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safety-utcustom-terrain

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metadata
license: other
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
model-index:
  - name: safety-utcustom-terrain-final
    results: []

safety-utcustom-terrain-final

This model is a fine-tuned version of nvidia/mit-b5 on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0817
  • Mean Iou: 0.7674
  • Mean Accuracy: 0.8048
  • Overall Accuracy: 0.9801
  • Accuracy Unlabeled: nan
  • Accuracy Nat: 0.9939
  • Accuracy Concrete: 0.9563
  • Accuracy Grass: 0.8947
  • Accuracy Speedway bricks: 0.9900
  • Accuracy Steel: 0.9225
  • Accuracy Rough concrete: 0.6237
  • Accuracy Dark bricks: 0.8593
  • Accuracy Road: 0.9806
  • Accuracy Rough red sidewalk: 0.7856
  • Accuracy Tiles: 0.2475
  • Accuracy Red bricks: 0.9234
  • Accuracy Concrete tiles: 0.9317
  • Accuracy Rest: 0.3528
  • Iou Unlabeled: nan
  • Iou Nat: 0.9838
  • Iou Concrete: 0.8925
  • Iou Grass: 0.8407
  • Iou Speedway bricks: 0.9795
  • Iou Steel: 0.8685
  • Iou Rough concrete: 0.6175
  • Iou Dark bricks: 0.8422
  • Iou Road: 0.9612
  • Iou Rough red sidewalk: 0.6243
  • Iou Tiles: 0.2451
  • Iou Red bricks: 0.8999
  • Iou Concrete tiles: 0.8745
  • Iou Rest: 0.3461

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.05
  • num_epochs: 200

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Unlabeled Accuracy Nat Accuracy Concrete Accuracy Grass Accuracy Speedway bricks Accuracy Steel Accuracy Rough concrete Accuracy Dark bricks Accuracy Road Accuracy Rough red sidewalk Accuracy Tiles Accuracy Red bricks Accuracy Concrete tiles Accuracy Rest Iou Unlabeled Iou Nat Iou Concrete Iou Grass Iou Speedway bricks Iou Steel Iou Rough concrete Iou Dark bricks Iou Road Iou Rough red sidewalk Iou Tiles Iou Red bricks Iou Concrete tiles Iou Rest
2.51 1.18 20 2.5071 0.0477 0.1230 0.2016 nan 0.0902 0.2184 0.0271 0.6742 0.0008 0.0027 0.0127 0.0071 0.0 0.2799 0.0004 0.1090 0.1772 0.0 0.0901 0.0797 0.0192 0.4633 0.0007 0.0001 0.0031 0.0068 0.0 0.0032 0.0000 0.0012 0.0000
1.5504 2.35 40 1.8408 0.1368 0.1934 0.6936 nan 0.7602 0.3387 0.0745 0.9880 0.0 0.0010 0.0014 0.3332 0.0 0.0088 0.0 0.0079 0.0 0.0 0.7577 0.2038 0.0682 0.5711 0.0 0.0002 0.0010 0.3127 0.0 0.0008 0.0 0.0003 0.0
0.6271 3.53 60 0.8083 0.2486 0.3003 0.8894 nan 0.9551 0.8127 0.2590 0.9793 0.0 0.0 0.0 0.8979 0.0 0.0000 0.0 0.0 0.0 nan 0.9405 0.5259 0.2392 0.8263 0.0 0.0 0.0 0.6993 0.0 0.0000 0.0 0.0 0.0
0.3963 4.71 80 0.4204 0.2956 0.3490 0.9186 nan 0.9698 0.7973 0.7826 0.9777 0.0004 0.0 0.0 0.9651 0.0 0.0 0.0 0.0443 0.0 nan 0.9532 0.6901 0.5632 0.8641 0.0004 0.0 0.0 0.7280 0.0 0.0 0.0 0.0443 0.0
0.3558 5.88 100 0.3091 0.3532 0.3952 0.9322 nan 0.9806 0.9025 0.7816 0.9632 0.2874 0.0031 0.0 0.9135 0.0 0.0 0.0 0.3050 0.0 nan 0.9618 0.6868 0.6345 0.8915 0.2804 0.0031 0.0 0.8305 0.0 0.0 0.0 0.3027 0.0
0.2654 7.06 120 0.2554 0.3643 0.4162 0.9363 nan 0.9793 0.8161 0.8487 0.9862 0.4149 0.0002 0.0 0.9769 0.0009 0.0 0.0 0.3875 0.0 nan 0.9636 0.7301 0.6491 0.9014 0.4015 0.0002 0.0 0.7846 0.0009 0.0 0.0 0.3046 0.0
0.1938 8.24 140 0.2059 0.4006 0.4768 0.9478 nan 0.9830 0.9010 0.8719 0.9779 0.6445 0.1663 0.0 0.9517 0.0374 0.0 0.0 0.6649 0.0 nan 0.9681 0.7740 0.6642 0.9354 0.5996 0.1660 0.0 0.8746 0.0374 0.0 0.0 0.1887 0.0
0.202 9.41 160 0.1785 0.4475 0.5266 0.9524 nan 0.9873 0.8667 0.8553 0.9878 0.6794 0.5565 0.0282 0.9539 0.1631 0.0172 0.0 0.7499 0.0 nan 0.9705 0.7775 0.7107 0.9308 0.6268 0.4995 0.0282 0.9073 0.1493 0.0166 0.0 0.2007 0.0
0.174 10.59 180 0.1571 0.4859 0.5642 0.9572 nan 0.9880 0.9067 0.8559 0.9831 0.7462 0.5194 0.0684 0.9470 0.4768 0.0 0.0881 0.7555 0.0 nan 0.9711 0.7934 0.7406 0.9482 0.6883 0.5091 0.0680 0.9141 0.3846 0.0 0.0881 0.2110 0.0
0.1317 11.76 200 0.1391 0.5837 0.6396 0.9632 nan 0.9865 0.9250 0.8949 0.9715 0.7851 0.5791 0.7836 0.9492 0.5757 0.0 0.1046 0.7600 0.0 nan 0.9720 0.8087 0.7440 0.9522 0.7135 0.5756 0.7372 0.9256 0.4397 0.0 0.1044 0.6147 0.0
0.0915 12.94 220 0.1252 0.6238 0.6781 0.9644 nan 0.9860 0.9262 0.9003 0.9805 0.7937 0.6388 0.7600 0.9337 0.5331 0.0115 0.5878 0.7639 0.0 nan 0.9733 0.8116 0.7638 0.9561 0.7260 0.5673 0.7370 0.9065 0.4644 0.0114 0.5787 0.6127 0.0
0.1027 14.12 240 0.1175 0.6430 0.6789 0.9672 nan 0.9917 0.9190 0.8350 0.9814 0.7842 0.6123 0.7272 0.9736 0.5560 0.0590 0.6341 0.7523 0.0 nan 0.9741 0.8297 0.7690 0.9583 0.7348 0.5949 0.7163 0.9232 0.4768 0.0588 0.6251 0.6982 0.0
0.1055 15.29 260 0.1139 0.6420 0.6803 0.9669 nan 0.9881 0.9170 0.8499 0.9881 0.7435 0.6126 0.7566 0.9807 0.6318 0.0304 0.6607 0.6841 0.0 nan 0.9746 0.8274 0.7777 0.9579 0.7130 0.5831 0.7390 0.9133 0.5124 0.0301 0.6508 0.6670 0.0
0.089 16.47 280 0.1049 0.6562 0.7020 0.9687 nan 0.9883 0.9266 0.8684 0.9872 0.7572 0.6241 0.7679 0.9741 0.7053 0.0675 0.7259 0.7338 0.0 nan 0.9757 0.8339 0.7875 0.9598 0.7243 0.5637 0.7546 0.9367 0.5270 0.0665 0.7145 0.6869 0.0
0.0982 17.65 300 0.1024 0.6698 0.7113 0.9696 nan 0.9932 0.9315 0.8161 0.9799 0.8352 0.6211 0.8016 0.9702 0.6153 0.0917 0.8457 0.7460 0.0 nan 0.9753 0.8406 0.7713 0.9641 0.7745 0.5512 0.7828 0.9369 0.5013 0.0881 0.8009 0.7205 0.0
0.0787 18.82 320 0.1005 0.6825 0.7310 0.9711 nan 0.9902 0.9380 0.8625 0.9773 0.8889 0.6109 0.8253 0.9765 0.7008 0.1198 0.8736 0.7392 0.0 nan 0.9772 0.8491 0.7964 0.9625 0.7733 0.5884 0.8024 0.9342 0.5514 0.1164 0.8242 0.6967 0.0
0.0659 20.0 340 0.0948 0.6883 0.7398 0.9722 nan 0.9924 0.9213 0.8675 0.9838 0.8907 0.6168 0.8275 0.9701 0.7045 0.1436 0.8678 0.8308 0.0 nan 0.9771 0.8576 0.8037 0.9634 0.7818 0.5888 0.8017 0.9477 0.5288 0.1388 0.8045 0.7540 0.0
0.0615 21.18 360 0.0998 0.6742 0.7145 0.9711 nan 0.9914 0.9523 0.8567 0.9756 0.8970 0.6088 0.8173 0.9601 0.6383 0.0394 0.7849 0.7668 0.0 nan 0.9766 0.8440 0.7904 0.9648 0.7870 0.6013 0.8007 0.9455 0.5302 0.0386 0.7613 0.7240 0.0
0.0671 22.35 380 0.0957 0.6853 0.7322 0.9719 nan 0.9918 0.9463 0.8489 0.9791 0.8704 0.6129 0.8054 0.9673 0.7477 0.1060 0.8876 0.7548 0.0 nan 0.9774 0.8497 0.7915 0.9671 0.7935 0.5940 0.7850 0.9405 0.5749 0.1040 0.8271 0.7045 0.0
0.0917 23.53 400 0.0935 0.6869 0.7283 0.9725 nan 0.9909 0.9336 0.8687 0.9868 0.8362 0.6158 0.8096 0.9780 0.6849 0.1046 0.8738 0.7850 0.0 nan 0.9777 0.8545 0.8004 0.9665 0.7895 0.5996 0.7838 0.9417 0.5411 0.1043 0.8380 0.7320 0.0
0.0649 24.71 420 0.0880 0.6965 0.7390 0.9733 nan 0.9925 0.9283 0.8542 0.9883 0.8563 0.6238 0.8465 0.9788 0.6471 0.1356 0.9041 0.8514 0.0 nan 0.9783 0.8609 0.8034 0.9664 0.7955 0.6038 0.8168 0.9410 0.5446 0.1335 0.8423 0.7683 0.0
0.0648 25.88 440 0.0886 0.6931 0.7334 0.9739 nan 0.9920 0.9411 0.8705 0.9870 0.8342 0.6163 0.8282 0.9759 0.7026 0.1031 0.8488 0.8344 0.0 nan 0.9789 0.8594 0.8149 0.9685 0.7926 0.5988 0.8074 0.9523 0.5236 0.1028 0.8212 0.7905 0.0
0.0633 27.06 460 0.0885 0.7005 0.7537 0.9739 nan 0.9913 0.9298 0.8680 0.9905 0.8313 0.6187 0.8600 0.9770 0.7837 0.1321 0.9230 0.8931 0.0 nan 0.9785 0.8658 0.8027 0.9674 0.7922 0.6000 0.8113 0.9457 0.6097 0.1316 0.8376 0.7637 0.0
0.0504 28.24 480 0.0862 0.7037 0.7536 0.9746 nan 0.9911 0.9332 0.8925 0.9882 0.8626 0.6205 0.8469 0.9779 0.7196 0.1751 0.9045 0.8848 0.0 nan 0.9790 0.8676 0.8156 0.9697 0.8085 0.5961 0.8161 0.9503 0.5367 0.1739 0.8464 0.7879 0.0
0.0603 29.41 500 0.0885 0.7050 0.7403 0.9743 nan 0.9932 0.9429 0.8523 0.9858 0.8697 0.6164 0.8274 0.9719 0.7170 0.1381 0.8900 0.8191 0.0 nan 0.9783 0.8635 0.8027 0.9711 0.8125 0.6043 0.8105 0.9460 0.5907 0.1370 0.8526 0.7952 0.0
0.0447 30.59 520 0.0824 0.7191 0.7658 0.9753 nan 0.9902 0.9484 0.8866 0.9854 0.8896 0.6183 0.8759 0.9788 0.7369 0.2666 0.9197 0.8591 0.0 nan 0.9795 0.8699 0.8187 0.9714 0.8157 0.6008 0.8352 0.9470 0.5913 0.2453 0.8540 0.8193 0.0
0.0517 31.76 540 0.0807 0.7208 0.7750 0.9755 nan 0.9910 0.9372 0.8815 0.9904 0.8431 0.6245 0.8920 0.9784 0.8062 0.3040 0.9331 0.8937 0.0 nan 0.9799 0.8732 0.8191 0.9702 0.8045 0.6024 0.8341 0.9495 0.5985 0.2819 0.8354 0.8217 0.0
0.0512 32.94 560 0.0856 0.7042 0.7432 0.9752 nan 0.9934 0.9411 0.8619 0.9853 0.8938 0.6166 0.7835 0.9789 0.7804 0.1282 0.8360 0.8627 0.0 nan 0.9793 0.8740 0.8082 0.9704 0.8202 0.6077 0.7669 0.9476 0.6209 0.1262 0.8223 0.8110 0.0
0.0474 34.12 580 0.0796 0.7172 0.7578 0.9758 nan 0.9925 0.9511 0.8697 0.9838 0.8987 0.6254 0.8661 0.9743 0.7290 0.2127 0.8806 0.8677 0.0 nan 0.9795 0.8724 0.8163 0.9724 0.8224 0.5900 0.8305 0.9532 0.6061 0.2101 0.8461 0.8249 0.0
0.0471 35.29 600 0.0815 0.7307 0.7891 0.9757 nan 0.9922 0.9352 0.8596 0.9876 0.8911 0.6205 0.8880 0.9797 0.8090 0.4564 0.9220 0.9168 0.0 nan 0.9789 0.8785 0.8034 0.9728 0.8208 0.6048 0.8203 0.9530 0.5828 0.4101 0.8567 0.8174 0.0
0.0522 36.47 620 0.0846 0.7068 0.7453 0.9752 nan 0.9943 0.9353 0.8543 0.9850 0.9008 0.6238 0.8185 0.9783 0.7479 0.1075 0.8783 0.8650 0.0 nan 0.9786 0.8728 0.8036 0.9727 0.8254 0.6092 0.7978 0.9475 0.6031 0.1075 0.8519 0.8187 0.0
0.043 37.65 640 0.0813 0.7160 0.7581 0.9761 nan 0.9938 0.9391 0.8672 0.9853 0.9130 0.6179 0.8167 0.9800 0.7609 0.1707 0.9004 0.9101 0.0 nan 0.9796 0.8763 0.8145 0.9728 0.8251 0.6101 0.7965 0.9520 0.6211 0.1693 0.8582 0.8325 0.0
0.0429 38.82 660 0.0792 0.7197 0.7586 0.9768 nan 0.9931 0.9416 0.8894 0.9876 0.8956 0.6195 0.8163 0.9792 0.7703 0.1931 0.9095 0.8665 0.0 nan 0.9804 0.8790 0.8264 0.9729 0.8282 0.6086 0.7970 0.9544 0.6180 0.1904 0.8589 0.8424 0.0
0.0506 40.0 680 0.0794 0.7217 0.7606 0.9767 nan 0.9916 0.9474 0.8903 0.9894 0.8788 0.6164 0.8488 0.9796 0.7507 0.2110 0.8936 0.8906 0.0 nan 0.9807 0.8770 0.8269 0.9726 0.8269 0.6061 0.8198 0.9516 0.6140 0.2069 0.8523 0.8471 0.0
0.0426 41.18 700 0.0813 0.7219 0.7641 0.9766 nan 0.9921 0.9513 0.8701 0.9887 0.8859 0.6143 0.8437 0.9788 0.7620 0.2141 0.9256 0.9062 0.0 nan 0.9804 0.8763 0.8174 0.9741 0.8318 0.6066 0.8206 0.9524 0.6145 0.2104 0.8579 0.8417 0.0
0.043 42.35 720 0.0758 0.7244 0.7613 0.9773 nan 0.9924 0.9485 0.8918 0.9883 0.8804 0.6665 0.8488 0.9799 0.7487 0.1911 0.9142 0.8467 0.0 nan 0.9810 0.8794 0.8290 0.9744 0.8307 0.6521 0.8281 0.9536 0.6152 0.1892 0.8633 0.8212 0.0
0.0369 43.53 740 0.0800 0.7241 0.7632 0.9770 nan 0.9928 0.9526 0.8761 0.9882 0.8889 0.6171 0.8391 0.9745 0.7684 0.2243 0.9155 0.8837 0.0 nan 0.9808 0.8761 0.8243 0.9747 0.8328 0.6082 0.8189 0.9536 0.6259 0.2171 0.8648 0.8354 0.0
0.0373 44.71 760 0.0832 0.7202 0.7576 0.9762 nan 0.9928 0.9444 0.8601 0.9886 0.8776 0.6149 0.8561 0.9836 0.7557 0.2033 0.8866 0.8855 0.0 nan 0.9803 0.8743 0.8131 0.9741 0.8309 0.6082 0.8347 0.9458 0.6064 0.1965 0.8579 0.8405 0.0
0.0332 45.88 780 0.0818 0.7205 0.7668 0.9765 nan 0.9923 0.9401 0.8879 0.9859 0.9102 0.6248 0.8542 0.9791 0.8070 0.2295 0.8911 0.8656 0.0 nan 0.9807 0.8770 0.8240 0.9746 0.8353 0.5887 0.8286 0.9451 0.5983 0.2259 0.8598 0.8293 0.0
0.0386 47.06 800 0.0835 0.7196 0.7606 0.9767 nan 0.9926 0.9593 0.8725 0.9851 0.9043 0.6201 0.8593 0.9703 0.7499 0.1994 0.8980 0.8440 0.0325 nan 0.9810 0.8732 0.8222 0.9753 0.8392 0.5787 0.8340 0.9529 0.5951 0.1945 0.8616 0.8141 0.0325
0.0457 48.24 820 0.0799 0.7253 0.7730 0.9771 nan 0.9933 0.9413 0.8748 0.9887 0.8896 0.6238 0.8847 0.9777 0.7846 0.2452 0.9043 0.9301 0.0114 nan 0.9810 0.8789 0.8198 0.9751 0.8365 0.6110 0.8470 0.9515 0.6043 0.2376 0.8569 0.8180 0.0114
0.045 49.41 840 0.0856 0.7096 0.7447 0.9762 nan 0.9927 0.9411 0.8807 0.9920 0.8704 0.6200 0.8123 0.9732 0.7598 0.1768 0.8406 0.8221 0.0 nan 0.9807 0.8722 0.8200 0.9720 0.8282 0.6057 0.7954 0.9524 0.6041 0.1756 0.8261 0.7926 0.0
0.0414 50.59 860 0.0802 0.7296 0.7649 0.9772 nan 0.9926 0.9469 0.8965 0.9903 0.8716 0.6201 0.8333 0.9775 0.7202 0.2122 0.8889 0.8722 0.1220 nan 0.9814 0.8780 0.8290 0.9745 0.8299 0.6120 0.8171 0.9514 0.5965 0.2088 0.8561 0.8280 0.1218
0.038 51.76 880 0.0805 0.7219 0.7599 0.9773 nan 0.9934 0.9430 0.8810 0.9909 0.8688 0.6205 0.8400 0.9795 0.7668 0.1805 0.8959 0.8840 0.0341 nan 0.9812 0.8798 0.8243 0.9746 0.8286 0.6108 0.8212 0.9539 0.6118 0.1792 0.8576 0.8270 0.0341
0.0348 52.94 900 0.0810 0.7449 0.7944 0.9768 nan 0.9889 0.9530 0.9122 0.9888 0.8903 0.6242 0.8565 0.9801 0.8273 0.2021 0.9022 0.9012 0.3008 nan 0.9810 0.8773 0.8277 0.9757 0.8368 0.5850 0.8292 0.9463 0.6260 0.1981 0.8710 0.8303 0.2998
0.0386 54.12 920 0.0854 0.7250 0.7576 0.9766 nan 0.9938 0.9512 0.8486 0.9896 0.8807 0.6164 0.8350 0.9783 0.7138 0.1991 0.9054 0.8835 0.0537 nan 0.9803 0.8779 0.8058 0.9751 0.8357 0.6106 0.8194 0.9517 0.6058 0.1963 0.8772 0.8351 0.0537
0.0387 55.29 940 0.0794 0.7333 0.7706 0.9777 nan 0.9936 0.9422 0.8795 0.9910 0.8757 0.6231 0.8625 0.9796 0.8037 0.2241 0.8723 0.8882 0.0829 nan 0.9811 0.8820 0.8260 0.9754 0.8335 0.6126 0.8400 0.9557 0.6468 0.2217 0.8475 0.8280 0.0828
0.0283 56.47 960 0.0813 0.7345 0.7756 0.9776 nan 0.9940 0.9472 0.8739 0.9864 0.8994 0.6203 0.8596 0.9807 0.7863 0.2271 0.9006 0.8996 0.1073 nan 0.9810 0.8836 0.8187 0.9763 0.8406 0.6134 0.8396 0.9543 0.6249 0.2245 0.8586 0.8254 0.1070
0.0384 57.65 980 0.0800 0.7399 0.7820 0.9777 nan 0.9925 0.9499 0.8903 0.9886 0.8914 0.6250 0.8493 0.9788 0.7860 0.2491 0.8871 0.9201 0.1577 nan 0.9817 0.8825 0.8280 0.9760 0.8399 0.5993 0.8280 0.9502 0.6357 0.2445 0.8572 0.8383 0.1575
0.0284 58.82 1000 0.0827 0.7558 0.7975 0.9772 nan 0.9922 0.9423 0.8817 0.9912 0.8787 0.6222 0.8606 0.9850 0.7714 0.2188 0.8903 0.8988 0.4341 nan 0.9813 0.8806 0.8225 0.9753 0.8363 0.6076 0.8310 0.9464 0.6204 0.2159 0.8639 0.8373 0.4070
0.0282 60.0 1020 0.0809 0.7600 0.8055 0.9777 nan 0.9918 0.9464 0.8950 0.9871 0.9167 0.6233 0.8827 0.9836 0.7761 0.2432 0.8991 0.9251 0.4016 nan 0.9815 0.8841 0.8236 0.9760 0.8398 0.6084 0.8436 0.9497 0.6328 0.2396 0.8689 0.8398 0.3927
0.0327 61.18 1040 0.0825 0.7558 0.7963 0.9775 nan 0.9918 0.9499 0.9009 0.9883 0.9068 0.6216 0.8241 0.9790 0.7633 0.2295 0.8756 0.9102 0.4114 nan 0.9817 0.8796 0.8279 0.9756 0.8438 0.6062 0.8084 0.9510 0.6306 0.2259 0.8530 0.8338 0.4081
0.033 62.35 1060 0.0824 0.7493 0.7868 0.9776 nan 0.9924 0.9527 0.8845 0.9887 0.9029 0.6220 0.8402 0.9813 0.7280 0.2298 0.9115 0.8912 0.3024 nan 0.9816 0.8806 0.8232 0.9762 0.8435 0.6107 0.8209 0.9529 0.6132 0.2262 0.8705 0.8413 0.2995
0.0368 63.53 1080 0.0803 0.7354 0.7725 0.9779 nan 0.9934 0.9447 0.8801 0.9905 0.8842 0.6245 0.8379 0.9836 0.7779 0.2147 0.9108 0.8896 0.1106 nan 0.9817 0.8837 0.8246 0.9760 0.8399 0.6121 0.8201 0.9522 0.6342 0.2128 0.8741 0.8379 0.1106
0.0395 64.71 1100 0.0766 0.7375 0.7788 0.9782 nan 0.9933 0.9391 0.8875 0.9909 0.8916 0.6582 0.8681 0.9820 0.7844 0.2336 0.9200 0.9201 0.0553 nan 0.9816 0.8854 0.8273 0.9760 0.8418 0.6441 0.8407 0.9526 0.6288 0.2306 0.8752 0.8479 0.0553
0.0355 65.88 1120 0.0792 0.7429 0.7833 0.9778 nan 0.9935 0.9472 0.8630 0.9891 0.8981 0.6617 0.8493 0.9832 0.7930 0.2304 0.9045 0.9118 0.1577 nan 0.9811 0.8863 0.8154 0.9769 0.8456 0.6451 0.8324 0.9513 0.6217 0.2256 0.8784 0.8400 0.1575
0.0326 67.06 1140 0.0798 0.7392 0.7773 0.9778 nan 0.9919 0.9547 0.8893 0.9882 0.9022 0.6300 0.8499 0.9822 0.7588 0.1801 0.9099 0.8761 0.1919 nan 0.9820 0.8805 0.8292 0.9767 0.8458 0.6199 0.8275 0.9492 0.6253 0.1768 0.8831 0.8213 0.1919
0.03 68.24 1160 0.0735 0.7636 0.8054 0.9789 nan 0.9935 0.9438 0.8853 0.9891 0.9062 0.7520 0.8682 0.9814 0.7964 0.2278 0.9112 0.9097 0.3057 nan 0.9820 0.8900 0.8281 0.9768 0.8482 0.7380 0.8443 0.9556 0.6151 0.2242 0.8803 0.8445 0.2998
0.0304 69.41 1180 0.0749 0.7517 0.7888 0.9784 nan 0.9931 0.9452 0.8894 0.9899 0.9068 0.6426 0.8890 0.9829 0.7216 0.2100 0.9082 0.9119 0.2634 nan 0.9820 0.8847 0.8291 0.9780 0.8495 0.6299 0.8600 0.9486 0.6227 0.2039 0.8779 0.8445 0.2613
0.0366 70.59 1200 0.0830 0.7142 0.7609 0.9771 nan 0.9927 0.9582 0.8619 0.9870 0.9060 0.6224 0.8251 0.9774 0.8008 0.1424 0.9024 0.8675 0.0472 nan 0.9819 0.8767 0.8130 0.9777 0.8490 0.6055 0.8106 0.9599 0.5239 0.1354 0.8767 0.8272 0.0471
0.0296 71.76 1220 0.0791 0.7359 0.7742 0.9782 nan 0.9916 0.9524 0.9014 0.9916 0.8860 0.6243 0.8712 0.9791 0.7556 0.1754 0.8903 0.9023 0.1431 nan 0.9819 0.8808 0.8321 0.9772 0.8449 0.6103 0.8471 0.9586 0.6133 0.1710 0.8665 0.8397 0.1431
0.0313 72.94 1240 0.0774 0.7351 0.7724 0.9784 nan 0.9927 0.9468 0.8993 0.9926 0.8653 0.6253 0.8566 0.9796 0.7843 0.2090 0.8841 0.9155 0.0894 nan 0.9821 0.8860 0.8309 0.9755 0.8342 0.6150 0.8393 0.9601 0.6127 0.2065 0.8594 0.8653 0.0894
0.0272 74.12 1260 0.0761 0.7515 0.7913 0.9787 nan 0.9942 0.9498 0.8712 0.9907 0.8943 0.6261 0.8849 0.9781 0.7730 0.2644 0.9235 0.9141 0.2228 nan 0.9817 0.8902 0.8241 0.9772 0.8477 0.6170 0.8587 0.9617 0.6001 0.2536 0.8853 0.8554 0.2164
0.0329 75.29 1280 0.0783 0.7424 0.7800 0.9785 nan 0.9928 0.9563 0.8855 0.9893 0.8970 0.6249 0.8582 0.9794 0.7687 0.2109 0.8926 0.8935 0.1902 nan 0.9821 0.8856 0.8261 0.9775 0.8492 0.6129 0.8390 0.9610 0.5996 0.2071 0.8720 0.8492 0.1896
0.0297 76.47 1300 0.0783 0.7503 0.7914 0.9787 nan 0.9925 0.9522 0.9005 0.9882 0.9161 0.6233 0.8558 0.9813 0.7873 0.2259 0.8835 0.9211 0.2602 nan 0.9823 0.8877 0.8292 0.9772 0.8511 0.6142 0.8369 0.9597 0.6165 0.2211 0.8674 0.8522 0.2581
0.0316 77.65 1320 0.0802 0.7309 0.7645 0.9783 nan 0.9950 0.9489 0.8689 0.9890 0.9112 0.6222 0.8369 0.9788 0.7373 0.2202 0.8564 0.9051 0.0683 nan 0.9813 0.8873 0.8239 0.9773 0.8518 0.6145 0.8250 0.9599 0.6000 0.2182 0.8418 0.8526 0.0681
0.0295 78.82 1340 0.0793 0.7463 0.7827 0.9787 nan 0.9931 0.9575 0.8918 0.9876 0.9198 0.6227 0.8445 0.9784 0.7670 0.2125 0.8780 0.8918 0.2309 nan 0.9825 0.8858 0.8329 0.9771 0.8528 0.6136 0.8294 0.9603 0.6130 0.2104 0.8619 0.8543 0.2276
0.0363 80.0 1360 0.0758 0.7493 0.7876 0.9790 nan 0.9935 0.9455 0.8976 0.9908 0.8975 0.6365 0.8572 0.9827 0.7868 0.2276 0.8853 0.9084 0.2293 nan 0.9824 0.8881 0.8352 0.9772 0.8497 0.6243 0.8387 0.9615 0.6143 0.2253 0.8649 0.8519 0.2267
0.0278 81.18 1380 0.0779 0.7416 0.7789 0.9787 nan 0.9933 0.9558 0.8911 0.9879 0.8980 0.6237 0.8466 0.9817 0.7761 0.2160 0.8826 0.9068 0.1659 nan 0.9825 0.8856 0.8328 0.9773 0.8501 0.6169 0.8324 0.9615 0.6027 0.2138 0.8661 0.8531 0.1656
0.0349 82.35 1400 0.0789 0.7438 0.7815 0.9785 nan 0.9919 0.9584 0.9011 0.9893 0.8945 0.6226 0.8434 0.9809 0.7732 0.2060 0.8807 0.8933 0.2244 nan 0.9826 0.8839 0.8310 0.9772 0.8500 0.6152 0.8265 0.9604 0.6070 0.2038 0.8619 0.8456 0.2240
0.0334 83.53 1420 0.0789 0.7452 0.7813 0.9786 nan 0.9938 0.9553 0.8773 0.9896 0.8964 0.6275 0.8442 0.9789 0.7603 0.2237 0.8931 0.9087 0.2081 nan 0.9822 0.8865 0.8272 0.9772 0.8502 0.6198 0.8299 0.9599 0.6036 0.2211 0.8748 0.8505 0.2055
0.0271 84.71 1440 0.0779 0.7587 0.8011 0.9789 nan 0.9929 0.9541 0.8941 0.9882 0.9110 0.6276 0.8700 0.9810 0.7772 0.2436 0.8969 0.9276 0.3496 nan 0.9825 0.8882 0.8327 0.9775 0.8514 0.6172 0.8466 0.9594 0.6108 0.2407 0.8717 0.8426 0.3418
0.0269 85.88 1460 0.0778 0.7551 0.7956 0.9790 nan 0.9929 0.9507 0.8995 0.9895 0.9106 0.6299 0.8474 0.9824 0.7745 0.2364 0.9106 0.9229 0.2959 nan 0.9826 0.8884 0.8361 0.9774 0.8516 0.6199 0.8318 0.9576 0.6215 0.2340 0.8758 0.8451 0.2940
0.0273 87.06 1480 0.0758 0.7440 0.7839 0.9791 nan 0.9937 0.9506 0.8860 0.9898 0.9120 0.6401 0.8680 0.9807 0.7765 0.2603 0.9251 0.9190 0.0894 nan 0.9826 0.8905 0.8315 0.9774 0.8540 0.6285 0.8466 0.9592 0.6164 0.2562 0.8874 0.8519 0.0894
0.0288 88.24 1500 0.0780 0.7471 0.7852 0.9790 nan 0.9932 0.9524 0.8900 0.9903 0.9093 0.6311 0.8556 0.9808 0.7878 0.2340 0.8910 0.9075 0.1854 nan 0.9828 0.8889 0.8321 0.9774 0.8555 0.6224 0.8370 0.9591 0.6146 0.2317 0.8751 0.8508 0.1848
0.0258 89.41 1520 0.0794 0.7548 0.7973 0.9788 nan 0.9924 0.9572 0.8933 0.9876 0.9146 0.6272 0.8573 0.9823 0.7935 0.2306 0.8876 0.9354 0.3057 nan 0.9826 0.8866 0.8322 0.9778 0.8540 0.6192 0.8400 0.9575 0.6181 0.2259 0.8710 0.8465 0.3003
0.023 90.59 1540 0.0783 0.7578 0.8014 0.9790 nan 0.9927 0.9555 0.8867 0.9899 0.9057 0.6278 0.8655 0.9818 0.7999 0.2339 0.9231 0.9297 0.3252 nan 0.9828 0.8881 0.8323 0.9778 0.8548 0.6192 0.8438 0.9598 0.6107 0.2281 0.8904 0.8506 0.3135
0.0263 91.76 1560 0.0788 0.7534 0.7941 0.9789 nan 0.9935 0.9549 0.8835 0.9882 0.9137 0.6293 0.8576 0.9809 0.7828 0.2440 0.9122 0.9192 0.2634 nan 0.9826 0.8877 0.8323 0.9777 0.8543 0.6229 0.8401 0.9592 0.6039 0.2387 0.8877 0.8496 0.2576
0.0308 92.94 1580 0.0786 0.7505 0.7905 0.9791 nan 0.9933 0.9518 0.8981 0.9884 0.9184 0.6285 0.8570 0.9813 0.7817 0.2340 0.8983 0.9267 0.2195 nan 0.9828 0.8883 0.8335 0.9778 0.8563 0.6199 0.8391 0.9603 0.6176 0.2311 0.8765 0.8554 0.2181
0.0255 94.12 1600 0.0799 0.7477 0.7874 0.9791 nan 0.9936 0.9601 0.8876 0.9860 0.9239 0.6275 0.8598 0.9775 0.7880 0.2229 0.8846 0.9187 0.2065 nan 0.9829 0.8874 0.8333 0.9777 0.8581 0.6197 0.8419 0.9607 0.6095 0.2203 0.8670 0.8559 0.2058
0.0288 95.29 1620 0.0808 0.7535 0.7916 0.9789 nan 0.9932 0.9565 0.8750 0.9910 0.8878 0.6288 0.8604 0.9825 0.7858 0.2249 0.9047 0.9128 0.2878 nan 0.9828 0.8870 0.8290 0.9775 0.8493 0.6188 0.8408 0.9594 0.6095 0.2224 0.8824 0.8520 0.2846
0.0278 96.47 1640 0.0802 0.7417 0.7772 0.9789 nan 0.9944 0.9515 0.8814 0.9892 0.9099 0.6292 0.8437 0.9805 0.7454 0.2248 0.8830 0.9112 0.1593 nan 0.9825 0.8880 0.8316 0.9778 0.8548 0.6228 0.8285 0.9586 0.5959 0.2228 0.8652 0.8545 0.1593
0.0266 97.65 1660 0.0801 0.7456 0.7841 0.9790 nan 0.9933 0.9569 0.8898 0.9875 0.9221 0.6297 0.8506 0.9815 0.7677 0.2112 0.8823 0.9173 0.2033 nan 0.9829 0.8874 0.8321 0.9780 0.8558 0.6215 0.8348 0.9597 0.6081 0.2093 0.8654 0.8550 0.2029
0.025 98.82 1680 0.0787 0.7450 0.7818 0.9792 nan 0.9930 0.9597 0.9013 0.9864 0.9254 0.6333 0.8492 0.9799 0.7604 0.2005 0.8684 0.8978 0.2081 nan 0.9832 0.8871 0.8398 0.9772 0.8545 0.6287 0.8329 0.9606 0.6087 0.1986 0.8552 0.8506 0.2075
0.0268 100.0 1700 0.0788 0.7470 0.7860 0.9793 nan 0.9931 0.9549 0.8962 0.9882 0.9147 0.6367 0.8659 0.9826 0.7757 0.2171 0.8848 0.9206 0.1870 nan 0.9830 0.8891 0.8333 0.9784 0.8557 0.6281 0.8460 0.9596 0.6210 0.2148 0.8671 0.8483 0.1861
0.0256 101.18 1720 0.0785 0.7494 0.7878 0.9792 nan 0.9942 0.9516 0.8849 0.9889 0.9183 0.6354 0.8468 0.9808 0.7714 0.2331 0.9161 0.9301 0.1902 nan 0.9826 0.8895 0.8335 0.9780 0.8559 0.6271 0.8318 0.9605 0.6191 0.2303 0.8921 0.8524 0.1896
0.0256 102.35 1740 0.0795 0.7598 0.7988 0.9793 nan 0.9930 0.9563 0.8969 0.9893 0.9139 0.6242 0.8542 0.9798 0.7796 0.2347 0.9228 0.9174 0.3220 nan 0.9831 0.8872 0.8384 0.9785 0.8583 0.6187 0.8359 0.9590 0.6221 0.2265 0.8959 0.8580 0.3163
0.0243 103.53 1760 0.0781 0.7509 0.7882 0.9794 nan 0.9933 0.9556 0.9019 0.9883 0.9218 0.6303 0.8592 0.9791 0.7629 0.2304 0.9078 0.9194 0.1967 nan 0.9830 0.8895 0.8391 0.9782 0.8581 0.6230 0.8390 0.9602 0.6181 0.2273 0.8899 0.8594 0.1961
0.0299 104.71 1780 0.0785 0.7462 0.7843 0.9794 nan 0.9931 0.9584 0.9021 0.9884 0.9216 0.6225 0.8485 0.9783 0.7794 0.2051 0.8709 0.9250 0.2033 nan 0.9831 0.8884 0.8379 0.9788 0.8587 0.6179 0.8335 0.9612 0.6252 0.2033 0.8556 0.8548 0.2026
0.0238 105.88 1800 0.0770 0.7483 0.7845 0.9796 nan 0.9939 0.9530 0.8998 0.9888 0.9116 0.6352 0.8513 0.9815 0.7671 0.2369 0.8795 0.9209 0.1789 nan 0.9830 0.8912 0.8372 0.9785 0.8580 0.6288 0.8351 0.9615 0.6171 0.2351 0.8654 0.8586 0.1789
0.0283 107.06 1820 0.0792 0.7523 0.7913 0.9792 nan 0.9930 0.9605 0.8910 0.9888 0.9097 0.6273 0.8514 0.9780 0.8059 0.2182 0.9089 0.9187 0.2358 nan 0.9829 0.8885 0.8344 0.9786 0.8585 0.6210 0.8352 0.9608 0.6203 0.2165 0.8892 0.8595 0.2342
0.0236 108.24 1840 0.0789 0.7584 0.7974 0.9792 nan 0.9934 0.9579 0.8895 0.9884 0.9079 0.6352 0.8560 0.9805 0.7655 0.2409 0.9201 0.9291 0.3024 nan 0.9828 0.8888 0.8342 0.9783 0.8570 0.6231 0.8388 0.9592 0.6139 0.2367 0.8929 0.8550 0.2981
0.0248 109.41 1860 0.0784 0.7570 0.7955 0.9794 nan 0.9936 0.9553 0.8933 0.9893 0.9061 0.6299 0.8521 0.9819 0.7726 0.2390 0.9070 0.9286 0.2927 nan 0.9830 0.8901 0.8375 0.9784 0.8568 0.6220 0.8344 0.9592 0.6224 0.2365 0.8853 0.8463 0.2885
0.0296 110.59 1880 0.0777 0.7469 0.7861 0.9795 nan 0.9933 0.9523 0.9022 0.9888 0.9162 0.6291 0.8549 0.9830 0.7902 0.2348 0.8833 0.9349 0.1561 nan 0.9831 0.8907 0.8375 0.9783 0.8588 0.6205 0.8386 0.9607 0.6305 0.2331 0.8652 0.8562 0.1561
0.0234 111.76 1900 0.0799 0.7582 0.7964 0.9794 nan 0.9937 0.9536 0.8959 0.9896 0.9138 0.6245 0.8559 0.9791 0.7706 0.2421 0.9211 0.9374 0.2764 nan 0.9828 0.8901 0.8378 0.9785 0.8596 0.6196 0.8386 0.9596 0.6235 0.2400 0.8941 0.8577 0.2742
0.0256 112.94 1920 0.0801 0.7608 0.7967 0.9793 nan 0.9931 0.9587 0.8977 0.9892 0.9108 0.6255 0.8473 0.9780 0.7751 0.2290 0.9016 0.9101 0.3415 nan 0.9830 0.8884 0.8370 0.9783 0.8605 0.6191 0.8312 0.9599 0.6203 0.2273 0.8852 0.8634 0.3371
0.022 114.12 1940 0.0786 0.7649 0.8068 0.9794 nan 0.9933 0.9556 0.8948 0.9892 0.9181 0.6288 0.8550 0.9789 0.7992 0.2431 0.9147 0.9383 0.3789 nan 0.9830 0.8901 0.8357 0.9785 0.8616 0.6224 0.8375 0.9607 0.6209 0.2407 0.8922 0.8594 0.3612
0.0235 115.29 1960 0.0790 0.7622 0.7997 0.9794 nan 0.9932 0.9560 0.8939 0.9905 0.9063 0.6274 0.8506 0.9799 0.7836 0.2364 0.9053 0.9251 0.3480 nan 0.9830 0.8901 0.8352 0.9783 0.8597 0.6207 0.8324 0.9598 0.6235 0.2343 0.8878 0.8615 0.3424
0.0292 116.47 1980 0.0803 0.7648 0.8032 0.9795 nan 0.9939 0.9550 0.8872 0.9883 0.9215 0.6221 0.8588 0.9809 0.7914 0.2433 0.9186 0.9267 0.3545 nan 0.9829 0.8907 0.8341 0.9787 0.8614 0.6182 0.8402 0.9594 0.6286 0.2409 0.8967 0.8650 0.3455
0.0252 117.65 2000 0.0801 0.7633 0.8027 0.9794 nan 0.9940 0.9533 0.8846 0.9894 0.9175 0.6248 0.8492 0.9816 0.7847 0.2436 0.9283 0.9367 0.3480 nan 0.9829 0.8908 0.8315 0.9788 0.8600 0.6189 0.8326 0.9589 0.6293 0.2391 0.8974 0.8639 0.3386
0.0266 118.82 2020 0.0790 0.7676 0.8078 0.9795 nan 0.9924 0.9605 0.9003 0.9875 0.9215 0.6329 0.8813 0.9826 0.7891 0.1686 0.9196 0.9216 0.4439 nan 0.9834 0.8888 0.8397 0.9782 0.8601 0.6227 0.8562 0.9589 0.6283 0.1679 0.8957 0.8657 0.4326
0.0257 120.0 2040 0.0813 0.7579 0.7983 0.9795 nan 0.9935 0.9584 0.8875 0.9882 0.9262 0.6243 0.8576 0.9791 0.8030 0.1780 0.9198 0.9307 0.3317 nan 0.9831 0.8903 0.8344 0.9788 0.8634 0.6169 0.8413 0.9607 0.6193 0.1772 0.8958 0.8655 0.3259
0.0246 121.18 2060 0.0773 0.7592 0.7956 0.9797 nan 0.9937 0.9544 0.8938 0.9910 0.9045 0.6265 0.8725 0.9800 0.7641 0.2586 0.9228 0.9303 0.2504 nan 0.9833 0.8922 0.8386 0.9782 0.8594 0.6180 0.8509 0.9603 0.6211 0.2520 0.9003 0.8671 0.2476
0.0273 122.35 2080 0.0812 0.7489 0.7832 0.9794 nan 0.9939 0.9529 0.8845 0.9913 0.9008 0.6249 0.8531 0.9814 0.7741 0.2092 0.9048 0.9174 0.1935 nan 0.9832 0.8896 0.8356 0.9774 0.8581 0.6192 0.8383 0.9592 0.6205 0.2077 0.8907 0.8640 0.1926
0.0209 123.53 2100 0.0805 0.7548 0.7902 0.9797 nan 0.9933 0.9573 0.9000 0.9897 0.9137 0.6232 0.8545 0.9801 0.7778 0.2016 0.9154 0.9207 0.2455 nan 0.9834 0.8904 0.8419 0.9784 0.8627 0.6177 0.8394 0.9600 0.6289 0.2002 0.8981 0.8679 0.2439
0.0233 124.71 2120 0.0803 0.7558 0.7941 0.9797 nan 0.9930 0.9551 0.9022 0.9906 0.9106 0.6224 0.8548 0.9807 0.7888 0.2290 0.9183 0.9354 0.2423 nan 0.9834 0.8903 0.8394 0.9785 0.8623 0.6161 0.8388 0.9600 0.6274 0.2271 0.8962 0.8648 0.2407
0.0206 125.88 2140 0.0804 0.7598 0.7965 0.9796 nan 0.9938 0.9518 0.8886 0.9914 0.9048 0.6287 0.8557 0.9814 0.7948 0.2116 0.9249 0.9177 0.3089 nan 0.9832 0.8902 0.8396 0.9783 0.8598 0.6217 0.8395 0.9591 0.6244 0.2103 0.9013 0.8658 0.3035
0.0252 127.06 2160 0.0794 0.7646 0.8038 0.9798 nan 0.9933 0.9544 0.8985 0.9902 0.9175 0.6272 0.8706 0.9813 0.7816 0.2381 0.9303 0.9381 0.3285 nan 0.9834 0.8908 0.8415 0.9788 0.8633 0.6207 0.8502 0.9597 0.6264 0.2337 0.9023 0.8686 0.3211
0.0274 128.24 2180 0.0801 0.7642 0.8013 0.9797 nan 0.9935 0.9562 0.8976 0.9889 0.9198 0.6234 0.8627 0.9812 0.7904 0.2291 0.9170 0.9205 0.3366 nan 0.9833 0.8904 0.8408 0.9789 0.8639 0.6176 0.8469 0.9593 0.6297 0.2272 0.8969 0.8680 0.3312
0.0254 129.41 2200 0.0796 0.7569 0.7952 0.9797 nan 0.9936 0.9551 0.8960 0.9886 0.9260 0.6250 0.8635 0.9819 0.7929 0.2223 0.9123 0.9270 0.2537 nan 0.9833 0.8911 0.8386 0.9792 0.8636 0.6188 0.8461 0.9590 0.6304 0.2206 0.8925 0.8658 0.2512
0.024 130.59 2220 0.0783 0.7542 0.7918 0.9800 nan 0.9936 0.9572 0.8970 0.9893 0.9206 0.6275 0.8622 0.9811 0.7900 0.2262 0.9229 0.9302 0.1951 nan 0.9835 0.8927 0.8410 0.9791 0.8650 0.6217 0.8467 0.9612 0.6272 0.2247 0.8989 0.8688 0.1942
0.027 131.76 2240 0.0786 0.7607 0.7996 0.9799 nan 0.9933 0.9517 0.9027 0.9902 0.9146 0.6333 0.8712 0.9833 0.7869 0.2275 0.9345 0.9241 0.2813 nan 0.9834 0.8926 0.8405 0.9790 0.8631 0.6237 0.8497 0.9597 0.6262 0.2257 0.9018 0.8661 0.2777
0.0208 132.94 2260 0.0801 0.7568 0.7950 0.9798 nan 0.9935 0.9551 0.8920 0.9903 0.9136 0.6282 0.8583 0.9821 0.8028 0.2308 0.9265 0.9257 0.2358 nan 0.9833 0.8921 0.8365 0.9791 0.8638 0.6216 0.8426 0.9604 0.6271 0.2291 0.8995 0.8694 0.2339
0.0251 134.12 2280 0.0810 0.7604 0.7980 0.9797 nan 0.9937 0.9541 0.8883 0.9905 0.9137 0.6234 0.8687 0.9822 0.7846 0.2341 0.9182 0.9327 0.2894 nan 0.9833 0.8915 0.8362 0.9790 0.8634 0.6178 0.8491 0.9603 0.6223 0.2323 0.8970 0.8688 0.2848
0.0217 135.29 2300 0.0809 0.7644 0.8017 0.9798 nan 0.9942 0.9531 0.8883 0.9904 0.9173 0.6244 0.8568 0.9803 0.7928 0.2393 0.9183 0.9385 0.3285 nan 0.9833 0.8922 0.8374 0.9789 0.8644 0.6188 0.8403 0.9603 0.6297 0.2366 0.8983 0.8765 0.3201
0.0249 136.47 2320 0.0812 0.7593 0.7963 0.9797 nan 0.9937 0.9560 0.8969 0.9887 0.9167 0.6262 0.8588 0.9818 0.7744 0.2345 0.8910 0.9356 0.2976 nan 0.9833 0.8913 0.8377 0.9789 0.8643 0.6198 0.8419 0.9608 0.6203 0.2324 0.8746 0.8725 0.2928
0.0229 137.65 2340 0.0800 0.7651 0.8026 0.9799 nan 0.9940 0.9522 0.8958 0.9905 0.9102 0.6251 0.8622 0.9809 0.7975 0.2338 0.9253 0.9262 0.3398 nan 0.9834 0.8922 0.8405 0.9788 0.8638 0.6189 0.8430 0.9609 0.6253 0.2321 0.9013 0.8732 0.3333
0.0255 138.82 2360 0.0807 0.7635 0.7986 0.9798 nan 0.9942 0.9547 0.8916 0.9898 0.9134 0.6246 0.8616 0.9814 0.7646 0.2408 0.9138 0.9288 0.3220 nan 0.9832 0.8923 0.8383 0.9792 0.8644 0.6180 0.8445 0.9602 0.6198 0.2385 0.8958 0.8761 0.3153
0.025 140.0 2380 0.0811 0.7670 0.8055 0.9798 nan 0.9932 0.9544 0.8978 0.9910 0.9159 0.6266 0.8567 0.9807 0.7963 0.2400 0.9276 0.9285 0.3626 nan 0.9836 0.8904 0.8405 0.9785 0.8647 0.6177 0.8394 0.9601 0.6291 0.2366 0.9008 0.8750 0.3551
0.0203 141.18 2400 0.0815 0.7635 0.8007 0.9798 nan 0.9937 0.9577 0.8940 0.9893 0.9159 0.6233 0.8747 0.9797 0.7675 0.2408 0.9281 0.9230 0.3220 nan 0.9834 0.8907 0.8388 0.9794 0.8643 0.6165 0.8540 0.9594 0.6187 0.2345 0.8999 0.8699 0.3163
0.0245 142.35 2420 0.0800 0.7647 0.8045 0.9800 nan 0.9939 0.9541 0.8924 0.9883 0.9334 0.6251 0.8693 0.9827 0.7980 0.2442 0.9261 0.9387 0.3122 nan 0.9834 0.8928 0.8393 0.9793 0.8639 0.6196 0.8511 0.9599 0.6327 0.2411 0.9012 0.8696 0.3077
0.021 143.53 2440 0.0797 0.7679 0.8073 0.9799 nan 0.9934 0.9557 0.8963 0.9896 0.9210 0.6284 0.8650 0.9824 0.7961 0.2369 0.9220 0.9449 0.3626 nan 0.9836 0.8920 0.8395 0.9794 0.8647 0.6215 0.8457 0.9591 0.6309 0.2342 0.8999 0.8759 0.3562
0.0235 144.71 2460 0.0825 0.7602 0.7979 0.9797 nan 0.9943 0.9581 0.8844 0.9884 0.9207 0.6232 0.8603 0.9794 0.7764 0.2400 0.9149 0.9411 0.2911 nan 0.9832 0.8910 0.8354 0.9793 0.8658 0.6179 0.8450 0.9600 0.6198 0.2369 0.8936 0.8680 0.2869
0.0254 145.88 2480 0.0812 0.7618 0.7997 0.9799 nan 0.9941 0.9532 0.8930 0.9903 0.9162 0.6242 0.8680 0.9798 0.7814 0.2461 0.9247 0.9409 0.2846 nan 0.9833 0.8925 0.8382 0.9792 0.8653 0.6183 0.8467 0.9607 0.6232 0.2431 0.9010 0.8708 0.2809
0.0216 147.06 2500 0.0810 0.7611 0.7977 0.9798 nan 0.9935 0.9526 0.8995 0.9913 0.9075 0.6235 0.8561 0.9810 0.7848 0.2323 0.9277 0.9281 0.2927 nan 0.9834 0.8914 0.8375 0.9788 0.8628 0.6180 0.8393 0.9601 0.6270 0.2305 0.9033 0.8714 0.2903
0.0229 148.24 2520 0.0810 0.7663 0.8070 0.9798 nan 0.9936 0.9542 0.8935 0.9898 0.9155 0.6248 0.8601 0.9833 0.7977 0.2459 0.9304 0.9384 0.3642 nan 0.9835 0.8921 0.8380 0.9792 0.8650 0.6182 0.8429 0.9593 0.6257 0.2430 0.8966 0.8637 0.3544
0.022 149.41 2540 0.0817 0.7616 0.8020 0.9798 nan 0.9934 0.9572 0.8924 0.9897 0.9176 0.6235 0.8611 0.9815 0.7865 0.2397 0.9241 0.9460 0.3138 nan 0.9835 0.8909 0.8378 0.9792 0.8652 0.6182 0.8420 0.9597 0.6212 0.2377 0.8953 0.8671 0.3030
0.0235 150.59 2560 0.0817 0.7591 0.7971 0.9798 nan 0.9938 0.9539 0.8940 0.9897 0.9229 0.6240 0.8590 0.9818 0.7736 0.2428 0.9200 0.9397 0.2667 nan 0.9834 0.8916 0.8378 0.9790 0.8660 0.6176 0.8425 0.9601 0.6177 0.2402 0.8992 0.8688 0.2641
0.0224 151.76 2580 0.0820 0.7659 0.8046 0.9798 nan 0.9938 0.9555 0.8892 0.9899 0.9214 0.6238 0.8661 0.9814 0.7724 0.2453 0.9244 0.9403 0.3561 nan 0.9834 0.8912 0.8374 0.9793 0.8658 0.6176 0.8470 0.9600 0.6209 0.2398 0.8984 0.8688 0.3471
0.0205 152.94 2600 0.0810 0.7610 0.7979 0.9799 nan 0.9939 0.9546 0.8966 0.9904 0.9152 0.6246 0.8547 0.9801 0.7738 0.2378 0.9193 0.9375 0.2943 nan 0.9835 0.8918 0.8383 0.9793 0.8657 0.6185 0.8392 0.9611 0.6206 0.2359 0.8984 0.8715 0.2896
0.0197 154.12 2620 0.0808 0.7656 0.8067 0.9799 nan 0.9929 0.9570 0.9036 0.9891 0.9219 0.6258 0.8656 0.9828 0.7921 0.2389 0.9324 0.9462 0.3382 nan 0.9836 0.8919 0.8405 0.9794 0.8656 0.6171 0.8475 0.9604 0.6255 0.2358 0.9058 0.8674 0.3323
0.0209 155.29 2640 0.0812 0.7581 0.7946 0.9800 nan 0.9943 0.9555 0.8939 0.9886 0.9252 0.6240 0.8575 0.9817 0.7638 0.2443 0.9254 0.9340 0.2423 nan 0.9835 0.8926 0.8398 0.9793 0.8657 0.6175 0.8421 0.9610 0.6173 0.2419 0.9027 0.8723 0.2399
0.0203 156.47 2660 0.0809 0.7671 0.8047 0.9800 nan 0.9940 0.9558 0.8939 0.9892 0.9231 0.6245 0.8629 0.9808 0.7735 0.2499 0.9251 0.9387 0.3496 nan 0.9834 0.8926 0.8400 0.9796 0.8664 0.6177 0.8463 0.9608 0.6220 0.2460 0.9050 0.8695 0.3429
0.0225 157.65 2680 0.0808 0.7640 0.8010 0.9800 nan 0.9938 0.9571 0.8980 0.9885 0.9237 0.6220 0.8643 0.9810 0.7662 0.2427 0.9265 0.9292 0.3203 nan 0.9836 0.8912 0.8419 0.9794 0.8654 0.6169 0.8467 0.9602 0.6222 0.2388 0.9053 0.8653 0.3152
0.0269 158.82 2700 0.0806 0.7596 0.7950 0.9800 nan 0.9943 0.9558 0.8894 0.9899 0.9177 0.6250 0.8603 0.9807 0.7761 0.2444 0.9212 0.9247 0.2553 nan 0.9834 0.8928 0.8390 0.9795 0.8653 0.6184 0.8439 0.9609 0.6272 0.2418 0.9014 0.8697 0.2516
0.0204 160.0 2720 0.0805 0.7677 0.8069 0.9801 nan 0.9940 0.9543 0.8949 0.9892 0.9248 0.6257 0.8668 0.9816 0.7981 0.2527 0.9281 0.9310 0.3480 nan 0.9835 0.8932 0.8404 0.9796 0.8656 0.6187 0.8497 0.9605 0.6308 0.2475 0.9049 0.8665 0.3391
0.0188 161.18 2740 0.0801 0.7686 0.8067 0.9801 nan 0.9934 0.9579 0.8992 0.9896 0.9168 0.6255 0.8677 0.9823 0.7694 0.2531 0.9274 0.9386 0.3659 nan 0.9837 0.8920 0.8420 0.9794 0.8654 0.6191 0.8494 0.9608 0.6213 0.2484 0.9019 0.8709 0.3571
0.0218 162.35 2760 0.0805 0.7686 0.8061 0.9801 nan 0.9936 0.9578 0.9000 0.9894 0.9216 0.6247 0.8665 0.9800 0.7756 0.2515 0.9290 0.9321 0.3577 nan 0.9837 0.8919 0.8421 0.9795 0.8674 0.6183 0.8478 0.9609 0.6240 0.2469 0.9041 0.8732 0.3514
0.0203 163.53 2780 0.0815 0.7643 0.7999 0.9799 nan 0.9931 0.9580 0.9023 0.9898 0.9155 0.6227 0.8569 0.9822 0.7698 0.2411 0.9230 0.9177 0.3268 nan 0.9836 0.8910 0.8406 0.9795 0.8664 0.6167 0.8405 0.9599 0.6242 0.2384 0.9018 0.8713 0.3216
0.0229 164.71 2800 0.0805 0.7672 0.8047 0.9801 nan 0.9933 0.9548 0.9024 0.9912 0.9162 0.6251 0.8574 0.9801 0.7891 0.2512 0.9303 0.9399 0.3301 nan 0.9836 0.8924 0.8410 0.9792 0.8669 0.6190 0.8401 0.9611 0.6316 0.2481 0.9061 0.8793 0.3248
0.0189 165.88 2820 0.0816 0.7667 0.8044 0.9800 nan 0.9940 0.9556 0.8921 0.9890 0.9258 0.6248 0.8622 0.9821 0.7816 0.2524 0.9278 0.9351 0.3350 nan 0.9835 0.8930 0.8390 0.9795 0.8665 0.6187 0.8450 0.9605 0.6255 0.2472 0.9041 0.8755 0.3285
0.0235 167.06 2840 0.0809 0.7703 0.8087 0.9801 nan 0.9933 0.9555 0.9032 0.9899 0.9224 0.6231 0.8622 0.9822 0.7864 0.2539 0.9265 0.9379 0.3772 nan 0.9837 0.8925 0.8412 0.9795 0.8669 0.6176 0.8443 0.9603 0.6272 0.2486 0.9049 0.8772 0.3700
0.0218 168.24 2860 0.0825 0.7652 0.8013 0.9800 nan 0.9935 0.9582 0.8961 0.9906 0.9125 0.6220 0.8572 0.9809 0.7770 0.2426 0.9207 0.9314 0.3350 nan 0.9837 0.8914 0.8412 0.9792 0.8658 0.6170 0.8395 0.9613 0.6243 0.2400 0.9003 0.8749 0.3291
0.0225 169.41 2880 0.0818 0.7643 0.8006 0.9800 nan 0.9941 0.9553 0.8913 0.9896 0.9214 0.6236 0.8597 0.9819 0.7837 0.2450 0.9232 0.9303 0.3089 nan 0.9835 0.8928 0.8392 0.9794 0.8665 0.6185 0.8426 0.9611 0.6286 0.2414 0.9029 0.8759 0.304
0.0204 170.59 2900 0.0808 0.7707 0.8079 0.9801 nan 0.9937 0.9557 0.8986 0.9902 0.9196 0.6253 0.8589 0.9815 0.7736 0.2531 0.9322 0.9338 0.3870 nan 0.9837 0.8928 0.8412 0.9793 0.8667 0.6192 0.8424 0.9611 0.6238 0.2497 0.9061 0.8770 0.3766
0.0184 171.76 2920 0.0817 0.7678 0.8065 0.9800 nan 0.9939 0.9575 0.8910 0.9892 0.9239 0.6253 0.8621 0.9813 0.7793 0.2545 0.9337 0.9346 0.3577 nan 0.9836 0.8927 0.8385 0.9795 0.8668 0.6189 0.8450 0.9612 0.6238 0.2488 0.9022 0.8715 0.3487
0.0234 172.94 2940 0.0814 0.7662 0.8056 0.9801 nan 0.9938 0.9576 0.8945 0.9890 0.9268 0.6259 0.8640 0.9801 0.7919 0.2530 0.9314 0.9343 0.3301 nan 0.9837 0.8928 0.8400 0.9794 0.8671 0.6194 0.8453 0.9615 0.6259 0.2474 0.9008 0.8738 0.3232
0.0213 174.12 2960 0.0815 0.7674 0.8055 0.9801 nan 0.9934 0.9570 0.9020 0.9894 0.9218 0.6259 0.8599 0.9818 0.7751 0.2475 0.9337 0.9312 0.3528 nan 0.9837 0.8921 0.8416 0.9796 0.8672 0.6192 0.8432 0.9609 0.6199 0.2440 0.9035 0.8755 0.3461
0.0182 175.29 2980 0.0820 0.7679 0.8070 0.9800 nan 0.9934 0.9574 0.8957 0.9902 0.9251 0.6249 0.8613 0.9802 0.7775 0.2460 0.9366 0.9413 0.3610 nan 0.9836 0.8918 0.8402 0.9794 0.8677 0.6179 0.8435 0.9612 0.6216 0.2437 0.9023 0.8758 0.3535
0.0203 176.47 3000 0.0825 0.7639 0.8026 0.9800 nan 0.9934 0.9573 0.8992 0.9893 0.9246 0.6247 0.8583 0.9811 0.7840 0.2318 0.9322 0.9337 0.3236 nan 0.9836 0.8917 0.8399 0.9795 0.8674 0.6183 0.8421 0.9607 0.6227 0.2303 0.9037 0.8729 0.3184
0.024 177.65 3020 0.0821 0.7648 0.8030 0.9800 nan 0.9938 0.9539 0.8971 0.9899 0.9241 0.6259 0.8584 0.9825 0.7842 0.2416 0.9300 0.9346 0.3236 nan 0.9837 0.8926 0.8404 0.9794 0.8673 0.6197 0.8415 0.9607 0.6244 0.2400 0.9034 0.8711 0.3179
0.0182 178.82 3040 0.0814 0.7682 0.8065 0.9801 nan 0.9933 0.9574 0.9011 0.9900 0.9205 0.6261 0.8569 0.9818 0.7775 0.2384 0.9271 0.9400 0.3740 nan 0.9838 0.8916 0.8421 0.9794 0.8675 0.6196 0.8399 0.9607 0.6247 0.2366 0.9023 0.8713 0.3668
0.0227 180.0 3060 0.0813 0.7665 0.8048 0.9800 nan 0.9932 0.9574 0.9025 0.9896 0.9228 0.6249 0.8584 0.9817 0.7810 0.2408 0.9287 0.9368 0.3447 nan 0.9838 0.8918 0.8411 0.9795 0.8672 0.6186 0.8409 0.9605 0.6261 0.2391 0.9050 0.8728 0.3387
0.0198 181.18 3080 0.0816 0.7676 0.8066 0.9800 nan 0.9940 0.9564 0.8938 0.9889 0.9282 0.6248 0.8583 0.9814 0.7771 0.2478 0.9340 0.9417 0.3593 nan 0.9837 0.8918 0.8406 0.9794 0.8673 0.6177 0.8429 0.9606 0.6240 0.2456 0.9037 0.8712 0.3508
0.0249 182.35 3100 0.0812 0.7648 0.8034 0.9801 nan 0.9939 0.9550 0.8990 0.9899 0.9186 0.6256 0.8634 0.9814 0.7774 0.2534 0.9334 0.9416 0.3122 nan 0.9838 0.8929 0.8416 0.9795 0.8677 0.6180 0.8448 0.9611 0.6212 0.2501 0.9050 0.8700 0.3062
0.0201 183.53 3120 0.0822 0.7626 0.8007 0.9800 nan 0.9934 0.9578 0.8992 0.9899 0.9199 0.6233 0.8544 0.9808 0.7769 0.2465 0.9277 0.9378 0.3008 nan 0.9838 0.8920 0.8405 0.9794 0.8678 0.6166 0.8382 0.9609 0.6208 0.2438 0.9022 0.8724 0.2955
0.0262 184.71 3140 0.0807 0.7665 0.8039 0.9801 nan 0.9936 0.9554 0.8991 0.9905 0.9193 0.6254 0.8554 0.9814 0.7831 0.2475 0.9308 0.9305 0.3382 nan 0.9838 0.8927 0.8408 0.9794 0.8674 0.6180 0.8390 0.9610 0.6240 0.2455 0.9037 0.8766 0.3323
0.0217 185.88 3160 0.0813 0.7689 0.8073 0.9801 nan 0.9937 0.9571 0.8971 0.9894 0.9236 0.6257 0.8574 0.9816 0.7808 0.2459 0.9322 0.9372 0.3740 nan 0.9838 0.8924 0.8408 0.9796 0.8684 0.6183 0.8419 0.9608 0.6234 0.2437 0.9036 0.8744 0.3651
0.0193 187.06 3180 0.0813 0.7698 0.8085 0.9801 nan 0.9937 0.9561 0.8967 0.9895 0.9242 0.6256 0.8592 0.9825 0.7832 0.2482 0.9305 0.9362 0.3854 nan 0.9837 0.8928 0.8408 0.9796 0.8681 0.6183 0.8426 0.9606 0.6244 0.2457 0.9029 0.8725 0.375
0.0252 188.24 3200 0.0817 0.7679 0.8051 0.9801 nan 0.9938 0.9568 0.8948 0.9899 0.9238 0.6246 0.8565 0.9813 0.7735 0.2452 0.9250 0.9326 0.3691 nan 0.9837 0.8923 0.8403 0.9794 0.8683 0.6178 0.8404 0.9608 0.6210 0.2428 0.9006 0.8751 0.3603
0.0204 189.41 3220 0.0819 0.7684 0.8059 0.9801 nan 0.9938 0.9558 0.8968 0.9902 0.9197 0.6239 0.8602 0.9805 0.7823 0.2490 0.9294 0.9326 0.3626 nan 0.9837 0.8927 0.8403 0.9795 0.8682 0.6175 0.8431 0.9610 0.6246 0.2456 0.9029 0.8750 0.3557
0.0249 190.59 3240 0.0822 0.7667 0.8049 0.9801 nan 0.9936 0.9576 0.8992 0.9894 0.9215 0.6233 0.8609 0.9814 0.7887 0.2500 0.9281 0.9339 0.3366 nan 0.9838 0.8927 0.8409 0.9796 0.8679 0.6170 0.8438 0.9609 0.6282 0.2464 0.9025 0.8725 0.3307
0.0215 191.76 3260 0.0820 0.7676 0.8060 0.9801 nan 0.9939 0.9557 0.8962 0.9894 0.9245 0.6244 0.8647 0.9821 0.7839 0.2526 0.9289 0.9361 0.3463 nan 0.9837 0.8932 0.8406 0.9796 0.8678 0.6172 0.8466 0.9609 0.6255 0.2487 0.9027 0.8727 0.3397
0.0225 192.94 3280 0.0824 0.7687 0.8077 0.9801 nan 0.9937 0.9572 0.8938 0.9897 0.9226 0.6240 0.8615 0.9820 0.7830 0.2461 0.9264 0.9380 0.3821 nan 0.9838 0.8921 0.8402 0.9795 0.8679 0.6166 0.8438 0.9607 0.6233 0.2435 0.8987 0.8718 0.3718
0.0221 194.12 3300 0.0816 0.7687 0.8078 0.9801 nan 0.9937 0.9554 0.8971 0.9899 0.9238 0.6245 0.8611 0.9819 0.7911 0.2495 0.9268 0.9395 0.3675 nan 0.9838 0.8930 0.8408 0.9795 0.8679 0.6170 0.8434 0.9610 0.6262 0.2472 0.9010 0.8720 0.3604
0.0198 195.29 3320 0.0821 0.7675 0.8056 0.9801 nan 0.9939 0.9560 0.8955 0.9897 0.9187 0.6237 0.8574 0.9815 0.7885 0.2494 0.9280 0.9346 0.3561 nan 0.9837 0.8926 0.8404 0.9796 0.8679 0.6173 0.8411 0.9609 0.6257 0.2463 0.9010 0.8724 0.3493
0.0182 196.47 3340 0.0824 0.7672 0.8053 0.9801 nan 0.9936 0.9579 0.8976 0.9891 0.9238 0.6236 0.8589 0.9813 0.7862 0.2451 0.9259 0.9313 0.3545 nan 0.9838 0.8920 0.8409 0.9795 0.8682 0.6171 0.8417 0.9609 0.6250 0.2426 0.9003 0.8730 0.3482
0.0186 197.65 3360 0.0821 0.7679 0.8061 0.9801 nan 0.9936 0.9573 0.8982 0.9894 0.9232 0.6239 0.8621 0.9811 0.7856 0.2462 0.9247 0.9342 0.3593 nan 0.9838 0.8923 0.8413 0.9796 0.8684 0.6173 0.8439 0.9610 0.6248 0.2439 0.9004 0.8729 0.3530
0.0235 198.82 3380 0.0819 0.7684 0.8069 0.9801 nan 0.9936 0.9570 0.8988 0.9899 0.9216 0.6235 0.8584 0.9808 0.7889 0.2480 0.9261 0.9359 0.3675 nan 0.9838 0.8923 0.8414 0.9795 0.8683 0.6174 0.8413 0.9611 0.6258 0.2454 0.9010 0.8731 0.3593
0.0208 200.0 3400 0.0817 0.7674 0.8048 0.9801 nan 0.9939 0.9563 0.8947 0.9900 0.9225 0.6237 0.8593 0.9806 0.7856 0.2475 0.9234 0.9317 0.3528 nan 0.9838 0.8925 0.8407 0.9795 0.8685 0.6175 0.8422 0.9612 0.6243 0.2451 0.8999 0.8745 0.3461

Framework versions

  • Transformers 4.30.2
  • Pytorch 2.0.1+cu117
  • Datasets 2.13.1
  • Tokenizers 0.13.3