11 0.8022 0.8466 0.8238 0.9774
0.1063 0.97 13000 0.0932 0.6538 0.9808 0.7846 52 0.0 0.0 0.0 7 0.7838 0.8923 0.8345 65 0.0 0.0 0.0 7 0.7738 0.8301 0.8009 206 0.75 0.8372 0.7912 43 0.6979 0.8529 0.7676 1652 0.0 0.0 0.0 2 0.7086 0.8611 0.7774 144 0.8703 0.9415 0.9045 171 0.0 0.0 0.0 3 0.6184 0.8931 0.7308 421 0.2424 0.1633 0.1951 49 0.8511 0.9776 0.9100 491 0.0 0.0 0.0 11 0.7176 0.8646 0.7843 0.9760
0.0765 1.01 13500 0.0892 0.6806 0.9423 0.7903 52 0.0 0.0 0.0 7 0.6714 0.7231 0.6963 65 0.0 0.0 0.0 7 0.8416 0.8252 0.8333 206 0.7917 0.8837 0.8352 43 0.7330 0.8559 0.7897 1652 0.0 0.0 0.0 2 0.7105 0.9375 0.8084 144 0.8757 0.9474 0.9101 171 0.125 1.0 0.2222 3 0.8769 0.9810 0.9260 421 0.5970 0.8163 0.6897 49 0.8761 0.9796 0.925 491 0.0 0.0 0.0 11 0.7696 0.8881 0.8246 0.9790
0.0677 1.05 14000 0.0804 0.6667 0.9231 0.7742 52 0.3333 0.7143 0.4545 7 0.7941 0.8308 0.8120 65 0.0 0.0 0.0 7 0.8112 0.7718 0.7910 206 0.7234 0.7907 0.7556 43 0.7725 0.8487 0.8088 1652 0.0 0.0 0.0 2 0.7949 0.8611 0.8267 144 0.9401 0.9181 0.9290 171 0.1765 1.0 0.3 3 0.8613 0.9739 0.9142 421 0.4868 0.7551 0.592 49 0.8881 0.9857 0.9344 491 0.2222 0.1818 0.2000 11 0.7978 0.8782 0.8360 0.9805
0.0544 1.09 14500 0.0924 0.9216 0.9038 0.9126 52 0.1875 0.4286 0.2609 7 0.7973 0.9077 0.8489 65 0.0 0.0 0.0 7 0.7511 0.8641 0.8036 206 0.78 0.9070 0.8387 43 0.7361 0.8747 0.7994 1652 0.0 0.0 0.0 2 0.6569 0.9306 0.7701 144 0.9253 0.9415 0.9333 171 0.0 0.0 0.0 3 0.9146 0.9667 0.9400 421 0.6308 0.8367 0.7193 49 0.8121 0.9857 0.8905 491 0.0833 0.1818 0.1143 11 0.7679 0.9025 0.8298 0.9793
0.0797 1.12 15000 0.0851 0.9057 0.9231 0.9143 52 0.0 0.0 0.0 7 0.7294 0.9538 0.8267 65 0.5 0.5714 0.5333 7 0.7909 0.8447 0.8169 206 0.8125 0.9070 0.8571 43 0.8104 0.8432 0.8265 1652 0.0 0.0 0.0 2 0.7 0.8264 0.7580 144 0.8804 0.9474 0.9127 171 0.2222 0.6667 0.3333 3 0.8834 0.9359 0.9089 421 0.5056 0.9184 0.6522 49 0.8436 0.9776 0.9057 491 0.0625 0.0909 0.0741 11 0.8077 0.8794 0.8420 0.9793
0.0544 1.16 15500 0.0905 0.7 0.9423 0.8033 52 0.0 0.0 0.0 7 0.6421 0.9385 0.7625 65 0.25 0.2857 0.2667 7 0.8018 0.8447 0.8227 206 0.7273 0.9302 0.8163 43 0.7642 0.8571 0.8080 1652 0.0 0.0 0.0 2 0.8098 0.9167 0.8599 144 0.9261 0.9532 0.9395 171 0.0 0.0 0.0 3 0.6976 0.9810 0.8154 421 0.6066 0.7551 0.6727 49 0.8948 0.9878 0.9390 491 0.3636 0.3636 0.3636 11 0.7664 0.8953 0.8259 0.9793
0.0815 1.2 16000 0.0799 0.9804 0.9615 0.9709 52 0.0 0.0 0.0 7 0.6593 0.9231 0.7692 65 0.0 0.0 0.0 7 0.825 0.8010 0.8128 206 0.6667 0.9302 0.7767 43 0.7140 0.8523 0.7770 1652 0.0 0.0 0.0 2 0.7016 0.9306 0.8000 144 0.9096 0.9415 0.9253 171 0.3 1.0 0.4615 3 0.7203 0.9359 0.8140 421 0.3193 0.7755 0.4524 49 0.8548 0.9470 0.8986 491 0.5 0.4545 0.4762 11 0.7339 0.8794 0.8001 0.9780
0.0647 1.24 16500 0.0739 0.8889 0.9231 0.9057 52 0.0 0.0 0.0 7 0.7692 0.9231 0.8392 65 0.0 0.0 0.0 7 0.8077 0.8155 0.8116 206 0.8 0.9302 0.8602 43 0.7750 0.8717 0.8205 1652 0.0 0.0 0.0 2 0.8467 0.8819 0.8639 144 0.92 0.9415 0.9306 171 0.0682 1.0 0.1277 3 0.8515 0.9810 0.9117 421 0.9318 0.8367 0.8817 49 0.9120 0.9919 0.9502 491 0.1875 0.2727 0.2222 11 0.8066 0.8998 0.8507 0.9820
0.0532 1.27 17000 0.0870 0.8491 0.8654 0.8571 52 0.0 0.0 0.0 7 0.8657 0.8923 0.8788 65 0.5714 0.5714 0.5714 7 0.7404 0.8447 0.7891 206 0.8163 0.9302 0.8696 43 0.8296 0.8547 0.8420 1652 0.0 0.0 0.0 2 0.8217 0.8958 0.8571 144 0.8931 0.8304 0.8606 171 0.0 0.0 0.0 3 0.8369 0.9382 0.8847 421 0.9574 0.9184 0.9375 49 0.9026 0.9817 0.9405 491 0.5714 0.3636 0.4444 11 0.8367 0.8815 0.8585 0.9810
0.0673 1.31 17500 0.0851 0.8929 0.9615 0.9259 52 0.5714 0.5714 0.5714 7 0.7024 0.9077 0.7919 65 0.4 0.2857 0.3333 7 0.7817 0.8689 0.8230 206 0.7959 0.9070 0.8478 43 0.8198 0.8511 0.8352 1652 0.0 0.0 0.0 2 0.7738 0.9028 0.8333 144 0.9162 0.9591 0.9371 171 0.0 0.0 0.0 3 0.8655 0.9786 0.9186 421 0.775 0.6327 0.6966 49 0.8377 0.9776 0.9023 491 0.2143 0.2727 0.2400 11 0.8231 0.8902 0.8553 0.9816
0.0715 1.35 18000 0.0821 0.8868 0.9038 0.8952 52 0.1 1.0 0.1818 7 0.6778 0.9385 0.7871 65 0.8 0.5714 0.6667 7 0.7653 0.7913 0.7780 206 0.78 0.9070 0.8387 43 0.7410 0.8989 0.8124 1652 0.0 0.0 0.0 2 0.7458 0.9167 0.8224 144 0.8713 0.8713 0.8713 171 0.2727 1.0 0.4286 3 0.8008 0.9644 0.875 421 0.4333 0.7959 0.5612 49 0.8920 0.9756 0.9319 491 0.8333 0.4545 0.5882 11 0.7578 0.9082 0.8262 0.9793
0.0778 1.39 18500 0.0661 0.9074 0.9423 0.9245 52 0.0714 0.1429 0.0952 7 0.8 0.9231 0.8571 65 1.0 0.2857 0.4444 7 0.8757 0.7864 0.8286 206 0.7547 0.9302 0.8333 43 0.7831 0.8674 0.8231 1652 0.0 0.0 0.0 2 0.8323 0.9306 0.8787 144 0.8859 0.9532 0.9183 171 0.1875 1.0 0.3158 3 0.9138 0.9572 0.9350 421 0.7963 0.8776 0.8350 49 0.8544 0.9919 0.9180 491 0.2 0.1818 0.1905 11 0.8172 0.8971 0.8553 0.9829
0.0672 1.42 19000 0.0841 0.6538 0.9808 0.7846 52 0.2593 1.0 0.4118 7 0.6703 0.9385 0.7821 65 0.4 0.2857 0.3333 7 0.8162 0.7330 0.7724 206 0.8696 0.9302 0.8989 43 0.7510 0.8747 0.8082 1652 0.0 0.0 0.0 2 0.7432 0.9444 0.8318 144 0.8477 0.9766 0.9076 171 0.1579 1.0 0.2727 3 0.8103 0.9739 0.8846 421 0.6327 0.6327 0.6327 49 0.7970 0.9674 0.8740 491 0.1190 0.4545 0.1887 11 0.7558 0.8977 0.8207 0.9787
0.0802 1.46 19500 0.0682 0.8276 0.9231 0.8727 52 0.4615 0.8571 0.6 7 0.7468 0.9077 0.8194 65 0.3333 0.2857 0.3077 7 0.7621 0.8398 0.7991 206 0.9091 0.9302 0.9195 43 0.7958 0.8801 0.8359 1652 0.0 0.0 0.0 2 0.7735 0.9722 0.8615 144 0.9357 0.9357 0.9357 171 0.3333 1.0 0.5 3 0.8385 0.9620 0.8960 421 0.5556 0.9184 0.6923 49 0.8845 0.9674 0.9241 491 0.2778 0.4545 0.3448 11 0.8074 0.9070 0.8543 0.9819
0.0886 1.5 20000 0.0633 0.9259 0.9615 0.9434 52 0.0 0.0 0.0 7 0.7568 0.8615 0.8058 65 0.5714 0.5714 0.5714 7 0.8980 0.8544 0.8756 206 0.9302 0.9302 0.9302 43 0.8470 0.8916 0.8688 1652 0.25 1.0 0.4 2 0.8373 0.9653 0.8968 144 0.9032 0.9825 0.9412 171 0.0 0.0 0.0 3 0.9044 0.9667 0.9346 421 0.7931 0.9388 0.8598 49 0.8342 0.9939 0.9071 491 0.1053 0.3636 0.1633 11 0.8471 0.9185 0.8814 0.9833
0.0525 1.54 20500 0.0632 0.8197 0.9615 0.8850 52 0.7 1.0 0.8235 7 0.6742 0.9231 0.7792 65 0.4444 0.5714 0.5 7 0.7819 0.9223 0.8463 206 0.6721 0.9535 0.7885 43 0.8220 0.8723 0.8464 1652 0.0909 0.5 0.1538 2 0.7812 0.8681 0.8224 144 0.9180 0.9825 0.9492 171 0.0 0.0 0.0 3 0.8838 0.9572 0.9190 421 0.5 0.9592 0.6573 49 0.8173 0.9837 0.8928 491 0.25 0.3636 0.2963 11 0.8092 0.9097 0.8565 0.9828
0.0664 1.57 21000 0.0671 0.8197 0.9615 0.8850 52 0.5385 1.0 0.7000 7 0.6778 0.9385 0.7871 65 0.375 0.4286 0.4000 7 0.7932 0.9126 0.8488 206 0.72 0.8372 0.7742 43 0.7546 0.8935 0.8182 1652 0.0 0.0 0.0 2 0.7571 0.9306 0.8349 144 0.8777 0.9649 0.9192 171 0.0 0.0 0.0 3 0.8867 0.9667 0.9250 421 0.8846 0.9388 0.9109 49 0.8199 0.9919 0.8977 491 0.3333 0.4545 0.3846 11 0.7829 0.9221 0.8468 0.9830
0.0524 1.61 21500 0.0674 0.8305 0.9423 0.8829 52 0.5833 1.0 0.7368 7 0.7763 0.9077 0.8369 65 0.375 0.4286 0.4000 7 0.8889 0.8544 0.8713 206 0.7692 0.9302 0.8421 43 0.8235 0.8838 0.8526 1652 0.0 0.0 0.0 2 0.9041 0.9167 0.9103 144 0.9527 0.9415 0.9471 171 0.4286 1.0 0.6 3 0.9470 0.9762 0.9614 421 0.7857 0.8980 0.8381 49 0.8857 0.9939 0.9367 491 0.5 0.4545 0.4762 11 0.8555 0.9140 0.8838 0.9844
0.0603 1.65 22000 0.0735 0.7812 0.9615 0.8621 52 0.0 0.0 0.0 7 0.9206 0.8923 0.9062 65 0.8 0.5714 0.6667 7 0.8062 0.8883 0.8453 206 0.6721 0.9535 0.7885 43 0.8402 0.8051 0.8223 1652 0.0 0.0 0.0 2 0.8036 0.9375 0.8654 144 0.9167 0.9649 0.9402 171 0.3 1.0 0.4615 3 0.9249 0.9359 0.9303 421 0.7077 0.9388 0.8070 49 0.9198 0.9817 0.9498 491 0.6667 0.5455 0.6 11 0.8558 0.8715 0.8636 0.9822
0.0674 1.69 22500 0.0639 0.8103 0.9038 0.8545 52 0.2 0.2857 0.2353 7 0.7838 0.8923 0.8345 65 1.0 0.5714 0.7273 7 0.8852 0.8981 0.8916 206 0.8163 0.9302 0.8696 43 0.8393 0.8759 0.8572 1652 0.0 0.0 0.0 2 0.8618 0.9097 0.8851 144 0.8771 0.9181 0.8971 171 0.0 0.0 0.0 3 0.9400 0.9667 0.9532 421 0.9388 0.9388 0.9388 49 0.9030 0.9857 0.9426 491 0.3846 0.4545 0.4167 11 0.8633 0.9064 0.8844 0.9843
0.0693 1.72 23000 0.0773 0.7143 0.9615 0.8197 52 0.8571 0.8571 0.8571 7 0.8356 0.9385 0.8841 65 0.625 0.7143 0.6667 7 0.8009 0.8786 0.8380 206 0.7119 0.9767 0.8235 43 0.7847 0.9001 0.8385 1652 0.0 0.0 0.0 2 0.7640 0.9444 0.8447 144 0.8836 0.9766 0.9278 171 0.0 0.0 0.0 3 0.7143 0.9501 0.8155 421 0.3780 0.9796 0.5455 49 0.8134 0.9674 0.8837 491 0.5714 0.3636 0.4444 11 0.7688 0.9212 0.8381 0.9808
0.0383 1.76 23500 0.0667 0.6410 0.9615 0.7692 52 0.7143 0.7143 0.7143 7 0.7692 0.9231 0.8392 65 0.8333 0.7143 0.7692 7 0.8326 0.8689 0.8504 206 0.7636 0.9767 0.8571 43 0.8580 0.8777 0.8677 1652 0.0 0.0 0.0 2 0.8571 0.9167 0.8859 144 0.9405 0.9240 0.9322 171 0.0 0.0 0.0 3 0.8901 0.9810 0.9333 421 0.88 0.8980 0.8889 49 0.9112 0.9817 0.9451 491 0.3636 0.3636 0.3636 11 0.8628 0.9097 0.8856 0.9845
0.0496 1.8 24000 0.0712 0.8 0.9231 0.8571 52 0.8571 0.8571 0.8571 7 0.7262 0.9385 0.8188 65 0.7143 0.7143 0.7143 7 0.8390 0.8350 0.8370 206 0.8889 0.9302 0.9091 43 0.8522 0.8692 0.8607 1652 0.0 0.0 0.0 2 0.8867 0.9236 0.9048 144 0.9598 0.9766 0.9681 171 0.0 0.0 0.0 3 0.8963 0.9857 0.9389 421 0.7015 0.9592 0.8103 49 0.9412 0.9776 0.9590 491 0.25 0.5455 0.3429 11 0.8659 0.9073 0.8861 0.9848
0.0465 1.84 24500 0.0612 0.6667 0.9615 0.7874 52 0.75 0.8571 0.8000 7 0.7625 0.9385 0.8414 65 0.7143 0.7143 0.7143 7 0.8287 0.8689 0.8483 206 0.7407 0.9302 0.8247 43 0.8236 0.8904 0.8557 1652 0.0 0.0 0.0 2 0.7919 0.9514 0.8644 144 0.9326 0.9708 0.9513 171 0.0513 0.6667 0.0952 3 0.9079 0.9834 0.9441 421 0.8958 0.8776 0.8866 49 0.9186 0.9878 0.9519 491 0.1765 0.2727 0.2143 11 0.8355 0.9212 0.8762 0.9853
0.0446 1.87 25000 0.0662 0.6410 0.9615 0.7692 52 0.6364 1.0 0.7778 7 0.8732 0.9538 0.9118 65 0.8333 0.7143 0.7692 7 0.9378 0.8786 0.9073 206 0.8333 0.9302 0.8791 43 0.8362 0.8747 0.8550 1652 0.0 0.0 0.0 2 0.8447 0.9444 0.8918 144 0.9598 0.9766 0.9681 171 0.0 0.0 0.0 3 0.92 0.9834 0.9506 421 0.9070 0.7959 0.8478 49 0.9186 0.9878 0.9519 491 0.3636 0.3636 0.3636 11 0.8659 0.9131 0.8889 0.9851
0.0496 1.91 25500 0.0653 0.7612 0.9808 0.8571 52 0.875 1.0 0.9333 7 0.8472 0.9385 0.8905 65 0.5 0.5714 0.5333 7 0.9158 0.8981 0.9069 206 0.8367 0.9535 0.8913 43 0.8487 0.8729 0.8606 1652 0.0 0.0 0.0 2 0.8889 0.9444 0.9158 144 0.9586 0.9474 0.9529 171 0.0 0.0 0.0 3 0.9077 0.9810 0.9429 421 0.7895 0.9184 0.8491 49 0.9120 0.9919 0.9502 491 0.5 0.2727 0.3529 11 0.8714 0.9137 0.8921 0.9854
0.0689 1.95 26000 0.0689 0.8596 0.9423 0.8991 52 0.875 1.0 0.9333 7 0.7887 0.8615 0.8235 65 0.5714 0.5714 0.5714 7 0.9064 0.8932 0.8998 206 0.8367 0.9535 0.8913 43 0.8217 0.9122 0.8646 1652 0.0 0.0 0.0 2 0.8232 0.9375 0.8766 144 0.9222 0.9708 0.9459 171 0.0 0.0 0.0 3 0.8827 0.9834 0.9303 421 0.9744 0.7755 0.8636 49 0.8574 0.9919 0.9197 491 0.4286 0.2727 0.3333 11 0.8441 0.9299 0.8849 0.9842
0.0465 1.99 26500 0.1060 0.8136 0.9231 0.8649 52 0.5 1.0 0.6667 7 0.7778 0.8615 0.8175 65 0.7143 0.7143 0.7143 7 0.8552 0.9175 0.8852 206 0.82 0.9535 0.8817 43 0.8698 0.8977 0.8835 1652 0.0 0.0 0.0 2 0.8904 0.9028 0.8966 144 0.9643 0.9474 0.9558 171 0.0 0.0 0.0 3 0.7361 0.9739 0.8384 421 0.25 0.0612 0.0984 49 0.8832 0.9552 0.9178 491 0.1 0.1818 0.1290 11 0.8384 0.9040 0.8700 0.9796
0.0448 2.02 27000 0.0686 0.7385 0.9231 0.8205 52 0.625 0.7143 0.6667 7 0.8714 0.9385 0.9037 65 0.625 0.7143 0.6667 7 0.8545 0.9126 0.8826 206 0.6727 0.8605 0.7551 43 0.8778 0.8959 0.8868 1652 0.0 0.0 0.0 2 0.9116 0.9306 0.9210 144 0.9538 0.9649 0.9593 171 0.0 0.0 0.0 3 0.9157 0.9549 0.9349 421 0.875 0.8571 0.8660 49 0.8855 0.9919 0.9356 491 0.4 0.3636 0.3810 11 0.8790 0.9200 0.8990 0.9854
0.0379 2.06 27500 0.0633 0.8421 0.9231 0.8807 52 0.2308 0.4286 0.3 7 0.8824 0.9231 0.9023 65 0.4545 0.7143 0.5556 7 0.8451 0.9272 0.8843 206 0.7037 0.8837 0.7835 43 0.8901 0.8674 0.8786 1652 0.0 0.0 0.0 2 0.8303 0.9514 0.8867 144 0.9706 0.9649 0.9677 171 0.3333 1.0 0.5 3 0.9300 0.9786 0.9537 421 0.9149 0.8776 0.8958 49 0.8385 0.9939 0.9096 491 0.2 0.3636 0.2581 11 0.8719 0.9116 0.8913 0.9859
0.0352 2.1 28000 0.0653 0.8772 0.9615 0.9174 52 0.5556 0.7143 0.6250 7 0.8158 0.9538 0.8794 65 0.75 0.8571 0.8000 7 0.8733 0.9369 0.9040 206 0.8913 0.9535 0.9213 43 0.8272 0.9128 0.8679 1652 0.0 0.0 0.0 2 0.8824 0.9375 0.9091 144 0.9706 0.9649 0.9677 171 0.375 1.0 0.5455 3 0.8790 0.9834 0.9283 421 0.9 0.9184 0.9091 49 0.8692 0.9878 0.9247 491 0.25 0.4545 0.3226 11 0.8493 0.9377 0.8913 0.9844
0.0328 2.14 28500 0.0599 0.8772 0.9615 0.9174 52 0.7143 0.7143 0.7143 7 0.8806 0.9077 0.8939 65 0.5556 0.7143 0.6250 7 0.8804 0.8932 0.8867 206 0.8542 0.9535 0.9011 43 0.8680 0.9074 0.8872 1652 0.0 0.0 0.0 2 0.85 0.9444 0.8947 144 0.9701 0.9474 0.9586 171 0.2727 1.0 0.4286 3 0.9452 0.9834 0.9639 421 0.6714 0.9592 0.7899 49 0.8937 0.9756 0.9328 491 0.5 0.4545 0.4762 11 0.8786 0.9293 0.9032 0.9867
0.0473 2.17 29000 0.0595 0.7692 0.9615 0.8547 52 0.2222 0.2857 0.25 7 0.8493 0.9538 0.8986 65 0.6667 0.5714 0.6154 7 0.8889 0.9320 0.9100 206 0.8367 0.9535 0.8913 43 0.8341 0.9189 0.8744 1652 0.0 0.0 0.0 2 0.8466 0.9583 0.8990 144 0.9711 0.9825 0.9767 171 0.2143 1.0 0.3529 3 0.9234 0.9739 0.9480 421 0.75 0.9184 0.8257 49 0.8844 0.9817 0.9305 491 0.5556 0.4545 0.5 11 0.8557 0.9386 0.8953 0.9855
0.0511 2.21 29500 0.0668 0.6849 0.9615 0.8000 52 0.1522 1.0 0.2642 7 0.7561 0.9538 0.8435 65 0.75 0.8571 0.8000 7 0.8761 0.9272 0.9009 206 0.8039 0.9535 0.8723 43 0.8154 0.9195 0.8643 1652 0.0 0.0 0.0 2 0.8491 0.9375 0.8911 144 0.9709 0.9766 0.9738 171 0.2727 1.0 0.4286 3 0.8939 0.9810 0.9354 421 0.5789 0.8980 0.704 49 0.8403 0.9857 0.9072 491 0.5 0.4545 0.4762 11 0.8214 0.9407 0.8770 0.9845
0.0369 2.25 30000 0.0695 0.6579 0.9615 0.7812 52 0.875 1.0 0.9333 7 0.8732 0.9538 0.9118 65 0.625 0.7143 0.6667 7 0.9154 0.8932 0.9042 206 0.9535 0.9535 0.9535 43 0.8883 0.9001 0.8942 1652 0.0 0.0 0.0 2 0.9013 0.9514 0.9257 144 0.9527 0.9415 0.9471 171 0.375 1.0 0.5455 3 0.9126 0.9430 0.9276 421 0.5104 1.0 0.6759 49 0.9286 0.9796 0.9534 491 0.3571 0.4545 0.4 11 0.8837 0.9233 0.9030 0.9854
0.041 2.29 30500 0.0623 0.9091 0.9615 0.9346 52 0.4375 1.0 0.6087 7 0.8378 0.9538 0.8921 65 0.75 0.8571 0.8000 7 0.9061 0.9369 0.9212 206 0.8723 0.9535 0.9111 43 0.8486 0.9225 0.8840 1652 0.0 0.0 0.0 2 0.8940 0.9375 0.9153 144 0.9708 0.9708 0.9708 171 1.0 1.0 1.0 3 0.9556 0.9715 0.9635 421 0.7705 0.9592 0.8545 49 0.9310 0.9898 0.9595 491 0.3333 0.4545 0.3846 11 0.8803 0.9428 0.9105 0.9853
0.0385 2.32 31000 0.0632 0.9091 0.9615 0.9346 52 0.875 1.0 0.9333 7 0.7848 0.9538 0.8611 65 0.5556 0.7143 0.6250 7 0.8915 0.9175 0.9043 206 0.9111 0.9535 0.9318 43 0.8486 0.9092 0.8778 1652 0.0 0.0 0.0 2 0.8961 0.9583 0.9262 144 0.9709 0.9766 0.9738 171 1.0 1.0 1.0 3 0.9180 0.9834 0.9495 421 0.8478 0.7959 0.8211 49 0.8959 0.9817 0.9368 491 0.3125 0.4545 0.3704 11 0.8724 0.9338 0.9021 0.9849
0.0415 2.36 31500 0.0647 0.8929 0.9615 0.9259 52 0.875 1.0 0.9333 7 0.8493 0.9538 0.8986 65 0.75 0.8571 0.8000 7 0.9363 0.9272 0.9317 206 0.875 0.9767 0.9231 43 0.8679 0.9025 0.8849 1652 0.0 0.0 0.0 2 0.8726 0.9514 0.9103 144 0.9429 0.9649 0.9538 171 0.3 1.0 0.4615 3 0.9154 0.9762 0.9448 421 0.7719 0.8980 0.8302 49 0.9067 0.9898 0.9464 491 0.1579 0.5455 0.2449 11 0.8767 0.9329 0.9039 0.9847
0.0454 2.4 32000 0.0606 0.9091 0.9615 0.9346 52 0.875 1.0 0.9333 7 0.8971 0.9385 0.9173 65 0.875 1.0 0.9333 7 0.9139 0.9272 0.9205 206 0.8542 0.9535 0.9011 43 0.8652 0.9056 0.8849 1652 0.0 0.0 0.0 2 0.9122 0.9375 0.9247 144 0.9483 0.9649 0.9565 171 0.3 1.0 0.4615 3 0.9321 0.9786 0.9548 421 0.8136 0.9796 0.8889 49 0.9455 0.9898 0.9672 491 0.2143 0.5455 0.3077 11 0.888 0.9350 0.9109 0.9869
0.0334 2.44 32500 0.0610 0.8929 0.9615 0.9259 52 0.875 1.0 0.9333 7 0.8714 0.9385 0.9037 65 0.875 1.0 0.9333 7 0.8977 0.9369 0.9169 206 0.9130 0.9767 0.9438 43 0.8463 0.9068 0.8755 1652 0.0 0.0 0.0 2 0.9007 0.9444 0.9220 144 0.9532 0.9532 0.9532 171 0.375 1.0 0.5455 3 0.9536 0.9762 0.9648 421 0.8545 0.9592 0.9038 49 0.9419 0.9898 0.9652 491 0.25 0.5455 0.3429 11 0.8813 0.9356 0.9076 0.9867
0.0453 2.47 33000 0.0610 0.8929 0.9615 0.9259 52 0.875 1.0 0.9333 7 0.8732 0.9538 0.9118 65 0.5556 0.7143 0.6250 7 0.9057 0.9320 0.9187 206 0.9302 0.9302 0.9302 43 0.8668 0.9098 0.8878 1652 0.0 0.0 0.0 2 0.8882 0.9375 0.9122 144 0.9588 0.9532 0.9560 171 0.375 1.0 0.5455 3 0.9303 0.9834 0.9561 421 1.0 0.8980 0.9462 49 0.9455 0.9898 0.9672 491 0.7143 0.4545 0.5556 11 0.8952 0.9353 0.9148 0.9875
0.0225 2.51 33500 0.0607 0.9259 0.9615 0.9434 52 0.875 1.0 0.9333 7 0.7949 0.9538 0.8671 65 0.875 1.0 0.9333 7 0.8733 0.9369 0.9040 206 0.8696 0.9302 0.8989 43 0.8641 0.9007 0.8820 1652 0.0 0.0 0.0 2 0.8616 0.9514 0.9043 144 0.9412 0.9357 0.9384 171 0.3333 1.0 0.5 3 0.9281 0.9810 0.9538 421 0.8868 0.9592 0.9216 49 0.9365 0.9919 0.9634 491 0.4545 0.4545 0.4545 11 0.8844 0.9323 0.9077 0.9876
0.0276 2.55 34000 0.0603 0.8909 0.9423 0.9159 52 0.875 1.0 0.9333 7 0.775 0.9538 0.8552 65 0.6667 0.8571 0.75 7 0.8894 0.9369 0.9125 206 0.9111 0.9535 0.9318 43 0.8661 0.9201 0.8923 1652 0.0 0.0 0.0 2 0.8688 0.9653 0.9145 144 0.9649 0.9649 0.9649 171 0.1667 1.0 0.2857 3 0.9649 0.9786 0.9717 421 0.9020 0.9388 0.92 49 0.9222 0.9898 0.9548 491 0.4545 0.4545 0.4545 11 0.8868 0.9428 0.9140 0.9877
0.0291 2.59 34500 0.0605 0.9074 0.9423 0.9245 52 0.875 1.0 0.9333 7 0.8378 0.9538 0.8921 65 0.75 0.8571 0.8000 7 0.9091 0.9223 0.9157 206 0.9524 0.9302 0.9412 43 0.8707 0.9213 0.8953 1652 0.0 0.0 0.0 2 0.8947 0.9444 0.9189 144 0.9758 0.9415 0.9583 171 0.25 1.0 0.4 3 0.9448 0.9762 0.9603 421 0.9787 0.9388 0.9583 49 0.8952 0.9919 0.9411 491 0.2632 0.4545 0.3333 11 0.8885 0.9401 0.9136 0.9881
0.0264 2.62 35000 0.0616 0.9074 0.9423 0.9245 52 0.875 1.0 0.9333 7 0.8493 0.9538 0.8986 65 0.75 0.8571 0.8000 7 0.9019 0.9369 0.9190 206 0.8913 0.9535 0.9213 43 0.8694 0.9310 0.8992 1652 0.0 0.0 0.0 2 0.8782 0.9514 0.9133 144 0.9422 0.9532 0.9477 171 0.25 1.0 0.4 3 0.9258 0.9786 0.9515 421 0.8679 0.9388 0.9020 49 0.9272 0.9857 0.9556 491 0.1852 0.4545 0.2632 11 0.8837 0.9465 0.9140 0.9875
0.0343 2.66 35500 0.0595 0.7083 0.9808 0.8226 52 0.6667 0.8571 0.75 7 0.7949 0.9538 0.8671 65 0.7143 0.7143 0.7143 7 0.8858 0.9417 0.9129 206 0.9091 0.9302 0.9195 43 0.8556 0.9110 0.8824 1652 0.0 0.0 0.0 2 0.8616 0.9514 0.9043 144 0.9270 0.9649 0.9456 171 1.0 1.0 1.0 3 0.9388 0.9834 0.9606 421 0.8868 0.9592 0.9216 49 0.8919 0.9919 0.9392 491 0.625 0.4545 0.5263 11 0.8728 0.9389 0.9046 0.9871
0.0284 2.7 36000 0.0569 0.9074 0.9423 0.9245 52 0.5385 1.0 0.7000 7 0.8052 0.9538 0.8732 65 0.5556 0.7143 0.6250 7 0.9143 0.9320 0.9231 206 0.9070 0.9070 0.9070 43 0.8724 0.9189 0.8950 1652 0.0 0.0 0.0 2 0.9145 0.9653 0.9392 144 0.9540 0.9708 0.9623 171 0.15 1.0 0.2609 3 0.9605 0.9810 0.9706 421 0.8364 0.9388 0.8846 49 0.8907 0.9959 0.9404 491 0.625 0.4545 0.5263 11 0.8865 0.9425 0.9137 0.9878
0.0377 2.74 36500 0.0554 0.7083 0.9808 0.8226 52 0.5833 1.0 0.7368 7 0.7654 0.9538 0.8493 65 0.875 1.0 0.9333 7 0.8981 0.9417 0.9194 206 0.9091 0.9302 0.9195 43 0.8700 0.9237 0.8961 1652 0.0 0.0 0.0 2 0.9205 0.9653 0.9424 144 0.9540 0.9708 0.9623 171 0.25 1.0 0.4 3 0.9063 0.9881 0.9455 421 0.9020 0.9388 0.92 49 0.8825 0.9939 0.9349 491 0.4545 0.4545 0.4545 11 0.8755 0.9477 0.9101 0.9883
0.0316 2.77 37000 0.0562 0.6711 0.9808 0.7969 52 0.875 1.0 0.9333 7 0.8052 0.9538 0.8732 65 0.6667 0.8571 0.75 7 0.9143 0.9320 0.9231 206 0.9524 0.9302 0.9412 43 0.8721 0.9243 0.8974 1652 0.0 0.0 0.0 2 0.9026 0.9653 0.9329 144 0.9653 0.9766 0.9709 171 0.2143 1.0 0.3529 3 0.9202 0.9857 0.9518 421 0.8070 0.9388 0.8679 49 0.8954 0.9939 0.9421 491 0.5 0.4545 0.4762 11 0.8801 0.9471 0.9123 0.9885
0.0454 2.81 37500 0.0555 0.8333 0.9615 0.8929 52 0.5 1.0 0.6667 7 0.8052 0.9538 0.8732 65 0.6667 0.8571 0.75 7 0.9023 0.9417 0.9216 206 0.8696 0.9302 0.8989 43 0.8782 0.9249 0.9009 1652 0.0 0.0 0.0 2 0.8642 0.9722 0.9150 144 0.9337 0.9883 0.9602 171 0.2143 1.0 0.3529 3 0.9498 0.9881 0.9686 421 0.94 0.9592 0.9495 49 0.8954 0.9939 0.9421 491 0.3125 0.4545 0.3704 11 0.8845 0.9492 0.9157 0.9881
0.0445 2.85 38000 0.0521 0.8889 0.9231 0.9057 52 0.5385 1.0 0.7000 7 0.8493 0.9538 0.8986 65 0.875 1.0 0.9333 7 0.9019 0.9369 0.9190 206 0.8511 0.9302 0.8889 43 0.8769 0.9183 0.8971 1652 0.0 0.0 0.0 2 0.8797 0.9653 0.9205 144 0.9767 0.9825 0.9796 171 0.25 1.0 0.4 3 0.9243 0.9857 0.9540 421 0.8103 0.9592 0.8785 49 0.8954 0.9939 0.9421 491 0.3125 0.4545 0.3704 11 0.8845 0.9443 0.9134 0.9884
0.0379 2.89 38500 0.0524 0.8727 0.9231 0.8972 52 0.875 1.0 0.9333 7 0.8611 0.9538 0.9051 65 0.875 1.0 0.9333 7 0.9147 0.9369 0.9257 206 0.8696 0.9302 0.8989 43 0.8903 0.9183 0.9041 1652 0.0 0.0 0.0 2 0.8742 0.9653 0.9175 144 0.9711 0.9825 0.9767 171 0.2308 1.0 0.375 3 0.9101 0.9857 0.9464 421 0.8214 0.9388 0.8762 49 0.9067 0.9898 0.9464 491 0.3571 0.4545 0.4 11 0.8932 0.9434 0.9176 0.9885
0.0372 2.92 39000 0.0514 0.8889 0.9231 0.9057 52 0.875 1.0 0.9333 7 0.8378 0.9538 0.8921 65 0.875 1.0 0.9333 7 0.9279 0.9369 0.9324 206 0.8333 0.9302 0.8791 43 0.8857 0.9195 0.9023 1652 0.0 0.0 0.0 2 0.8910 0.9653 0.9267 144 0.9767 0.9825 0.9796 171 0.3333 1.0 0.5 3 0.9141 0.9857 0.9486 421 0.8545 0.9592 0.9038 49 0.9120 0.9919 0.9502 491 0.3333 0.4545 0.3846 11 0.8946 0.9446 0.9189 0.9886
0.0263 2.96 39500 0.0515 0.8889 0.9231 0.9057 52 0.875 1.0 0.9333 7 0.8378 0.9538 0.8921 65 0.875 1.0 0.9333 7 0.9190 0.9369 0.9279 206 0.8511 0.9302 0.8889 43 0.8868 0.9201 0.9031 1652 0.0 0.0 0.0 2 0.8910 0.9653 0.9267 144 0.9825 0.9825 0.9825 171 0.3 1.0 0.4615 3 0.9326 0.9857 0.9584 421 0.8868 0.9592 0.9216 49 0.9137 0.9919 0.9512 491 0.3571 0.4545 0.4 11 0.8982 0.9449 0.9210 0.9885
0.0242 3.0 40000 0.0518 0.8889 0.9231 0.9057 52 0.875 1.0 0.9333 7 0.8267 0.9538 0.8857 65 0.875 1.0 0.9333 7 0.9190 0.9369 0.9279 206 0.8696 0.9302 0.8989 43 0.8827 0.9201 0.9010 1652 0.0 0.0 0.0 2 0.8688 0.9653 0.9145 144 0.9825 0.9825 0.9825 171 0.2727 1.0 0.4286 3 0.9220 0.9834 0.9517 421 0.9038 0.9592 0.9307 49 0.9086 0.9919 0.9484 491 0.3846 0.4545 0.4167 11 0.8933 0.9446 0.9183 0.9885

Framework versions

  • Transformers 4.24.0
  • Pytorch 1.12.1+cu113
  • Datasets 2.6.1
  • Tokenizers 0.13.1
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Dataset used to train cynthiachan/finetuned-bert-base

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