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safety-utcustom-terrain-b0-optim

This model is a fine-tuned version of nvidia/mit-b0 on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0837
  • Mean Iou: 0.6719
  • Mean Accuracy: 0.7168
  • Overall Accuracy: 0.9802
  • Accuracy Unlabeled: nan
  • Accuracy Nat: 0.9934
  • Accuracy Concrete: 0.9531
  • Accuracy Grass: 0.9075
  • Accuracy Speedway bricks: 0.9886
  • Accuracy Steel: 0.9103
  • Accuracy Rough concrete: 0.0
  • Accuracy Dark bricks: 0.9022
  • Accuracy Road: 0.9844
  • Accuracy Rough red sidewalk: 0.6933
  • Accuracy Tiles: 0.1029
  • Accuracy Red bricks: 0.8981
  • Accuracy Concrete tiles: 0.9850
  • Accuracy Rest: 0.0
  • Iou Unlabeled: nan
  • Iou Nat: 0.9816
  • Iou Concrete: 0.8989
  • Iou Grass: 0.8466
  • Iou Speedway bricks: 0.9782
  • Iou Steel: 0.8578
  • Iou Rough concrete: 0.0
  • Iou Dark bricks: 0.8371
  • Iou Road: 0.9778
  • Iou Rough red sidewalk: 0.4583
  • Iou Tiles: 0.1025
  • Iou Red bricks: 0.8433
  • Iou Concrete tiles: 0.9527
  • Iou Rest: 0.0

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: 0.0001
  • train_batch_size: 32
  • eval_batch_size: 32
  • 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: 500

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
2.6746 1.82 20 2.6474 0.0082 0.0318 0.0233 nan 0.0191 0.0010 0.0080 0.0313 0.0084 0.0340 0.0933 0.0573 0.0600 0.0 0.0087 0.0918 0.0 0.0 0.0189 0.0009 0.0061 0.0310 0.0017 0.0043 0.0019 0.0466 0.0014 0.0 0.0000 0.0027 0.0
2.4385 3.64 40 2.4373 0.1118 0.1701 0.4471 nan 0.4479 0.0436 0.0175 0.7969 0.0050 0.2950 0.0727 0.3749 0.0548 0.0 0.0 0.1028 0.0 0.0 0.4473 0.0400 0.0106 0.7166 0.0016 0.0490 0.0073 0.2852 0.0037 0.0 0.0 0.0041 0.0
1.9773 5.45 60 1.9161 0.1721 0.2306 0.8010 nan 0.8990 0.2451 0.0716 0.9788 0.0 0.0037 0.0093 0.7720 0.0100 0.0010 0.0 0.0072 0.0 0.0 0.8940 0.1920 0.0704 0.6999 0.0 0.0013 0.0053 0.5406 0.0038 0.0003 0.0 0.0014 0.0
1.6038 7.27 80 1.4905 0.2074 0.2714 0.8715 nan 0.9470 0.7309 0.0295 0.9800 0.0 0.0 0.0 0.8218 0.0020 0.0 0.0154 0.0014 0.0 0.0 0.9376 0.4290 0.0291 0.7987 0.0 0.0 0.0 0.7050 0.0010 0.0 0.0026 0.0011 0.0
1.4392 9.09 100 1.2886 0.2165 0.2812 0.8830 nan 0.9505 0.7619 0.0759 0.9805 0.0003 0.0 0.0 0.8848 0.0009 0.0 0.0005 0.0 0.0 0.0 0.9410 0.4459 0.0671 0.8220 0.0003 0.0 0.0 0.7530 0.0007 0.0 0.0004 0.0 0.0
1.1951 10.91 120 1.1216 0.2496 0.2954 0.8964 nan 0.9539 0.8772 0.1407 0.9814 0.0002 0.0 0.0 0.8862 0.0 0.0 0.0 0.0 0.0 nan 0.9437 0.5138 0.1163 0.8450 0.0002 0.0 0.0 0.8261 0.0 0.0 0.0 0.0 0.0
1.0666 12.73 140 0.9632 0.2684 0.3165 0.9090 nan 0.9561 0.8870 0.3516 0.9750 0.0 0.0 0.0 0.9451 0.0 0.0 0.0 0.0 0.0 nan 0.9454 0.6040 0.2726 0.8607 0.0 0.0 0.0 0.8060 0.0 0.0 0.0 0.0 0.0
0.9858 14.55 160 0.8469 0.2728 0.3224 0.9065 nan 0.9542 0.9108 0.4874 0.9734 0.0 0.0 0.0 0.8654 0.0 0.0 0.0 0.0 0.0 nan 0.9443 0.5658 0.3575 0.8612 0.0 0.0 0.0 0.8180 0.0 0.0 0.0 0.0 0.0
0.8171 16.36 180 0.7246 0.2957 0.3457 0.9223 nan 0.9581 0.8947 0.7176 0.9772 0.0 0.0 0.0 0.9461 0.0 0.0 0.0 0.0 0.0 nan 0.9460 0.6849 0.4837 0.8639 0.0 0.0 0.0 0.8659 0.0 0.0 0.0 0.0 0.0
0.7362 18.18 200 0.6130 0.2991 0.3465 0.9243 nan 0.9589 0.8930 0.7201 0.9858 0.0 0.0 0.0 0.9468 0.0 0.0 0.0 0.0 0.0 nan 0.9477 0.6862 0.5314 0.8618 0.0 0.0 0.0 0.8610 0.0 0.0 0.0 0.0 0.0
0.608 20.0 220 0.5256 0.3038 0.3528 0.9270 nan 0.9587 0.8941 0.7906 0.9821 0.0 0.0 0.0 0.9609 0.0 0.0 0.0 0.0 0.0 nan 0.9479 0.7103 0.5579 0.8661 0.0 0.0 0.0 0.8666 0.0 0.0 0.0 0.0 0.0
0.5261 21.82 240 0.4744 0.3002 0.3495 0.9231 nan 0.9583 0.9322 0.7455 0.9563 0.0 0.0 0.0 0.9518 0.0 0.0 0.0 0.0 0.0 nan 0.9485 0.6478 0.5857 0.8714 0.0 0.0 0.0 0.8491 0.0 0.0 0.0 0.0 0.0
0.4777 23.64 260 0.4129 0.3190 0.3610 0.9328 nan 0.9675 0.8889 0.7898 0.9889 0.0010 0.0 0.0 0.9544 0.0 0.0 0.0 0.1025 0.0 nan 0.9546 0.7252 0.6226 0.8638 0.0010 0.0 0.0 0.8778 0.0 0.0 0.0 0.1025 0.0
0.3775 25.45 280 0.3503 0.3733 0.4146 0.9392 nan 0.9730 0.8723 0.8075 0.9868 0.0143 0.0 0.0 0.9740 0.0 0.0 0.0 0.7616 0.0 nan 0.9570 0.7644 0.6186 0.8805 0.0143 0.0 0.0 0.8827 0.0 0.0 0.0 0.7351 0.0
0.3272 27.27 300 0.3120 0.3744 0.4223 0.9411 nan 0.9755 0.8942 0.7730 0.9889 0.1235 0.0 0.0 0.9491 0.0 0.0 0.0 0.7856 0.0 nan 0.9595 0.7433 0.6412 0.8828 0.1230 0.0 0.0 0.9023 0.0 0.0 0.0 0.6157 0.0
0.2718 29.09 320 0.2822 0.3720 0.4464 0.9434 nan 0.9826 0.8046 0.7965 0.9829 0.3906 0.0 0.0 0.9698 0.0 0.0 0.0 0.8759 0.0 nan 0.9586 0.7107 0.6444 0.9193 0.3835 0.0 0.0 0.9171 0.0 0.0 0.0 0.3028 0.0
0.286 30.91 340 0.2324 0.4243 0.4613 0.9509 nan 0.9777 0.9108 0.8607 0.9874 0.4738 0.0 0.0 0.9504 0.0006 0.0 0.0 0.8355 0.0 nan 0.9621 0.7654 0.6784 0.9188 0.4559 0.0 0.0 0.9240 0.0006 0.0 0.0 0.8105 0.0
0.2553 32.73 360 0.2106 0.4457 0.4820 0.9569 nan 0.9864 0.9002 0.8603 0.9764 0.6370 0.0 0.0 0.9631 0.0265 0.0 0.0 0.9166 0.0 nan 0.9641 0.8023 0.6887 0.9343 0.5962 0.0 0.0 0.9319 0.0263 0.0 0.0 0.8506 0.0
0.2305 34.55 380 0.2024 0.4598 0.5072 0.9591 nan 0.9855 0.8977 0.8742 0.9746 0.7391 0.0 0.0449 0.9721 0.1409 0.0 0.0 0.9640 0.0 nan 0.9654 0.8089 0.7313 0.9375 0.6287 0.0 0.0449 0.9403 0.1125 0.0 0.0 0.8073 0.0
0.2019 36.36 400 0.1884 0.4735 0.5088 0.9576 nan 0.9837 0.9404 0.8578 0.9750 0.7744 0.0 0.1972 0.9301 0.1264 0.0 0.0 0.8294 0.0 nan 0.9671 0.7637 0.7586 0.9438 0.6910 0.0 0.1947 0.9199 0.0911 0.0 0.0 0.8252 0.0
0.1776 38.18 420 0.1694 0.5130 0.5541 0.9625 nan 0.9882 0.9233 0.8351 0.9685 0.7703 0.0 0.4815 0.9704 0.2915 0.0 0.0 0.9741 0.0 nan 0.9677 0.8077 0.7490 0.9483 0.6777 0.0 0.4750 0.9414 0.2156 0.0 0.0 0.8867 0.0
0.1435 40.0 440 0.1586 0.4931 0.5359 0.9632 nan 0.9841 0.9306 0.8747 0.9802 0.8193 0.0 0.1049 0.9651 0.3851 0.0 0.0 0.9227 0.0 nan 0.9690 0.8176 0.7707 0.9438 0.7045 0.0 0.1047 0.9477 0.2692 0.0 0.0 0.8828 0.0
0.1526 41.82 460 0.1500 0.4926 0.5411 0.9632 nan 0.9863 0.9281 0.8375 0.9843 0.7994 0.0 0.1830 0.9556 0.3669 0.0 0.0 0.9928 0.0 nan 0.9699 0.8065 0.7651 0.9486 0.7195 0.0 0.1819 0.9413 0.2536 0.0 0.0 0.8173 0.0
0.1364 43.64 480 0.1412 0.4986 0.5333 0.9638 nan 0.9885 0.9233 0.8367 0.9873 0.7098 0.0 0.1723 0.9590 0.4377 0.0 0.0 0.9190 0.0 nan 0.9701 0.8276 0.7724 0.9432 0.6638 0.0 0.1693 0.9352 0.3003 0.0 0.0 0.8995 0.0
0.1252 45.45 500 0.1320 0.5279 0.5713 0.9677 nan 0.9867 0.9338 0.8676 0.9817 0.8060 0.0 0.4072 0.9800 0.5415 0.0 0.0 0.9221 0.0 nan 0.9714 0.8490 0.7790 0.9536 0.7239 0.0 0.3961 0.9524 0.3482 0.0 0.0 0.8891 0.0
0.1178 47.27 520 0.1296 0.5515 0.5916 0.9682 nan 0.9903 0.9303 0.8182 0.9874 0.7923 0.0 0.7099 0.9629 0.5105 0.0 0.0234 0.9654 0.0 nan 0.9715 0.8439 0.7604 0.9570 0.7327 0.0 0.6813 0.9529 0.3407 0.0 0.0234 0.9061 0.0
0.1182 49.09 540 0.1293 0.5547 0.6058 0.9679 nan 0.9889 0.9476 0.8475 0.9691 0.8630 0.0 0.7153 0.9674 0.5159 0.0 0.0671 0.9935 0.0 nan 0.9727 0.8320 0.7759 0.9560 0.7409 0.0 0.6893 0.9536 0.3405 0.0 0.0671 0.8837 0.0
0.1342 50.91 560 0.1255 0.5470 0.5826 0.9684 nan 0.9915 0.9201 0.8231 0.9884 0.8093 0.0 0.7222 0.9656 0.3527 0.0 0.0179 0.9833 0.0 nan 0.9718 0.8449 0.7689 0.9559 0.7430 0.0 0.6927 0.9544 0.2462 0.0 0.0179 0.9157 0.0
0.1106 52.73 580 0.1194 0.5864 0.6360 0.9704 nan 0.9910 0.9139 0.8617 0.9853 0.8297 0.0 0.7634 0.9736 0.5821 0.0 0.375 0.9930 0.0 nan 0.9729 0.8589 0.7875 0.9601 0.7481 0.0 0.7323 0.9545 0.3818 0.0 0.3720 0.8547 0.0
0.0981 54.55 600 0.1186 0.6044 0.6617 0.9702 nan 0.9893 0.9215 0.8812 0.9823 0.8643 0.0 0.7975 0.9668 0.5979 0.0 0.6080 0.9934 0.0 nan 0.9732 0.8551 0.7812 0.9613 0.7556 0.0 0.7315 0.9532 0.3826 0.0 0.6023 0.8617 0.0
0.0855 56.36 620 0.1130 0.6073 0.6544 0.9715 nan 0.9907 0.9243 0.8642 0.9847 0.8373 0.0 0.7492 0.9746 0.6229 0.0 0.5705 0.9886 0.0 nan 0.9734 0.8603 0.7875 0.9632 0.7602 0.0 0.7227 0.9618 0.4006 0.0 0.5660 0.8991 0.0
0.0847 58.18 640 0.1137 0.6133 0.6685 0.9707 nan 0.9867 0.9295 0.8990 0.9872 0.8400 0.0 0.7726 0.9702 0.5952 0.0 0.7141 0.9965 0.0 nan 0.9738 0.8515 0.7935 0.9620 0.7627 0.0 0.7351 0.9554 0.3896 0.0 0.7005 0.8494 0.0
0.0838 60.0 660 0.1104 0.6180 0.6612 0.9723 nan 0.9906 0.9348 0.8680 0.9822 0.8720 0.0 0.7611 0.9750 0.5930 0.0 0.6460 0.9724 0.0 nan 0.9745 0.8627 0.7982 0.9634 0.7661 0.0 0.7324 0.9635 0.3859 0.0 0.6398 0.9480 0.0
0.0823 61.82 680 0.1106 0.6166 0.6703 0.9715 nan 0.9879 0.9406 0.8956 0.9835 0.8632 0.0 0.8141 0.9647 0.5996 0.0 0.6696 0.9946 0.0 nan 0.9747 0.8535 0.8000 0.9643 0.7690 0.0 0.7666 0.9536 0.3917 0.0 0.6572 0.8858 0.0
0.101 63.64 700 0.1086 0.6237 0.6748 0.9717 nan 0.9882 0.9375 0.8963 0.9860 0.8543 0.0 0.8191 0.9653 0.5543 0.0 0.7782 0.9927 0.0 nan 0.9749 0.8564 0.8005 0.9627 0.7745 0.0 0.7667 0.9566 0.3652 0.0 0.7570 0.8934 0.0
0.1006 65.45 720 0.1065 0.6192 0.6599 0.9720 nan 0.9898 0.9419 0.8681 0.9855 0.8343 0.0 0.7655 0.9716 0.5197 0.0 0.7223 0.9801 0.0 nan 0.9743 0.8583 0.7958 0.9653 0.7742 0.0 0.7325 0.9586 0.3538 0.0 0.7146 0.9227 0.0
0.0717 67.27 740 0.1028 0.6311 0.6750 0.9737 nan 0.9907 0.9394 0.8865 0.9853 0.8621 0.0 0.7997 0.9727 0.5673 0.0 0.7852 0.9860 0.0 nan 0.9755 0.8706 0.8046 0.9663 0.7817 0.0 0.7594 0.9657 0.3813 0.0 0.7669 0.9317 0.0
0.0757 69.09 760 0.1036 0.6249 0.6739 0.9722 nan 0.9892 0.9321 0.8776 0.9885 0.8404 0.0 0.7978 0.9709 0.6121 0.0 0.7638 0.9884 0.0 nan 0.9753 0.8615 0.7849 0.9649 0.7798 0.0 0.7580 0.9577 0.3883 0.0 0.7425 0.9113 0.0
0.0728 70.91 780 0.1025 0.6249 0.6721 0.9727 nan 0.9914 0.9279 0.8663 0.9879 0.8526 0.0 0.7875 0.9703 0.5827 0.0 0.7788 0.9925 0.0 nan 0.9755 0.8610 0.7961 0.9646 0.7835 0.0 0.7545 0.9620 0.3864 0.0 0.7597 0.8804 0.0
0.0814 72.73 800 0.0986 0.6370 0.6918 0.9735 nan 0.9897 0.9413 0.8838 0.9856 0.8542 0.0 0.8407 0.9715 0.6379 0.0181 0.8766 0.9936 0.0 nan 0.9762 0.8644 0.8048 0.9678 0.7900 0.0 0.7829 0.9588 0.4128 0.0181 0.8285 0.8763 0.0
0.076 74.55 820 0.0990 0.6390 0.6884 0.9737 nan 0.9921 0.9310 0.8731 0.9881 0.8546 0.0 0.8415 0.9670 0.6033 0.0206 0.8910 0.9874 0.0 nan 0.9760 0.8693 0.8008 0.9663 0.7895 0.0 0.7833 0.9598 0.4038 0.0206 0.8301 0.9078 0.0
0.0734 76.36 840 0.0961 0.6347 0.6769 0.9746 nan 0.9922 0.9356 0.8709 0.9853 0.8601 0.0 0.7988 0.9810 0.5985 0.0068 0.7869 0.9832 0.0 nan 0.9758 0.8791 0.7994 0.9683 0.7924 0.0 0.7649 0.9695 0.4034 0.0068 0.7649 0.9263 0.0
0.0727 78.18 860 0.0971 0.6379 0.6849 0.9734 nan 0.9905 0.9206 0.8899 0.9909 0.8484 0.0 0.8286 0.9746 0.5959 0.0112 0.8695 0.9840 0.0 nan 0.9756 0.8678 0.7957 0.9640 0.7858 0.0 0.7832 0.9661 0.3971 0.0112 0.8243 0.9213 0.0
0.0824 80.0 880 0.1008 0.6308 0.6748 0.9732 nan 0.9920 0.9387 0.8628 0.9873 0.8577 0.0 0.7994 0.9655 0.5130 0.0 0.8722 0.9840 0.0 nan 0.9765 0.8586 0.7941 0.9685 0.7989 0.0 0.7642 0.9588 0.3452 0.0 0.8196 0.9162 0.0
0.0862 81.82 900 0.0967 0.6329 0.6913 0.9739 nan 0.9913 0.9371 0.8783 0.9830 0.8831 0.0 0.8435 0.9753 0.5548 0.0351 0.9119 0.9934 0.0 nan 0.9768 0.8633 0.8073 0.9686 0.7953 0.0 0.7885 0.9637 0.3711 0.0351 0.7954 0.8623 0.0
0.0613 83.64 920 0.0946 0.6397 0.6941 0.9743 nan 0.9916 0.9380 0.8773 0.9828 0.8829 0.0 0.8314 0.9766 0.5793 0.0716 0.8993 0.9920 0.0 nan 0.9762 0.8712 0.7988 0.9693 0.7988 0.0 0.7910 0.9662 0.3915 0.0716 0.7956 0.8864 0.0
0.0795 85.45 940 0.0972 0.6321 0.6818 0.9736 nan 0.9892 0.9452 0.8657 0.9865 0.8651 0.0 0.8005 0.9801 0.5751 0.0 0.8663 0.9901 0.0 nan 0.9763 0.8654 0.7902 0.9689 0.7982 0.0 0.7636 0.9638 0.3789 0.0 0.8132 0.8984 0.0
0.074 87.27 960 0.0975 0.6355 0.6833 0.9735 nan 0.9924 0.9455 0.8134 0.9863 0.8652 0.0 0.8170 0.9725 0.6270 0.0018 0.8787 0.9829 0.0 nan 0.9762 0.8634 0.7688 0.9696 0.7994 0.0 0.7808 0.9641 0.4099 0.0018 0.8052 0.9219 0.0
0.0621 89.09 980 0.0941 0.6412 0.6932 0.9748 nan 0.9917 0.9363 0.8733 0.9835 0.8917 0.0 0.8269 0.9807 0.6488 0.0 0.8986 0.9804 0.0 nan 0.9762 0.8782 0.8030 0.9694 0.7955 0.0 0.7839 0.9702 0.4047 0.0 0.8211 0.9332 0.0
0.061 90.91 1000 0.0962 0.6385 0.6837 0.9745 nan 0.9903 0.9429 0.8857 0.9876 0.8820 0.0 0.8102 0.9735 0.6191 0.0 0.8501 0.9466 0.0 nan 0.9770 0.8709 0.8107 0.9681 0.8017 0.0 0.7768 0.9635 0.4054 0.0 0.8043 0.9227 0.0
0.0694 92.73 1020 0.0934 0.6353 0.6904 0.9744 nan 0.9928 0.9322 0.8513 0.9847 0.8925 0.0 0.8446 0.9790 0.5982 0.0 0.9103 0.9891 0.0 nan 0.9765 0.8731 0.7915 0.9696 0.8038 0.0 0.8022 0.9672 0.3942 0.0 0.8058 0.8749 0.0
0.0581 94.55 1040 0.0952 0.6329 0.6797 0.9743 nan 0.9924 0.9379 0.8861 0.9828 0.8854 0.0 0.8086 0.9757 0.4666 0.0103 0.9077 0.9820 0.0 nan 0.9769 0.8698 0.7971 0.9701 0.8059 0.0 0.7741 0.9671 0.3180 0.0103 0.8143 0.9240 0.0
0.0767 96.36 1060 0.0963 0.6125 0.6948 0.9742 nan 0.9909 0.9468 0.8540 0.9825 0.8924 0.0 0.8423 0.9782 0.6411 0.0 0.9336 0.9704 0.0 nan 0.9772 0.8733 0.7785 0.9700 0.8043 0.0 0.7935 0.9670 0.4153 0.0 0.4664 0.9176 0.0
0.0578 98.18 1080 0.0923 0.6133 0.6931 0.9751 nan 0.9908 0.9453 0.8715 0.9856 0.8800 0.0 0.8405 0.9812 0.6312 0.0029 0.9162 0.9644 0.0 nan 0.9774 0.8813 0.7942 0.9709 0.8065 0.0 0.8001 0.9682 0.4117 0.0029 0.4287 0.9315 0.0
0.0625 100.0 1100 0.0946 0.6401 0.6875 0.9749 nan 0.9923 0.9525 0.8594 0.9823 0.8810 0.0 0.8104 0.9743 0.6042 0.0253 0.8752 0.9808 0.0 nan 0.9767 0.8767 0.7946 0.9709 0.8104 0.0 0.7709 0.9666 0.4063 0.0253 0.8011 0.9214 0.0
0.0625 101.82 1120 0.0919 0.6509 0.6976 0.9756 nan 0.9919 0.9373 0.8786 0.9878 0.8742 0.0 0.8209 0.9782 0.6487 0.0827 0.8896 0.9792 0.0 nan 0.9770 0.8803 0.8101 0.9700 0.8078 0.0 0.7759 0.9677 0.4229 0.0827 0.8296 0.9379 0.0
0.0601 103.64 1140 0.0895 0.6437 0.6961 0.9758 nan 0.9897 0.9468 0.9090 0.9853 0.8808 0.0 0.8005 0.9836 0.6285 0.0171 0.9341 0.9739 0.0 nan 0.9776 0.8834 0.8132 0.9704 0.8076 0.0 0.7719 0.9690 0.4163 0.0171 0.8064 0.9350 0.0
0.0605 105.45 1160 0.0899 0.6485 0.7021 0.9759 nan 0.9920 0.9461 0.8857 0.9806 0.8977 0.0 0.8183 0.9818 0.6503 0.0771 0.9196 0.9788 0.0 nan 0.9780 0.8785 0.8143 0.9704 0.8113 0.0 0.7845 0.9699 0.4237 0.0771 0.7904 0.9328 0.0
0.0549 107.27 1180 0.0907 0.6500 0.6982 0.9758 nan 0.9917 0.9485 0.8989 0.9842 0.8858 0.0 0.8331 0.9703 0.6364 0.0821 0.8638 0.9823 0.0 nan 0.9784 0.8788 0.8145 0.9716 0.8131 0.0 0.7879 0.9622 0.4238 0.0821 0.8186 0.9192 0.0
0.0582 109.09 1200 0.0895 0.6519 0.6951 0.9763 nan 0.9920 0.9446 0.8876 0.9875 0.8584 0.0 0.8004 0.9797 0.6433 0.0775 0.8928 0.9728 0.0 nan 0.9777 0.8830 0.8184 0.9713 0.8092 0.0 0.7727 0.9688 0.4242 0.0775 0.8218 0.9506 0.0
0.0601 110.91 1220 0.0938 0.6465 0.7012 0.9751 nan 0.9917 0.9413 0.8822 0.9858 0.8868 0.0 0.8577 0.9711 0.6408 0.0629 0.9139 0.9818 0.0 nan 0.9770 0.8747 0.8055 0.9719 0.8182 0.0 0.7983 0.9625 0.4185 0.0629 0.7878 0.9267 0.0
0.0507 112.73 1240 0.0900 0.6421 0.6966 0.9757 nan 0.9925 0.9472 0.8611 0.9834 0.8931 0.0 0.8411 0.9793 0.6416 0.0 0.9334 0.9835 0.0 nan 0.9773 0.8788 0.8030 0.9717 0.8161 0.0 0.8052 0.9697 0.4215 0.0 0.7786 0.9250 0.0
0.0481 114.55 1260 0.0902 0.6484 0.6982 0.9756 nan 0.9921 0.9440 0.8811 0.9850 0.9023 0.0 0.8030 0.9731 0.6327 0.0715 0.9061 0.9855 0.0 nan 0.9773 0.8786 0.8096 0.9721 0.8166 0.0 0.7842 0.9654 0.4137 0.0715 0.8196 0.9206 0.0
0.0489 116.36 1280 0.0926 0.6357 0.6956 0.9754 nan 0.9922 0.9397 0.8746 0.9872 0.8816 0.0 0.8691 0.9742 0.6310 0.0 0.9116 0.9820 0.0 nan 0.9779 0.8761 0.8036 0.9717 0.8186 0.0 0.8086 0.9636 0.4168 0.0 0.7027 0.9247 0.0
0.0496 118.18 1300 0.0920 0.6385 0.6972 0.9752 nan 0.9919 0.9472 0.8730 0.9867 0.8829 0.0 0.8212 0.9680 0.6221 0.0683 0.9157 0.9866 0.0 nan 0.9779 0.8720 0.8000 0.9727 0.8193 0.0 0.7958 0.9614 0.4063 0.0683 0.7026 0.9237 0.0
0.0466 120.0 1320 0.0892 0.6451 0.6923 0.9762 nan 0.9926 0.9490 0.8603 0.9882 0.8697 0.0 0.8289 0.9776 0.6185 0.0300 0.9073 0.9779 0.0 nan 0.9779 0.8821 0.8057 0.9722 0.8146 0.0 0.7891 0.9708 0.4077 0.0300 0.7946 0.9411 0.0
0.0515 121.82 1340 0.0889 0.6225 0.6889 0.9760 nan 0.9916 0.9512 0.8571 0.9877 0.8805 0.0 0.8691 0.9829 0.5486 0.0 0.9002 0.9872 0.0 nan 0.9787 0.8784 0.7992 0.9724 0.8198 0.0 0.8019 0.9725 0.3641 0.0 0.5740 0.9319 0.0
0.0646 123.64 1360 0.0879 0.6483 0.6948 0.9767 nan 0.9909 0.9483 0.9134 0.9862 0.8877 0.0 0.8176 0.9791 0.6465 0.0 0.8759 0.9869 0.0 nan 0.9784 0.8847 0.8194 0.9733 0.8219 0.0 0.7863 0.9718 0.4218 0.0 0.8345 0.9355 0.0
0.052 125.45 1380 0.0860 0.6528 0.7026 0.9767 nan 0.9910 0.9478 0.9098 0.9831 0.8939 0.0 0.8247 0.9830 0.6543 0.0764 0.8794 0.9907 0.0 nan 0.9780 0.8868 0.8143 0.9725 0.8233 0.0 0.7908 0.9734 0.4281 0.0764 0.8251 0.9183 0.0
0.0498 127.27 1400 0.0891 0.6469 0.6922 0.9765 nan 0.9917 0.9511 0.8928 0.9828 0.8927 0.0 0.8251 0.9820 0.6401 0.0 0.8562 0.9837 0.0 nan 0.9786 0.8815 0.8057 0.9725 0.8246 0.0 0.7955 0.9735 0.4228 0.0 0.8107 0.9446 0.0
0.0577 129.09 1420 0.0908 0.6457 0.6903 0.9759 nan 0.9914 0.9513 0.8768 0.9888 0.8646 0.0 0.8205 0.9749 0.6379 0.0 0.8864 0.9820 0.0 nan 0.9787 0.8721 0.8048 0.9728 0.8223 0.0 0.7902 0.9683 0.4247 0.0 0.8145 0.9455 0.0
0.0526 130.91 1440 0.0905 0.6463 0.6887 0.9763 nan 0.9925 0.9479 0.8874 0.9881 0.8765 0.0 0.8107 0.9721 0.6013 0.0 0.8958 0.9802 0.0 nan 0.9781 0.8797 0.8133 0.9734 0.8237 0.0 0.7899 0.9676 0.4075 0.0 0.8283 0.9403 0.0
0.0521 132.73 1460 0.0866 0.6495 0.7001 0.9766 nan 0.9909 0.9440 0.8909 0.9898 0.8783 0.0 0.8513 0.9804 0.6767 0.0 0.9139 0.9849 0.0 nan 0.9789 0.8819 0.8062 0.9723 0.8237 0.0 0.8072 0.9726 0.4347 0.0 0.8244 0.9418 0.0
0.0534 134.55 1480 0.0853 0.6529 0.6992 0.9770 nan 0.9930 0.9443 0.8636 0.9871 0.8985 0.0 0.8256 0.9829 0.6691 0.0397 0.9071 0.9792 0.0 nan 0.9784 0.8882 0.8086 0.9727 0.8209 0.0 0.7980 0.9743 0.4316 0.0397 0.8272 0.9485 0.0
0.0454 136.36 1500 0.0877 0.6435 0.6959 0.9764 nan 0.9928 0.9514 0.8571 0.9841 0.9012 0.0 0.8173 0.9806 0.6427 0.0138 0.9174 0.9882 0.0 nan 0.9782 0.8802 0.8042 0.9735 0.8269 0.0 0.7976 0.9712 0.4288 0.0138 0.7780 0.9136 0.0
0.0454 138.18 1520 0.0871 0.6529 0.7036 0.9764 nan 0.9916 0.9438 0.8860 0.9886 0.8818 0.0 0.8508 0.9770 0.6519 0.0801 0.9118 0.9839 0.0 nan 0.9787 0.8801 0.8046 0.9734 0.8261 0.0 0.7961 0.9680 0.4282 0.0801 0.8148 0.9382 0.0
0.0472 140.0 1540 0.0870 0.6510 0.6964 0.9765 nan 0.9927 0.9462 0.8786 0.9888 0.8634 0.0 0.8223 0.9755 0.6278 0.0853 0.8873 0.9853 0.0 nan 0.9789 0.8797 0.8114 0.9734 0.8192 0.0 0.7982 0.9672 0.4151 0.0853 0.8036 0.9311 0.0
0.046 141.82 1560 0.0897 0.6427 0.6985 0.9759 nan 0.9913 0.9441 0.8956 0.9896 0.8827 0.0 0.8468 0.9695 0.6313 0.0028 0.9379 0.9890 0.0 nan 0.9787 0.8752 0.8130 0.9727 0.8245 0.0 0.8000 0.9629 0.4166 0.0028 0.7933 0.9153 0.0
0.054 143.64 1580 0.0851 0.6511 0.6953 0.9771 nan 0.9919 0.9474 0.9026 0.9873 0.8902 0.0 0.8168 0.9787 0.6303 0.0229 0.8949 0.9764 0.0 nan 0.9792 0.8839 0.8160 0.9741 0.8271 0.0 0.7928 0.9710 0.4205 0.0229 0.8237 0.9530 0.0
0.0538 145.45 1600 0.0863 0.6539 0.6978 0.9769 nan 0.9932 0.9493 0.8808 0.9874 0.8811 0.0 0.8404 0.9743 0.6038 0.0749 0.9027 0.9832 0.0 nan 0.9789 0.8816 0.8226 0.9736 0.8252 0.0 0.8106 0.9671 0.4111 0.0749 0.8138 0.9410 0.0
0.0553 147.27 1620 0.0900 0.6487 0.6923 0.9764 nan 0.9921 0.9533 0.8760 0.9868 0.8884 0.0 0.8422 0.9726 0.6472 0.0 0.8610 0.9802 0.0 nan 0.9790 0.8731 0.8220 0.9737 0.8307 0.0 0.8132 0.9638 0.4260 0.0 0.8079 0.9441 0.0
0.0475 149.09 1640 0.0850 0.6531 0.7045 0.9772 nan 0.9921 0.9504 0.9025 0.9847 0.9053 0.0 0.8488 0.9764 0.6332 0.0624 0.9157 0.9867 0.0 nan 0.9792 0.8844 0.8242 0.9740 0.8297 0.0 0.8054 0.9697 0.4214 0.0624 0.8092 0.9313 0.0
0.046 150.91 1660 0.0835 0.6581 0.7046 0.9778 nan 0.9925 0.9531 0.8980 0.9844 0.8964 0.0 0.8539 0.9814 0.6511 0.0612 0.9086 0.9788 0.0 nan 0.9792 0.8915 0.8260 0.9744 0.8322 0.0 0.8049 0.9728 0.4307 0.0612 0.8328 0.9491 0.0
0.0472 152.73 1680 0.0842 0.6565 0.7050 0.9774 nan 0.9927 0.9409 0.8948 0.9857 0.8900 0.0 0.8360 0.9859 0.6512 0.0712 0.9316 0.9845 0.0 nan 0.9787 0.8884 0.8210 0.9741 0.8296 0.0 0.8010 0.9748 0.4301 0.0712 0.8283 0.9377 0.0
0.047 154.55 1700 0.0895 0.6477 0.6973 0.9764 nan 0.9929 0.9457 0.8857 0.9876 0.8951 0.0 0.8400 0.9691 0.6246 0.0 0.9395 0.9848 0.0 nan 0.9786 0.8799 0.8180 0.9741 0.8284 0.0 0.8029 0.9623 0.4179 0.0 0.8250 0.9332 0.0
0.0449 156.36 1720 0.0923 0.6456 0.6960 0.9762 nan 0.9927 0.9528 0.8601 0.9872 0.8886 0.0 0.8539 0.9723 0.6287 0.0 0.9263 0.9854 0.0 nan 0.9791 0.8736 0.8005 0.9748 0.8344 0.0 0.8076 0.9662 0.4123 0.0 0.8087 0.9358 0.0
0.0485 158.18 1740 0.0888 0.6521 0.6963 0.9775 nan 0.9926 0.9479 0.9006 0.9892 0.8833 0.0 0.8442 0.9753 0.6389 0.0 0.9018 0.9776 0.0 nan 0.9798 0.8849 0.8284 0.9743 0.8297 0.0 0.8031 0.9680 0.4230 0.0 0.8396 0.9470 0.0
0.047 160.0 1760 0.0899 0.6512 0.7015 0.9771 nan 0.9918 0.9530 0.8939 0.9845 0.9084 0.0 0.8653 0.9783 0.6442 0.0 0.9134 0.9864 0.0 nan 0.9794 0.8832 0.8221 0.9743 0.8297 0.0 0.8039 0.9680 0.4282 0.0 0.8477 0.9295 0.0
0.0573 161.82 1780 0.0900 0.6508 0.6952 0.9766 nan 0.9931 0.9509 0.8661 0.9850 0.9008 0.0 0.8355 0.9767 0.6550 0.0 0.8974 0.9769 0.0 nan 0.9787 0.8782 0.8099 0.9747 0.8355 0.0 0.8020 0.9679 0.4319 0.0 0.8303 0.9518 0.0
0.0415 163.64 1800 0.0888 0.6489 0.6987 0.9768 nan 0.9937 0.9401 0.8667 0.9875 0.8987 0.0 0.8514 0.9774 0.6620 0.0 0.9185 0.9875 0.0 nan 0.9783 0.8812 0.8114 0.9746 0.8338 0.0 0.8022 0.9703 0.4376 0.0 0.8244 0.9224 0.0
0.0455 165.45 1820 0.0908 0.6474 0.6978 0.9765 nan 0.9930 0.9469 0.8557 0.9881 0.8875 0.0 0.8540 0.9778 0.6581 0.0 0.9226 0.9874 0.0 nan 0.9788 0.8756 0.7998 0.9749 0.8327 0.0 0.8104 0.9710 0.4316 0.0 0.8070 0.9345 0.0
0.0476 167.27 1840 0.0870 0.6521 0.6972 0.9773 nan 0.9928 0.9471 0.8736 0.9876 0.8920 0.0 0.8445 0.9823 0.6509 0.0 0.9084 0.9843 0.0 nan 0.9788 0.8840 0.8087 0.9754 0.8370 0.0 0.8069 0.9743 0.4316 0.0 0.8312 0.9496 0.0
0.0466 169.09 1860 0.0873 0.6527 0.7007 0.9771 nan 0.9934 0.9468 0.8779 0.9850 0.8997 0.0 0.8360 0.9793 0.6479 0.0466 0.9153 0.9807 0.0 nan 0.9784 0.8866 0.8097 0.9750 0.8353 0.0 0.7956 0.9725 0.4301 0.0466 0.8158 0.9392 0.0
0.0458 170.91 1880 0.0892 0.6493 0.6967 0.9766 nan 0.9925 0.9451 0.8769 0.9886 0.8944 0.0 0.8559 0.9753 0.6460 0.0 0.8972 0.9850 0.0 nan 0.9791 0.8766 0.8070 0.9745 0.8340 0.0 0.8086 0.9697 0.4269 0.0 0.8242 0.9402 0.0
0.0438 172.73 1900 0.0884 0.6493 0.7011 0.9770 nan 0.9921 0.9517 0.8792 0.9871 0.8968 0.0 0.8628 0.9778 0.6517 0.0 0.9245 0.9902 0.0 nan 0.9793 0.8782 0.8131 0.9752 0.8373 0.0 0.8123 0.9724 0.4300 0.0 0.8186 0.9245 0.0
0.0412 174.55 1920 0.0863 0.6519 0.6984 0.9775 nan 0.9930 0.9543 0.8828 0.9832 0.9010 0.0 0.8560 0.9819 0.6329 0.0 0.9123 0.9814 0.0 nan 0.9791 0.8850 0.8212 0.9745 0.8370 0.0 0.8093 0.9744 0.4213 0.0 0.8262 0.9469 0.0
0.0413 176.36 1940 0.0866 0.6535 0.6994 0.9777 nan 0.9923 0.9491 0.8948 0.9870 0.8848 0.0 0.8582 0.9835 0.6291 0.0 0.9329 0.9807 0.0 nan 0.9792 0.8866 0.8244 0.9751 0.8331 0.0 0.8170 0.9722 0.4239 0.0 0.8304 0.9531 0.0
0.0411 178.18 1960 0.0856 0.6541 0.7070 0.9777 nan 0.9917 0.9462 0.8965 0.9902 0.8767 0.0 0.8706 0.9804 0.6980 0.0255 0.9240 0.9908 0.0 nan 0.9793 0.8844 0.8266 0.9748 0.8333 0.0 0.8101 0.9735 0.4539 0.0255 0.8141 0.9283 0.0
0.044 180.0 1980 0.0848 0.6573 0.7119 0.9777 nan 0.9917 0.9502 0.8949 0.9878 0.8918 0.0 0.8804 0.9801 0.6919 0.0840 0.9151 0.9870 0.0 nan 0.9795 0.8862 0.8244 0.9749 0.8341 0.0 0.8058 0.9730 0.4499 0.0840 0.7933 0.9394 0.0
0.0437 181.82 2000 0.0900 0.6446 0.6968 0.9772 nan 0.9934 0.9472 0.8668 0.9872 0.9019 0.0 0.8430 0.9801 0.6367 0.0001 0.9181 0.9843 0.0 nan 0.9791 0.8825 0.8120 0.9752 0.8367 0.0 0.7932 0.9726 0.4278 0.0001 0.7565 0.9438 0.0
0.0384 183.64 2020 0.0892 0.6475 0.7018 0.9775 nan 0.9923 0.9459 0.8866 0.9890 0.8866 0.0 0.8772 0.9815 0.6549 0.0001 0.9199 0.9899 0.0 nan 0.9795 0.8839 0.8161 0.9752 0.8361 0.0 0.8166 0.9733 0.4355 0.0001 0.7822 0.9194 0.0
0.044 185.45 2040 0.0860 0.6523 0.6998 0.9779 nan 0.9936 0.9498 0.8754 0.9870 0.8974 0.0 0.8672 0.9808 0.6493 0.0001 0.9173 0.9792 0.0 nan 0.9793 0.8875 0.8213 0.9758 0.8396 0.0 0.8175 0.9736 0.4336 0.0001 0.7977 0.9538 0.0
0.0397 187.27 2060 0.0875 0.6470 0.6988 0.9778 nan 0.9942 0.9488 0.8691 0.9879 0.8919 0.0 0.8497 0.9779 0.6551 0.0004 0.9288 0.9801 0.0 nan 0.9793 0.8882 0.8197 0.9753 0.8392 0.0 0.8131 0.9727 0.4375 0.0004 0.7312 0.9548 0.0
0.0397 189.09 2080 0.0875 0.6525 0.7044 0.9776 nan 0.9912 0.9541 0.9009 0.9856 0.9121 0.0 0.8845 0.9806 0.6498 0.0020 0.9075 0.9886 0.0 nan 0.9797 0.8841 0.8202 0.9753 0.8369 0.0 0.8132 0.9733 0.4313 0.0020 0.8261 0.9399 0.0
0.0417 190.91 2100 0.0873 0.6534 0.7025 0.9775 nan 0.9912 0.9503 0.8970 0.9888 0.8964 0.0 0.8676 0.9803 0.6612 0.0068 0.9107 0.9823 0.0 nan 0.9795 0.8842 0.8107 0.9754 0.8354 0.0 0.8147 0.9743 0.4355 0.0068 0.8251 0.9528 0.0
0.0399 192.73 2120 0.0882 0.6500 0.6980 0.9773 nan 0.9934 0.9437 0.8780 0.9877 0.8983 0.0 0.8584 0.9787 0.6419 0.0012 0.9041 0.9883 0.0 nan 0.9792 0.8825 0.8114 0.9756 0.8374 0.0 0.8127 0.9729 0.4276 0.0012 0.8228 0.9266 0.0
0.0464 194.55 2140 0.0844 0.6580 0.7076 0.9780 nan 0.9926 0.9523 0.8899 0.9840 0.9078 0.0 0.8758 0.9843 0.6454 0.0559 0.9272 0.9834 0.0 nan 0.9795 0.8884 0.8239 0.9751 0.8369 0.0 0.8236 0.9746 0.4309 0.0559 0.8140 0.9517 0.0
0.0411 196.36 2160 0.0854 0.6545 0.7030 0.9779 nan 0.9915 0.9567 0.8874 0.9869 0.9026 0.0 0.8709 0.9824 0.6750 0.0 0.8975 0.9882 0.0 nan 0.9800 0.8839 0.8211 0.9755 0.8396 0.0 0.8254 0.9740 0.4417 0.0 0.8226 0.9451 0.0
0.0403 198.18 2180 0.0836 0.6629 0.7087 0.9782 nan 0.9916 0.9578 0.9090 0.9854 0.9005 0.0 0.8692 0.9803 0.6450 0.0800 0.9103 0.9836 0.0 nan 0.9798 0.8886 0.8302 0.9754 0.8401 0.0 0.8181 0.9746 0.4304 0.0800 0.8500 0.9507 0.0
0.0406 200.0 2200 0.0839 0.6630 0.7080 0.9785 nan 0.9926 0.9547 0.8981 0.9864 0.8965 0.0 0.8676 0.9818 0.6801 0.0503 0.9164 0.9801 0.0 nan 0.9800 0.8925 0.8295 0.9756 0.8386 0.0 0.8273 0.9747 0.4473 0.0503 0.8491 0.9536 0.0
0.0461 201.82 2220 0.0848 0.6569 0.7053 0.9783 nan 0.9922 0.9500 0.9119 0.9873 0.8954 0.0 0.8532 0.9811 0.6702 0.0088 0.9332 0.9859 0.0 nan 0.9803 0.8879 0.8326 0.9755 0.8393 0.0 0.8167 0.9734 0.4419 0.0088 0.8422 0.9411 0.0
0.0378 203.64 2240 0.0843 0.6612 0.7054 0.9786 nan 0.9931 0.9491 0.9147 0.9851 0.9041 0.0 0.8671 0.9814 0.6515 0.0503 0.8972 0.9763 0.0 nan 0.9802 0.8913 0.8343 0.9756 0.8420 0.0 0.8097 0.9746 0.4363 0.0503 0.8518 0.9497 0.0
0.036 205.45 2260 0.0828 0.6646 0.7107 0.9785 nan 0.9922 0.9493 0.9124 0.9867 0.9027 0.0 0.8772 0.9827 0.6611 0.0869 0.9032 0.9851 0.0 nan 0.9801 0.8922 0.8340 0.9758 0.8400 0.0 0.8202 0.9726 0.4404 0.0869 0.8512 0.9462 0.0
0.0397 207.27 2280 0.0810 0.6686 0.7164 0.9786 nan 0.9930 0.9487 0.9044 0.9861 0.8991 0.0 0.8824 0.9811 0.6631 0.1556 0.9174 0.9822 0.0 nan 0.9800 0.8932 0.8298 0.9756 0.8410 0.0 0.8116 0.9739 0.4364 0.1555 0.8424 0.9529 0.0
0.0402 209.09 2300 0.0834 0.6609 0.7088 0.9785 nan 0.9917 0.9523 0.9143 0.9870 0.9083 0.0 0.8851 0.9811 0.6983 0.0227 0.9036 0.9703 0.0 nan 0.9802 0.8917 0.8308 0.9759 0.8415 0.0 0.8208 0.9741 0.4528 0.0227 0.8459 0.9558 0.0
0.038 210.91 2320 0.0861 0.6599 0.7053 0.9783 nan 0.9931 0.9488 0.8902 0.9883 0.8966 0.0 0.8748 0.9797 0.6734 0.0308 0.9062 0.9864 0.0 nan 0.9796 0.8913 0.8260 0.9761 0.8421 0.0 0.8226 0.9735 0.4438 0.0308 0.8498 0.9433 0.0
0.0377 212.73 2340 0.0810 0.6689 0.7186 0.9787 nan 0.9925 0.9463 0.8974 0.9883 0.8965 0.0 0.8929 0.9845 0.7125 0.1251 0.9203 0.9851 0.0 nan 0.9800 0.8947 0.8285 0.9759 0.8397 0.0 0.8274 0.9744 0.4608 0.1250 0.8473 0.9417 0.0
0.0402 214.55 2360 0.0831 0.6611 0.7060 0.9785 nan 0.9927 0.9489 0.8975 0.9891 0.8952 0.0 0.8758 0.9818 0.6763 0.0397 0.8986 0.9822 0.0 nan 0.9801 0.8913 0.8291 0.9758 0.8401 0.0 0.8262 0.9752 0.4472 0.0397 0.8479 0.9422 0.0
0.0353 216.36 2380 0.0834 0.6600 0.7067 0.9784 nan 0.9934 0.9493 0.8897 0.9871 0.9062 0.0 0.8682 0.9806 0.6591 0.0568 0.9112 0.9858 0.0 nan 0.9796 0.8927 0.8267 0.9761 0.8410 0.0 0.8177 0.9748 0.4388 0.0568 0.8377 0.9375 0.0
0.0385 218.18 2400 0.0844 0.6565 0.7144 0.9781 nan 0.9907 0.9541 0.9213 0.9842 0.9103 0.0 0.8853 0.9828 0.6841 0.0634 0.9176 0.9932 0.0 nan 0.9801 0.8877 0.8297 0.9754 0.8416 0.0 0.8176 0.9736 0.4482 0.0634 0.8269 0.8902 0.0
0.0391 220.0 2420 0.0848 0.6604 0.7103 0.9785 nan 0.9921 0.9436 0.9143 0.9893 0.8993 0.0 0.8955 0.9837 0.6555 0.0499 0.9245 0.9856 0.0 nan 0.9801 0.8912 0.8329 0.9755 0.8427 0.0 0.8187 0.9755 0.4360 0.0499 0.8413 0.9411 0.0
0.0377 221.82 2440 0.0842 0.6619 0.7039 0.9786 nan 0.9936 0.9507 0.8851 0.9875 0.8976 0.0 0.8679 0.9831 0.6504 0.0490 0.9038 0.9818 0.0 nan 0.9797 0.8929 0.8294 0.9763 0.8440 0.0 0.8274 0.9757 0.4344 0.0490 0.8522 0.9432 0.0
0.0341 223.64 2460 0.0862 0.6567 0.7062 0.9786 nan 0.9931 0.9523 0.8956 0.9865 0.9035 0.0 0.8779 0.9813 0.6720 0.0068 0.9279 0.9839 0.0 nan 0.9801 0.8910 0.8312 0.9764 0.8449 0.0 0.8228 0.9747 0.4421 0.0068 0.8180 0.9491 0.0
0.0376 225.45 2480 0.0836 0.6592 0.7065 0.9786 nan 0.9926 0.9509 0.8982 0.9880 0.9004 0.0 0.8853 0.9823 0.6884 0.0116 0.8965 0.9902 0.0 nan 0.9801 0.8917 0.8318 0.9765 0.8455 0.0 0.8259 0.9744 0.4520 0.0116 0.8456 0.9340 0.0
0.0368 227.27 2500 0.0875 0.6535 0.6999 0.9780 nan 0.9931 0.9507 0.8859 0.9880 0.9006 0.0 0.8900 0.9780 0.6299 0.0032 0.9002 0.9790 0.0 nan 0.9799 0.8876 0.8168 0.9764 0.8447 0.0 0.8185 0.9733 0.4178 0.0032 0.8294 0.9480 0.0
0.0421 229.09 2520 0.0858 0.6576 0.7081 0.9782 nan 0.9926 0.9516 0.8937 0.9879 0.9120 0.0 0.8882 0.9768 0.6814 0.0202 0.9162 0.9847 0.0 nan 0.9801 0.8887 0.8294 0.9763 0.8432 0.0 0.8175 0.9699 0.4485 0.0202 0.8268 0.9480 0.0
0.0375 230.91 2540 0.0855 0.6602 0.7126 0.9786 nan 0.9923 0.9548 0.8877 0.9857 0.9147 0.0 0.8769 0.9833 0.7583 0.0100 0.9130 0.9866 0.0 nan 0.9802 0.8929 0.8264 0.9762 0.8426 0.0 0.8176 0.9735 0.4772 0.0100 0.8357 0.9508 0.0
0.0375 232.73 2560 0.0810 0.6640 0.7157 0.9794 nan 0.9925 0.9475 0.9059 0.9874 0.9053 0.0 0.8918 0.9896 0.7319 0.0381 0.9279 0.9861 0.0 nan 0.9806 0.8994 0.8331 0.9765 0.8454 0.0 0.8167 0.9780 0.4760 0.0381 0.8480 0.9402 0.0
0.0401 234.55 2580 0.0880 0.6553 0.7017 0.9776 nan 0.9925 0.9600 0.8894 0.9848 0.9043 0.0 0.8631 0.9742 0.6659 0.0036 0.8993 0.9850 0.0 nan 0.9798 0.8839 0.8221 0.9758 0.8444 0.0 0.8148 0.9678 0.4476 0.0036 0.8272 0.9517 0.0
0.0349 236.36 2600 0.0863 0.6590 0.7059 0.9786 nan 0.9926 0.9568 0.8923 0.9872 0.9080 0.0 0.8841 0.9800 0.6914 0.0045 0.9032 0.9767 0.0 nan 0.9804 0.8917 0.8284 0.9767 0.8447 0.0 0.8102 0.9735 0.4559 0.0045 0.8449 0.9559 0.0
0.0309 238.18 2620 0.0835 0.6605 0.7090 0.9785 nan 0.9928 0.9509 0.8950 0.9874 0.9060 0.0 0.8768 0.9810 0.6743 0.0605 0.9080 0.9841 0.0 nan 0.9798 0.8942 0.8249 0.9762 0.8425 0.0 0.8083 0.9743 0.4502 0.0605 0.8314 0.9441 0.0
0.0362 240.0 2640 0.0838 0.6608 0.7087 0.9788 nan 0.9925 0.9510 0.9072 0.9870 0.9123 0.0 0.8707 0.9817 0.6935 0.0217 0.9151 0.9810 0.0 nan 0.9804 0.8932 0.8332 0.9760 0.8434 0.0 0.8194 0.9741 0.4562 0.0217 0.8463 0.9463 0.0
0.0376 241.82 2660 0.0856 0.6580 0.7056 0.9786 nan 0.9932 0.9517 0.8892 0.9882 0.8934 0.0 0.8795 0.9807 0.6815 0.0101 0.9189 0.9861 0.0 nan 0.9804 0.8899 0.8323 0.9764 0.8454 0.0 0.8247 0.9718 0.4502 0.0101 0.8312 0.9411 0.0
0.035 243.64 2680 0.0856 0.6591 0.7068 0.9786 nan 0.9929 0.9505 0.9058 0.9876 0.8970 0.0 0.8672 0.9784 0.7012 0.0077 0.9109 0.9886 0.0 nan 0.9809 0.8890 0.8335 0.9765 0.8480 0.0 0.8282 0.9684 0.4650 0.0077 0.8289 0.9429 0.0
0.0342 245.45 2700 0.0832 0.6588 0.7080 0.9786 nan 0.9925 0.9542 0.8906 0.9888 0.8977 0.0 0.8798 0.9796 0.7188 0.0252 0.8903 0.9865 0.0 nan 0.9811 0.8883 0.8213 0.9765 0.8466 0.0 0.8208 0.9735 0.4699 0.0252 0.8197 0.9417 0.0
0.0351 247.27 2720 0.0825 0.6612 0.7155 0.9786 nan 0.9924 0.9499 0.8994 0.9890 0.8955 0.0 0.8941 0.9795 0.7119 0.0725 0.9277 0.9897 0.0 nan 0.9811 0.8865 0.8290 0.9763 0.8456 0.0 0.8203 0.9717 0.4658 0.0724 0.8137 0.9336 0.0
0.0325 249.09 2740 0.0829 0.6602 0.7026 0.9789 nan 0.9931 0.9534 0.8935 0.9891 0.8947 0.0 0.8761 0.9816 0.6643 0.0298 0.8853 0.9723 0.0 nan 0.9804 0.8924 0.8345 0.9764 0.8460 0.0 0.8191 0.9759 0.4438 0.0298 0.8280 0.9561 0.0
0.0359 250.91 2760 0.0836 0.6630 0.7101 0.9793 nan 0.9923 0.9567 0.9106 0.9872 0.9100 0.0 0.8775 0.9826 0.6926 0.0217 0.9187 0.9807 0.0 nan 0.9810 0.8949 0.8391 0.9766 0.8472 0.0 0.8281 0.9766 0.4555 0.0217 0.8421 0.9558 0.0
0.0391 252.73 2780 0.0826 0.6633 0.7110 0.9794 nan 0.9930 0.9508 0.9092 0.9878 0.8997 0.0 0.8720 0.9834 0.7021 0.0477 0.9119 0.9860 0.0 nan 0.9810 0.8958 0.8363 0.9767 0.8476 0.0 0.8224 0.9764 0.4628 0.0477 0.8320 0.9438 0.0
0.0368 254.55 2800 0.0839 0.6583 0.7057 0.9788 nan 0.9928 0.9476 0.9055 0.9884 0.9082 0.0 0.8918 0.9825 0.6432 0.0286 0.9000 0.9851 0.0 nan 0.9809 0.8896 0.8311 0.9766 0.8467 0.0 0.8230 0.9749 0.4279 0.0286 0.8317 0.9472 0.0
0.0384 256.36 2820 0.0816 0.6632 0.7097 0.9794 nan 0.9931 0.9488 0.9034 0.9887 0.9022 0.0 0.8797 0.9851 0.7006 0.0271 0.9109 0.9860 0.0 nan 0.9807 0.8971 0.8366 0.9768 0.8454 0.0 0.8258 0.9775 0.4644 0.0271 0.8410 0.9497 0.0
0.0387 258.18 2840 0.0830 0.6601 0.7076 0.9791 nan 0.9935 0.9480 0.8908 0.9890 0.8978 0.0 0.8845 0.9845 0.6822 0.0145 0.9281 0.9858 0.0 nan 0.9804 0.8938 0.8345 0.9768 0.8468 0.0 0.8306 0.9768 0.4522 0.0144 0.8341 0.9412 0.0
0.0391 260.0 2860 0.0828 0.6615 0.7077 0.9793 nan 0.9935 0.9517 0.9006 0.9866 0.9141 0.0 0.8847 0.9840 0.6715 0.0202 0.9089 0.9846 0.0 nan 0.9809 0.8957 0.8385 0.9767 0.8483 0.0 0.8269 0.9768 0.4456 0.0202 0.8406 0.9496 0.0
0.0383 261.82 2880 0.0830 0.6591 0.7070 0.9791 nan 0.9921 0.9548 0.9170 0.9865 0.9097 0.0 0.8922 0.9840 0.6490 0.0169 0.9007 0.9886 0.0 nan 0.9811 0.8915 0.8404 0.9767 0.8483 0.0 0.8274 0.9761 0.4296 0.0169 0.8433 0.9374 0.0
0.0424 263.64 2900 0.0831 0.6609 0.7068 0.9792 nan 0.9931 0.9543 0.9003 0.9873 0.9039 0.0 0.8838 0.9823 0.6691 0.0178 0.9119 0.9846 0.0 nan 0.9805 0.8963 0.8344 0.9769 0.8472 0.0 0.8241 0.9769 0.4430 0.0178 0.8435 0.9508 0.0
0.0343 265.45 2920 0.0844 0.6592 0.7068 0.9790 nan 0.9929 0.9542 0.9045 0.9878 0.9082 0.0 0.8915 0.9789 0.6700 0.0159 0.8997 0.9845 0.0 nan 0.9809 0.8918 0.8368 0.9768 0.8478 0.0 0.8265 0.9738 0.4467 0.0159 0.8214 0.9507 0.0
0.0373 267.27 2940 0.0872 0.6591 0.7069 0.9789 nan 0.9930 0.9561 0.8906 0.9885 0.8908 0.0 0.8880 0.9806 0.7061 0.0153 0.8981 0.9824 0.0 nan 0.9812 0.8880 0.8317 0.9768 0.8479 0.0 0.8273 0.9748 0.4644 0.0153 0.8106 0.9507 0.0
0.0357 269.09 2960 0.0843 0.6610 0.7073 0.9791 nan 0.9928 0.9552 0.9012 0.9872 0.9078 0.0 0.8697 0.9823 0.6832 0.0162 0.9137 0.9852 0.0 nan 0.9808 0.8931 0.8370 0.9769 0.8483 0.0 0.8239 0.9750 0.4540 0.0162 0.8370 0.9509 0.0
0.0337 270.91 2980 0.0845 0.6601 0.7086 0.9791 nan 0.9923 0.9598 0.9059 0.9862 0.9100 0.0 0.8763 0.9803 0.7154 0.0175 0.8821 0.9858 0.0 nan 0.9813 0.8903 0.8385 0.9768 0.8489 0.0 0.8203 0.9740 0.4653 0.0175 0.8205 0.9484 0.0
0.0339 272.73 3000 0.0830 0.6632 0.7100 0.9795 nan 0.9938 0.9538 0.8848 0.9858 0.9122 0.0 0.8904 0.9870 0.7002 0.0340 0.9071 0.9808 0.0 nan 0.9806 0.8994 0.8315 0.9766 0.8465 0.0 0.8341 0.9796 0.4607 0.0339 0.8282 0.9510 0.0
0.0394 274.55 3020 0.0846 0.6620 0.7093 0.9791 nan 0.9923 0.9555 0.9083 0.9880 0.9003 0.0 0.8880 0.9816 0.7051 0.0241 0.9006 0.9766 0.0 nan 0.9811 0.8900 0.8383 0.9771 0.8488 0.0 0.8293 0.9749 0.4630 0.0241 0.8239 0.9556 0.0
0.0363 276.36 3040 0.0841 0.6617 0.7077 0.9791 nan 0.9931 0.9551 0.9035 0.9859 0.9143 0.0 0.8886 0.9810 0.6672 0.0332 0.8984 0.9799 0.0 nan 0.9808 0.8916 0.8391 0.9769 0.8470 0.0 0.8331 0.9750 0.4427 0.0332 0.8277 0.9555 0.0
0.0339 278.18 3060 0.0821 0.6654 0.7160 0.9794 nan 0.9926 0.9496 0.9084 0.9888 0.9053 0.0 0.9075 0.9836 0.7101 0.0473 0.9265 0.9884 0.0 nan 0.9808 0.8957 0.8385 0.9769 0.8480 0.0 0.8256 0.9767 0.4627 0.0472 0.8515 0.9470 0.0
0.0383 280.0 3080 0.0824 0.6654 0.7145 0.9796 nan 0.9915 0.9521 0.9197 0.9892 0.9016 0.0 0.8903 0.9870 0.7172 0.0360 0.9146 0.9891 0.0 nan 0.9810 0.8973 0.8384 0.9770 0.8484 0.0 0.8252 0.9781 0.4706 0.0360 0.8534 0.9451 0.0
0.0381 281.82 3100 0.0820 0.6664 0.7131 0.9797 nan 0.9930 0.9512 0.9047 0.9877 0.9023 0.0 0.8841 0.9872 0.7214 0.0462 0.9084 0.9840 0.0 nan 0.9807 0.8990 0.8367 0.9771 0.8504 0.0 0.8331 0.9797 0.4660 0.0462 0.8483 0.9457 0.0
0.0363 283.64 3120 0.0841 0.6636 0.7140 0.9793 nan 0.9930 0.9546 0.9055 0.9863 0.9069 0.0 0.9100 0.9816 0.6941 0.0345 0.9313 0.9844 0.0 nan 0.9808 0.8941 0.8399 0.9769 0.8496 0.0 0.8251 0.9754 0.4583 0.0345 0.8438 0.9485 0.0
0.0355 285.45 3140 0.0826 0.6662 0.7163 0.9792 nan 0.9920 0.9529 0.9220 0.9863 0.9100 0.0 0.8870 0.9822 0.7147 0.0579 0.9169 0.9902 0.0 nan 0.9807 0.8939 0.8401 0.9770 0.8487 0.0 0.8326 0.9753 0.4667 0.0578 0.8519 0.9364 0.0
0.043 287.27 3160 0.0817 0.6659 0.7115 0.9796 nan 0.9927 0.9564 0.9080 0.9861 0.9125 0.0 0.8793 0.9855 0.7131 0.0350 0.8965 0.9842 0.0 nan 0.9811 0.8955 0.8419 0.9768 0.8502 0.0 0.8264 0.9787 0.4704 0.0349 0.8480 0.9522 0.0
0.0323 289.09 3180 0.0826 0.6673 0.7159 0.9796 nan 0.9927 0.9570 0.9020 0.9864 0.9132 0.0 0.8965 0.9843 0.7311 0.0395 0.9210 0.9835 0.0 nan 0.9811 0.8975 0.8390 0.9768 0.8482 0.0 0.8288 0.9776 0.4764 0.0395 0.8588 0.9510 0.0
0.0325 290.91 3200 0.0826 0.6673 0.7163 0.9796 nan 0.9926 0.9496 0.9116 0.9884 0.9064 0.0 0.9004 0.9858 0.7125 0.0527 0.9233 0.9883 0.0 nan 0.9808 0.8967 0.8401 0.9771 0.8492 0.0 0.8369 0.9791 0.4654 0.0527 0.8502 0.9467 0.0
0.0399 292.73 3220 0.0816 0.6685 0.7184 0.9796 nan 0.9922 0.9519 0.9184 0.9880 0.9027 0.0 0.8971 0.9853 0.7090 0.0883 0.9192 0.9870 0.0 nan 0.9810 0.8969 0.8406 0.9771 0.8475 0.0 0.8299 0.9786 0.4655 0.0882 0.8509 0.9347 0.0
0.0371 294.55 3240 0.0835 0.6646 0.7112 0.9792 nan 0.9935 0.9513 0.8942 0.9882 0.9037 0.0 0.8866 0.9819 0.6945 0.0492 0.9187 0.9841 0.0 nan 0.9805 0.8940 0.8363 0.9773 0.8483 0.0 0.8277 0.9763 0.4585 0.0492 0.8460 0.9455 0.0
0.0321 296.36 3260 0.0824 0.6643 0.7131 0.9795 nan 0.9930 0.9487 0.9011 0.9894 0.9034 0.0 0.9110 0.9859 0.6915 0.0443 0.9183 0.9835 0.0 nan 0.9807 0.8967 0.8373 0.9771 0.8492 0.0 0.8269 0.9789 0.4582 0.0442 0.8347 0.9524 0.0
0.0374 298.18 3280 0.0815 0.6681 0.7136 0.9795 nan 0.9929 0.9528 0.9074 0.9871 0.9110 0.0 0.9045 0.9852 0.6557 0.0930 0.9222 0.9650 0.0 nan 0.9805 0.8984 0.8353 0.9773 0.8497 0.0 0.8361 0.9783 0.4413 0.0930 0.8447 0.9503 0.0
0.0336 300.0 3300 0.0822 0.6696 0.7173 0.9796 nan 0.9932 0.9557 0.8945 0.9867 0.9098 0.0 0.8913 0.9848 0.7229 0.0699 0.9302 0.9857 0.0 nan 0.9808 0.8979 0.8347 0.9772 0.8520 0.0 0.8377 0.9783 0.4738 0.0697 0.8470 0.9551 0.0
0.0388 301.82 3320 0.0830 0.6660 0.7151 0.9797 nan 0.9930 0.9567 0.8974 0.9865 0.9165 0.0 0.8798 0.9837 0.7495 0.0542 0.8881 0.9906 0.0 nan 0.9811 0.8966 0.8403 0.9773 0.8512 0.0 0.8283 0.9782 0.4803 0.0542 0.8370 0.9339 0.0
0.0356 303.64 3340 0.0813 0.6726 0.7240 0.9799 nan 0.9921 0.9534 0.9135 0.9879 0.9112 0.0 0.9006 0.9862 0.7526 0.1197 0.9077 0.9874 0.0 nan 0.9815 0.8984 0.8429 0.9774 0.8511 0.0 0.8345 0.9780 0.4815 0.1196 0.8547 0.9249 0.0
0.0323 305.45 3360 0.0825 0.6701 0.7158 0.9798 nan 0.9938 0.9530 0.8949 0.9862 0.9125 0.0 0.9012 0.9855 0.7135 0.0907 0.9004 0.9733 0.0 nan 0.9809 0.8995 0.8383 0.9773 0.8512 0.0 0.8329 0.9780 0.4644 0.0906 0.8452 0.9529 0.0
0.0367 307.27 3380 0.0831 0.6658 0.7142 0.9797 nan 0.9917 0.9525 0.9196 0.9893 0.9012 0.0 0.9058 0.9867 0.7039 0.0355 0.9119 0.9866 0.0 nan 0.9812 0.8965 0.8430 0.9771 0.8507 0.0 0.8337 0.9776 0.4625 0.0355 0.8482 0.9493 0.0
0.033 309.09 3400 0.0839 0.6687 0.7169 0.9797 nan 0.9931 0.9521 0.9057 0.9874 0.9076 0.0 0.8990 0.9857 0.7082 0.0814 0.9157 0.9843 0.0 nan 0.9808 0.8982 0.8403 0.9774 0.8518 0.0 0.8302 0.9794 0.4616 0.0812 0.8460 0.9456 0.0
0.03 310.91 3420 0.0843 0.6704 0.7188 0.9796 nan 0.9919 0.9574 0.9201 0.9862 0.9135 0.0 0.8970 0.9833 0.7203 0.0881 0.9062 0.9808 0.0 nan 0.9811 0.8967 0.8413 0.9772 0.8509 0.0 0.8305 0.9770 0.4693 0.0879 0.8459 0.9570 0.0
0.0325 312.73 3440 0.0837 0.6685 0.7154 0.9799 nan 0.9934 0.9514 0.9019 0.9878 0.9072 0.0 0.9010 0.9857 0.7073 0.0734 0.9050 0.9855 0.0 nan 0.9810 0.9008 0.8367 0.9774 0.8511 0.0 0.8293 0.9793 0.4618 0.0733 0.8458 0.9533 0.0
0.0349 314.55 3460 0.0830 0.6693 0.7189 0.9798 nan 0.9925 0.9550 0.9153 0.9889 0.8999 0.0 0.8921 0.9822 0.7168 0.0903 0.9286 0.9843 0.0 nan 0.9812 0.9011 0.8372 0.9776 0.8501 0.0 0.8364 0.9771 0.4651 0.0902 0.8333 0.9518 0.0
0.0335 316.36 3480 0.0832 0.6670 0.7149 0.9798 nan 0.9934 0.9505 0.9023 0.9873 0.9074 0.0 0.9016 0.9869 0.7127 0.0649 0.9006 0.9862 0.0 nan 0.9810 0.9002 0.8368 0.9773 0.8521 0.0 0.8417 0.9790 0.4665 0.0647 0.8368 0.9353 0.0
0.0352 318.18 3500 0.0838 0.6657 0.7119 0.9795 nan 0.9927 0.9543 0.9091 0.9870 0.9095 0.0 0.8942 0.9838 0.7181 0.0459 0.8762 0.9835 0.0 nan 0.9809 0.8966 0.8390 0.9774 0.8525 0.0 0.8298 0.9767 0.4687 0.0458 0.8331 0.9537 0.0
0.0345 320.0 3520 0.0844 0.6682 0.7150 0.9797 nan 0.9929 0.9530 0.9081 0.9874 0.9133 0.0 0.9066 0.9836 0.7079 0.0647 0.8968 0.9804 0.0 nan 0.9808 0.8988 0.8393 0.9773 0.8510 0.0 0.8332 0.9776 0.4651 0.0646 0.8432 0.9556 0.0
0.0391 321.82 3540 0.0839 0.6676 0.7146 0.9799 nan 0.9936 0.9534 0.9030 0.9857 0.9160 0.0 0.9098 0.9862 0.7059 0.0520 0.8988 0.9860 0.0 nan 0.9811 0.8992 0.8427 0.9771 0.8524 0.0 0.8337 0.9793 0.4620 0.0520 0.8478 0.9514 0.0
0.0336 323.64 3560 0.0838 0.6681 0.7145 0.9798 nan 0.9934 0.9548 0.9082 0.9862 0.9166 0.0 0.8975 0.9818 0.7104 0.0560 0.9002 0.9831 0.0 nan 0.9816 0.8956 0.8447 0.9772 0.8522 0.0 0.8382 0.9752 0.4677 0.0559 0.8481 0.9493 0.0
0.0346 325.45 3580 0.0818 0.6717 0.7160 0.9799 nan 0.9931 0.9544 0.9039 0.9876 0.9085 0.0 0.8858 0.9845 0.7112 0.1194 0.8786 0.9812 0.0 nan 0.9811 0.8995 0.8397 0.9773 0.8543 0.0 0.8331 0.9768 0.4675 0.1192 0.8298 0.9540 0.0
0.0352 327.27 3600 0.0833 0.6668 0.7124 0.9797 nan 0.9932 0.9528 0.9048 0.9871 0.9154 0.0 0.8966 0.9850 0.6883 0.0641 0.8915 0.9818 0.0 nan 0.9811 0.8984 0.8376 0.9772 0.8517 0.0 0.8309 0.9784 0.4574 0.0641 0.8394 0.9524 0.0
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0.0336 330.91 3640 0.0818 0.6728 0.7215 0.9800 nan 0.9931 0.9519 0.9099 0.9876 0.9123 0.0 0.9019 0.9838 0.7339 0.1136 0.9043 0.9873 0.0 nan 0.9814 0.8987 0.8428 0.9775 0.8533 0.0 0.8334 0.9770 0.4779 0.1133 0.8388 0.9519 0.0
0.0337 332.73 3660 0.0838 0.6715 0.7202 0.9797 nan 0.9934 0.9504 0.9035 0.9877 0.9139 0.0 0.9029 0.9822 0.7108 0.1165 0.9144 0.9863 0.0 nan 0.9810 0.8976 0.8403 0.9775 0.8521 0.0 0.8339 0.9757 0.4644 0.1160 0.8384 0.9529 0.0
0.0345 334.55 3680 0.0830 0.6716 0.7203 0.9799 nan 0.9928 0.9494 0.9115 0.9894 0.9022 0.0 0.8938 0.9844 0.7401 0.1050 0.9091 0.9856 0.0 nan 0.9812 0.8972 0.8435 0.9776 0.8533 0.0 0.8323 0.9771 0.4743 0.1044 0.8354 0.9549 0.0
0.0308 336.36 3700 0.0844 0.6669 0.7137 0.9797 nan 0.9928 0.9555 0.9154 0.9857 0.9120 0.0 0.8952 0.9849 0.6996 0.0588 0.8942 0.9844 0.0 nan 0.9813 0.8952 0.8455 0.9771 0.8533 0.0 0.8336 0.9774 0.4615 0.0587 0.8367 0.9489 0.0
0.0302 338.18 3720 0.0838 0.6667 0.7130 0.9798 nan 0.9932 0.9546 0.9021 0.9882 0.9072 0.0 0.8943 0.9840 0.7031 0.0535 0.9043 0.9852 0.0 nan 0.9814 0.8968 0.8428 0.9776 0.8535 0.0 0.8313 0.9774 0.4621 0.0533 0.8439 0.9475 0.0
0.0301 340.0 3740 0.0841 0.6695 0.7134 0.9799 nan 0.9933 0.9544 0.9042 0.9873 0.9094 0.0 0.8942 0.9848 0.6984 0.0769 0.8944 0.9774 0.0 nan 0.9812 0.8982 0.8419 0.9777 0.8543 0.0 0.8346 0.9778 0.4603 0.0767 0.8427 0.9577 0.0
0.0285 341.82 3760 0.0843 0.6706 0.7172 0.9798 nan 0.9931 0.9518 0.9109 0.9878 0.9104 0.0 0.9037 0.9828 0.6922 0.0964 0.9102 0.9836 0.0 nan 0.9811 0.8977 0.8430 0.9776 0.8536 0.0 0.8300 0.9764 0.4557 0.0961 0.8528 0.9531 0.0
0.0382 343.64 3780 0.0854 0.6670 0.7118 0.9797 nan 0.9938 0.9509 0.9013 0.9879 0.9098 0.0 0.8912 0.9826 0.6746 0.0703 0.9039 0.9871 0.0 nan 0.9808 0.8979 0.8413 0.9776 0.8539 0.0 0.8297 0.9768 0.4482 0.0702 0.8457 0.9491 0.0
0.0316 345.45 3800 0.0838 0.6690 0.7170 0.9799 nan 0.9928 0.9526 0.9139 0.9878 0.9132 0.0 0.8975 0.9844 0.7144 0.0762 0.9002 0.9884 0.0 nan 0.9814 0.8982 0.8437 0.9776 0.8537 0.0 0.8346 0.9776 0.4685 0.0761 0.8439 0.9417 0.0
0.03 347.27 3820 0.0828 0.6709 0.7159 0.9799 nan 0.9938 0.9521 0.9017 0.9876 0.9069 0.0 0.9003 0.9840 0.7115 0.0878 0.8999 0.9810 0.0 nan 0.9813 0.8981 0.8430 0.9775 0.8546 0.0 0.8387 0.9774 0.4669 0.0876 0.8428 0.9537 0.0
0.0333 349.09 3840 0.0844 0.6671 0.7147 0.9797 nan 0.9930 0.9546 0.9114 0.9875 0.9084 0.0 0.8952 0.9817 0.7053 0.0653 0.9007 0.9877 0.0 nan 0.9814 0.8937 0.8461 0.9777 0.8551 0.0 0.8344 0.9762 0.4611 0.0651 0.8312 0.9503 0.0
0.0319 350.91 3860 0.0840 0.6684 0.7152 0.9799 nan 0.9926 0.9528 0.9167 0.9881 0.9058 0.0 0.8987 0.9853 0.6963 0.0739 0.9041 0.9834 0.0 nan 0.9811 0.8984 0.8414 0.9775 0.8540 0.0 0.8329 0.9791 0.4581 0.0737 0.8379 0.9547 0.0
0.0308 352.73 3880 0.0837 0.6681 0.7146 0.9797 nan 0.9923 0.9530 0.9171 0.9880 0.9132 0.0 0.9054 0.9855 0.6735 0.0863 0.8883 0.9869 0.0 nan 0.9810 0.8961 0.8433 0.9775 0.8534 0.0 0.8349 0.9793 0.4456 0.0860 0.8334 0.9542 0.0
0.0359 354.55 3900 0.0843 0.6680 0.7124 0.9798 nan 0.9931 0.9563 0.9074 0.9864 0.9137 0.0 0.8989 0.9841 0.6872 0.0682 0.8805 0.9850 0.0 nan 0.9811 0.8974 0.8424 0.9774 0.8543 0.0 0.8335 0.9783 0.4543 0.0681 0.8375 0.9594 0.0
0.0389 356.36 3920 0.0849 0.6678 0.7163 0.9798 nan 0.9923 0.9553 0.9071 0.9883 0.9091 0.0 0.9108 0.9856 0.7119 0.0583 0.9054 0.9880 0.0 nan 0.9813 0.8947 0.8452 0.9773 0.8543 0.0 0.8278 0.9786 0.4647 0.0582 0.8439 0.9558 0.0
0.0331 358.18 3940 0.0842 0.6678 0.7152 0.9798 nan 0.9929 0.9513 0.9104 0.9887 0.9052 0.0 0.9001 0.9844 0.6991 0.0631 0.9132 0.9894 0.0 nan 0.9811 0.8958 0.8454 0.9775 0.8543 0.0 0.8325 0.9787 0.4566 0.0629 0.8511 0.9459 0.0
0.0361 360.0 3960 0.0851 0.6690 0.7144 0.9800 nan 0.9937 0.9526 0.9018 0.9876 0.9101 0.0 0.9083 0.9846 0.7001 0.0729 0.8929 0.9828 0.0 nan 0.9813 0.8987 0.8445 0.9777 0.8545 0.0 0.8331 0.9785 0.4589 0.0727 0.8425 0.9544 0.0
0.0311 361.82 3980 0.0867 0.6673 0.7155 0.9796 nan 0.9929 0.9553 0.9038 0.9877 0.9096 0.0 0.9086 0.9829 0.6951 0.0747 0.9086 0.9826 0.0 nan 0.9813 0.8946 0.8413 0.9774 0.8550 0.0 0.8332 0.9775 0.4521 0.0744 0.8295 0.9589 0.0
0.045 363.64 4000 0.0849 0.6682 0.7138 0.9800 nan 0.9930 0.9545 0.9088 0.9876 0.9067 0.0 0.8957 0.9862 0.6906 0.0699 0.9011 0.9855 0.0 nan 0.9812 0.8993 0.8433 0.9776 0.8550 0.0 0.8319 0.9797 0.4525 0.0697 0.8463 0.9508 0.0
0.0333 365.45 4020 0.0847 0.6683 0.7146 0.9799 nan 0.9934 0.9485 0.9126 0.9876 0.9119 0.0 0.8958 0.9858 0.6939 0.0733 0.8981 0.9884 0.0 nan 0.9810 0.8980 0.8446 0.9775 0.8540 0.0 0.8340 0.9796 0.4563 0.0731 0.8474 0.9424 0.0
0.0314 367.27 4040 0.0848 0.6665 0.7114 0.9800 nan 0.9931 0.9534 0.9106 0.9884 0.8989 0.0 0.9062 0.9856 0.6772 0.0595 0.8903 0.9845 0.0 nan 0.9812 0.8983 0.8448 0.9778 0.8543 0.0 0.8348 0.9793 0.4487 0.0593 0.8358 0.9498 0.0
0.0294 369.09 4060 0.0853 0.6693 0.7160 0.9798 nan 0.9929 0.9535 0.9124 0.9873 0.9078 0.0 0.8968 0.9830 0.7184 0.0738 0.8974 0.9844 0.0 nan 0.9812 0.8958 0.8449 0.9775 0.8548 0.0 0.8339 0.9765 0.4670 0.0736 0.8426 0.9530 0.0
0.0342 370.91 4080 0.0853 0.6711 0.7174 0.9800 nan 0.9935 0.9538 0.9044 0.9876 0.9094 0.0 0.9037 0.9826 0.7193 0.0748 0.9144 0.9825 0.0 nan 0.9814 0.8968 0.8462 0.9776 0.8549 0.0 0.8362 0.9765 0.4707 0.0745 0.8514 0.9581 0.0
0.0312 372.73 4100 0.0825 0.6724 0.7207 0.9801 nan 0.9929 0.9526 0.9128 0.9884 0.9067 0.0 0.9055 0.9852 0.7029 0.1121 0.9238 0.9856 0.0 nan 0.9815 0.8987 0.8449 0.9778 0.8549 0.0 0.8333 0.9782 0.4623 0.1117 0.8500 0.9483 0.0
0.0317 374.55 4120 0.0843 0.6704 0.7172 0.9800 nan 0.9931 0.9540 0.9096 0.9878 0.9092 0.0 0.8975 0.9840 0.7138 0.0753 0.9125 0.9872 0.0 nan 0.9813 0.8984 0.8446 0.9778 0.8548 0.0 0.8350 0.9780 0.4646 0.0752 0.8562 0.9496 0.0
0.0353 376.36 4140 0.0848 0.6708 0.7179 0.9799 nan 0.9924 0.9552 0.9156 0.9885 0.9054 0.0 0.9019 0.9838 0.7214 0.0799 0.9027 0.9857 0.0 nan 0.9815 0.8969 0.8448 0.9778 0.8553 0.0 0.8302 0.9770 0.4715 0.0796 0.8527 0.9529 0.0
0.0338 378.18 4160 0.0834 0.6714 0.7183 0.9800 nan 0.9928 0.9504 0.9170 0.9884 0.9051 0.0 0.9128 0.9856 0.7067 0.0883 0.9048 0.9861 0.0 nan 0.9812 0.8974 0.8450 0.9778 0.8551 0.0 0.8334 0.9785 0.4630 0.0881 0.8555 0.9528 0.0
0.0324 380.0 4180 0.0855 0.6693 0.7121 0.9798 nan 0.9936 0.9523 0.9013 0.9879 0.9114 0.0 0.8953 0.9840 0.6890 0.0692 0.8910 0.9828 0.0 nan 0.9811 0.8969 0.8436 0.9777 0.8546 0.0 0.8400 0.9774 0.4555 0.0689 0.8484 0.9569 0.0
0.0333 381.82 4200 0.0868 0.6687 0.7137 0.9798 nan 0.9929 0.9528 0.9079 0.9881 0.9087 0.0 0.9049 0.9861 0.6805 0.0759 0.8936 0.9871 0.0 nan 0.9811 0.8964 0.8437 0.9777 0.8553 0.0 0.8392 0.9782 0.4517 0.0756 0.8426 0.9512 0.0
0.0293 383.64 4220 0.0857 0.6706 0.7195 0.9799 nan 0.9924 0.9533 0.9133 0.9877 0.9124 0.0 0.9155 0.9851 0.7200 0.0847 0.9032 0.9860 0.0 nan 0.9812 0.8970 0.8434 0.9778 0.8559 0.0 0.8358 0.9781 0.4680 0.0844 0.8447 0.9521 0.0
0.0319 385.45 4240 0.0858 0.6713 0.7181 0.9798 nan 0.9928 0.9549 0.9097 0.9866 0.9176 0.0 0.9020 0.9839 0.7280 0.0880 0.8899 0.9815 0.0 nan 0.9812 0.8969 0.8435 0.9775 0.8543 0.0 0.8349 0.9775 0.4735 0.0875 0.8414 0.9582 0.0
0.03 387.27 4260 0.0848 0.6712 0.7174 0.9799 nan 0.9930 0.9560 0.9037 0.9863 0.9119 0.0 0.9116 0.9860 0.7047 0.0905 0.8988 0.9834 0.0 nan 0.9811 0.8976 0.8407 0.9777 0.8556 0.0 0.8374 0.9786 0.4648 0.0899 0.8454 0.9563 0.0
0.0274 389.09 4280 0.0846 0.6727 0.7185 0.9800 nan 0.9927 0.9527 0.9146 0.9884 0.9100 0.0 0.8988 0.9845 0.7151 0.1003 0.8990 0.9842 0.0 nan 0.9812 0.8983 0.8438 0.9780 0.8552 0.0 0.8385 0.9779 0.4681 0.1000 0.8465 0.9580 0.0
0.0342 390.91 4300 0.0840 0.6727 0.7178 0.9801 nan 0.9929 0.9530 0.9151 0.9880 0.9129 0.0 0.9062 0.9848 0.6918 0.0974 0.9061 0.9832 0.0 nan 0.9813 0.8987 0.8466 0.9779 0.8558 0.0 0.8399 0.9783 0.4569 0.0972 0.8551 0.9572 0.0
0.0317 392.73 4320 0.0851 0.6710 0.7160 0.9801 nan 0.9929 0.9538 0.9143 0.9876 0.9107 0.0 0.9017 0.9857 0.6887 0.0822 0.9073 0.9830 0.0 nan 0.9813 0.8979 0.8461 0.9779 0.8565 0.0 0.8402 0.9789 0.4559 0.0820 0.8504 0.9562 0.0
0.0296 394.55 4340 0.0853 0.6710 0.7186 0.9800 nan 0.9922 0.9535 0.9170 0.9889 0.9058 0.0 0.9117 0.9858 0.7070 0.0870 0.9059 0.9873 0.0 nan 0.9813 0.8970 0.8452 0.9779 0.8558 0.0 0.8402 0.9793 0.4600 0.0867 0.8495 0.9502 0.0
0.0324 396.36 4360 0.0868 0.6724 0.7180 0.9802 nan 0.9932 0.9510 0.9106 0.9887 0.9065 0.0 0.9045 0.9858 0.7138 0.0846 0.9114 0.9838 0.0 nan 0.9815 0.8982 0.8468 0.9777 0.8564 0.0 0.8414 0.9785 0.4669 0.0844 0.8549 0.9542 0.0
0.0284 398.18 4380 0.0839 0.6759 0.7217 0.9800 nan 0.9928 0.9556 0.9128 0.9874 0.9132 0.0 0.9069 0.9836 0.6843 0.1583 0.9057 0.9815 0.0 nan 0.9812 0.8980 0.8460 0.9779 0.8571 0.0 0.8371 0.9782 0.4527 0.1575 0.8445 0.9562 0.0
0.0449 400.0 4400 0.0831 0.6768 0.7234 0.9803 nan 0.9932 0.9534 0.9052 0.9875 0.9107 0.0 0.9044 0.9874 0.7294 0.1453 0.9039 0.9836 0.0 nan 0.9816 0.8993 0.8468 0.9778 0.8567 0.0 0.8409 0.9795 0.4722 0.1448 0.8451 0.9534 0.0
0.0266 401.82 4420 0.0828 0.6786 0.7248 0.9802 nan 0.9931 0.9506 0.9100 0.9894 0.9074 0.0 0.9045 0.9845 0.7097 0.1842 0.9020 0.9873 0.0 nan 0.9814 0.8996 0.8479 0.9777 0.8542 0.0 0.8383 0.9783 0.4633 0.1835 0.8455 0.9523 0.0
0.0255 403.64 4440 0.0851 0.6717 0.7173 0.9799 nan 0.9926 0.9566 0.9097 0.9876 0.9100 0.0 0.9012 0.9836 0.7026 0.1092 0.8881 0.9836 0.0 nan 0.9814 0.8951 0.8473 0.9778 0.8558 0.0 0.8401 0.9763 0.4608 0.1088 0.8327 0.9562 0.0
0.0336 405.45 4460 0.0844 0.6708 0.7172 0.9798 nan 0.9929 0.9529 0.9079 0.9886 0.9110 0.0 0.9042 0.9829 0.6966 0.1008 0.8981 0.9874 0.0 nan 0.9814 0.8946 0.8477 0.9778 0.8552 0.0 0.8361 0.9760 0.4576 0.1005 0.8419 0.9518 0.0
0.0289 407.27 4480 0.0841 0.6737 0.7197 0.9800 nan 0.9928 0.9540 0.9124 0.9886 0.9063 0.0 0.9067 0.9832 0.7028 0.1169 0.9087 0.9836 0.0 nan 0.9814 0.8974 0.8460 0.9780 0.8563 0.0 0.8348 0.9761 0.4634 0.1164 0.8529 0.9559 0.0
0.0276 409.09 4500 0.0852 0.6724 0.7180 0.9799 nan 0.9932 0.9520 0.9133 0.9880 0.9117 0.0 0.9032 0.9817 0.6858 0.1129 0.9086 0.9835 0.0 nan 0.9813 0.8962 0.8466 0.9779 0.8554 0.0 0.8338 0.9753 0.4554 0.1124 0.8507 0.9561 0.0
0.0335 410.91 4520 0.0850 0.6724 0.7168 0.9800 nan 0.9934 0.9544 0.9079 0.9879 0.9098 0.0 0.8938 0.9826 0.7132 0.0872 0.9087 0.9796 0.0 nan 0.9815 0.8974 0.8465 0.9779 0.8559 0.0 0.8373 0.9759 0.4687 0.0868 0.8540 0.9599 0.0
0.0345 412.73 4540 0.0845 0.6726 0.7161 0.9800 nan 0.9939 0.9522 0.8977 0.9885 0.9057 0.0 0.8982 0.9832 0.6894 0.1065 0.9093 0.9847 0.0 nan 0.9812 0.8985 0.8416 0.9779 0.8562 0.0 0.8361 0.9770 0.4581 0.1062 0.8555 0.9549 0.0
0.0281 414.55 4560 0.0839 0.6737 0.7200 0.9803 nan 0.9933 0.9523 0.9091 0.9883 0.9131 0.0 0.9025 0.9856 0.7077 0.1080 0.9155 0.9843 0.0 nan 0.9816 0.9001 0.8479 0.9780 0.8557 0.0 0.8355 0.9784 0.4649 0.1076 0.8553 0.9528 0.0
0.0329 416.36 4580 0.0848 0.6707 0.7152 0.9802 nan 0.9935 0.9557 0.9010 0.9881 0.9104 0.0 0.8989 0.9846 0.7053 0.0752 0.9016 0.9827 0.0 nan 0.9817 0.8979 0.8473 0.9781 0.8567 0.0 0.8391 0.9782 0.4635 0.0749 0.8444 0.9580 0.0
0.0295 418.18 4600 0.0849 0.6744 0.7225 0.9801 nan 0.9927 0.9547 0.9132 0.9888 0.9063 0.0 0.9052 0.9828 0.7186 0.1243 0.9197 0.9867 0.0 nan 0.9815 0.8980 0.8482 0.9780 0.8555 0.0 0.8374 0.9766 0.4678 0.1235 0.8520 0.9489 0.0
0.0316 420.0 4620 0.0844 0.6726 0.7184 0.9801 nan 0.9932 0.9556 0.9080 0.9878 0.9083 0.0 0.9016 0.9837 0.6995 0.1140 0.9027 0.9845 0.0 nan 0.9816 0.8968 0.8478 0.9780 0.8563 0.0 0.8372 0.9772 0.4628 0.1134 0.8417 0.9505 0.0
0.0271 421.82 4640 0.0842 0.6741 0.7192 0.9801 nan 0.9933 0.9508 0.9108 0.9887 0.9081 0.0 0.9018 0.9838 0.7080 0.1181 0.9055 0.9806 0.0 nan 0.9815 0.8977 0.8463 0.9780 0.8560 0.0 0.8383 0.9768 0.4668 0.1176 0.8513 0.9534 0.0
0.0332 423.64 4660 0.0842 0.6736 0.7193 0.9801 nan 0.9932 0.9529 0.9103 0.9882 0.9091 0.0 0.8993 0.9840 0.7060 0.1218 0.9031 0.9835 0.0 nan 0.9814 0.8980 0.8468 0.9780 0.8559 0.0 0.8379 0.9776 0.4641 0.1212 0.8446 0.9515 0.0
0.0288 425.45 4680 0.0843 0.6729 0.7191 0.9802 nan 0.9930 0.9532 0.9136 0.9884 0.9094 0.0 0.9011 0.9845 0.7048 0.1080 0.9096 0.9826 0.0 nan 0.9815 0.8987 0.8467 0.9781 0.8571 0.0 0.8389 0.9779 0.4628 0.1076 0.8471 0.9515 0.0
0.0309 427.27 4700 0.0837 0.6738 0.7197 0.9803 nan 0.9934 0.9536 0.9090 0.9879 0.9102 0.0 0.9024 0.9852 0.6985 0.1169 0.9126 0.9861 0.0 nan 0.9815 0.8998 0.8480 0.9781 0.8577 0.0 0.8368 0.9784 0.4614 0.1163 0.8507 0.9510 0.0
0.0306 429.09 4720 0.0826 0.6755 0.7218 0.9803 nan 0.9933 0.9501 0.9104 0.9893 0.9085 0.0 0.9010 0.9856 0.7017 0.1427 0.9134 0.9882 0.0 nan 0.9816 0.8998 0.8474 0.9779 0.8569 0.0 0.8374 0.9791 0.4633 0.1421 0.8507 0.9449 0.0
0.025 430.91 4740 0.0838 0.6753 0.7221 0.9802 nan 0.9934 0.9522 0.9105 0.9878 0.9118 0.0 0.8943 0.9837 0.7082 0.1379 0.9199 0.9879 0.0 nan 0.9815 0.8992 0.8461 0.9780 0.8571 0.0 0.8374 0.9775 0.4655 0.1372 0.8530 0.9462 0.0
0.0282 432.73 4760 0.0835 0.6766 0.7227 0.9804 nan 0.9934 0.9519 0.9086 0.9875 0.9133 0.0 0.9017 0.9873 0.7101 0.1529 0.9068 0.9822 0.0 nan 0.9815 0.9009 0.8467 0.9779 0.8559 0.0 0.8375 0.9795 0.4658 0.1520 0.8465 0.9520 0.0
0.033 434.55 4780 0.0826 0.6761 0.7234 0.9805 nan 0.9934 0.9520 0.9065 0.9887 0.9089 0.0 0.9038 0.9864 0.7249 0.1466 0.9050 0.9880 0.0 nan 0.9817 0.9009 0.8477 0.9781 0.8559 0.0 0.8381 0.9795 0.4727 0.1457 0.8444 0.9441 0.0
0.0332 436.36 4800 0.0837 0.6697 0.7143 0.9801 nan 0.9936 0.9529 0.9072 0.9875 0.9126 0.0 0.9019 0.9854 0.6416 0.1116 0.9062 0.9856 0.0 nan 0.9816 0.8972 0.8478 0.9779 0.8559 0.0 0.8400 0.9786 0.4285 0.1111 0.8441 0.9437 0.0
0.0321 438.18 4820 0.0837 0.6715 0.7188 0.9802 nan 0.9932 0.9518 0.9107 0.9886 0.9096 0.0 0.9076 0.9857 0.6956 0.1085 0.9059 0.9878 0.0 nan 0.9815 0.8987 0.8471 0.9781 0.8567 0.0 0.8362 0.9789 0.4574 0.1079 0.8433 0.9434 0.0
0.0297 440.0 4840 0.0849 0.6691 0.7149 0.9801 nan 0.9929 0.9553 0.9104 0.9882 0.9094 0.0 0.9049 0.9849 0.6837 0.0896 0.8874 0.9871 0.0 nan 0.9814 0.8977 0.8454 0.9781 0.8574 0.0 0.8337 0.9787 0.4526 0.0891 0.8311 0.9533 0.0
0.0305 441.82 4860 0.0843 0.6731 0.7231 0.9803 nan 0.9926 0.9549 0.9166 0.9870 0.9140 0.0 0.9084 0.9867 0.7377 0.1013 0.9125 0.9885 0.0 nan 0.9818 0.8995 0.8462 0.9777 0.8563 0.0 0.8342 0.9793 0.4780 0.1008 0.8472 0.9496 0.0
0.0348 443.64 4880 0.0850 0.6719 0.7192 0.9802 nan 0.9929 0.9542 0.9119 0.9884 0.9112 0.0 0.9056 0.9849 0.7136 0.0900 0.9089 0.9884 0.0 nan 0.9817 0.8981 0.8467 0.9779 0.8562 0.0 0.8404 0.9782 0.4679 0.0896 0.8479 0.9505 0.0
0.0284 445.45 4900 0.0844 0.6710 0.7179 0.9802 nan 0.9931 0.9522 0.9134 0.9879 0.9099 0.0 0.9109 0.9861 0.6941 0.0981 0.8984 0.9884 0.0 nan 0.9815 0.8988 0.8460 0.9779 0.8565 0.0 0.8407 0.9789 0.4585 0.0976 0.8414 0.9456 0.0
0.0274 447.27 4920 0.0843 0.6709 0.7184 0.9802 nan 0.9930 0.9529 0.9126 0.9887 0.9097 0.0 0.9072 0.9850 0.7122 0.0846 0.9038 0.9893 0.0 nan 0.9817 0.8990 0.8468 0.9780 0.8568 0.0 0.8394 0.9786 0.4665 0.0843 0.8440 0.9471 0.0
0.0307 449.09 4940 0.0848 0.6712 0.7185 0.9801 nan 0.9927 0.9543 0.9157 0.9885 0.9097 0.0 0.9081 0.9838 0.7066 0.0870 0.9062 0.9874 0.0 nan 0.9816 0.8979 0.8465 0.9781 0.8573 0.0 0.8392 0.9775 0.4639 0.0866 0.8453 0.9511 0.0
0.03 450.91 4960 0.0854 0.6710 0.7176 0.9801 nan 0.9935 0.9542 0.9070 0.9872 0.9156 0.0 0.9021 0.9837 0.7044 0.0897 0.9054 0.9854 0.0 nan 0.9816 0.8979 0.8471 0.9780 0.8573 0.0 0.8384 0.9774 0.4622 0.0893 0.8441 0.9497 0.0
0.0342 452.73 4980 0.0854 0.6719 0.7193 0.9802 nan 0.9934 0.9523 0.9083 0.9880 0.9121 0.0 0.9058 0.9850 0.7122 0.0895 0.9190 0.9852 0.0 nan 0.9817 0.8986 0.8459 0.9781 0.8579 0.0 0.8392 0.9779 0.4678 0.0891 0.8471 0.9519 0.0
0.0327 454.55 5000 0.0842 0.6735 0.7207 0.9803 nan 0.9933 0.9531 0.9113 0.9883 0.9114 0.0 0.8995 0.9842 0.7079 0.1088 0.9252 0.9859 0.0 nan 0.9816 0.8991 0.8467 0.9782 0.8579 0.0 0.8385 0.9782 0.4662 0.1082 0.8476 0.9536 0.0
0.0306 456.36 5020 0.0840 0.6743 0.7215 0.9803 nan 0.9929 0.9549 0.9123 0.9880 0.9114 0.0 0.8972 0.9855 0.7087 0.1210 0.9203 0.9873 0.0 nan 0.9816 0.8995 0.8467 0.9782 0.8585 0.0 0.8370 0.9788 0.4649 0.1205 0.8463 0.9542 0.0
0.0305 458.18 5040 0.0852 0.6726 0.7180 0.9803 nan 0.9931 0.9561 0.9105 0.9878 0.9081 0.0 0.8991 0.9855 0.6953 0.1033 0.9118 0.9839 0.0 nan 0.9816 0.8992 0.8467 0.9782 0.8584 0.0 0.8363 0.9786 0.4601 0.1028 0.8455 0.9570 0.0
0.0272 460.0 5060 0.0845 0.6724 0.7179 0.9803 nan 0.9934 0.9554 0.9088 0.9869 0.9155 0.0 0.9019 0.9853 0.7077 0.0982 0.8995 0.9797 0.0 nan 0.9816 0.8997 0.8466 0.9780 0.8572 0.0 0.8357 0.9789 0.4653 0.0978 0.8436 0.9566 0.0
0.0261 461.82 5080 0.0849 0.6737 0.7195 0.9804 nan 0.9937 0.9532 0.9042 0.9878 0.9107 0.0 0.9048 0.9859 0.7237 0.1053 0.9031 0.9813 0.0 nan 0.9817 0.9004 0.8458 0.9782 0.8583 0.0 0.8372 0.9792 0.4716 0.1048 0.8465 0.9550 0.0
0.034 463.64 5100 0.0848 0.6724 0.7172 0.9802 nan 0.9934 0.9540 0.9091 0.9878 0.9112 0.0 0.9020 0.9849 0.7040 0.1041 0.8908 0.9821 0.0 nan 0.9816 0.8987 0.8466 0.9781 0.8578 0.0 0.8362 0.9784 0.4648 0.1036 0.8407 0.9550 0.0
0.0289 465.45 5120 0.0845 0.6725 0.7187 0.9802 nan 0.9932 0.9535 0.9090 0.9880 0.9114 0.0 0.9043 0.9852 0.7155 0.0987 0.8983 0.9862 0.0 nan 0.9816 0.8989 0.8457 0.9782 0.8580 0.0 0.8373 0.9784 0.4696 0.0982 0.8453 0.9520 0.0
0.0287 467.27 5140 0.0847 0.6708 0.7176 0.9801 nan 0.9934 0.9536 0.9052 0.9875 0.9121 0.0 0.9053 0.9857 0.7024 0.0865 0.9094 0.9878 0.0 nan 0.9815 0.8980 0.8451 0.9780 0.8573 0.0 0.8372 0.9785 0.4630 0.0861 0.8487 0.9475 0.0
0.0269 469.09 5160 0.0843 0.6714 0.7182 0.9802 nan 0.9931 0.9521 0.9108 0.9886 0.9102 0.0 0.9081 0.9862 0.7010 0.0929 0.9068 0.9873 0.0 nan 0.9816 0.8987 0.8456 0.9781 0.8580 0.0 0.8376 0.9790 0.4625 0.0924 0.8450 0.9497 0.0
0.0287 470.91 5180 0.0840 0.6711 0.7180 0.9802 nan 0.9932 0.9528 0.9091 0.9885 0.9104 0.0 0.9089 0.9853 0.7016 0.0909 0.9071 0.9859 0.0 nan 0.9816 0.8989 0.8455 0.9782 0.8578 0.0 0.8350 0.9782 0.4629 0.0904 0.8432 0.9526 0.0
0.0284 472.73 5200 0.0850 0.6713 0.7181 0.9802 nan 0.9933 0.9544 0.9075 0.9877 0.9124 0.0 0.9072 0.9844 0.7026 0.0959 0.9039 0.9854 0.0 nan 0.9816 0.8982 0.8461 0.9781 0.8577 0.0 0.8356 0.9778 0.4629 0.0955 0.8416 0.9521 0.0
0.0277 474.55 5220 0.0849 0.6702 0.7159 0.9801 nan 0.9933 0.9541 0.9095 0.9880 0.9101 0.0 0.9037 0.9836 0.6912 0.0877 0.8995 0.9858 0.0 nan 0.9816 0.8975 0.8464 0.9781 0.8582 0.0 0.8385 0.9774 0.4576 0.0874 0.8392 0.9506 0.0
0.0265 476.36 5240 0.0844 0.6718 0.7180 0.9801 nan 0.9930 0.9542 0.9127 0.9884 0.9101 0.0 0.9044 0.9835 0.6983 0.1031 0.9004 0.9852 0.0 nan 0.9816 0.8979 0.8464 0.9781 0.8578 0.0 0.8383 0.9773 0.4612 0.1027 0.8404 0.9515 0.0
0.0308 478.18 5260 0.0839 0.6739 0.7210 0.9803 nan 0.9931 0.9536 0.9114 0.9884 0.9115 0.0 0.9007 0.9841 0.7181 0.1159 0.9098 0.9862 0.0 nan 0.9817 0.8989 0.8468 0.9782 0.8580 0.0 0.8377 0.9775 0.4693 0.1153 0.8447 0.9521 0.0
0.0256 480.0 5280 0.0834 0.6748 0.7219 0.9803 nan 0.9931 0.9529 0.9129 0.9887 0.9102 0.0 0.9069 0.9841 0.7114 0.1293 0.9110 0.9837 0.0 nan 0.9817 0.8994 0.8470 0.9781 0.8577 0.0 0.8359 0.9775 0.4670 0.1286 0.8459 0.9542 0.0
0.0344 481.82 5300 0.0836 0.6740 0.7198 0.9803 nan 0.9932 0.9540 0.9115 0.9879 0.9121 0.0 0.9020 0.9848 0.7000 0.1233 0.9050 0.9837 0.0 nan 0.9816 0.8992 0.8467 0.9781 0.8582 0.0 0.8358 0.9776 0.4624 0.1227 0.8443 0.9556 0.0
0.0259 483.64 5320 0.0841 0.6724 0.7174 0.9802 nan 0.9935 0.9538 0.9082 0.9879 0.9111 0.0 0.9017 0.9846 0.6945 0.1070 0.9013 0.9830 0.0 nan 0.9816 0.8990 0.8463 0.9782 0.8581 0.0 0.8367 0.9778 0.4592 0.1064 0.8418 0.9560 0.0
0.0282 485.45 5340 0.0842 0.6726 0.7185 0.9802 nan 0.9933 0.9530 0.9125 0.9880 0.9125 0.0 0.9013 0.9847 0.6981 0.1058 0.9066 0.9843 0.0 nan 0.9816 0.8994 0.8464 0.9781 0.8580 0.0 0.8368 0.9781 0.4606 0.1053 0.8449 0.9540 0.0
0.0302 487.27 5360 0.0837 0.6727 0.7185 0.9802 nan 0.9933 0.9537 0.9089 0.9881 0.9126 0.0 0.9015 0.9843 0.7002 0.1108 0.9004 0.9861 0.0 nan 0.9816 0.8990 0.8466 0.9781 0.8577 0.0 0.8364 0.9780 0.4617 0.1102 0.8422 0.9537 0.0
0.0266 489.09 5380 0.0842 0.6723 0.7178 0.9802 nan 0.9934 0.9541 0.9070 0.9880 0.9110 0.0 0.9034 0.9846 0.7013 0.1072 0.8956 0.9863 0.0 nan 0.9816 0.8989 0.8466 0.9781 0.8581 0.0 0.8360 0.9780 0.4625 0.1067 0.8404 0.9529 0.0
0.0301 490.91 5400 0.0842 0.6728 0.7190 0.9803 nan 0.9933 0.9535 0.9101 0.9877 0.9113 0.0 0.9036 0.9855 0.7005 0.1105 0.9036 0.9871 0.0 nan 0.9816 0.8993 0.8467 0.9781 0.8578 0.0 0.8360 0.9781 0.4620 0.1099 0.8451 0.9512 0.0
0.0279 492.73 5420 0.0840 0.6730 0.7187 0.9803 nan 0.9933 0.9527 0.9110 0.9881 0.9122 0.0 0.9022 0.9855 0.7012 0.1122 0.8993 0.9853 0.0 nan 0.9816 0.8994 0.8467 0.9782 0.8577 0.0 0.8360 0.9781 0.4623 0.1116 0.8453 0.9524 0.0
0.0298 494.55 5440 0.0843 0.6730 0.7189 0.9803 nan 0.9934 0.9520 0.9095 0.9884 0.9098 0.0 0.9050 0.9855 0.6996 0.1122 0.9048 0.9849 0.0 nan 0.9816 0.8997 0.8464 0.9782 0.8579 0.0 0.8362 0.9781 0.4611 0.1117 0.8458 0.9528 0.0
0.0298 496.36 5460 0.0847 0.6732 0.7191 0.9802 nan 0.9933 0.9532 0.9109 0.9882 0.9117 0.0 0.9034 0.9843 0.7045 0.1134 0.9006 0.9845 0.0 nan 0.9816 0.8991 0.8469 0.9781 0.8578 0.0 0.8361 0.9778 0.4629 0.1128 0.8448 0.9534 0.0
0.0287 498.18 5480 0.0838 0.6724 0.7174 0.9802 nan 0.9934 0.9538 0.9089 0.9879 0.9126 0.0 0.9023 0.9850 0.6862 0.1122 0.8999 0.9844 0.0 nan 0.9816 0.8991 0.8468 0.9781 0.8576 0.0 0.8366 0.9780 0.4549 0.1117 0.8433 0.9533 0.0
0.0331 500.0 5500 0.0837 0.6719 0.7168 0.9802 nan 0.9934 0.9531 0.9075 0.9886 0.9103 0.0 0.9022 0.9844 0.6933 0.1029 0.8981 0.9850 0.0 nan 0.9816 0.8989 0.8466 0.9782 0.8578 0.0 0.8371 0.9778 0.4583 0.1025 0.8433 0.9527 0.0

Framework versions

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